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  1. GPU available: True, used: True
  2. TPU available: False, using: 0 TPU cores
  3. IPU available: False, using: 0 IPUs
  4. HPU available: False, using: 0 HPUs
  5. data ready
  6. LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]
  7.  
  8. | Name | Type | Params
  9. ------------------------------
  10. 0 | net | Unet | 13.2 M
  11. ------------------------------
  12. 13.2 M Trainable params
  13. 0 Non-trainable params
  14. 13.2 M Total params
  15. 26.320 Total estimated model params size (MB)
  16. Sanity Checking: 0it [00:00, ?it/s]Validation data loaded.
  17. /usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:481: UserWarning: This DataLoader will create 8 worker processes in total. Our suggested max number of worker in current system is 4, 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.
  18. cpuset_checked))
  19. Sanity Checking DataLoader 0: 100% 2/2 [00:01<00:00, 1.11it/s]
  20. Validation Metrics: {'val_loss': tensor(9.8645, device='cuda:0'), 'val_acc': tensor(0.6852, device='cuda:0'), 'step': 0}
  21. Training data loaded.
  22. Epoch 0: 90% 140/156 [04:45<00:32, 2.04s/it, loss=0.268, v_num=tage]
  23. Validation: 0it [00:00, ?it/s]
  24. Validation: 0% 0/16 [00:00<?, ?it/s]
  25. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  26. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.70it/s]
  27. Epoch 0: 100% 156/156 [05:03<00:00, 1.95s/it, loss=0.268, v_num=tage]
  28. Validation Metrics: {'val_loss': tensor(0.2814, device='cuda:0'), 'val_acc': tensor(0.9783, device='cuda:0'), 'step': 0}
  29. Epoch 0: 100% 156/156 [05:03<00:00, 1.95s/it, loss=0.268, v_num=tage]
  30. Epoch 1: 90% 140/156 [04:46<00:32, 2.05s/it, loss=0.157, v_num=tage]
  31. Validation: 0it [00:00, ?it/s]
  32. Validation: 0% 0/16 [00:00<?, ?it/s]
  33. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  34. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.65it/s]
  35. Epoch 1: 100% 156/156 [05:05<00:00, 1.96s/it, loss=0.157, v_num=tage]
  36. Validation Metrics: {'val_loss': tensor(0.2059, device='cuda:0'), 'val_acc': tensor(0.9812, device='cuda:0'), 'step': 1}
  37. Epoch 1: 100% 156/156 [05:05<00:00, 1.96s/it, loss=0.157, v_num=tage]
  38. Epoch 2: 90% 140/156 [04:50<00:33, 2.07s/it, loss=0.128, v_num=tage]
  39. Validation: 0it [00:00, ?it/s]
  40. Validation: 0% 0/16 [00:00<?, ?it/s]
  41. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  42. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.62it/s]
  43. Epoch 2: 100% 156/156 [05:09<00:00, 1.98s/it, loss=0.128, v_num=tage]
  44. Validation Metrics: {'val_loss': tensor(0.1988, device='cuda:0'), 'val_acc': tensor(0.9803, device='cuda:0'), 'step': 2}
  45. Epoch 2: 100% 156/156 [05:09<00:00, 1.98s/it, loss=0.128, v_num=tage]
  46. Epoch 3: 90% 140/156 [04:48<00:32, 2.06s/it, loss=0.106, v_num=tage]
  47. Validation: 0it [00:00, ?it/s]
  48. Validation: 0% 0/16 [00:00<?, ?it/s]
  49. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  50. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.66it/s]
  51. Epoch 3: 100% 156/156 [05:07<00:00, 1.97s/it, loss=0.106, v_num=tage]
  52. Validation Metrics: {'val_loss': tensor(0.1573, device='cuda:0'), 'val_acc': tensor(0.9839, device='cuda:0'), 'step': 3}
  53. Epoch 3: 100% 156/156 [05:07<00:00, 1.97s/it, loss=0.106, v_num=tage]
  54. Epoch 4: 90% 140/156 [04:49<00:33, 2.07s/it, loss=0.102, v_num=tage]
  55. Validation: 0it [00:00, ?it/s]
  56. Validation: 0% 0/16 [00:00<?, ?it/s]
  57. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  58. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.73it/s]
  59. Epoch 4: 100% 156/156 [05:08<00:00, 1.98s/it, loss=0.102, v_num=tage]
  60. Validation Metrics: {'val_loss': tensor(0.1753, device='cuda:0'), 'val_acc': tensor(0.9816, device='cuda:0'), 'step': 4}
  61. Epoch 4: 100% 156/156 [05:08<00:00, 1.98s/it, loss=0.102, v_num=tage]
  62. Epoch 5: 90% 140/156 [04:52<00:33, 2.09s/it, loss=0.0921, v_num=tage]
  63. Validation: 0it [00:00, ?it/s]
  64. Validation: 0% 0/16 [00:00<?, ?it/s]
  65. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  66. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.75it/s]
  67. Epoch 5: 100% 156/156 [05:11<00:00, 2.00s/it, loss=0.0921, v_num=tage]
  68. Validation Metrics: {'val_loss': tensor(0.1333, device='cuda:0'), 'val_acc': tensor(0.9856, device='cuda:0'), 'step': 5}
  69. Epoch 5: 100% 156/156 [05:11<00:00, 2.00s/it, loss=0.0921, v_num=tage]
  70. Epoch 6: 90% 140/156 [04:52<00:33, 2.09s/it, loss=0.0906, v_num=tage]
  71. Validation: 0it [00:00, ?it/s]
  72. Validation: 0% 0/16 [00:00<?, ?it/s]
  73. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  74. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.63it/s]
  75. Epoch 6: 100% 156/156 [05:11<00:00, 2.00s/it, loss=0.0906, v_num=tage]
  76. Validation Metrics: {'val_loss': tensor(0.1265, device='cuda:0'), 'val_acc': tensor(0.9860, device='cuda:0'), 'step': 6}
  77. Epoch 6: 100% 156/156 [05:11<00:00, 2.00s/it, loss=0.0906, v_num=tage]
  78. Epoch 7: 90% 140/156 [04:47<00:32, 2.05s/it, loss=0.0854, v_num=tage]
  79. Validation: 0it [00:00, ?it/s]
  80. Validation: 0% 0/16 [00:00<?, ?it/s]
  81. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  82. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.62it/s]
  83. Epoch 7: 100% 156/156 [05:06<00:00, 1.97s/it, loss=0.0854, v_num=tage]
  84. Validation Metrics: {'val_loss': tensor(0.1194, device='cuda:0'), 'val_acc': tensor(0.9867, device='cuda:0'), 'step': 7}
  85. Epoch 7: 100% 156/156 [05:06<00:00, 1.97s/it, loss=0.0854, v_num=tage]
  86. Epoch 8: 90% 140/156 [04:45<00:32, 2.04s/it, loss=0.0796, v_num=tage]
  87. Validation: 0it [00:00, ?it/s]
  88. Validation: 0% 0/16 [00:00<?, ?it/s]
  89. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  90. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.66it/s]
  91. Epoch 8: 100% 156/156 [05:04<00:00, 1.95s/it, loss=0.0796, v_num=tage]
  92. Validation Metrics: {'val_loss': tensor(0.1338, device='cuda:0'), 'val_acc': tensor(0.9849, device='cuda:0'), 'step': 8}
  93. Epoch 8: 100% 156/156 [05:04<00:00, 1.95s/it, loss=0.0796, v_num=tage]
  94. Epoch 9: 90% 140/156 [04:48<00:33, 2.06s/it, loss=0.0838, v_num=tage]
  95. Validation: 0it [00:00, ?it/s]
  96. Validation: 0% 0/16 [00:00<?, ?it/s]
  97. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  98. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.54it/s]
  99. Epoch 9: 100% 156/156 [05:08<00:00, 1.98s/it, loss=0.0838, v_num=tage]
  100. Validation Metrics: {'val_loss': tensor(0.1226, device='cuda:0'), 'val_acc': tensor(0.9862, device='cuda:0'), 'step': 9}
  101. Epoch 9: 100% 156/156 [05:08<00:00, 1.98s/it, loss=0.0838, v_num=tage]
  102. Epoch 10: 90% 140/156 [04:45<00:32, 2.04s/it, loss=0.0758, v_num=tage]
  103. Validation: 0it [00:00, ?it/s]
  104. Validation: 0% 0/16 [00:00<?, ?it/s]
  105. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  106. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.68it/s]
  107. Epoch 10: 100% 156/156 [05:04<00:00, 1.95s/it, loss=0.0758, v_num=tage]
  108. Validation Metrics: {'val_loss': tensor(0.1245, device='cuda:0'), 'val_acc': tensor(0.9865, device='cuda:0'), 'step': 10}
  109. Epoch 10: 100% 156/156 [05:04<00:00, 1.95s/it, loss=0.0758, v_num=tage]
  110. Epoch 11: 90% 140/156 [04:47<00:32, 2.05s/it, loss=0.0845, v_num=tage]
  111. Validation: 0it [00:00, ?it/s]
  112. Validation: 0% 0/16 [00:00<?, ?it/s]
  113. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  114. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.63it/s]
  115. Epoch 11: 100% 156/156 [05:06<00:00, 1.96s/it, loss=0.0845, v_num=tage]
  116. Validation Metrics: {'val_loss': tensor(0.1009, device='cuda:0'), 'val_acc': tensor(0.9883, device='cuda:0'), 'step': 11}
  117. Epoch 11: 100% 156/156 [05:06<00:00, 1.96s/it, loss=0.0845, v_num=tage]
  118. Epoch 12: 90% 140/156 [04:49<00:33, 2.07s/it, loss=0.0809, v_num=tage]
  119. Validation: 0it [00:00, ?it/s]
  120. Validation: 0% 0/16 [00:00<?, ?it/s]
  121. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  122. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.71it/s]
  123. Epoch 12: 100% 156/156 [05:08<00:00, 1.98s/it, loss=0.0809, v_num=tage]
  124. Validation Metrics: {'val_loss': tensor(0.0958, device='cuda:0'), 'val_acc': tensor(0.9890, device='cuda:0'), 'step': 12}
  125. Epoch 12: 100% 156/156 [05:08<00:00, 1.98s/it, loss=0.0809, v_num=tage]
  126. Epoch 13: 90% 140/156 [04:48<00:32, 2.06s/it, loss=0.083, v_num=tage]
  127. Validation: 0it [00:00, ?it/s]
  128. Validation: 0% 0/16 [00:00<?, ?it/s]
  129. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  130. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.66it/s]
  131. Epoch 13: 100% 156/156 [05:07<00:00, 1.97s/it, loss=0.083, v_num=tage]
  132. Validation Metrics: {'val_loss': tensor(0.0967, device='cuda:0'), 'val_acc': tensor(0.9887, device='cuda:0'), 'step': 13}
  133. Epoch 13: 100% 156/156 [05:07<00:00, 1.97s/it, loss=0.083, v_num=tage]
  134. Epoch 14: 90% 140/156 [04:48<00:32, 2.06s/it, loss=0.078, v_num=tage]
  135. Validation: 0it [00:00, ?it/s]
  136. Validation: 0% 0/16 [00:00<?, ?it/s]
  137. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  138. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.70it/s]
  139. Epoch 14: 100% 156/156 [05:07<00:00, 1.97s/it, loss=0.078, v_num=tage]
  140. Validation Metrics: {'val_loss': tensor(0.1036, device='cuda:0'), 'val_acc': tensor(0.9882, device='cuda:0'), 'step': 14}
  141. Epoch 14: 100% 156/156 [05:07<00:00, 1.97s/it, loss=0.078, v_num=tage]
  142. Epoch 15: 90% 140/156 [04:47<00:32, 2.06s/it, loss=0.0776, v_num=tage]
  143. Validation: 0it [00:00, ?it/s]
  144. Validation: 0% 0/16 [00:00<?, ?it/s]
  145. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  146. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.64it/s]
  147. Epoch 15: 100% 156/156 [05:07<00:00, 1.97s/it, loss=0.0776, v_num=tage]
  148. Validation Metrics: {'val_loss': tensor(0.0921, device='cuda:0'), 'val_acc': tensor(0.9893, device='cuda:0'), 'step': 15}
  149. Epoch 15: 100% 156/156 [05:07<00:00, 1.97s/it, loss=0.0776, v_num=tage]
  150. Epoch 16: 90% 140/156 [04:46<00:32, 2.05s/it, loss=0.074, v_num=tage]
  151. Validation: 0it [00:00, ?it/s]
  152. Validation: 0% 0/16 [00:00<?, ?it/s]
  153. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  154. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.61it/s]
  155. Epoch 16: 100% 156/156 [05:06<00:00, 1.96s/it, loss=0.074, v_num=tage]
  156. Validation Metrics: {'val_loss': tensor(0.1009, device='cuda:0'), 'val_acc': tensor(0.9887, device='cuda:0'), 'step': 16}
  157. Epoch 16: 100% 156/156 [05:06<00:00, 1.96s/it, loss=0.074, v_num=tage]
  158. Epoch 17: 90% 140/156 [04:51<00:33, 2.08s/it, loss=0.0762, v_num=tage]
  159. Validation: 0it [00:00, ?it/s]
  160. Validation: 0% 0/16 [00:00<?, ?it/s]
  161. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  162. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.64it/s]
  163. Epoch 17: 100% 156/156 [05:11<00:00, 2.00s/it, loss=0.0762, v_num=tage]
  164. Validation Metrics: {'val_loss': tensor(0.0880, device='cuda:0'), 'val_acc': tensor(0.9897, device='cuda:0'), 'step': 17}
  165. Epoch 17: 100% 156/156 [05:11<00:00, 2.00s/it, loss=0.0762, v_num=tage]
  166. Epoch 18: 90% 140/156 [04:51<00:33, 2.09s/it, loss=0.0734, v_num=tage]
  167. Validation: 0it [00:00, ?it/s]
  168. Validation: 0% 0/16 [00:00<?, ?it/s]
  169. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  170. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.61it/s]
  171. Epoch 18: 100% 156/156 [05:11<00:00, 2.00s/it, loss=0.0774, v_num=tage]
  172. Validation Metrics: {'val_loss': tensor(0.0879, device='cuda:0'), 'val_acc': tensor(0.9896, device='cuda:0'), 'step': 18}
  173. Epoch 18: 100% 156/156 [05:11<00:00, 2.00s/it, loss=0.0734, v_num=tage]
  174. Epoch 19: 90% 140/156 [04:50<00:33, 2.07s/it, loss=0.0712, v_num=tage]
  175. Validation: 0it [00:00, ?it/s]
  176. Validation: 0% 0/16 [00:00<?, ?it/s]
  177. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  178. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.70it/s]
  179. Epoch 19: 100% 156/156 [05:09<00:00, 1.98s/it, loss=0.0770, v_num=tage]
  180. Validation Metrics: {'val_loss': tensor(0.0891, device='cuda:0'), 'val_acc': tensor(0.9896, device='cuda:0'), 'step': 19}
  181. Epoch 19: 100% 156/156 [05:09<00:00, 1.98s/it, loss=0.0712, v_num=tage]
  182. Epoch 20: 90% 140/156 [04:50<00:33, 2.08s/it, loss=0.0673, v_num=tage]
  183. Validation: 0it [00:00, ?it/s]
  184. Validation: 0% 0/16 [00:00<?, ?it/s]
  185. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  186. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.66it/s]
  187. Epoch 20: 100% 156/156 [05:09<00:00, 1.98s/it, loss=0.0756, v_num=tage]
  188. Validation Metrics: {'val_loss': tensor(0.0830, device='cuda:0'), 'val_acc': tensor(0.9903, device='cuda:0'), 'step': 20}
  189. Epoch 20: 100% 156/156 [05:09<00:00, 1.98s/it, loss=0.0673, v_num=tage]
  190. Epoch 21: 90% 140/156 [04:53<00:33, 2.09s/it, loss=0.072, v_num=tage]
  191. Validation: 0it [00:00, ?it/s]
  192. Validation: 0% 0/16 [00:00<?, ?it/s]
  193. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  194. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.64it/s]
  195. Epoch 21: 100% 156/156 [05:12<00:00, 2.00s/it, loss=0.0762, v_num=tage]
  196. Validation Metrics: {'val_loss': tensor(0.0910, device='cuda:0'), 'val_acc': tensor(0.9899, device='cuda:0'), 'step': 21}
  197. Epoch 21: 100% 156/156 [05:12<00:00, 2.00s/it, loss=0.072, v_num=tage]
  198. Epoch 22: 90% 140/156 [04:51<00:33, 2.08s/it, loss=0.0735, v_num=tage]
  199. Validation: 0it [00:00, ?it/s]
  200. Validation: 0% 0/16 [00:00<?, ?it/s]
  201. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  202. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.60it/s]
  203. Epoch 22: 100% 156/156 [05:11<00:00, 2.00s/it, loss=0.0777, v_num=tage]
  204. Validation Metrics: {'val_loss': tensor(0.0835, device='cuda:0'), 'val_acc': tensor(0.9902, device='cuda:0'), 'step': 22}
  205. Epoch 22: 100% 156/156 [05:11<00:00, 2.00s/it, loss=0.0735, v_num=tage]
  206. Epoch 23: 90% 140/156 [04:52<00:33, 2.09s/it, loss=0.0687, v_num=tage]
  207. Validation: 0it [00:00, ?it/s]
  208. Validation: 0% 0/16 [00:00<?, ?it/s]
  209. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  210. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.59it/s]
  211. Epoch 23: 100% 156/156 [05:12<00:00, 2.00s/it, loss=0.0743, v_num=tage]
  212. Validation Metrics: {'val_loss': tensor(0.0798, device='cuda:0'), 'val_acc': tensor(0.9906, device='cuda:0'), 'step': 23}
  213. Epoch 23: 100% 156/156 [05:12<00:00, 2.00s/it, loss=0.0687, v_num=tage]
  214. Epoch 24: 90% 140/156 [04:55<00:33, 2.11s/it, loss=0.0753, v_num=tage]
  215. Validation: 0it [00:00, ?it/s]
  216. Validation: 0% 0/16 [00:00<?, ?it/s]
  217. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  218. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.61it/s]
  219. Epoch 24: 100% 156/156 [05:15<00:00, 2.02s/it, loss=0.0753, v_num=tage]
  220. Validation Metrics: {'val_loss': tensor(0.0924, device='cuda:0'), 'val_acc': tensor(0.9897, device='cuda:0'), 'step': 24}
  221. Epoch 24: 100% 156/156 [05:15<00:00, 2.02s/it, loss=0.0753, v_num=tage]
  222. Epoch 25: 90% 140/156 [04:53<00:33, 2.09s/it, loss=0.0674, v_num=tage]
  223. Validation: 0it [00:00, ?it/s]
  224. Validation: 0% 0/16 [00:00<?, ?it/s]
  225. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  226. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.67it/s]
  227. Epoch 25: 100% 156/156 [05:12<00:00, 2.00s/it, loss=0.0740, v_num=tage]
  228. Validation Metrics: {'val_loss': tensor(0.0823, device='cuda:0'), 'val_acc': tensor(0.9904, device='cuda:0'), 'step': 25}
  229. Epoch 25: 100% 156/156 [05:12<00:00, 2.00s/it, loss=0.0674, v_num=tage]
  230. Epoch 26: 90% 140/156 [04:57<00:33, 2.12s/it, loss=0.0669, v_num=tage]
  231. Validation: 0it [00:00, ?it/s]
  232. Validation: 0% 0/16 [00:00<?, ?it/s]
  233. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  234. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.59it/s]
  235. Epoch 26: 100% 156/156 [05:17<00:00, 2.03s/it, loss=0.0749, v_num=tage]
  236. Validation Metrics: {'val_loss': tensor(0.0839, device='cuda:0'), 'val_acc': tensor(0.9903, device='cuda:0'), 'step': 26}
  237. Epoch 26: 100% 156/156 [05:17<00:00, 2.03s/it, loss=0.0669, v_num=tage]
  238. Epoch 27: 90% 140/156 [04:54<00:33, 2.10s/it, loss=0.0689, v_num=tage]
  239. Validation: 0it [00:00, ?it/s]
  240. Validation: 0% 0/16 [00:00<?, ?it/s]
  241. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  242. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.60it/s]
  243. Epoch 27: 100% 156/156 [05:14<00:00, 2.02s/it, loss=0.0751, v_num=tage]
  244. Validation Metrics: {'val_loss': tensor(0.0828, device='cuda:0'), 'val_acc': tensor(0.9903, device='cuda:0'), 'step': 27}
  245. Epoch 27: 100% 156/156 [05:14<00:00, 2.02s/it, loss=0.0689, v_num=tage]
  246. Epoch 28: 90% 140/156 [04:56<00:33, 2.12s/it, loss=0.0675, v_num=tage]
  247. Validation: 0it [00:00, ?it/s]
  248. Validation: 0% 0/16 [00:00<?, ?it/s]
  249. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  250. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.57it/s]
  251. Epoch 28: 100% 156/156 [05:16<00:00, 2.03s/it, loss=0.0675, v_num=tage]
  252. Validation Metrics: {'val_loss': tensor(0.0763, device='cuda:0'), 'val_acc': tensor(0.9909, device='cuda:0'), 'step': 28}
  253. Epoch 28: 100% 156/156 [05:16<00:00, 2.03s/it, loss=0.0675, v_num=tage]
  254. Epoch 29: 90% 140/156 [04:54<00:33, 2.11s/it, loss=0.0678, v_num=tage]
  255. Validation: 0it [00:00, ?it/s]
  256. Validation: 0% 0/16 [00:00<?, ?it/s]
  257. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  258. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.51it/s]
  259. Epoch 29: 100% 156/156 [05:14<00:00, 2.02s/it, loss=0.0678, v_num=tage]
  260. Validation Metrics: {'val_loss': tensor(0.0816, device='cuda:0'), 'val_acc': tensor(0.9904, device='cuda:0'), 'step': 29}
  261. Epoch 29: 100% 156/156 [05:14<00:00, 2.02s/it, loss=0.0678, v_num=tage]
  262. Epoch 30: 90% 140/156 [04:51<00:33, 2.08s/it, loss=0.0694, v_num=tage]
  263. Validation: 0it [00:00, ?it/s]
  264. Validation: 0% 0/16 [00:00<?, ?it/s]
  265. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  266. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.68it/s]
  267. Epoch 30: 100% 156/156 [05:10<00:00, 1.99s/it, loss=0.0694, v_num=tage]
  268. Validation Metrics: {'val_loss': tensor(0.0749, device='cuda:0'), 'val_acc': tensor(0.9911, device='cuda:0'), 'step': 30}
  269. Epoch 30: 100% 156/156 [05:10<00:00, 1.99s/it, loss=0.0694, v_num=tage]
  270. Epoch 31: 90% 140/156 [04:51<00:33, 2.08s/it, loss=0.0652, v_num=tage]
  271. Validation: 0it [00:00, ?it/s]
  272. Validation: 0% 0/16 [00:00<?, ?it/s]
  273. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  274. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.63it/s]
  275. Epoch 31: 100% 156/156 [05:11<00:00, 1.99s/it, loss=0.0652, v_num=tage]
  276. Validation Metrics: {'val_loss': tensor(0.0787, device='cuda:0'), 'val_acc': tensor(0.9909, device='cuda:0'), 'step': 31}
  277. Epoch 31: 100% 156/156 [05:11<00:00, 1.99s/it, loss=0.0652, v_num=tage]
  278. Epoch 32: 90% 140/156 [04:51<00:33, 2.08s/it, loss=0.0739, v_num=tage]
  279. Validation: 0it [00:00, ?it/s]
  280. Validation: 0% 0/16 [00:00<?, ?it/s]
  281. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  282. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.63it/s]
  283. Epoch 32: 100% 156/156 [05:10<00:00, 1.99s/it, loss=0.0739, v_num=tage]
  284. Validation Metrics: {'val_loss': tensor(0.0839, device='cuda:0'), 'val_acc': tensor(0.9902, device='cuda:0'), 'step': 32}
  285. Epoch 32: 100% 156/156 [05:10<00:00, 1.99s/it, loss=0.0739, v_num=tage]
  286. Epoch 33: 90% 140/156 [04:48<00:32, 2.06s/it, loss=0.0683, v_num=tage]
  287. Validation: 0it [00:00, ?it/s]
  288. Validation: 0% 0/16 [00:00<?, ?it/s]
  289. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  290. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.69it/s]
  291. Epoch 33: 100% 156/156 [05:07<00:00, 1.97s/it, loss=0.0683, v_num=tage]
  292. Validation Metrics: {'val_loss': tensor(0.0757, device='cuda:0'), 'val_acc': tensor(0.9912, device='cuda:0'), 'step': 33}
  293. Epoch 33: 100% 156/156 [05:07<00:00, 1.97s/it, loss=0.0683, v_num=tage]
  294. Epoch 34: 90% 140/156 [04:50<00:33, 2.08s/it, loss=0.0644, v_num=tage]
  295. Validation: 0it [00:00, ?it/s]
  296. Validation: 0% 0/16 [00:00<?, ?it/s]
  297. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  298. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.61it/s]
  299. Epoch 34: 100% 156/156 [05:09<00:00, 1.99s/it, loss=0.0644, v_num=tage]
  300. Validation Metrics: {'val_loss': tensor(0.0767, device='cuda:0'), 'val_acc': tensor(0.9911, device='cuda:0'), 'step': 34}
  301. Epoch 34: 100% 156/156 [05:09<00:00, 1.99s/it, loss=0.0644, v_num=tage]
  302. Epoch 35: 90% 140/156 [04:49<00:33, 2.07s/it, loss=0.0612, v_num=tage]
  303. Validation: 0it [00:00, ?it/s]
  304. Validation: 0% 0/16 [00:00<?, ?it/s]
  305. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  306. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.68it/s]
  307. Epoch 35: 100% 156/156 [05:08<00:00, 1.98s/it, loss=0.0612, v_num=tage]
  308. Validation Metrics: {'val_loss': tensor(0.0767, device='cuda:0'), 'val_acc': tensor(0.9912, device='cuda:0'), 'step': 35}
  309. Epoch 35: 100% 156/156 [05:08<00:00, 1.98s/it, loss=0.0612, v_num=tage]
  310. Epoch 36: 90% 140/156 [04:51<00:33, 2.08s/it, loss=0.0702, v_num=tage]
  311. Validation: 0it [00:00, ?it/s]
  312. Validation: 0% 0/16 [00:00<?, ?it/s]
  313. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  314. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.66it/s]
  315. Epoch 36: 100% 156/156 [05:10<00:00, 1.99s/it, loss=0.0702, v_num=tage]
  316. Validation Metrics: {'val_loss': tensor(0.0837, device='cuda:0'), 'val_acc': tensor(0.9905, device='cuda:0'), 'step': 36}
  317. Epoch 36: 100% 156/156 [05:10<00:00, 1.99s/it, loss=0.0702, v_num=tage]
  318. Epoch 37: 90% 140/156 [04:52<00:33, 2.09s/it, loss=0.0678, v_num=tage]
  319. Validation: 0it [00:00, ?it/s]
  320. Validation: 0% 0/16 [00:00<?, ?it/s]
  321. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  322. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.67it/s]
  323. Epoch 37: 100% 156/156 [05:12<00:00, 2.00s/it, loss=0.0678, v_num=tage]
  324. Validation Metrics: {'val_loss': tensor(0.0767, device='cuda:0'), 'val_acc': tensor(0.9909, device='cuda:0'), 'step': 37}
  325. Epoch 37: 100% 156/156 [05:12<00:00, 2.00s/it, loss=0.0678, v_num=tage]
  326. Epoch 38: 90% 140/156 [04:49<00:33, 2.07s/it, loss=0.0612, v_num=tage]
  327. Validation: 0it [00:00, ?it/s]
  328. Validation: 0% 0/16 [00:00<?, ?it/s]
  329. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  330. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.61it/s]
  331. Epoch 38: 100% 156/156 [05:08<00:00, 1.98s/it, loss=0.0612, v_num=tage]
  332. Validation Metrics: {'val_loss': tensor(0.0739, device='cuda:0'), 'val_acc': tensor(0.9915, device='cuda:0'), 'step': 38}
  333. Epoch 38: 100% 156/156 [05:08<00:00, 1.98s/it, loss=0.0612, v_num=tage]
  334. Epoch 39: 90% 140/156 [04:52<00:33, 2.09s/it, loss=0.0652, v_num=tage]
  335. Validation: 0it [00:00, ?it/s]
  336. Validation: 0% 0/16 [00:00<?, ?it/s]
  337. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  338. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.61it/s]
  339. Epoch 39: 100% 156/156 [05:12<00:00, 2.00s/it, loss=0.0652, v_num=tage]
  340. Validation Metrics: {'val_loss': tensor(0.0748, device='cuda:0'), 'val_acc': tensor(0.9912, device='cuda:0'), 'step': 39}
  341. Epoch 39: 100% 156/156 [05:12<00:00, 2.00s/it, loss=0.0652, v_num=tage]
  342. Epoch 40: 90% 140/156 [04:56<00:33, 2.12s/it, loss=0.0644, v_num=tage]
  343. Validation: 0it [00:00, ?it/s]
  344. Validation: 0% 0/16 [00:00<?, ?it/s]
  345. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  346. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.59it/s]
  347. Epoch 40: 100% 156/156 [05:16<00:00, 2.03s/it, loss=0.0644, v_num=tage]
  348. Validation Metrics: {'val_loss': tensor(0.0812, device='cuda:0'), 'val_acc': tensor(0.9909, device='cuda:0'), 'step': 40}
  349. Epoch 40: 100% 156/156 [05:16<00:00, 2.03s/it, loss=0.0644, v_num=tage]
  350. Epoch 41: 90% 140/156 [04:55<00:33, 2.11s/it, loss=0.0664, v_num=tage]
  351. Validation: 0it [00:00, ?it/s]
  352. Validation: 0% 0/16 [00:00<?, ?it/s]
  353. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  354. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.58it/s]
  355. Epoch 41: 100% 156/156 [05:15<00:00, 2.02s/it, loss=0.0664, v_num=tage]
  356. Validation Metrics: {'val_loss': tensor(0.0766, device='cuda:0'), 'val_acc': tensor(0.9912, device='cuda:0'), 'step': 41}
  357. Epoch 41: 100% 156/156 [05:15<00:00, 2.02s/it, loss=0.0664, v_num=tage]
  358. Epoch 42: 90% 140/156 [04:54<00:33, 2.10s/it, loss=0.0679, v_num=tage]
  359. Validation: 0it [00:00, ?it/s]
  360. Validation: 0% 0/16 [00:00<?, ?it/s]
  361. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  362. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.62it/s]
  363. Epoch 42: 100% 156/156 [05:14<00:00, 2.01s/it, loss=0.0679, v_num=tage]
  364. Validation Metrics: {'val_loss': tensor(0.0832, device='cuda:0'), 'val_acc': tensor(0.9905, device='cuda:0'), 'step': 42}
  365. Epoch 42: 100% 156/156 [05:14<00:00, 2.01s/it, loss=0.0679, v_num=tage]
  366. Epoch 43: 90% 140/156 [04:54<00:33, 2.11s/it, loss=0.0638, v_num=tage]
  367. Validation: 0it [00:00, ?it/s]
  368. Validation: 0% 0/16 [00:00<?, ?it/s]
  369. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  370. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.59it/s]
  371. Epoch 43: 100% 156/156 [05:14<00:00, 2.01s/it, loss=0.0638, v_num=tage]
  372. Validation Metrics: {'val_loss': tensor(0.074, device='cuda:0'), 'val_acc': tensor(0.9913, device='cuda:0'), 'step': 43}
  373. Epoch 43: 100% 156/156 [05:14<00:00, 2.02s/it, loss=0.0638, v_num=tage]
  374. Epoch 44: 90% 140/156 [04:54<00:33, 2.10s/it, loss=0.0624, v_num=tage]
  375. Validation: 0it [00:00, ?it/s]
  376. Validation: 0% 0/16 [00:00<?, ?it/s]
  377. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  378. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.61it/s]
  379. Epoch 44: 100% 156/156 [05:14<00:00, 2.01s/it, loss=0.0624, v_num=tage]
  380. Validation Metrics: {'val_loss': tensor(0.0758, device='cuda:0'), 'val_acc': tensor(0.9913, device='cuda:0'), 'step': 44}
  381. Epoch 44: 100% 156/156 [05:14<00:00, 2.01s/it, loss=0.0624, v_num=tage]
  382. Epoch 45: 90% 140/156 [04:54<00:33, 2.10s/it, loss=0.0644, v_num=tage]
  383. Validation: 0it [00:00, ?it/s]
  384. Validation: 0% 0/16 [00:00<?, ?it/s]
  385. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  386. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.61it/s]
  387. Epoch 45: 100% 156/156 [05:14<00:00, 2.01s/it, loss=0.0644, v_num=tage]
  388. Validation Metrics: {'val_loss': tensor(0.0763, device='cuda:0'), 'val_acc': tensor(0.9912, device='cuda:0'), 'step': 45}
  389. Epoch 45: 100% 156/156 [05:14<00:00, 2.01s/it, loss=0.0644, v_num=tage]
  390. Epoch 46: 90% 140/156 [04:57<00:33, 2.12s/it, loss=0.0683, v_num=tage]
  391. Validation: 0it [00:00, ?it/s]
  392. Validation: 0% 0/16 [00:00<?, ?it/s]
  393. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  394. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.66it/s]
  395. Epoch 46: 100% 156/156 [05:16<00:00, 2.03s/it, loss=0.0683, v_num=tage]
  396. Validation Metrics: {'val_loss': tensor(0.0795, device='cuda:0'), 'val_acc': tensor(0.9910, device='cuda:0'), 'step': 46}
  397. Epoch 46: 100% 156/156 [05:16<00:00, 2.03s/it, loss=0.0683, v_num=tage]
  398. Epoch 47: 90% 140/156 [04:55<00:33, 2.11s/it, loss=0.0618, v_num=tage]
  399. Validation: 0it [00:00, ?it/s]
  400. Validation: 0% 0/16 [00:00<?, ?it/s]
  401. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  402. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.55it/s]
  403. Epoch 47: 100% 156/156 [05:15<00:00, 2.02s/it, loss=0.0618, v_num=tage]
  404. Validation Metrics: {'val_loss': tensor(0.0749, device='cuda:0'), 'val_acc': tensor(0.9915, device='cuda:0'), 'step': 47}
  405. Epoch 47: 100% 156/156 [05:15<00:00, 2.02s/it, loss=0.0618, v_num=tage]
  406. Epoch 48: 90% 140/156 [04:56<00:33, 2.12s/it, loss=0.065, v_num=tage]
  407. Validation: 0it [00:00, ?it/s]
  408. Validation: 0% 0/16 [00:00<?, ?it/s]
  409. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  410. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.59it/s]
  411. Epoch 48: 100% 156/156 [05:16<00:00, 2.03s/it, loss=0.065, v_num=tage]
  412. Validation Metrics: {'val_loss': tensor(0.0767, device='cuda:0'), 'val_acc': tensor(0.9911, device='cuda:0'), 'step': 48}
  413. Epoch 48: 100% 156/156 [05:16<00:00, 2.03s/it, loss=0.065, v_num=tage]
  414. Epoch 49: 90% 140/156 [04:53<00:33, 2.10s/it, loss=0.0621, v_num=tage]
  415. Validation: 0it [00:00, ?it/s]
  416. Validation: 0% 0/16 [00:00<?, ?it/s]
  417. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  418. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.58it/s]
  419. Epoch 49: 100% 156/156 [05:13<00:00, 2.01s/it, loss=0.0621, v_num=tage]
  420. Validation Metrics: {'val_loss': tensor(0.0744, device='cuda:0'), 'val_acc': tensor(0.9915, device='cuda:0'), 'step': 49}
  421. Epoch 49: 100% 156/156 [05:13<00:00, 2.01s/it, loss=0.0621, v_num=tage]
  422. Epoch 50: 90% 140/156 [04:55<00:33, 2.11s/it, loss=0.0618, v_num=tage]
  423. Validation: 0it [00:00, ?it/s]
  424. Validation: 0% 0/16 [00:00<?, ?it/s]
  425. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  426. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.64it/s]
  427. Epoch 50: 100% 156/156 [05:14<00:00, 2.02s/it, loss=0.0618, v_num=tage]
  428. Validation Metrics: {'val_loss': tensor(0.0744, device='cuda:0'), 'val_acc': tensor(0.9914, device='cuda:0'), 'step': 50}
  429. Epoch 50: 100% 156/156 [05:14<00:00, 2.02s/it, loss=0.0618, v_num=tage]
  430. Epoch 51: 90% 140/156 [04:56<00:33, 2.12s/it, loss=0.0627, v_num=tage]
  431. Validation: 0it [00:00, ?it/s]
  432. Validation: 0% 0/16 [00:00<?, ?it/s]
  433. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  434. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.61it/s]
  435. Epoch 51: 100% 156/156 [05:16<00:00, 2.03s/it, loss=0.0627, v_num=tage]
  436. Validation Metrics: {'val_loss': tensor(0.0757, device='cuda:0'), 'val_acc': tensor(0.9913, device='cuda:0'), 'step': 51}
  437. Epoch 51: 100% 156/156 [05:16<00:00, 2.03s/it, loss=0.0627, v_num=tage]
  438. Epoch 52: 90% 140/156 [04:51<00:33, 2.08s/it, loss=0.0579, v_num=tage]
  439. Validation: 0it [00:00, ?it/s]
  440. Validation: 0% 0/16 [00:00<?, ?it/s]
  441. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  442. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.59it/s]
  443. Epoch 52: 100% 156/156 [05:11<00:00, 1.99s/it, loss=0.0579, v_num=tage]
  444. Validation Metrics: {'val_loss': tensor(0.0749, device='cuda:0'), 'val_acc': tensor(0.9917, device='cuda:0'), 'step': 52}
  445. Epoch 52: 100% 156/156 [05:11<00:00, 1.99s/it, loss=0.0579, v_num=tage]
  446. Epoch 53: 90% 140/156 [04:54<00:33, 2.11s/it, loss=0.0609, v_num=tage]
  447. Validation: 0it [00:00, ?it/s]
  448. Validation: 0% 0/16 [00:00<?, ?it/s]
  449. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  450. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.59it/s]
  451. Epoch 53: 100% 156/156 [05:14<00:00, 2.02s/it, loss=0.0609, v_num=tage]
  452. Validation Metrics: {'val_loss': tensor(0.0746, device='cuda:0'), 'val_acc': tensor(0.9915, device='cuda:0'), 'step': 53}
  453. Epoch 53: 100% 156/156 [05:14<00:00, 2.02s/it, loss=0.0609, v_num=tage]
  454. Epoch 54: 90% 140/156 [04:53<00:33, 2.10s/it, loss=0.0581, v_num=tage]
  455. Validation: 0it [00:00, ?it/s]
  456. Validation: 0% 0/16 [00:00<?, ?it/s]
  457. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  458. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.59it/s]
  459. Epoch 54: 100% 156/156 [05:13<00:00, 2.01s/it, loss=0.0581, v_num=tage]
  460. Validation Metrics: {'val_loss': tensor(0.0760, device='cuda:0'), 'val_acc': tensor(0.9913, device='cuda:0'), 'step': 54}
  461. Epoch 54: 100% 156/156 [05:13<00:00, 2.01s/it, loss=0.0581, v_num=tage]
  462. Epoch 55: 90% 140/156 [04:59<00:34, 2.14s/it, loss=0.0598, v_num=tage]
  463. Validation: 0it [00:00, ?it/s]
  464. Validation: 0% 0/16 [00:00<?, ?it/s]
  465. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  466. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.61it/s]
  467. Epoch 55: 100% 156/156 [05:19<00:00, 2.05s/it, loss=0.0598, v_num=tage]
  468. Validation Metrics: {'val_loss': tensor(0.0745, device='cuda:0'), 'val_acc': tensor(0.9917, device='cuda:0'), 'step': 55}
  469. Epoch 55: 100% 156/156 [05:19<00:00, 2.05s/it, loss=0.0598, v_num=tage]
  470. Epoch 56: 90% 140/156 [04:57<00:34, 2.13s/it, loss=0.0577, v_num=tage]
  471. Validation: 0it [00:00, ?it/s]
  472. Validation: 0% 0/16 [00:00<?, ?it/s]
  473. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  474. Validation DataLoader 0: 100% 16/16 [00:10<00:00, 1.54it/s]
  475. Epoch 56: 100% 156/156 [05:17<00:00, 2.03s/it, loss=0.0577, v_num=tage]
  476. Validation Metrics: {'val_loss': tensor(0.0768, device='cuda:0'), 'val_acc': tensor(0.9914, device='cuda:0'), 'step': 56}
  477. Epoch 56: 100% 156/156 [05:17<00:00, 2.03s/it, loss=0.0577, v_num=tage]
  478. Epoch 57: 90% 140/156 [04:57<00:33, 2.12s/it, loss=0.0574, v_num=tage]
  479. Validation: 0it [00:00, ?it/s]
  480. Validation: 0% 0/16 [00:00<?, ?it/s]
  481. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  482. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.66it/s]
  483. Epoch 57: 100% 156/156 [05:16<00:00, 2.03s/it, loss=0.0574, v_num=tage]
  484. Validation Metrics: {'val_loss': tensor(0.0767, device='cuda:0'), 'val_acc': tensor(0.9914, device='cuda:0'), 'step': 57}
  485. Epoch 57: 100% 156/156 [05:16<00:00, 2.03s/it, loss=0.0574, v_num=tage]
  486. Epoch 58: 90% 140/156 [04:57<00:33, 2.12s/it, loss=0.0596, v_num=tage]
  487. Validation: 0it [00:00, ?it/s]
  488. Validation: 0% 0/16 [00:00<?, ?it/s]
  489. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  490. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.61it/s]
  491. Epoch 58: 100% 156/156 [05:16<00:00, 2.03s/it, loss=0.0596, v_num=tage]
  492. Validation Metrics: {'val_loss': tensor(0.0756, device='cuda:0'), 'val_acc': tensor(0.9915, device='cuda:0'), 'step': 58}
  493. Epoch 58: 100% 156/156 [05:17<00:00, 2.03s/it, loss=0.0596, v_num=tage]
  494. Epoch 59: 90% 140/156 [04:54<00:33, 2.10s/it, loss=0.0566, v_num=tage]
  495. Validation: 0it [00:00, ?it/s]
  496. Validation: 0% 0/16 [00:00<?, ?it/s]
  497. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  498. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.65it/s]
  499. Epoch 59: 100% 156/156 [05:14<00:00, 2.01s/it, loss=0.0566, v_num=tage]
  500. Validation Metrics: {'val_loss': tensor(0.0749, device='cuda:0'), 'val_acc': tensor(0.9921, device='cuda:0'), 'step': 59}
  501. Epoch 59: 100% 156/156 [05:14<00:00, 2.01s/it, loss=0.0566, v_num=tage]
  502. Epoch 60: 90% 140/156 [04:54<00:33, 2.10s/it, loss=0.059, v_num=tage]
  503. Validation: 0it [00:00, ?it/s]
  504. Validation: 0% 0/16 [00:00<?, ?it/s]
  505. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  506. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.64it/s]
  507. Epoch 60: 100% 156/156 [05:13<00:00, 2.01s/it, loss=0.059, v_num=tage]
  508. Validation Metrics: {'val_loss': tensor(0.0747, device='cuda:0'), 'val_acc': tensor(0.9918, device='cuda:0'), 'step': 60}
  509. Epoch 60: 100% 156/156 [05:13<00:00, 2.01s/it, loss=0.059, v_num=tage]
  510. Epoch 61: 90% 140/156 [04:53<00:33, 2.10s/it, loss=0.0549, v_num=tage]
  511. Validation: 0it [00:00, ?it/s]
  512. Validation: 0% 0/16 [00:00<?, ?it/s]
  513. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  514. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.64it/s]
  515. Epoch 61: 100% 156/156 [05:13<00:00, 2.01s/it, loss=0.0549, v_num=tage]
  516. Validation Metrics: {'val_loss': tensor(0.0751, device='cuda:0'), 'val_acc': tensor(0.9912, device='cuda:0'), 'step': 61}
  517. Epoch 61: 100% 156/156 [05:13<00:00, 2.01s/it, loss=0.0549, v_num=tage]
  518. Epoch 62: 90% 140/156 [04:54<00:33, 2.11s/it, loss=0.0568, v_num=tage]
  519. Validation: 0it [00:00, ?it/s]
  520. Validation: 0% 0/16 [00:00<?, ?it/s]
  521. Validation DataLoader 0: 0% 0/16 [00:00<?, ?it/s]
  522. Validation DataLoader 0: 100% 16/16 [00:09<00:00, 1.65it/s]
  523. Epoch 62: 100% 156/156 [05:14<00:00, 2.01s/it, loss=0.0568, v_num=tage]
  524. Validation Metrics: {'val_loss': tensor(0.0749, device='cuda:0'), 'val_acc': tensor(0.9919, device='cuda:0'), 'step': 62}
  525. Epoch 62: 100% 156/156 [05:14<00:00, 2.01s/it, loss=0.0568, v_num=tage]
  526. Epoch 63: 13% 20/156 [00:56<06:22, 2.81s/it, loss=0.0547, v_num=tage]
  527.  
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