API tools faq
paste
Advertisement
Guest User

Yassine Base

a guest
May 18th, 2022
69
0
Never
Add comment
Not a member of Pastebin yet? Sign Up, it unlocks many cool features!
Python 141.84 KB | None | 0 0
raw download clone embed print report
  1. Validation sanity check: 100%|████████████████████| 2/2 [00:19<00:00,  8.08s/it]
  2. Validating: -----------{'val_loss': tensor(5.2365, device='cuda:0'), 'val_acc': tensor(0.6847, device='cuda:0'), 'step': 0}
  3. -----------
  4. Epoch 0:  90%|███████▏| 140/156 [08:53<01:00,  3.81s/it, loss=0.248, v_num=tage]
  5. Validating: 0it [00:00, ?it/s]
  6. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  7. Epoch 0:  91%|███████▎| 142/156 [09:03<00:53,  3.83s/it, loss=0.248, v_num=tage]
  8. Validating:  12%|████                            | 2/16 [00:10<00:58,  4.20s/it]
  9. Epoch 0:  92%|███████▍| 144/156 [09:04<00:45,  3.78s/it, loss=0.248, v_num=tage]
  10. Validating:  25%|████████                        | 4/16 [00:20<01:02,  5.24s/it]
  11. Epoch 0:  94%|███████▍| 146/156 [09:13<00:37,  3.79s/it, loss=0.248, v_num=tage]
  12. Validating:  38%|████████████                    | 6/16 [00:20<00:24,  2.42s/it]
  13. Epoch 0:  95%|███████▌| 148/156 [09:14<00:29,  3.75s/it, loss=0.248, v_num=tage]
  14. Validating:  50%|████████████████                | 8/16 [00:30<00:32,  4.08s/it]
  15. Epoch 0:  96%|███████▋| 150/156 [09:24<00:22,  3.76s/it, loss=0.248, v_num=tage]
  16. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.14s/it]
  17. Epoch 0:  97%|███████▊| 152/156 [09:24<00:14,  3.72s/it, loss=0.248, v_num=tage]
  18. Validating:  75%|███████████████████████▎       | 12/16 [00:38<00:12,  3.20s/it]
  19. Epoch 0:  99%|███████▉| 154/156 [09:32<00:07,  3.71s/it, loss=0.248, v_num=tage]
  20. Validating:  88%|███████████████████████████▏   | 14/16 [00:38<00:03,  1.71s/it]
  21. Epoch 0: 100%|████████| 156/156 [09:32<00:00,  3.67s/it, loss=0.248, v_num=tage]
  22. Validating: 100%|███████████████████████████████| 16/16 [00:40<00:00,  1.18s/it]
  23. Validating: -----------{'val_loss': tensor(0.2942, device='cuda:0'), 'val_acc': tensor(0.9774, device='cuda:0'), 'step': 0}
  24. -----------
  25. Epoch 0: 100%|████████| 156/156 [09:33<00:00,  3.68s/it, loss=0.248, v_num=tage]
  26. Epoch 1:  90%|███████▏| 140/156 [08:40<00:59,  3.71s/it, loss=0.145, v_num=tage]
  27. Validating: 0it [00:00, ?it/s]
  28. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  29. Epoch 1:  91%|███████▎| 142/156 [08:50<00:52,  3.73s/it, loss=0.145, v_num=tage]
  30. Epoch 1:  92%|███████▎| 143/156 [08:50<00:48,  3.71s/it, loss=0.145, v_num=tage]
  31. Epoch 1:  92%|███████▍| 144/156 [08:51<00:44,  3.69s/it, loss=0.145, v_num=tage]
  32. Epoch 1:  93%|███████▍| 145/156 [08:59<00:40,  3.72s/it, loss=0.145, v_num=tage]
  33. Epoch 1:  94%|███████▍| 146/156 [09:00<00:37,  3.70s/it, loss=0.145, v_num=tage]
  34. Epoch 1:  94%|███████▌| 147/156 [09:00<00:33,  3.68s/it, loss=0.145, v_num=tage]
  35. Epoch 1:  95%|███████▌| 148/156 [09:01<00:29,  3.66s/it, loss=0.145, v_num=tage]
  36. Epoch 1:  96%|███████▋| 149/156 [09:10<00:25,  3.70s/it, loss=0.145, v_num=tage]
  37. Epoch 1:  96%|███████▋| 150/156 [09:11<00:22,  3.67s/it, loss=0.145, v_num=tage]
  38. Epoch 1:  97%|███████▋| 151/156 [09:11<00:18,  3.65s/it, loss=0.145, v_num=tage]
  39. Epoch 1:  97%|███████▊| 152/156 [09:12<00:14,  3.63s/it, loss=0.145, v_num=tage]
  40. Epoch 1:  98%|███████▊| 153/156 [09:18<00:10,  3.65s/it, loss=0.145, v_num=tage]
  41. Epoch 1:  99%|███████▉| 154/156 [09:18<00:07,  3.63s/it, loss=0.145, v_num=tage]
  42. Epoch 1:  99%|███████▉| 155/156 [09:18<00:03,  3.61s/it, loss=0.145, v_num=tage]
  43. Epoch 1: 100%|████████| 156/156 [09:19<00:00,  3.58s/it, loss=0.145, v_num=tage]
  44. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.05it/s]
  45. Validating: -----------{'val_loss': tensor(0.2187, device='cuda:0'), 'val_acc': tensor(0.9795, device='cuda:0'), 'step': 1}
  46. -----------
  47. Epoch 1: 100%|████████| 156/156 [09:19<00:00,  3.59s/it, loss=0.145, v_num=tage]
  48. Epoch 2:  90%|████████ | 140/156 [08:34<00:58,  3.67s/it, loss=0.12, v_num=tage]
  49. Validating: 0it [00:00, ?it/s]
  50. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  51. Epoch 2:  91%|████████▏| 142/156 [08:45<00:51,  3.70s/it, loss=0.12, v_num=tage]
  52. Epoch 2:  92%|████████▎| 143/156 [08:45<00:47,  3.67s/it, loss=0.12, v_num=tage]
  53. Epoch 2:  92%|████████▎| 144/156 [08:45<00:43,  3.65s/it, loss=0.12, v_num=tage]
  54. Epoch 2:  93%|████████▎| 145/156 [08:54<00:40,  3.68s/it, loss=0.12, v_num=tage]
  55. Epoch 2:  94%|████████▍| 146/156 [08:54<00:36,  3.66s/it, loss=0.12, v_num=tage]
  56. Epoch 2:  94%|████████▍| 147/156 [08:55<00:32,  3.64s/it, loss=0.12, v_num=tage]
  57. Epoch 2:  95%|████████▌| 148/156 [08:55<00:28,  3.62s/it, loss=0.12, v_num=tage]
  58. Epoch 2:  96%|████████▌| 149/156 [09:03<00:25,  3.65s/it, loss=0.12, v_num=tage]
  59. Epoch 2:  96%|████████▋| 150/156 [09:04<00:21,  3.63s/it, loss=0.12, v_num=tage]
  60. Epoch 2:  97%|████████▋| 151/156 [09:04<00:18,  3.61s/it, loss=0.12, v_num=tage]
  61. Epoch 2:  97%|████████▊| 152/156 [09:05<00:14,  3.59s/it, loss=0.12, v_num=tage]
  62. Epoch 2:  98%|████████▊| 153/156 [09:11<00:10,  3.61s/it, loss=0.12, v_num=tage]
  63. Epoch 2:  99%|████████▉| 154/156 [09:11<00:07,  3.58s/it, loss=0.12, v_num=tage]
  64. Epoch 2:  99%|████████▉| 155/156 [09:12<00:03,  3.56s/it, loss=0.12, v_num=tage]
  65. Epoch 2: 100%|█████████| 156/156 [09:12<00:00,  3.54s/it, loss=0.12, v_num=tage]
  66. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.07it/s]
  67. Validating: -----------{'val_loss': tensor(0.3135, device='cuda:0'), 'val_acc': tensor(0.9685, device='cuda:0'), 'step': 2}
  68. -----------
  69. Epoch 2: 100%|█████████| 156/156 [09:12<00:00,  3.54s/it, loss=0.12, v_num=tage]
  70. Epoch 3:  90%|███████▏| 140/156 [08:32<00:58,  3.66s/it, loss=0.106, v_num=tage]
  71. Validating: 0it [00:00, ?it/s]
  72. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  73. Epoch 3:  91%|███████▎| 142/156 [08:42<00:51,  3.68s/it, loss=0.106, v_num=tage]
  74. Epoch 3:  92%|███████▎| 143/156 [08:42<00:47,  3.65s/it, loss=0.106, v_num=tage]
  75. Epoch 3:  92%|███████▍| 144/156 [08:42<00:43,  3.63s/it, loss=0.106, v_num=tage]
  76. Epoch 3:  93%|███████▍| 145/156 [08:52<00:40,  3.67s/it, loss=0.106, v_num=tage]
  77. Epoch 3:  94%|███████▍| 146/156 [08:52<00:36,  3.65s/it, loss=0.106, v_num=tage]
  78. Epoch 3:  94%|███████▌| 147/156 [08:53<00:32,  3.63s/it, loss=0.106, v_num=tage]
  79. Epoch 3:  95%|███████▌| 148/156 [08:53<00:28,  3.61s/it, loss=0.106, v_num=tage]
  80. Epoch 3:  96%|███████▋| 149/156 [09:01<00:25,  3.64s/it, loss=0.106, v_num=tage]
  81. Epoch 3:  96%|███████▋| 150/156 [09:02<00:21,  3.61s/it, loss=0.106, v_num=tage]
  82. Epoch 3:  97%|███████▋| 151/156 [09:02<00:17,  3.59s/it, loss=0.106, v_num=tage]
  83. Epoch 3:  97%|███████▊| 152/156 [09:03<00:14,  3.57s/it, loss=0.106, v_num=tage]
  84. Epoch 3:  98%|███████▊| 153/156 [09:09<00:10,  3.59s/it, loss=0.106, v_num=tage]
  85. Epoch 3:  99%|███████▉| 154/156 [09:09<00:07,  3.57s/it, loss=0.106, v_num=tage]
  86. Epoch 3:  99%|███████▉| 155/156 [09:09<00:03,  3.55s/it, loss=0.106, v_num=tage]
  87. Epoch 3: 100%|████████| 156/156 [09:10<00:00,  3.53s/it, loss=0.106, v_num=tage]
  88. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.08it/s]
  89. Validating: -----------{'val_loss': tensor(0.2645, device='cuda:0'), 'val_acc': tensor(0.9713, device='cuda:0'), 'step': 3}
  90. -----------
  91. Epoch 3: 100%|████████| 156/156 [09:10<00:00,  3.53s/it, loss=0.106, v_num=tage]
  92. Epoch 4:  90%|██████▎| 140/156 [08:30<00:58,  3.65s/it, loss=0.0999, v_num=tage]
  93. Validating: 0it [00:00, ?it/s]
  94. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  95. Epoch 4:  91%|██████▎| 142/156 [08:40<00:51,  3.67s/it, loss=0.0999, v_num=tage]
  96. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.23s/it]
  97. Epoch 4:  92%|██████▍| 144/156 [08:41<00:43,  3.62s/it, loss=0.0999, v_num=tage]
  98. Validating:  25%|████████                        | 4/16 [00:18<00:57,  4.79s/it]
  99. Epoch 4:  94%|██████▌| 146/156 [08:50<00:36,  3.63s/it, loss=0.0999, v_num=tage]
  100. Validating:  38%|████████████                    | 6/16 [00:19<00:22,  2.28s/it]
  101. Epoch 4:  95%|██████▋| 148/156 [08:51<00:28,  3.59s/it, loss=0.0999, v_num=tage]
  102. Validating:  50%|████████████████                | 8/16 [00:28<00:31,  3.91s/it]
  103. Epoch 4:  96%|██████▋| 150/156 [09:00<00:21,  3.60s/it, loss=0.0999, v_num=tage]
  104. Validating:  62%|███████████████████▍           | 10/16 [00:29<00:12,  2.07s/it]
  105. Epoch 4:  97%|██████▊| 152/156 [09:00<00:14,  3.56s/it, loss=0.0999, v_num=tage]
  106. Validating:  75%|███████████████████████▎       | 12/16 [00:37<00:12,  3.19s/it]
  107. Epoch 4:  99%|██████▉| 154/156 [09:08<00:07,  3.56s/it, loss=0.0999, v_num=tage]
  108. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.70s/it]
  109. Epoch 4: 100%|███████| 156/156 [09:08<00:00,  3.52s/it, loss=0.0999, v_num=tage]
  110. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.02it/s]
  111. Validating: -----------{'val_loss': tensor(0.1682, device='cuda:0'), 'val_acc': tensor(0.9824, device='cuda:0'), 'step': 4}
  112. -----------
  113. Epoch 4: 100%|███████| 156/156 [09:08<00:00,  3.52s/it, loss=0.0999, v_num=tage]
  114. Epoch 5:  90%|██████▎| 140/156 [08:29<00:58,  3.64s/it, loss=0.0955, 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 [08:39<00:51,  3.66s/it, loss=0.0955, v_num=tage]
  118. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.28s/it]
  119. Epoch 5:  92%|██████▍| 144/156 [08:40<00:43,  3.61s/it, loss=0.0955, v_num=tage]
  120. Validating:  25%|████████                        | 4/16 [00:20<01:03,  5.32s/it]
  121. Epoch 5:  94%|██████▌| 146/156 [08:50<00:36,  3.63s/it, loss=0.0955, v_num=tage]
  122. Validating:  38%|████████████                    | 6/16 [00:20<00:24,  2.45s/it]
  123. Epoch 5:  95%|██████▋| 148/156 [08:50<00:28,  3.59s/it, loss=0.0955, v_num=tage]
  124. Validating:  50%|████████████████                | 8/16 [00:29<00:30,  3.86s/it]
  125. Epoch 5:  96%|██████▋| 150/156 [08:59<00:21,  3.60s/it, loss=0.0955, v_num=tage]
  126. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.04s/it]
  127. Epoch 5:  97%|██████▊| 152/156 [09:00<00:14,  3.56s/it, loss=0.0955, v_num=tage]
  128. Validating:  75%|███████████████████████▎       | 12/16 [00:37<00:12,  3.07s/it]
  129. Epoch 5:  99%|██████▉| 154/156 [09:07<00:07,  3.55s/it, loss=0.0955, v_num=tage]
  130. Validating:  88%|███████████████████████████▏   | 14/16 [00:38<00:03,  1.65s/it]
  131. Epoch 5: 100%|███████| 156/156 [09:07<00:00,  3.51s/it, loss=0.0955, v_num=tage]
  132. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.05it/s]
  133. Validating: -----------{'val_loss': tensor(0.1912, device='cuda:0'), 'val_acc': tensor(0.9804, device='cuda:0'), 'step': 5}
  134. -----------
  135. Epoch 5: 100%|███████| 156/156 [09:08<00:00,  3.51s/it, loss=0.0955, v_num=tage]
  136. Epoch 6:  90%|███████▏| 140/156 [08:30<00:58,  3.64s/it, loss=0.091, v_num=tage]
  137. Validating: 0it [00:00, ?it/s]
  138. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  139. Epoch 6:  91%|███████▎| 142/156 [08:39<00:51,  3.66s/it, loss=0.091, v_num=tage]
  140. Validating:  12%|████                            | 2/16 [00:10<00:58,  4.19s/it]
  141. Epoch 6:  92%|███████▍| 144/156 [08:40<00:43,  3.61s/it, loss=0.091, v_num=tage]
  142. Validating:  25%|████████                        | 4/16 [00:19<00:58,  4.91s/it]
  143. Epoch 6:  94%|███████▍| 146/156 [08:49<00:36,  3.63s/it, loss=0.091, v_num=tage]
  144. Validating:  38%|████████████                    | 6/16 [00:19<00:22,  2.29s/it]
  145. Epoch 6:  95%|███████▌| 148/156 [08:50<00:28,  3.58s/it, loss=0.091, v_num=tage]
  146. Validating:  50%|████████████████                | 8/16 [00:29<00:32,  4.06s/it]
  147. Epoch 6:  96%|███████▋| 150/156 [08:59<00:21,  3.60s/it, loss=0.091, v_num=tage]
  148. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.15s/it]
  149. Epoch 6:  97%|███████▊| 152/156 [09:00<00:14,  3.56s/it, loss=0.091, v_num=tage]
  150. Validating:  75%|███████████████████████▎       | 12/16 [00:37<00:12,  3.14s/it]
  151. Epoch 6:  99%|███████▉| 154/156 [09:07<00:07,  3.56s/it, loss=0.091, v_num=tage]
  152. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.69s/it]
  153. Epoch 6: 100%|████████| 156/156 [09:08<00:00,  3.51s/it, loss=0.091, v_num=tage]
  154. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.03it/s]
  155. Validating: -----------{'val_loss': tensor(0.1599, device='cuda:0'), 'val_acc': tensor(0.9833, device='cuda:0'), 'step': 6}
  156. -----------
  157. Epoch 6: 100%|████████| 156/156 [09:08<00:00,  3.52s/it, loss=0.091, v_num=tage]
  158. Epoch 7:  90%|██████▎| 140/156 [08:35<00:58,  3.68s/it, loss=0.0882, v_num=tage]
  159. Validating: 0it [00:00, ?it/s]
  160. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  161. Epoch 7:  91%|██████▎| 142/156 [08:45<00:51,  3.70s/it, loss=0.0882, v_num=tage]
  162. Epoch 7:  92%|██████▍| 143/156 [08:46<00:47,  3.68s/it, loss=0.0882, v_num=tage]
  163. Epoch 7:  92%|██████▍| 144/156 [08:46<00:43,  3.66s/it, loss=0.0882, v_num=tage]
  164. Epoch 7:  93%|██████▌| 145/156 [08:55<00:40,  3.69s/it, loss=0.0882, v_num=tage]
  165. Epoch 7:  94%|██████▌| 146/156 [08:55<00:36,  3.67s/it, loss=0.0882, v_num=tage]
  166. Epoch 7:  94%|██████▌| 147/156 [08:56<00:32,  3.65s/it, loss=0.0882, v_num=tage]
  167. Epoch 7:  95%|██████▋| 148/156 [08:56<00:29,  3.63s/it, loss=0.0882, v_num=tage]
  168. Epoch 7:  96%|██████▋| 149/156 [09:05<00:25,  3.66s/it, loss=0.0882, v_num=tage]
  169. Epoch 7:  96%|██████▋| 150/156 [09:05<00:21,  3.64s/it, loss=0.0882, v_num=tage]
  170. Epoch 7:  97%|██████▊| 151/156 [09:05<00:18,  3.62s/it, loss=0.0882, v_num=tage]
  171. Epoch 7:  97%|██████▊| 152/156 [09:06<00:14,  3.59s/it, loss=0.0882, v_num=tage]
  172. Epoch 7:  98%|██████▊| 153/156 [09:13<00:10,  3.62s/it, loss=0.0882, v_num=tage]
  173. Epoch 7:  99%|██████▉| 154/156 [09:13<00:07,  3.60s/it, loss=0.0882, v_num=tage]
  174. Epoch 7:  99%|██████▉| 155/156 [09:13<00:03,  3.57s/it, loss=0.0882, v_num=tage]
  175. Epoch 7: 100%|███████| 156/156 [09:14<00:00,  3.55s/it, loss=0.0882, v_num=tage]
  176. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.02it/s]
  177. Validating: -----------{'val_loss': tensor(0.2001, device='cuda:0'), 'val_acc': tensor(0.9789, device='cuda:0'), 'step': 7}
  178. -----------
  179. Epoch 7: 100%|███████| 156/156 [09:14<00:00,  3.55s/it, loss=0.0882, v_num=tage]
  180. Epoch 8:  90%|██████▎| 140/156 [08:34<00:58,  3.67s/it, loss=0.0832, v_num=tage]
  181. Validating: 0it [00:00, ?it/s]
  182. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  183. Epoch 8:  91%|██████▎| 142/156 [08:44<00:51,  3.69s/it, loss=0.0832, v_num=tage]
  184. Epoch 8:  92%|██████▍| 143/156 [08:45<00:47,  3.67s/it, loss=0.0832, v_num=tage]
  185. Epoch 8:  92%|██████▍| 144/156 [08:45<00:43,  3.65s/it, loss=0.0832, v_num=tage]
  186. Epoch 8:  93%|██████▌| 145/156 [08:55<00:40,  3.69s/it, loss=0.0832, v_num=tage]
  187. Epoch 8:  94%|██████▌| 146/156 [08:55<00:36,  3.67s/it, loss=0.0832, v_num=tage]
  188. Epoch 8:  94%|██████▌| 147/156 [08:56<00:32,  3.65s/it, loss=0.0832, v_num=tage]
  189. Epoch 8:  95%|██████▋| 148/156 [08:56<00:29,  3.63s/it, loss=0.0832, v_num=tage]
  190. Epoch 8:  96%|██████▋| 149/156 [09:05<00:25,  3.66s/it, loss=0.0832, v_num=tage]
  191. Epoch 8:  96%|██████▋| 150/156 [09:05<00:21,  3.64s/it, loss=0.0832, v_num=tage]
  192. Epoch 8:  97%|██████▊| 151/156 [09:06<00:18,  3.62s/it, loss=0.0832, v_num=tage]
  193. Epoch 8:  97%|██████▊| 152/156 [09:06<00:14,  3.60s/it, loss=0.0832, v_num=tage]
  194. Epoch 8:  98%|██████▊| 153/156 [09:12<00:10,  3.61s/it, loss=0.0832, v_num=tage]
  195. Epoch 8:  99%|██████▉| 154/156 [09:13<00:07,  3.59s/it, loss=0.0832, v_num=tage]
  196. Epoch 8:  99%|██████▉| 155/156 [09:13<00:03,  3.57s/it, loss=0.0832, v_num=tage]
  197. Epoch 8: 100%|███████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0832, v_num=tage]
  198. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.07it/s]
  199. Validating: -----------{'val_loss': tensor(0.1382, device='cuda:0'), 'val_acc': tensor(0.9858, device='cuda:0'), 'step': 8}
  200. -----------
  201. Epoch 8: 100%|███████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0832, v_num=tage]
  202. Epoch 9:  90%|██████▎| 140/156 [08:36<00:58,  3.69s/it, loss=0.0865, v_num=tage]
  203. Validating: 0it [00:00, ?it/s]
  204. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  205. Epoch 9:  91%|██████▎| 142/156 [08:46<00:51,  3.70s/it, loss=0.0865, v_num=tage]
  206. Validating:  12%|████                            | 2/16 [00:10<01:00,  4.32s/it]
  207. Epoch 9:  92%|██████▍| 144/156 [08:46<00:43,  3.66s/it, loss=0.0865, v_num=tage]
  208. Validating:  25%|████████                        | 4/16 [00:19<00:58,  4.87s/it]
  209. Epoch 9:  94%|██████▌| 146/156 [08:56<00:36,  3.67s/it, loss=0.0865, v_num=tage]
  210. Validating:  38%|████████████                    | 6/16 [00:20<00:24,  2.48s/it]
  211. Epoch 9:  95%|██████▋| 148/156 [08:57<00:29,  3.63s/it, loss=0.0865, v_num=tage]
  212. Validating:  50%|████████████████                | 8/16 [00:29<00:30,  3.81s/it]
  213. Epoch 9:  96%|██████▋| 150/156 [09:05<00:21,  3.64s/it, loss=0.0865, v_num=tage]
  214. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.11s/it]
  215. Epoch 9:  97%|██████▊| 152/156 [09:06<00:14,  3.60s/it, loss=0.0865, v_num=tage]
  216. Validating:  75%|███████████████████████▎       | 12/16 [00:37<00:12,  3.14s/it]
  217. Epoch 9:  99%|██████▉| 154/156 [09:13<00:07,  3.60s/it, loss=0.0865, v_num=tage]
  218. Validating:  88%|███████████████████████████▏   | 14/16 [00:38<00:03,  1.68s/it]
  219. Epoch 9: 100%|███████| 156/156 [09:14<00:00,  3.55s/it, loss=0.0865, v_num=tage]
  220. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.03it/s]
  221. Validating: -----------{'val_loss': tensor(0.1126, device='cuda:0'), 'val_acc': tensor(0.9874, device='cuda:0'), 'step': 9}
  222. -----------
  223. Epoch 9: 100%|███████| 156/156 [09:14<00:00,  3.56s/it, loss=0.0865, v_num=tage]
  224. Epoch 10:  90%|█████▍| 140/156 [08:31<00:58,  3.66s/it, loss=0.0841, v_num=tage]
  225. Validating: 0it [00:00, ?it/s]
  226. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  227. Epoch 10:  91%|█████▍| 142/156 [08:41<00:51,  3.67s/it, loss=0.0841, v_num=tage]
  228. Validating:  12%|████                            | 2/16 [00:10<00:58,  4.20s/it]
  229. Epoch 10:  92%|█████▌| 144/156 [08:42<00:43,  3.63s/it, loss=0.0841, v_num=tage]
  230. Validating:  25%|████████                        | 4/16 [00:19<00:59,  4.96s/it]
  231. Epoch 10:  94%|█████▌| 146/156 [08:51<00:36,  3.64s/it, loss=0.0841, v_num=tage]
  232. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.35s/it]
  233. Epoch 10:  95%|█████▋| 148/156 [08:52<00:28,  3.60s/it, loss=0.0841, v_num=tage]
  234. Validating:  50%|████████████████                | 8/16 [00:29<00:33,  4.18s/it]
  235. Epoch 10:  96%|█████▊| 150/156 [09:02<00:21,  3.62s/it, loss=0.0841, v_num=tage]
  236. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:13,  2.18s/it]
  237. Epoch 10:  97%|█████▊| 152/156 [09:03<00:14,  3.57s/it, loss=0.0841, v_num=tage]
  238. Validating:  75%|███████████████████████▎       | 12/16 [00:37<00:12,  3.08s/it]
  239. Epoch 10:  99%|█████▉| 154/156 [09:09<00:07,  3.57s/it, loss=0.0841, v_num=tage]
  240. Validating:  88%|███████████████████████████▏   | 14/16 [00:38<00:03,  1.65s/it]
  241. Epoch 10: 100%|██████| 156/156 [09:10<00:00,  3.53s/it, loss=0.0841, v_num=tage]
  242. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.05it/s]
  243. Validating: -----------{'val_loss': tensor(0.1212, device='cuda:0'), 'val_acc': tensor(0.9870, device='cuda:0'), 'step': 10}
  244. -----------
  245. Epoch 10: 100%|██████| 156/156 [09:10<00:00,  3.53s/it, loss=0.0841, v_num=tage]
  246. Epoch 11:  90%|█████▍| 140/156 [08:32<00:58,  3.66s/it, loss=0.0858, v_num=tage]
  247. Validating: 0it [00:00, ?it/s]
  248. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  249. Epoch 11:  91%|█████▍| 142/156 [08:43<00:51,  3.69s/it, loss=0.0858, v_num=tage]
  250. Epoch 11:  92%|█████▌| 143/156 [08:43<00:47,  3.66s/it, loss=0.0858, v_num=tage]
  251. Epoch 11:  92%|█████▌| 144/156 [08:43<00:43,  3.64s/it, loss=0.0858, v_num=tage]
  252. Epoch 11:  93%|█████▌| 145/156 [08:52<00:40,  3.67s/it, loss=0.0858, v_num=tage]
  253. Epoch 11:  94%|█████▌| 146/156 [08:53<00:36,  3.65s/it, loss=0.0858, v_num=tage]
  254. Epoch 11:  94%|█████▋| 147/156 [08:53<00:32,  3.63s/it, loss=0.0858, v_num=tage]
  255. Epoch 11:  95%|█████▋| 148/156 [08:53<00:28,  3.61s/it, loss=0.0858, v_num=tage]
  256. Epoch 11:  96%|█████▋| 149/156 [09:01<00:25,  3.64s/it, loss=0.0858, v_num=tage]
  257. Epoch 11:  96%|█████▊| 150/156 [09:03<00:21,  3.62s/it, loss=0.0858, v_num=tage]
  258. Epoch 11:  97%|█████▊| 151/156 [09:03<00:17,  3.60s/it, loss=0.0858, v_num=tage]
  259. Epoch 11:  97%|█████▊| 152/156 [09:03<00:14,  3.58s/it, loss=0.0858, v_num=tage]
  260. Epoch 11:  98%|█████▉| 153/156 [09:10<00:10,  3.60s/it, loss=0.0858, v_num=tage]
  261. Epoch 11:  99%|█████▉| 154/156 [09:11<00:07,  3.58s/it, loss=0.0858, v_num=tage]
  262. Epoch 11:  99%|█████▉| 155/156 [09:11<00:03,  3.56s/it, loss=0.0858, v_num=tage]
  263. Epoch 11: 100%|██████| 156/156 [09:11<00:00,  3.54s/it, loss=0.0858, v_num=tage]
  264. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.01s/it]
  265. Validating: -----------{'val_loss': tensor(0.1204, device='cuda:0'), 'val_acc': tensor(0.9867, device='cuda:0'), 'step': 11}
  266. -----------
  267. Epoch 11: 100%|██████| 156/156 [09:12<00:00,  3.54s/it, loss=0.0858, v_num=tage]
  268. Epoch 12:  90%|█████▍| 140/156 [08:33<00:58,  3.67s/it, loss=0.0762, v_num=tage]
  269. Validating: 0it [00:00, ?it/s]
  270. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  271. Epoch 12:  91%|█████▍| 142/156 [08:43<00:51,  3.69s/it, loss=0.0762, v_num=tage]
  272. Epoch 12:  92%|█████▌| 143/156 [08:43<00:47,  3.66s/it, loss=0.0762, v_num=tage]
  273. Epoch 12:  92%|█████▌| 144/156 [08:44<00:43,  3.64s/it, loss=0.0762, v_num=tage]
  274. Epoch 12:  93%|█████▌| 145/156 [08:53<00:40,  3.68s/it, loss=0.0762, v_num=tage]
  275. Epoch 12:  94%|█████▌| 146/156 [08:53<00:36,  3.65s/it, loss=0.0762, v_num=tage]
  276. Epoch 12:  94%|█████▋| 147/156 [08:53<00:32,  3.63s/it, loss=0.0762, v_num=tage]
  277. Epoch 12:  95%|█████▋| 148/156 [08:54<00:28,  3.61s/it, loss=0.0762, v_num=tage]
  278. Epoch 12:  96%|█████▋| 149/156 [09:02<00:25,  3.64s/it, loss=0.0762, v_num=tage]
  279. Epoch 12:  96%|█████▊| 150/156 [09:03<00:21,  3.62s/it, loss=0.0762, v_num=tage]
  280. Epoch 12:  97%|█████▊| 151/156 [09:03<00:18,  3.60s/it, loss=0.0762, v_num=tage]
  281. Epoch 12:  97%|█████▊| 152/156 [09:04<00:14,  3.58s/it, loss=0.0762, v_num=tage]
  282. Epoch 12:  98%|█████▉| 153/156 [09:10<00:10,  3.60s/it, loss=0.0762, v_num=tage]
  283. Epoch 12:  99%|█████▉| 154/156 [09:11<00:07,  3.58s/it, loss=0.0762, v_num=tage]
  284. Epoch 12:  99%|█████▉| 155/156 [09:11<00:03,  3.56s/it, loss=0.0762, v_num=tage]
  285. Epoch 12: 100%|██████| 156/156 [09:11<00:00,  3.54s/it, loss=0.0762, v_num=tage]
  286. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.04it/s]
  287. Validating: -----------{'val_loss': tensor(0.1155, device='cuda:0'), 'val_acc': tensor(0.9874, device='cuda:0'), 'step': 12}
  288. -----------
  289. Epoch 12: 100%|██████| 156/156 [09:11<00:00,  3.54s/it, loss=0.0762, v_num=tage]
  290. Epoch 13:  90%|█████▍| 140/156 [08:34<00:58,  3.68s/it, loss=0.0735, v_num=tage]
  291. Validating: 0it [00:00, ?it/s]
  292. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  293. Epoch 13:  91%|█████▍| 142/156 [08:44<00:51,  3.69s/it, loss=0.0735, v_num=tage]
  294. Validating:  12%|████                            | 2/16 [00:10<01:01,  4.37s/it]
  295. Epoch 13:  92%|█████▌| 144/156 [08:45<00:43,  3.65s/it, loss=0.0735, v_num=tage]
  296. Validating:  25%|████████                        | 4/16 [00:20<01:03,  5.25s/it]
  297. Epoch 13:  94%|█████▌| 146/156 [08:55<00:36,  3.67s/it, loss=0.0735, v_num=tage]
  298. Validating:  38%|████████████                    | 6/16 [00:20<00:24,  2.45s/it]
  299. Epoch 13:  95%|█████▋| 148/156 [08:56<00:28,  3.62s/it, loss=0.0735, v_num=tage]
  300. Validating:  50%|████████████████                | 8/16 [00:30<00:33,  4.14s/it]
  301. Epoch 13:  96%|█████▊| 150/156 [09:05<00:21,  3.64s/it, loss=0.0735, v_num=tage]
  302. Validating:  62%|███████████████████▍           | 10/16 [00:31<00:12,  2.16s/it]
  303. Epoch 13:  97%|█████▊| 152/156 [09:06<00:14,  3.60s/it, loss=0.0735, v_num=tage]
  304. Validating:  75%|███████████████████████▎       | 12/16 [00:37<00:11,  2.99s/it]
  305. Epoch 13:  99%|█████▉| 154/156 [09:12<00:07,  3.59s/it, loss=0.0735, v_num=tage]
  306. Validating:  88%|███████████████████████████▏   | 14/16 [00:38<00:03,  1.61s/it]
  307. Epoch 13: 100%|██████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0735, v_num=tage]
  308. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.07it/s]
  309. Validating: -----------{'val_loss': tensor(0.1002, device='cuda:0'), 'val_acc': tensor(0.9889, device='cuda:0'), 'step': 13}
  310. -----------
  311. Epoch 13: 100%|██████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0735, v_num=tage]
  312. Epoch 14:  90%|█████▍| 140/156 [08:34<00:58,  3.67s/it, loss=0.0743, v_num=tage]
  313. Validating: 0it [00:00, ?it/s]
  314. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  315. Epoch 14:  91%|█████▍| 142/156 [08:44<00:51,  3.69s/it, loss=0.0743, v_num=tage]
  316. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.22s/it]
  317. Epoch 14:  92%|█████▌| 144/156 [08:45<00:43,  3.65s/it, loss=0.0743, v_num=tage]
  318. Validating:  25%|████████                        | 4/16 [00:20<01:03,  5.26s/it]
  319. Epoch 14:  94%|█████▌| 146/156 [08:54<00:36,  3.66s/it, loss=0.0743, v_num=tage]
  320. Validating:  38%|████████████                    | 6/16 [00:20<00:24,  2.43s/it]
  321. Epoch 14:  95%|█████▋| 148/156 [08:55<00:28,  3.62s/it, loss=0.0743, v_num=tage]
  322. Validating:  50%|████████████████                | 8/16 [00:29<00:31,  3.94s/it]
  323. Epoch 14:  96%|█████▊| 150/156 [09:04<00:21,  3.63s/it, loss=0.0743, v_num=tage]
  324. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.11s/it]
  325. Epoch 14:  97%|█████▊| 152/156 [09:05<00:14,  3.59s/it, loss=0.0743, v_num=tage]
  326. Validating:  75%|███████████████████████▎       | 12/16 [00:38<00:13,  3.28s/it]
  327. Epoch 14:  99%|█████▉| 154/156 [09:13<00:07,  3.59s/it, loss=0.0743, v_num=tage]
  328. Validating:  88%|███████████████████████████▏   | 14/16 [00:38<00:03,  1.75s/it]
  329. Epoch 14: 100%|██████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0743, v_num=tage]
  330. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.00it/s]
  331. Validating: -----------{'val_loss': tensor(0.1000, device='cuda:0'), 'val_acc': tensor(0.9883, device='cuda:0'), 'step': 14}
  332. -----------
  333. Epoch 14: 100%|██████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0743, v_num=tage]
  334. Epoch 15:  90%|██████▎| 140/156 [08:34<00:58,  3.68s/it, loss=0.084, v_num=tage]
  335. Validating: 0it [00:00, ?it/s]
  336. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  337. Epoch 15:  91%|██████▎| 142/156 [08:44<00:51,  3.70s/it, loss=0.084, v_num=tage]
  338. Validating:  12%|████                            | 2/16 [00:10<01:00,  4.36s/it]
  339. Epoch 15:  92%|██████▍| 144/156 [08:45<00:43,  3.65s/it, loss=0.084, v_num=tage]
  340. Validating:  25%|████████                        | 4/16 [00:19<01:00,  5.08s/it]
  341. Epoch 15:  94%|██████▌| 146/156 [08:55<00:36,  3.66s/it, loss=0.084, v_num=tage]
  342. Validating:  38%|████████████                    | 6/16 [00:20<00:24,  2.41s/it]
  343. Epoch 15:  95%|██████▋| 148/156 [08:55<00:28,  3.62s/it, loss=0.084, v_num=tage]
  344. Validating:  50%|████████████████                | 8/16 [00:29<00:31,  3.99s/it]
  345. Epoch 15:  96%|██████▋| 150/156 [09:05<00:21,  3.63s/it, loss=0.084, v_num=tage]
  346. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.15s/it]
  347. Epoch 15:  97%|██████▊| 152/156 [09:06<00:14,  3.59s/it, loss=0.084, v_num=tage]
  348. Validating:  75%|███████████████████████▎       | 12/16 [00:37<00:12,  3.07s/it]
  349. Epoch 15:  99%|██████▉| 154/156 [09:12<00:07,  3.59s/it, loss=0.084, v_num=tage]
  350. Validating:  88%|███████████████████████████▏   | 14/16 [00:38<00:03,  1.65s/it]
  351. Epoch 15: 100%|███████| 156/156 [09:13<00:00,  3.55s/it, loss=0.084, v_num=tage]
  352. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.05it/s]
  353. Validating: -----------{'val_loss': tensor(0.0963, device='cuda:0'), 'val_acc': tensor(0.9893, device='cuda:0'), 'step': 15}
  354. -----------
  355. Epoch 15: 100%|███████| 156/156 [09:13<00:00,  3.55s/it, loss=0.084, v_num=tage]
  356. Epoch 16:  90%|█████▍| 140/156 [08:35<00:58,  3.69s/it, loss=0.0707, v_num=tage]
  357. Validating: 0it [00:00, ?it/s]
  358. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  359. Epoch 16:  91%|█████▍| 142/156 [08:45<00:51,  3.70s/it, loss=0.0707, v_num=tage]
  360. Validating:  12%|████                            | 2/16 [00:10<00:58,  4.18s/it]
  361. Epoch 16:  92%|█████▌| 144/156 [08:46<00:43,  3.66s/it, loss=0.0707, v_num=tage]
  362. Validating:  25%|████████                        | 4/16 [00:19<01:02,  5.23s/it]
  363. Epoch 16:  94%|█████▌| 146/156 [08:56<00:36,  3.67s/it, loss=0.0707, v_num=tage]
  364. Validating:  38%|████████████                    | 6/16 [00:20<00:24,  2.43s/it]
  365. Epoch 16:  95%|█████▋| 148/156 [08:57<00:29,  3.63s/it, loss=0.0707, v_num=tage]
  366. Validating:  50%|████████████████                | 8/16 [00:29<00:31,  3.91s/it]
  367. Epoch 16:  96%|█████▊| 150/156 [09:05<00:21,  3.64s/it, loss=0.0707, v_num=tage]
  368. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.06s/it]
  369. Epoch 16:  97%|█████▊| 152/156 [09:06<00:14,  3.60s/it, loss=0.0707, v_num=tage]
  370. Validating:  75%|███████████████████████▎       | 12/16 [00:37<00:13,  3.27s/it]
  371. Epoch 16:  99%|█████▉| 154/156 [09:14<00:07,  3.60s/it, loss=0.0707, v_num=tage]
  372. Validating:  88%|███████████████████████████▏   | 14/16 [00:38<00:03,  1.75s/it]
  373. Epoch 16: 100%|██████| 156/156 [09:14<00:00,  3.56s/it, loss=0.0707, v_num=tage]
  374. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.00it/s]
  375. Validating: -----------{'val_loss': tensor(0.0861, device='cuda:0'), 'val_acc': tensor(0.9900, device='cuda:0'), 'step': 16}
  376. -----------
  377. Epoch 16: 100%|██████| 156/156 [09:15<00:00,  3.56s/it, loss=0.0707, v_num=tage]
  378. Epoch 17:  90%|█████▍| 140/156 [08:57<01:01,  3.84s/it, loss=0.0708, v_num=tage]
  379. Validating: 0it [00:00, ?it/s]
  380. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  381. Epoch 17:  91%|█████▍| 142/156 [09:10<00:54,  3.87s/it, loss=0.0708, v_num=tage]
  382. Epoch 17:  92%|█████▌| 143/156 [09:10<00:50,  3.85s/it, loss=0.0708, v_num=tage]
  383. Epoch 17:  92%|█████▌| 144/156 [09:11<00:45,  3.83s/it, loss=0.0708, v_num=tage]
  384. Epoch 17:  93%|█████▌| 145/156 [09:22<00:42,  3.88s/it, loss=0.0708, v_num=tage]
  385. Epoch 17:  94%|█████▌| 146/156 [09:22<00:38,  3.85s/it, loss=0.0708, v_num=tage]
  386. Epoch 17:  94%|█████▋| 147/156 [09:22<00:34,  3.83s/it, loss=0.0708, v_num=tage]
  387. Epoch 17:  95%|█████▋| 148/156 [09:23<00:30,  3.81s/it, loss=0.0708, v_num=tage]
  388. Epoch 17:  96%|█████▋| 149/156 [09:34<00:26,  3.86s/it, loss=0.0708, v_num=tage]
  389. Epoch 17:  96%|█████▊| 150/156 [09:35<00:23,  3.83s/it, loss=0.0708, v_num=tage]
  390. Epoch 17:  97%|█████▊| 151/156 [09:35<00:19,  3.81s/it, loss=0.0708, v_num=tage]
  391. Epoch 17:  97%|█████▊| 152/156 [09:36<00:15,  3.79s/it, loss=0.0708, v_num=tage]
  392. Epoch 17:  98%|█████▉| 153/156 [09:44<00:11,  3.82s/it, loss=0.0708, v_num=tage]
  393. Epoch 17:  99%|█████▉| 154/156 [09:45<00:07,  3.80s/it, loss=0.0708, v_num=tage]
  394. Epoch 17:  99%|█████▉| 155/156 [09:45<00:03,  3.78s/it, loss=0.0708, v_num=tage]
  395. Epoch 17: 100%|██████| 156/156 [09:45<00:00,  3.76s/it, loss=0.0708, v_num=tage]
  396. Validating: 100%|███████████████████████████████| 16/16 [00:48<00:00,  1.19s/it]
  397. Validating: -----------{'val_loss': tensor(0.0886, device='cuda:0'), 'val_acc': tensor(0.9897, device='cuda:0'), 'step': 17}
  398. -----------
  399. Epoch 17: 100%|██████| 156/156 [09:46<00:00,  3.76s/it, loss=0.0708, v_num=tage]
  400. Epoch 18:  90%|█████▍| 140/156 [10:35<01:12,  4.54s/it, loss=0.0689, v_num=tage]
  401. Validating: 0it [00:00, ?it/s]
  402. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  403. Epoch 18:  91%|█████▍| 142/156 [10:48<01:03,  4.57s/it, loss=0.0689, v_num=tage]
  404. Epoch 18:  92%|█████▌| 143/156 [10:49<00:59,  4.54s/it, loss=0.0689, v_num=tage]
  405. Epoch 18:  92%|█████▌| 144/156 [10:49<00:54,  4.51s/it, loss=0.0689, v_num=tage]
  406. Epoch 18:  93%|█████▌| 145/156 [11:00<00:50,  4.56s/it, loss=0.0689, v_num=tage]
  407. Epoch 18:  94%|█████▌| 146/156 [11:01<00:45,  4.53s/it, loss=0.0689, v_num=tage]
  408. Epoch 18:  94%|█████▋| 147/156 [11:01<00:40,  4.50s/it, loss=0.0689, v_num=tage]
  409. Epoch 18:  95%|█████▋| 148/156 [11:02<00:35,  4.47s/it, loss=0.0689, v_num=tage]
  410. Epoch 18:  96%|█████▋| 149/156 [11:12<00:31,  4.51s/it, loss=0.0689, v_num=tage]
  411. Epoch 18:  96%|█████▊| 150/156 [11:12<00:26,  4.49s/it, loss=0.0689, v_num=tage]
  412. Epoch 18:  97%|█████▊| 151/156 [11:13<00:22,  4.46s/it, loss=0.0689, v_num=tage]
  413. Epoch 18:  97%|█████▊| 152/156 [11:13<00:17,  4.43s/it, loss=0.0689, v_num=tage]
  414. Epoch 18:  98%|█████▉| 153/156 [11:22<00:13,  4.46s/it, loss=0.0689, v_num=tage]
  415. Epoch 18:  99%|█████▉| 154/156 [11:22<00:08,  4.43s/it, loss=0.0689, v_num=tage]
  416. Epoch 18:  99%|█████▉| 155/156 [11:23<00:04,  4.41s/it, loss=0.0689, v_num=tage]
  417. Epoch 18: 100%|██████| 156/156 [11:23<00:00,  4.38s/it, loss=0.0689, v_num=tage]
  418. Validating: 100%|███████████████████████████████| 16/16 [00:48<00:00,  1.17s/it]
  419. Validating: -----------{'val_loss': tensor(0.0893, device='cuda:0'), 'val_acc': tensor(0.9902, device='cuda:0'), 'step': 18}
  420. -----------
  421. Epoch 18: 100%|██████| 156/156 [11:23<00:00,  4.38s/it, loss=0.0689, v_num=tage]
  422. Epoch 19:  90%|█████▍| 140/156 [09:58<01:08,  4.28s/it, loss=0.0719, v_num=tage]
  423. Validating: 0it [00:00, ?it/s]
  424. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  425. Epoch 19:  91%|█████▍| 142/156 [10:09<01:00,  4.29s/it, loss=0.0719, v_num=tage]
  426. Epoch 19:  92%|█████▌| 143/156 [10:09<00:55,  4.26s/it, loss=0.0719, v_num=tage]
  427. Epoch 19:  92%|█████▌| 144/156 [10:09<00:50,  4.23s/it, loss=0.0719, v_num=tage]
  428. Epoch 19:  93%|█████▌| 145/156 [10:18<00:46,  4.27s/it, loss=0.0719, v_num=tage]
  429. Epoch 19:  94%|█████▌| 146/156 [10:19<00:42,  4.24s/it, loss=0.0719, v_num=tage]
  430. Epoch 19:  94%|█████▋| 147/156 [10:19<00:37,  4.22s/it, loss=0.0719, v_num=tage]
  431. Epoch 19:  95%|█████▋| 148/156 [10:20<00:33,  4.19s/it, loss=0.0719, v_num=tage]
  432. Epoch 19:  96%|█████▋| 149/156 [10:29<00:29,  4.22s/it, loss=0.0719, v_num=tage]
  433. Epoch 19:  96%|█████▊| 150/156 [10:29<00:25,  4.20s/it, loss=0.0719, v_num=tage]
  434. Epoch 19:  97%|█████▊| 151/156 [10:30<00:20,  4.17s/it, loss=0.0719, v_num=tage]
  435. Epoch 19:  97%|█████▊| 152/156 [10:30<00:16,  4.15s/it, loss=0.0719, v_num=tage]
  436. Epoch 19:  98%|█████▉| 153/156 [10:36<00:12,  4.16s/it, loss=0.0719, v_num=tage]
  437. Epoch 19:  99%|█████▉| 154/156 [10:36<00:08,  4.14s/it, loss=0.0719, v_num=tage]
  438. Epoch 19:  99%|█████▉| 155/156 [10:37<00:04,  4.11s/it, loss=0.0719, v_num=tage]
  439. Epoch 19: 100%|██████| 156/156 [10:37<00:00,  4.09s/it, loss=0.0719, v_num=tage]
  440. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.07it/s]
  441. Validating: -----------{'val_loss': tensor(0.0818, device='cuda:0'), 'val_acc': tensor(0.9903, device='cuda:0'), 'step': 19}
  442. -----------
  443. Epoch 19: 100%|██████| 156/156 [10:37<00:00,  4.09s/it, loss=0.0719, v_num=tage]
  444. Epoch 20:  90%|█████▍| 140/156 [08:35<00:58,  3.68s/it, loss=0.0705, v_num=tage]
  445. Validating: 0it [00:00, ?it/s]
  446. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  447. Epoch 20:  91%|█████▍| 142/156 [08:45<00:51,  3.70s/it, loss=0.0705, v_num=tage]
  448. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.23s/it]
  449. Epoch 20:  92%|█████▌| 144/156 [08:45<00:43,  3.65s/it, loss=0.0705, v_num=tage]
  450. Validating:  25%|████████                        | 4/16 [00:19<01:00,  5.07s/it]
  451. Epoch 20:  94%|█████▌| 146/156 [08:55<00:36,  3.67s/it, loss=0.0705, v_num=tage]
  452. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.36s/it]
  453. Epoch 20:  95%|█████▋| 148/156 [08:55<00:28,  3.62s/it, loss=0.0705, v_num=tage]
  454. Validating:  50%|████████████████                | 8/16 [00:29<00:32,  4.10s/it]
  455. Epoch 20:  96%|█████▊| 150/156 [09:05<00:21,  3.64s/it, loss=0.0705, v_num=tage]
  456. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.13s/it]
  457. Epoch 20:  97%|█████▊| 152/156 [09:06<00:14,  3.59s/it, loss=0.0705, v_num=tage]
  458. Validating:  75%|███████████████████████▎       | 12/16 [00:36<00:11,  2.91s/it]
  459. Epoch 20:  99%|█████▉| 154/156 [09:12<00:07,  3.59s/it, loss=0.0705, v_num=tage]
  460. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.57s/it]
  461. Epoch 20: 100%|██████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0705, v_num=tage]
  462. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.10it/s]
  463. Validating: -----------{'val_loss': tensor(0.0845, device='cuda:0'), 'val_acc': tensor(0.9902, device='cuda:0'), 'step': 20}
  464. -----------
  465. Epoch 20: 100%|██████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0705, v_num=tage]
  466. Epoch 21:  90%|█████▍| 140/156 [08:31<00:58,  3.66s/it, loss=0.0684, v_num=tage]
  467. Validating: 0it [00:00, ?it/s]
  468. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  469. Epoch 21:  91%|█████▍| 142/156 [08:42<00:51,  3.68s/it, loss=0.0684, v_num=tage]
  470. Epoch 21:  92%|█████▌| 143/156 [08:42<00:47,  3.66s/it, loss=0.0684, v_num=tage]
  471. Epoch 21:  92%|█████▌| 144/156 [08:43<00:43,  3.63s/it, loss=0.0684, v_num=tage]
  472. Epoch 21:  93%|█████▌| 145/156 [08:53<00:40,  3.68s/it, loss=0.0684, v_num=tage]
  473. Epoch 21:  94%|█████▌| 146/156 [08:53<00:36,  3.65s/it, loss=0.0684, v_num=tage]
  474. Epoch 21:  94%|█████▋| 147/156 [08:53<00:32,  3.63s/it, loss=0.0684, v_num=tage]
  475. Epoch 21:  95%|█████▋| 148/156 [08:54<00:28,  3.61s/it, loss=0.0684, v_num=tage]
  476. Epoch 21:  96%|█████▋| 149/156 [09:02<00:25,  3.64s/it, loss=0.0684, v_num=tage]
  477. Epoch 21:  96%|█████▊| 150/156 [09:02<00:21,  3.62s/it, loss=0.0684, v_num=tage]
  478. Epoch 21:  97%|█████▊| 151/156 [09:03<00:17,  3.60s/it, loss=0.0684, v_num=tage]
  479. Epoch 21:  97%|█████▊| 152/156 [09:03<00:14,  3.58s/it, loss=0.0684, v_num=tage]
  480. Epoch 21:  98%|█████▉| 153/156 [09:10<00:10,  3.60s/it, loss=0.0684, v_num=tage]
  481. Epoch 21:  99%|█████▉| 154/156 [09:10<00:07,  3.58s/it, loss=0.0684, v_num=tage]
  482. Epoch 21:  99%|█████▉| 155/156 [09:11<00:03,  3.56s/it, loss=0.0684, v_num=tage]
  483. Epoch 21: 100%|██████| 156/156 [09:11<00:00,  3.54s/it, loss=0.0684, v_num=tage]
  484. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.02it/s]
  485. Validating: -----------{'val_loss': tensor(0.0821, device='cuda:0'), 'val_acc': tensor(0.9905, device='cuda:0'), 'step': 21}
  486. -----------
  487. Epoch 21: 100%|██████| 156/156 [09:11<00:00,  3.54s/it, loss=0.0684, v_num=tage]
  488. Epoch 22:  90%|██████▎| 140/156 [08:33<00:58,  3.67s/it, loss=0.069, v_num=tage]
  489. Validating: 0it [00:00, ?it/s]
  490. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  491. Epoch 22:  91%|██████▎| 142/156 [08:44<00:51,  3.69s/it, loss=0.069, v_num=tage]
  492. Epoch 22:  92%|██████▍| 143/156 [08:44<00:47,  3.67s/it, loss=0.069, v_num=tage]
  493. Epoch 22:  92%|██████▍| 144/156 [08:44<00:43,  3.64s/it, loss=0.069, v_num=tage]
  494. Epoch 22:  93%|██████▌| 145/156 [08:53<00:40,  3.68s/it, loss=0.069, v_num=tage]
  495. Epoch 22:  94%|██████▌| 146/156 [08:54<00:36,  3.66s/it, loss=0.069, v_num=tage]
  496. Epoch 22:  94%|██████▌| 147/156 [08:54<00:32,  3.64s/it, loss=0.069, v_num=tage]
  497. Epoch 22:  95%|██████▋| 148/156 [08:54<00:28,  3.61s/it, loss=0.069, v_num=tage]
  498. Epoch 22:  96%|██████▋| 149/156 [09:03<00:25,  3.64s/it, loss=0.069, v_num=tage]
  499. Epoch 22:  96%|██████▋| 150/156 [09:03<00:21,  3.62s/it, loss=0.069, v_num=tage]
  500. Epoch 22:  97%|██████▊| 151/156 [09:03<00:18,  3.60s/it, loss=0.069, v_num=tage]
  501. Epoch 22:  97%|██████▊| 152/156 [09:04<00:14,  3.58s/it, loss=0.069, v_num=tage]
  502. Epoch 22:  98%|██████▊| 153/156 [09:10<00:10,  3.60s/it, loss=0.069, v_num=tage]
  503. Epoch 22:  99%|██████▉| 154/156 [09:10<00:07,  3.58s/it, loss=0.069, v_num=tage]
  504. Epoch 22:  99%|██████▉| 155/156 [09:10<00:03,  3.55s/it, loss=0.069, v_num=tage]
  505. Epoch 22: 100%|███████| 156/156 [09:11<00:00,  3.53s/it, loss=0.069, v_num=tage]
  506. Validating: 100%|███████████████████████████████| 16/16 [00:37<00:00,  1.11it/s]
  507. Validating: -----------{'val_loss': tensor(0.0958, device='cuda:0'), 'val_acc': tensor(0.9889, device='cuda:0'), 'step': 22}
  508. -----------
  509. Epoch 22: 100%|███████| 156/156 [09:11<00:00,  3.54s/it, loss=0.069, v_num=tage]
  510. Epoch 23:  90%|█████▍| 140/156 [08:32<00:58,  3.66s/it, loss=0.0701, v_num=tage]
  511. Validating: 0it [00:00, ?it/s]
  512. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  513. Epoch 23:  91%|█████▍| 142/156 [08:42<00:51,  3.68s/it, loss=0.0701, v_num=tage]
  514. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.22s/it]
  515. Epoch 23:  92%|█████▌| 144/156 [08:43<00:43,  3.63s/it, loss=0.0701, v_num=tage]
  516. Validating:  25%|████████                        | 4/16 [00:19<01:01,  5.08s/it]
  517. Epoch 23:  94%|█████▌| 146/156 [08:52<00:36,  3.65s/it, loss=0.0701, v_num=tage]
  518. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.39s/it]
  519. Epoch 23:  95%|█████▋| 148/156 [08:53<00:28,  3.61s/it, loss=0.0701, v_num=tage]
  520. Validating:  50%|████████████████                | 8/16 [00:28<00:30,  3.77s/it]
  521. Epoch 23:  96%|█████▊| 150/156 [09:02<00:21,  3.62s/it, loss=0.0701, v_num=tage]
  522. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.07s/it]
  523. Epoch 23:  97%|█████▊| 152/156 [09:03<00:14,  3.57s/it, loss=0.0701, v_num=tage]
  524. Validating:  75%|███████████████████████▎       | 12/16 [00:36<00:11,  2.87s/it]
  525. Epoch 23:  99%|█████▉| 154/156 [09:09<00:07,  3.57s/it, loss=0.0701, v_num=tage]
  526. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.56s/it]
  527. Epoch 23: 100%|██████| 156/156 [09:10<00:00,  3.53s/it, loss=0.0701, v_num=tage]
  528. Validating: 100%|███████████████████████████████| 16/16 [00:37<00:00,  1.10it/s]
  529. Validating: -----------{'val_loss': tensor(0.0923, device='cuda:0'), 'val_acc': tensor(0.9897, device='cuda:0'), 'step': 23}
  530. -----------
  531. Epoch 23: 100%|██████| 156/156 [09:10<00:00,  3.53s/it, loss=0.0701, v_num=tage]
  532. Epoch 24:  90%|██████▎| 140/156 [08:34<00:58,  3.67s/it, loss=0.072, v_num=tage]
  533. Validating: 0it [00:00, ?it/s]
  534. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  535. Epoch 24:  91%|██████▎| 142/156 [08:44<00:51,  3.69s/it, loss=0.072, v_num=tage]
  536. Validating:  12%|████                            | 2/16 [00:10<01:01,  4.37s/it]
  537. Epoch 24:  92%|██████▍| 144/156 [08:45<00:43,  3.65s/it, loss=0.072, v_num=tage]
  538. Validating:  25%|████████                        | 4/16 [00:20<01:02,  5.20s/it]
  539. Epoch 24:  94%|██████▌| 146/156 [08:55<00:36,  3.67s/it, loss=0.072, v_num=tage]
  540. Epoch 24:  94%|██████▌| 147/156 [08:55<00:32,  3.64s/it, loss=0.072, v_num=tage]
  541. Epoch 24:  95%|██████▋| 148/156 [08:56<00:28,  3.62s/it, loss=0.072, v_num=tage]
  542. Epoch 24:  96%|██████▋| 149/156 [09:04<00:25,  3.65s/it, loss=0.072, v_num=tage]
  543. Epoch 24:  96%|██████▋| 150/156 [09:05<00:21,  3.64s/it, loss=0.072, v_num=tage]
  544. Epoch 24:  97%|██████▊| 151/156 [09:06<00:18,  3.62s/it, loss=0.072, v_num=tage]
  545. Epoch 24:  97%|██████▊| 152/156 [09:06<00:14,  3.60s/it, loss=0.072, v_num=tage]
  546. Epoch 24:  98%|██████▊| 153/156 [09:12<00:10,  3.61s/it, loss=0.072, v_num=tage]
  547. Epoch 24:  99%|██████▉| 154/156 [09:12<00:07,  3.59s/it, loss=0.072, v_num=tage]
  548. Epoch 24:  99%|██████▉| 155/156 [09:13<00:03,  3.57s/it, loss=0.072, v_num=tage]
  549. Epoch 24: 100%|███████| 156/156 [09:13<00:00,  3.55s/it, loss=0.072, v_num=tage]
  550. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.06it/s]
  551. Validating: -----------{'val_loss': tensor(0.0842, device='cuda:0'), 'val_acc': tensor(0.9905, device='cuda:0'), 'step': 24}
  552. -----------
  553. Epoch 24: 100%|███████| 156/156 [09:13<00:00,  3.55s/it, loss=0.072, v_num=tage]
  554. Epoch 25:  90%|█████▍| 140/156 [08:35<00:58,  3.68s/it, loss=0.0652, v_num=tage]
  555. Validating: 0it [00:00, ?it/s]
  556. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  557. Epoch 25:  91%|█████▍| 142/156 [08:44<00:51,  3.70s/it, loss=0.0652, v_num=tage]
  558. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.25s/it]
  559. Epoch 25:  92%|█████▌| 144/156 [08:45<00:43,  3.65s/it, loss=0.0652, v_num=tage]
  560. Validating:  25%|████████                        | 4/16 [00:19<00:59,  4.97s/it]
  561. Epoch 25:  94%|█████▌| 146/156 [08:54<00:36,  3.66s/it, loss=0.0652, v_num=tage]
  562. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.38s/it]
  563. Epoch 25:  95%|█████▋| 148/156 [08:56<00:28,  3.62s/it, loss=0.0652, v_num=tage]
  564. Validating:  50%|████████████████                | 8/16 [00:29<00:32,  4.08s/it]
  565. Epoch 25:  96%|█████▊| 150/156 [09:05<00:21,  3.64s/it, loss=0.0652, v_num=tage]
  566. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.13s/it]
  567. Epoch 25:  97%|█████▊| 152/156 [09:06<00:14,  3.59s/it, loss=0.0652, v_num=tage]
  568. Validating:  75%|███████████████████████▎       | 12/16 [00:36<00:11,  2.94s/it]
  569. Epoch 25:  99%|█████▉| 154/156 [09:12<00:07,  3.59s/it, loss=0.0652, v_num=tage]
  570. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.59s/it]
  571. Epoch 25: 100%|██████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0652, v_num=tage]
  572. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.08it/s]
  573. Validating: -----------{'val_loss': tensor(0.0772, device='cuda:0'), 'val_acc': tensor(0.9911, device='cuda:0'), 'step': 25}
  574. -----------
  575. Epoch 25: 100%|██████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0652, v_num=tage]
  576. Epoch 26:  90%|██████▎| 140/156 [08:33<00:58,  3.66s/it, loss=0.064, v_num=tage]
  577. Validating: 0it [00:00, ?it/s]
  578. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  579. Epoch 26:  91%|██████▎| 142/156 [08:43<00:51,  3.68s/it, loss=0.064, v_num=tage]
  580. Epoch 26:  92%|██████▍| 143/156 [08:43<00:47,  3.66s/it, loss=0.064, v_num=tage]
  581. Epoch 26:  92%|██████▍| 144/156 [08:43<00:43,  3.64s/it, loss=0.064, v_num=tage]
  582. Epoch 26:  93%|██████▌| 145/156 [08:52<00:40,  3.67s/it, loss=0.064, v_num=tage]
  583. Epoch 26:  94%|██████▌| 146/156 [08:52<00:36,  3.65s/it, loss=0.064, v_num=tage]
  584. Epoch 26:  94%|██████▌| 147/156 [08:53<00:32,  3.63s/it, loss=0.064, v_num=tage]
  585. Epoch 26:  95%|██████▋| 148/156 [08:53<00:28,  3.61s/it, loss=0.064, v_num=tage]
  586. Epoch 26:  96%|██████▋| 149/156 [09:02<00:25,  3.64s/it, loss=0.064, v_num=tage]
  587. Epoch 26:  96%|██████▋| 150/156 [09:03<00:21,  3.62s/it, loss=0.064, v_num=tage]
  588. Epoch 26:  97%|██████▊| 151/156 [09:03<00:18,  3.60s/it, loss=0.064, v_num=tage]
  589. Epoch 26:  97%|██████▊| 152/156 [09:03<00:14,  3.58s/it, loss=0.064, v_num=tage]
  590. Epoch 26:  98%|██████▊| 153/156 [09:09<00:10,  3.59s/it, loss=0.064, v_num=tage]
  591. Epoch 26:  99%|██████▉| 154/156 [09:10<00:07,  3.57s/it, loss=0.064, v_num=tage]
  592. Epoch 26:  99%|██████▉| 155/156 [09:10<00:03,  3.55s/it, loss=0.064, v_num=tage]
  593. Epoch 26: 100%|███████| 156/156 [09:10<00:00,  3.53s/it, loss=0.064, v_num=tage]
  594. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.09it/s]
  595. Validating: -----------{'val_loss': tensor(0.0789, device='cuda:0'), 'val_acc': tensor(0.9907, device='cuda:0'), 'step': 26}
  596. -----------
  597. Epoch 26: 100%|███████| 156/156 [09:11<00:00,  3.53s/it, loss=0.064, v_num=tage]
  598. Epoch 27:  90%|█████▍| 140/156 [08:33<00:58,  3.67s/it, loss=0.0667, v_num=tage]
  599. Validating: 0it [00:00, ?it/s]
  600. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  601. Epoch 27:  91%|█████▍| 142/156 [08:43<00:51,  3.69s/it, loss=0.0667, v_num=tage]
  602. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.27s/it]
  603. Epoch 27:  92%|█████▌| 144/156 [08:44<00:43,  3.64s/it, loss=0.0667, v_num=tage]
  604. Validating:  25%|████████                        | 4/16 [00:20<01:05,  5.49s/it]
  605. Epoch 27:  94%|█████▌| 146/156 [08:55<00:36,  3.67s/it, loss=0.0667, v_num=tage]
  606. Epoch 27:  94%|█████▋| 147/156 [08:55<00:32,  3.64s/it, loss=0.0667, v_num=tage]
  607. Epoch 27:  95%|█████▋| 148/156 [08:55<00:28,  3.62s/it, loss=0.0667, v_num=tage]
  608. Epoch 27:  96%|█████▋| 149/156 [09:04<00:25,  3.66s/it, loss=0.0667, v_num=tage]
  609. Epoch 27:  96%|█████▊| 150/156 [09:05<00:21,  3.63s/it, loss=0.0667, v_num=tage]
  610. Epoch 27:  97%|█████▊| 151/156 [09:05<00:18,  3.61s/it, loss=0.0667, v_num=tage]
  611. Epoch 27:  97%|█████▊| 152/156 [09:05<00:14,  3.59s/it, loss=0.0667, v_num=tage]
  612. Epoch 27:  98%|█████▉| 153/156 [09:12<00:10,  3.61s/it, loss=0.0667, v_num=tage]
  613. Epoch 27:  99%|█████▉| 154/156 [09:12<00:07,  3.59s/it, loss=0.0667, v_num=tage]
  614. Epoch 27:  99%|█████▉| 155/156 [09:13<00:03,  3.57s/it, loss=0.0667, v_num=tage]
  615. Epoch 27: 100%|██████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0667, v_num=tage]
  616. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.03it/s]
  617. Validating: -----------{'val_loss': tensor(0.0844, device='cuda:0'), 'val_acc': tensor(0.9903, device='cuda:0'), 'step': 27}
  618. -----------
  619. Epoch 27: 100%|██████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0667, v_num=tage]
  620. Epoch 28:  90%|█████▍| 140/156 [08:33<00:58,  3.67s/it, loss=0.0629, v_num=tage]
  621. Validating: 0it [00:00, ?it/s]
  622. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  623. Epoch 28:  91%|█████▍| 142/156 [08:43<00:51,  3.69s/it, loss=0.0629, v_num=tage]
  624. Epoch 28:  92%|█████▌| 143/156 [08:44<00:47,  3.67s/it, loss=0.0629, v_num=tage]
  625. Epoch 28:  92%|█████▌| 144/156 [08:44<00:43,  3.64s/it, loss=0.0629, v_num=tage]
  626. Epoch 28:  93%|█████▌| 145/156 [08:53<00:40,  3.68s/it, loss=0.0629, v_num=tage]
  627. Epoch 28:  94%|█████▌| 146/156 [08:53<00:36,  3.65s/it, loss=0.0629, v_num=tage]
  628. Epoch 28:  94%|█████▋| 147/156 [08:53<00:32,  3.63s/it, loss=0.0629, v_num=tage]
  629. Epoch 28:  95%|█████▋| 148/156 [08:54<00:28,  3.61s/it, loss=0.0629, v_num=tage]
  630. Epoch 28:  96%|█████▋| 149/156 [09:03<00:25,  3.64s/it, loss=0.0629, v_num=tage]
  631. Epoch 28:  96%|█████▊| 150/156 [09:03<00:21,  3.62s/it, loss=0.0629, v_num=tage]
  632. Epoch 28:  97%|█████▊| 151/156 [09:03<00:18,  3.60s/it, loss=0.0629, v_num=tage]
  633. Epoch 28:  97%|█████▊| 152/156 [09:04<00:14,  3.58s/it, loss=0.0629, v_num=tage]
  634. Epoch 28:  98%|█████▉| 153/156 [09:11<00:10,  3.60s/it, loss=0.0629, v_num=tage]
  635. Epoch 28:  99%|█████▉| 154/156 [09:11<00:07,  3.58s/it, loss=0.0629, v_num=tage]
  636. Epoch 28:  99%|█████▉| 155/156 [09:11<00:03,  3.56s/it, loss=0.0629, v_num=tage]
  637. Epoch 28: 100%|██████| 156/156 [09:12<00:00,  3.54s/it, loss=0.0629, v_num=tage]
  638. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.01it/s]
  639. Validating: -----------{'val_loss': tensor(0.0753, device='cuda:0'), 'val_acc': tensor(0.9912, device='cuda:0'), 'step': 28}
  640. -----------
  641. Epoch 28: 100%|██████| 156/156 [09:12<00:00,  3.54s/it, loss=0.0629, v_num=tage]
  642. Epoch 29:  90%|██████▎| 140/156 [08:35<00:58,  3.68s/it, loss=0.062, v_num=tage]
  643. Validating: 0it [00:00, ?it/s]
  644. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  645. Epoch 29:  91%|██████▎| 142/156 [08:46<00:51,  3.71s/it, loss=0.062, v_num=tage]
  646. Epoch 29:  92%|██████▍| 143/156 [08:46<00:47,  3.68s/it, loss=0.062, v_num=tage]
  647. Epoch 29:  92%|██████▍| 144/156 [08:47<00:43,  3.66s/it, loss=0.062, v_num=tage]
  648. Epoch 29:  93%|██████▌| 145/156 [08:57<00:40,  3.70s/it, loss=0.062, v_num=tage]
  649. Epoch 29:  94%|██████▌| 146/156 [08:57<00:36,  3.68s/it, loss=0.062, v_num=tage]
  650. Epoch 29:  94%|██████▌| 147/156 [08:57<00:32,  3.66s/it, loss=0.062, v_num=tage]
  651. Epoch 29:  95%|██████▋| 148/156 [08:58<00:29,  3.64s/it, loss=0.062, v_num=tage]
  652. Epoch 29:  96%|██████▋| 149/156 [09:06<00:25,  3.67s/it, loss=0.062, v_num=tage]
  653. Epoch 29:  96%|██████▋| 150/156 [09:07<00:21,  3.65s/it, loss=0.062, v_num=tage]
  654. Epoch 29:  97%|██████▊| 151/156 [09:07<00:18,  3.63s/it, loss=0.062, v_num=tage]
  655. Epoch 29:  97%|██████▊| 152/156 [09:07<00:14,  3.61s/it, loss=0.062, v_num=tage]
  656. Epoch 29:  98%|██████▊| 153/156 [09:14<00:10,  3.62s/it, loss=0.062, v_num=tage]
  657. Epoch 29:  99%|██████▉| 154/156 [09:14<00:07,  3.60s/it, loss=0.062, v_num=tage]
  658. Epoch 29:  99%|██████▉| 155/156 [09:15<00:03,  3.58s/it, loss=0.062, v_num=tage]
  659. Epoch 29: 100%|███████| 156/156 [09:15<00:00,  3.56s/it, loss=0.062, v_num=tage]
  660. Validating: 100%|███████████████████████████████| 16/16 [00:40<00:00,  1.05it/s]
  661. Validating: -----------{'val_loss': tensor(0.0735, device='cuda:0'), 'val_acc': tensor(0.9915, device='cuda:0'), 'step': 29}
  662. -----------
  663. Epoch 29: 100%|███████| 156/156 [09:15<00:00,  3.56s/it, loss=0.062, v_num=tage]
  664. Epoch 30:  90%|█████▍| 140/156 [08:33<00:58,  3.66s/it, loss=0.0634, v_num=tage]
  665. Validating: 0it [00:00, ?it/s]
  666. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  667. Epoch 30:  91%|█████▍| 142/156 [08:42<00:51,  3.68s/it, loss=0.0634, v_num=tage]
  668. Validating:  12%|████                            | 2/16 [00:10<01:01,  4.42s/it]
  669. Epoch 30:  92%|█████▌| 144/156 [08:44<00:43,  3.64s/it, loss=0.0634, v_num=tage]
  670. Validating:  25%|████████                        | 4/16 [00:20<01:02,  5.24s/it]
  671. Epoch 30:  94%|█████▌| 146/156 [08:53<00:36,  3.65s/it, loss=0.0634, v_num=tage]
  672. Validating:  38%|████████████                    | 6/16 [00:20<00:24,  2.41s/it]
  673. Epoch 30:  95%|█████▋| 148/156 [08:54<00:28,  3.61s/it, loss=0.0634, v_num=tage]
  674. Validating:  50%|████████████████                | 8/16 [00:29<00:31,  3.90s/it]
  675. Epoch 30:  96%|█████▊| 150/156 [09:03<00:21,  3.62s/it, loss=0.0634, v_num=tage]
  676. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.08s/it]
  677. Epoch 30:  97%|█████▊| 152/156 [09:04<00:14,  3.58s/it, loss=0.0634, v_num=tage]
  678. Validating:  75%|███████████████████████▎       | 12/16 [00:37<00:11,  2.93s/it]
  679. Epoch 30:  99%|█████▉| 154/156 [09:10<00:07,  3.57s/it, loss=0.0634, v_num=tage]
  680. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.58s/it]
  681. Epoch 30: 100%|██████| 156/156 [09:11<00:00,  3.53s/it, loss=0.0634, v_num=tage]
  682. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.09it/s]
  683. Validating: -----------{'val_loss': tensor(0.0760, device='cuda:0'), 'val_acc': tensor(0.9912, device='cuda:0'), 'step': 30}
  684. -----------
  685. Epoch 30: 100%|██████| 156/156 [09:11<00:00,  3.53s/it, loss=0.0634, v_num=tage]
  686. Epoch 31:  90%|█████▍| 140/156 [08:34<00:58,  3.67s/it, loss=0.0623, v_num=tage]
  687. Validating: 0it [00:00, ?it/s]
  688. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  689. Epoch 31:  91%|█████▍| 142/156 [08:46<00:51,  3.71s/it, loss=0.0623, v_num=tage]
  690. Epoch 31:  92%|█████▌| 143/156 [08:47<00:47,  3.69s/it, loss=0.0623, v_num=tage]
  691. Epoch 31:  92%|█████▌| 144/156 [08:47<00:43,  3.66s/it, loss=0.0623, v_num=tage]
  692. Epoch 31:  93%|█████▌| 145/156 [08:56<00:40,  3.70s/it, loss=0.0623, v_num=tage]
  693. Epoch 31:  94%|█████▌| 146/156 [08:56<00:36,  3.67s/it, loss=0.0623, v_num=tage]
  694. Epoch 31:  94%|█████▋| 147/156 [08:56<00:32,  3.65s/it, loss=0.0623, v_num=tage]
  695. Epoch 31:  95%|█████▋| 148/156 [08:57<00:29,  3.63s/it, loss=0.0623, v_num=tage]
  696. Epoch 31:  96%|█████▋| 149/156 [09:05<00:25,  3.66s/it, loss=0.0623, v_num=tage]
  697. Epoch 31:  96%|█████▊| 150/156 [09:06<00:21,  3.64s/it, loss=0.0623, v_num=tage]
  698. Epoch 31:  97%|█████▊| 151/156 [09:06<00:18,  3.62s/it, loss=0.0623, v_num=tage]
  699. Epoch 31:  97%|█████▊| 152/156 [09:06<00:14,  3.60s/it, loss=0.0623, v_num=tage]
  700. Epoch 31:  98%|█████▉| 153/156 [09:12<00:10,  3.61s/it, loss=0.0623, v_num=tage]
  701. Epoch 31:  99%|█████▉| 154/156 [09:13<00:07,  3.59s/it, loss=0.0623, v_num=tage]
  702. Epoch 31:  99%|█████▉| 155/156 [09:13<00:03,  3.57s/it, loss=0.0623, v_num=tage]
  703. Epoch 31: 100%|██████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0623, v_num=tage]
  704. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.09it/s]
  705. Validating: -----------{'val_loss': tensor(0.0724, device='cuda:0'), 'val_acc': tensor(0.9916, device='cuda:0'), 'step': 31}
  706. -----------
  707. Epoch 31: 100%|██████| 156/156 [09:14<00:00,  3.55s/it, loss=0.0623, v_num=tage]
  708. Epoch 32:  90%|█████▍| 140/156 [08:34<00:58,  3.68s/it, loss=0.0595, v_num=tage]
  709. Validating: 0it [00:00, ?it/s]
  710. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  711. Epoch 32:  91%|█████▍| 142/156 [08:44<00:51,  3.70s/it, loss=0.0595, v_num=tage]
  712. Validating:  12%|████                            | 2/16 [00:10<01:00,  4.30s/it]
  713. Epoch 32:  92%|█████▌| 144/156 [08:45<00:43,  3.65s/it, loss=0.0595, v_num=tage]
  714. Validating:  25%|████████                        | 4/16 [00:19<01:01,  5.16s/it]
  715. Epoch 32:  94%|█████▌| 146/156 [08:55<00:36,  3.67s/it, loss=0.0595, v_num=tage]
  716. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.39s/it]
  717. Epoch 32:  95%|█████▋| 148/156 [08:56<00:28,  3.62s/it, loss=0.0595, v_num=tage]
  718. Validating:  50%|████████████████                | 8/16 [00:29<00:31,  3.88s/it]
  719. Epoch 32:  96%|█████▊| 150/156 [09:04<00:21,  3.63s/it, loss=0.0595, v_num=tage]
  720. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.08s/it]
  721. Epoch 32:  97%|█████▊| 152/156 [09:05<00:14,  3.59s/it, loss=0.0595, v_num=tage]
  722. Validating:  75%|███████████████████████▎       | 12/16 [00:38<00:13,  3.50s/it]
  723. Epoch 32:  99%|█████▉| 154/156 [09:13<00:07,  3.60s/it, loss=0.0595, v_num=tage]
  724. Validating:  88%|███████████████████████████▏   | 14/16 [00:39<00:03,  1.85s/it]
  725. Epoch 32: 100%|██████| 156/156 [09:14<00:00,  3.55s/it, loss=0.0595, v_num=tage]
  726. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.05s/it]
  727. Validating: -----------{'val_loss': tensor(0.0705, device='cuda:0'), 'val_acc': tensor(0.9918, device='cuda:0'), 'step': 32}
  728. -----------
  729. Epoch 32: 100%|██████| 156/156 [09:14<00:00,  3.56s/it, loss=0.0595, v_num=tage]
  730. Epoch 33:  90%|█████▍| 140/156 [08:34<00:58,  3.68s/it, loss=0.0565, v_num=tage]
  731. Validating: 0it [00:00, ?it/s]
  732. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  733. Epoch 33:  91%|█████▍| 142/156 [08:44<00:51,  3.69s/it, loss=0.0565, v_num=tage]
  734. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.21s/it]
  735. Epoch 33:  92%|█████▌| 144/156 [08:45<00:43,  3.65s/it, loss=0.0565, v_num=tage]
  736. Validating:  25%|████████                        | 4/16 [00:19<01:00,  5.02s/it]
  737. Epoch 33:  94%|█████▌| 146/156 [08:54<00:36,  3.66s/it, loss=0.0565, v_num=tage]
  738. Validating:  38%|████████████                    | 6/16 [00:20<00:24,  2.41s/it]
  739. Epoch 33:  95%|█████▋| 148/156 [08:55<00:28,  3.62s/it, loss=0.0565, v_num=tage]
  740. Validating:  50%|████████████████                | 8/16 [00:29<00:31,  3.89s/it]
  741. Epoch 33:  96%|█████▊| 150/156 [09:04<00:21,  3.63s/it, loss=0.0565, v_num=tage]
  742. Validating:  62%|███████████████████▍           | 10/16 [00:29<00:12,  2.03s/it]
  743. Epoch 33:  97%|█████▊| 152/156 [09:05<00:14,  3.59s/it, loss=0.0565, v_num=tage]
  744. Validating:  75%|███████████████████████▎       | 12/16 [00:36<00:11,  2.99s/it]
  745. Epoch 33:  99%|█████▉| 154/156 [09:11<00:07,  3.58s/it, loss=0.0565, v_num=tage]
  746. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.61s/it]
  747. Epoch 33: 100%|██████| 156/156 [09:12<00:00,  3.54s/it, loss=0.0565, v_num=tage]
  748. Validating: 100%|███████████████████████████████| 16/16 [00:37<00:00,  1.07it/s]
  749. Validating: -----------{'val_loss': tensor(0.0703, device='cuda:0'), 'val_acc': tensor(0.9917, device='cuda:0'), 'step': 33}
  750. -----------
  751. Epoch 33: 100%|██████| 156/156 [09:12<00:00,  3.54s/it, loss=0.0565, v_num=tage]
  752. Epoch 34:  90%|█████▍| 140/156 [08:36<00:58,  3.69s/it, loss=0.0668, v_num=tage]
  753. Validating: 0it [00:00, ?it/s]
  754. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  755. Epoch 34:  91%|█████▍| 142/156 [08:45<00:51,  3.70s/it, loss=0.0668, v_num=tage]
  756. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.26s/it]
  757. Epoch 34:  92%|█████▌| 144/156 [08:46<00:43,  3.66s/it, loss=0.0668, v_num=tage]
  758. Validating:  25%|████████                        | 4/16 [00:21<01:08,  5.69s/it]
  759. Epoch 34:  94%|█████▌| 146/156 [08:57<00:36,  3.68s/it, loss=0.0668, v_num=tage]
  760. Epoch 34:  94%|█████▋| 147/156 [08:58<00:32,  3.66s/it, loss=0.0668, v_num=tage]
  761. Epoch 34:  95%|█████▋| 148/156 [08:58<00:29,  3.64s/it, loss=0.0668, v_num=tage]
  762. Epoch 34:  96%|█████▋| 149/156 [09:07<00:25,  3.68s/it, loss=0.0668, v_num=tage]
  763. Epoch 34:  96%|█████▊| 150/156 [09:08<00:21,  3.65s/it, loss=0.0668, v_num=tage]
  764. Epoch 34:  97%|█████▊| 151/156 [09:08<00:18,  3.63s/it, loss=0.0668, v_num=tage]
  765. Epoch 34:  97%|█████▊| 152/156 [09:08<00:14,  3.61s/it, loss=0.0668, v_num=tage]
  766. Epoch 34:  98%|█████▉| 153/156 [09:14<00:10,  3.62s/it, loss=0.0668, v_num=tage]
  767. Epoch 34:  99%|█████▉| 154/156 [09:14<00:07,  3.60s/it, loss=0.0668, v_num=tage]
  768. Epoch 34:  99%|█████▉| 155/156 [09:15<00:03,  3.58s/it, loss=0.0668, v_num=tage]
  769. Epoch 34: 100%|██████| 156/156 [09:15<00:00,  3.56s/it, loss=0.0668, v_num=tage]
  770. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.10it/s]
  771. Validating: -----------{'val_loss': tensor(0.0775, device='cuda:0'), 'val_acc': tensor(0.9912, device='cuda:0'), 'step': 34}
  772. -----------
  773. Epoch 34: 100%|██████| 156/156 [09:15<00:00,  3.56s/it, loss=0.0668, v_num=tage]
  774. Epoch 35:  90%|█████▍| 140/156 [08:38<00:59,  3.71s/it, loss=0.0593, v_num=tage]
  775. Validating: 0it [00:00, ?it/s]
  776. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  777. Epoch 35:  91%|█████▍| 142/156 [08:48<00:52,  3.72s/it, loss=0.0593, v_num=tage]
  778. Validating:  12%|████                            | 2/16 [00:10<01:00,  4.31s/it]
  779. Epoch 35:  92%|█████▌| 144/156 [08:49<00:44,  3.68s/it, loss=0.0593, v_num=tage]
  780. Validating:  25%|████████                        | 4/16 [00:19<00:59,  4.98s/it]
  781. Epoch 35:  94%|█████▌| 146/156 [08:58<00:36,  3.69s/it, loss=0.0593, v_num=tage]
  782. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.32s/it]
  783. Epoch 35:  95%|█████▋| 148/156 [08:59<00:29,  3.64s/it, loss=0.0593, v_num=tage]
  784. Validating:  50%|████████████████                | 8/16 [00:29<00:32,  4.08s/it]
  785. Epoch 35:  96%|█████▊| 150/156 [09:09<00:21,  3.66s/it, loss=0.0593, v_num=tage]
  786. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:13,  2.17s/it]
  787. Epoch 35:  97%|█████▊| 152/156 [09:09<00:14,  3.62s/it, loss=0.0593, v_num=tage]
  788. Validating:  75%|███████████████████████▎       | 12/16 [00:37<00:11,  2.94s/it]
  789. Epoch 35:  99%|█████▉| 154/156 [09:16<00:07,  3.61s/it, loss=0.0593, v_num=tage]
  790. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.59s/it]
  791. Epoch 35: 100%|██████| 156/156 [09:16<00:00,  3.57s/it, loss=0.0593, v_num=tage]
  792. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.09it/s]
  793. Validating: -----------{'val_loss': tensor(0.0702, device='cuda:0'), 'val_acc': tensor(0.9916, device='cuda:0'), 'step': 35}
  794. -----------
  795. Epoch 35: 100%|██████| 156/156 [09:16<00:00,  3.57s/it, loss=0.0593, v_num=tage]
  796. Epoch 36:  90%|██████▎| 140/156 [08:38<00:59,  3.70s/it, loss=0.058, v_num=tage]
  797. Validating: 0it [00:00, ?it/s]
  798. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  799. Epoch 36:  91%|██████▎| 142/156 [08:47<00:52,  3.72s/it, loss=0.058, v_num=tage]
  800. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.22s/it]
  801. Epoch 36:  92%|██████▍| 144/156 [08:48<00:44,  3.67s/it, loss=0.058, v_num=tage]
  802. Validating:  25%|████████                        | 4/16 [00:18<00:57,  4.81s/it]
  803. Epoch 36:  94%|██████▌| 146/156 [08:57<00:36,  3.68s/it, loss=0.058, v_num=tage]
  804. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.39s/it]
  805. Epoch 36:  95%|██████▋| 148/156 [08:58<00:29,  3.64s/it, loss=0.058, v_num=tage]
  806. Validating:  50%|████████████████                | 8/16 [00:30<00:34,  4.32s/it]
  807. Epoch 36:  96%|██████▋| 150/156 [09:10<00:22,  3.67s/it, loss=0.058, v_num=tage]
  808. Epoch 36:  97%|██████▊| 151/156 [09:10<00:18,  3.65s/it, loss=0.058, v_num=tage]
  809. Epoch 36:  97%|██████▊| 152/156 [09:10<00:14,  3.62s/it, loss=0.058, v_num=tage]
  810. Epoch 36:  98%|██████▊| 153/156 [09:16<00:10,  3.63s/it, loss=0.058, v_num=tage]
  811. Epoch 36:  99%|██████▉| 154/156 [09:16<00:07,  3.62s/it, loss=0.058, v_num=tage]
  812. Epoch 36:  99%|██████▉| 155/156 [09:17<00:03,  3.60s/it, loss=0.058, v_num=tage]
  813. Epoch 36: 100%|███████| 156/156 [09:17<00:00,  3.57s/it, loss=0.058, v_num=tage]
  814. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.04it/s]
  815. Validating: -----------{'val_loss': tensor(0.0679, device='cuda:0'), 'val_acc': tensor(0.9919, device='cuda:0'), 'step': 36}
  816. -----------
  817. Epoch 36: 100%|███████| 156/156 [09:17<00:00,  3.58s/it, loss=0.058, v_num=tage]
  818. Epoch 37:  90%|█████▍| 140/156 [08:39<00:59,  3.71s/it, loss=0.0572, v_num=tage]
  819. Validating: 0it [00:00, ?it/s]
  820. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  821. Epoch 37:  91%|█████▍| 142/156 [08:49<00:52,  3.73s/it, loss=0.0572, v_num=tage]
  822. Validating:  12%|████                            | 2/16 [00:10<01:00,  4.30s/it]
  823. Epoch 37:  92%|█████▌| 144/156 [08:50<00:44,  3.68s/it, loss=0.0572, v_num=tage]
  824. Validating:  25%|████████                        | 4/16 [00:19<01:00,  5.02s/it]
  825. Epoch 37:  94%|█████▌| 146/156 [08:59<00:36,  3.70s/it, loss=0.0572, v_num=tage]
  826. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.36s/it]
  827. Epoch 37:  95%|█████▋| 148/156 [09:00<00:29,  3.65s/it, loss=0.0572, v_num=tage]
  828. Validating:  50%|████████████████                | 8/16 [00:29<00:31,  3.94s/it]
  829. Epoch 37:  96%|█████▊| 150/156 [09:09<00:21,  3.67s/it, loss=0.0572, v_num=tage]
  830. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.06s/it]
  831. Epoch 37:  97%|█████▊| 152/156 [09:10<00:14,  3.62s/it, loss=0.0572, v_num=tage]
  832. Validating:  75%|███████████████████████▎       | 12/16 [00:37<00:12,  3.10s/it]
  833. Epoch 37:  99%|█████▉| 154/156 [09:17<00:07,  3.62s/it, loss=0.0572, v_num=tage]
  834. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.67s/it]
  835. Epoch 37: 100%|██████| 156/156 [09:18<00:00,  3.58s/it, loss=0.0572, v_num=tage]
  836. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.04it/s]
  837. Validating: -----------{'val_loss': tensor(0.0715, device='cuda:0'), 'val_acc': tensor(0.9918, device='cuda:0'), 'step': 37}
  838. -----------
  839. Epoch 37: 100%|██████| 156/156 [09:18<00:00,  3.58s/it, loss=0.0572, v_num=tage]
  840. Epoch 38:  90%|█████▍| 140/156 [08:38<00:59,  3.71s/it, loss=0.0589, v_num=tage]
  841. Validating: 0it [00:00, ?it/s]
  842. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  843. Epoch 38:  91%|█████▍| 142/156 [08:48<00:52,  3.72s/it, loss=0.0589, v_num=tage]
  844. Validating:  12%|████                            | 2/16 [00:10<01:00,  4.30s/it]
  845. Epoch 38:  92%|█████▌| 144/156 [08:49<00:44,  3.68s/it, loss=0.0589, v_num=tage]
  846. Validating:  25%|████████                        | 4/16 [00:19<00:58,  4.90s/it]
  847. Epoch 38:  94%|█████▌| 146/156 [08:58<00:36,  3.69s/it, loss=0.0589, v_num=tage]
  848. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.31s/it]
  849. Epoch 38:  95%|█████▋| 148/156 [08:59<00:29,  3.64s/it, loss=0.0589, v_num=tage]
  850. Validating:  50%|████████████████                | 8/16 [00:31<00:36,  4.52s/it]
  851. Epoch 38:  96%|█████▊| 150/156 [09:10<00:22,  3.67s/it, loss=0.0589, v_num=tage]
  852. Epoch 38:  97%|█████▊| 151/156 [09:11<00:18,  3.65s/it, loss=0.0589, v_num=tage]
  853. Epoch 38:  97%|█████▊| 152/156 [09:11<00:14,  3.63s/it, loss=0.0589, v_num=tage]
  854. Epoch 38:  98%|█████▉| 153/156 [09:17<00:10,  3.64s/it, loss=0.0589, v_num=tage]
  855. Epoch 38:  99%|█████▉| 154/156 [09:17<00:07,  3.62s/it, loss=0.0589, v_num=tage]
  856. Epoch 38:  99%|█████▉| 155/156 [09:18<00:03,  3.60s/it, loss=0.0589, v_num=tage]
  857. Epoch 38: 100%|██████| 156/156 [09:18<00:00,  3.58s/it, loss=0.0589, v_num=tage]
  858. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.04it/s]
  859. Validating: -----------{'val_loss': tensor(0.0706, device='cuda:0'), 'val_acc': tensor(0.9918, device='cuda:0'), 'step': 38}
  860. -----------
  861. Epoch 38: 100%|██████| 156/156 [09:18<00:00,  3.58s/it, loss=0.0589, v_num=tage]
  862. Epoch 39:  90%|█████▍| 140/156 [08:36<00:59,  3.69s/it, loss=0.0586, v_num=tage]
  863. Validating: 0it [00:00, ?it/s]
  864. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  865. Epoch 39:  91%|█████▍| 142/156 [08:46<00:51,  3.71s/it, loss=0.0586, v_num=tage]
  866. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.26s/it]
  867. Epoch 39:  92%|█████▌| 144/156 [08:47<00:43,  3.66s/it, loss=0.0586, v_num=tage]
  868. Validating:  25%|████████                        | 4/16 [00:19<00:59,  4.98s/it]
  869. Epoch 39:  94%|█████▌| 146/156 [08:56<00:36,  3.67s/it, loss=0.0586, v_num=tage]
  870. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.31s/it]
  871. Epoch 39:  95%|█████▋| 148/156 [08:57<00:29,  3.63s/it, loss=0.0586, v_num=tage]
  872. Validating:  50%|████████████████                | 8/16 [00:29<00:31,  3.99s/it]
  873. Epoch 39:  96%|█████▊| 150/156 [09:06<00:21,  3.64s/it, loss=0.0586, v_num=tage]
  874. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.12s/it]
  875. Epoch 39:  97%|█████▊| 152/156 [09:07<00:14,  3.60s/it, loss=0.0586, v_num=tage]
  876. Validating:  75%|███████████████████████▎       | 12/16 [00:36<00:11,  2.90s/it]
  877. Epoch 39:  99%|█████▉| 154/156 [09:13<00:07,  3.59s/it, loss=0.0586, v_num=tage]
  878. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.56s/it]
  879. Epoch 39: 100%|██████| 156/156 [09:14<00:00,  3.55s/it, loss=0.0586, v_num=tage]
  880. Validating: 100%|███████████████████████████████| 16/16 [00:37<00:00,  1.10it/s]
  881. Validating: -----------{'val_loss': tensor(0.0729, device='cuda:0'), 'val_acc': tensor(0.9915, device='cuda:0'), 'step': 39}
  882. -----------
  883. Epoch 39: 100%|██████| 156/156 [09:14<00:00,  3.55s/it, loss=0.0586, v_num=tage]
  884. Epoch 40:  90%|██████▎| 140/156 [08:32<00:58,  3.66s/it, loss=0.056, v_num=tage]
  885. Validating: 0it [00:00, ?it/s]
  886. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  887. Epoch 40:  91%|██████▎| 142/156 [08:43<00:51,  3.68s/it, loss=0.056, v_num=tage]
  888. Epoch 40:  92%|██████▍| 143/156 [08:43<00:47,  3.66s/it, loss=0.056, v_num=tage]
  889. Epoch 40:  92%|██████▍| 144/156 [08:43<00:43,  3.64s/it, loss=0.056, v_num=tage]
  890. Epoch 40:  93%|██████▌| 145/156 [08:52<00:40,  3.67s/it, loss=0.056, v_num=tage]
  891. Epoch 40:  94%|██████▌| 146/156 [08:53<00:36,  3.65s/it, loss=0.056, v_num=tage]
  892. Epoch 40:  94%|██████▌| 147/156 [08:53<00:32,  3.63s/it, loss=0.056, v_num=tage]
  893. Epoch 40:  95%|██████▋| 148/156 [08:54<00:28,  3.61s/it, loss=0.056, v_num=tage]
  894. Epoch 40:  96%|██████▋| 149/156 [09:04<00:25,  3.65s/it, loss=0.056, v_num=tage]
  895. Epoch 40:  96%|██████▋| 150/156 [09:04<00:21,  3.63s/it, loss=0.056, v_num=tage]
  896. Epoch 40:  97%|██████▊| 151/156 [09:05<00:18,  3.61s/it, loss=0.056, v_num=tage]
  897. Epoch 40:  97%|██████▊| 152/156 [09:05<00:14,  3.59s/it, loss=0.056, v_num=tage]
  898. Epoch 40:  98%|██████▊| 153/156 [09:11<00:10,  3.61s/it, loss=0.056, v_num=tage]
  899. Epoch 40:  99%|██████▉| 154/156 [09:11<00:07,  3.58s/it, loss=0.056, v_num=tage]
  900. Epoch 40:  99%|██████▉| 155/156 [09:12<00:03,  3.56s/it, loss=0.056, v_num=tage]
  901. Epoch 40: 100%|███████| 156/156 [09:12<00:00,  3.54s/it, loss=0.056, v_num=tage]
  902. Validating: 100%|███████████████████████████████| 16/16 [00:40<00:00,  1.05it/s]
  903. Validating: -----------{'val_loss': tensor(0.0677, device='cuda:0'), 'val_acc': tensor(0.9920, device='cuda:0'), 'step': 40}
  904. -----------
  905. Epoch 40: 100%|███████| 156/156 [09:12<00:00,  3.54s/it, loss=0.056, v_num=tage]
  906. Epoch 41:  90%|█████▍| 140/156 [08:33<00:58,  3.67s/it, loss=0.0541, v_num=tage]
  907. Validating: 0it [00:00, ?it/s]
  908. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  909. Epoch 41:  91%|█████▍| 142/156 [08:44<00:51,  3.69s/it, loss=0.0541, v_num=tage]
  910. Epoch 41:  92%|█████▌| 143/156 [08:44<00:47,  3.67s/it, loss=0.0541, v_num=tage]
  911. Epoch 41:  92%|█████▌| 144/156 [08:44<00:43,  3.65s/it, loss=0.0541, v_num=tage]
  912. Epoch 41:  93%|█████▌| 145/156 [08:53<00:40,  3.68s/it, loss=0.0541, v_num=tage]
  913. Epoch 41:  94%|█████▌| 146/156 [08:54<00:36,  3.66s/it, loss=0.0541, v_num=tage]
  914. Epoch 41:  94%|█████▋| 147/156 [08:54<00:32,  3.64s/it, loss=0.0541, v_num=tage]
  915. Epoch 41:  95%|█████▋| 148/156 [08:55<00:28,  3.61s/it, loss=0.0541, v_num=tage]
  916. Epoch 41:  96%|█████▋| 149/156 [09:03<00:25,  3.65s/it, loss=0.0541, v_num=tage]
  917. Epoch 41:  96%|█████▊| 150/156 [09:03<00:21,  3.63s/it, loss=0.0541, v_num=tage]
  918. Epoch 41:  97%|█████▊| 151/156 [09:04<00:18,  3.60s/it, loss=0.0541, v_num=tage]
  919. Epoch 41:  97%|█████▊| 152/156 [09:04<00:14,  3.58s/it, loss=0.0541, v_num=tage]
  920. Epoch 41:  98%|█████▉| 153/156 [09:10<00:10,  3.60s/it, loss=0.0541, v_num=tage]
  921. Epoch 41:  99%|█████▉| 154/156 [09:11<00:07,  3.58s/it, loss=0.0541, v_num=tage]
  922. Epoch 41:  99%|█████▉| 155/156 [09:11<00:03,  3.56s/it, loss=0.0541, v_num=tage]
  923. Epoch 41: 100%|██████| 156/156 [09:11<00:00,  3.54s/it, loss=0.0541, v_num=tage]
  924. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.07it/s]
  925. Validating: -----------{'val_loss': tensor(0.0696, device='cuda:0'), 'val_acc': tensor(0.9919, device='cuda:0'), 'step': 41}
  926. -----------
  927. Epoch 41: 100%|██████| 156/156 [09:12<00:00,  3.54s/it, loss=0.0541, v_num=tage]
  928. Epoch 42:  90%|█████▍| 140/156 [08:38<00:59,  3.71s/it, loss=0.0554, v_num=tage]
  929. Validating: 0it [00:00, ?it/s]
  930. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  931. Epoch 42:  91%|█████▍| 142/156 [08:49<00:52,  3.73s/it, loss=0.0554, v_num=tage]
  932. Epoch 42:  92%|█████▌| 143/156 [08:49<00:48,  3.70s/it, loss=0.0554, v_num=tage]
  933. Epoch 42:  92%|█████▌| 144/156 [08:50<00:44,  3.68s/it, loss=0.0554, v_num=tage]
  934. Epoch 42:  93%|█████▌| 145/156 [08:58<00:40,  3.72s/it, loss=0.0554, v_num=tage]
  935. Epoch 42:  94%|█████▌| 146/156 [08:59<00:36,  3.69s/it, loss=0.0554, v_num=tage]
  936. Epoch 42:  94%|█████▋| 147/156 [08:59<00:33,  3.67s/it, loss=0.0554, v_num=tage]
  937. Epoch 42:  95%|█████▋| 148/156 [08:59<00:29,  3.65s/it, loss=0.0554, v_num=tage]
  938. Epoch 42:  96%|█████▋| 149/156 [09:10<00:25,  3.69s/it, loss=0.0554, v_num=tage]
  939. Epoch 42:  96%|█████▊| 150/156 [09:10<00:22,  3.67s/it, loss=0.0554, v_num=tage]
  940. Epoch 42:  97%|█████▊| 151/156 [09:10<00:18,  3.65s/it, loss=0.0554, v_num=tage]
  941. Epoch 42:  97%|█████▊| 152/156 [09:11<00:14,  3.63s/it, loss=0.0554, v_num=tage]
  942. Epoch 42:  98%|█████▉| 153/156 [09:18<00:10,  3.65s/it, loss=0.0554, v_num=tage]
  943. Epoch 42:  99%|█████▉| 154/156 [09:18<00:07,  3.63s/it, loss=0.0554, v_num=tage]
  944. Epoch 42:  99%|█████▉| 155/156 [09:19<00:03,  3.61s/it, loss=0.0554, v_num=tage]
  945. Epoch 42: 100%|██████| 156/156 [09:19<00:00,  3.59s/it, loss=0.0554, v_num=tage]
  946. Validating: 100%|███████████████████████████████| 16/16 [00:40<00:00,  1.03s/it]
  947. Validating: -----------{'val_loss': tensor(0.0683, device='cuda:0'), 'val_acc': tensor(0.9921, device='cuda:0'), 'step': 42}
  948. -----------
  949. Epoch 42: 100%|██████| 156/156 [09:19<00:00,  3.59s/it, loss=0.0554, v_num=tage]
  950. Epoch 43:  90%|█████▍| 140/156 [08:35<00:58,  3.69s/it, loss=0.0573, v_num=tage]
  951. Validating: 0it [00:00, ?it/s]
  952. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  953. Epoch 43:  91%|█████▍| 142/156 [08:45<00:51,  3.70s/it, loss=0.0573, v_num=tage]
  954. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.25s/it]
  955. Epoch 43:  92%|█████▌| 144/156 [08:46<00:43,  3.66s/it, loss=0.0573, v_num=tage]
  956. Validating:  25%|████████                        | 4/16 [00:18<00:57,  4.77s/it]
  957. Epoch 43:  94%|█████▌| 146/156 [08:55<00:36,  3.67s/it, loss=0.0573, v_num=tage]
  958. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.34s/it]
  959. Epoch 43:  95%|█████▋| 148/156 [08:56<00:28,  3.62s/it, loss=0.0573, v_num=tage]
  960. Validating:  50%|████████████████                | 8/16 [00:28<00:30,  3.75s/it]
  961. Epoch 43:  96%|█████▊| 150/156 [09:04<00:21,  3.63s/it, loss=0.0573, v_num=tage]
  962. Validating:  62%|███████████████████▍           | 10/16 [00:29<00:11,  1.98s/it]
  963. Epoch 43:  97%|█████▊| 152/156 [09:05<00:14,  3.59s/it, loss=0.0573, v_num=tage]
  964. Validating:  75%|███████████████████████▎       | 12/16 [00:36<00:12,  3.13s/it]
  965. Epoch 43:  99%|█████▉| 154/156 [09:12<00:07,  3.59s/it, loss=0.0573, v_num=tage]
  966. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.68s/it]
  967. Epoch 43: 100%|██████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0573, v_num=tage]
  968. Validating: 100%|███████████████████████████████| 16/16 [00:37<00:00,  1.04it/s]
  969. Validating: -----------{'val_loss': tensor(0.0681, device='cuda:0'), 'val_acc': tensor(0.9922, device='cuda:0'), 'step': 43}
  970. -----------
  971. Epoch 43: 100%|██████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0573, v_num=tage]
  972. Epoch 44:  90%|█████▍| 140/156 [08:38<00:59,  3.71s/it, loss=0.0574, v_num=tage]
  973. Validating: 0it [00:00, ?it/s]
  974. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  975. Epoch 44:  91%|█████▍| 142/156 [08:48<00:52,  3.72s/it, loss=0.0574, v_num=tage]
  976. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.24s/it]
  977. Epoch 44:  92%|█████▌| 144/156 [08:49<00:44,  3.68s/it, loss=0.0574, v_num=tage]
  978. Validating:  25%|████████                        | 4/16 [00:19<00:58,  4.88s/it]
  979. Epoch 44:  94%|█████▌| 146/156 [08:58<00:36,  3.69s/it, loss=0.0574, v_num=tage]
  980. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.37s/it]
  981. Epoch 44:  95%|█████▋| 148/156 [08:59<00:29,  3.65s/it, loss=0.0574, v_num=tage]
  982. Validating:  50%|████████████████                | 8/16 [00:31<00:37,  4.63s/it]
  983. Epoch 44:  96%|█████▊| 150/156 [09:10<00:22,  3.67s/it, loss=0.0574, v_num=tage]
  984. Epoch 44:  97%|█████▊| 151/156 [09:11<00:18,  3.65s/it, loss=0.0574, v_num=tage]
  985. Epoch 44:  97%|█████▊| 152/156 [09:11<00:14,  3.63s/it, loss=0.0574, v_num=tage]
  986. Epoch 44:  98%|█████▉| 153/156 [09:18<00:10,  3.65s/it, loss=0.0574, v_num=tage]
  987. Epoch 44:  99%|█████▉| 154/156 [09:18<00:07,  3.63s/it, loss=0.0574, v_num=tage]
  988. Epoch 44:  99%|█████▉| 155/156 [09:18<00:03,  3.61s/it, loss=0.0574, v_num=tage]
  989. Epoch 44: 100%|██████| 156/156 [09:19<00:00,  3.59s/it, loss=0.0574, v_num=tage]
  990. Validating: 100%|███████████████████████████████| 16/16 [00:40<00:00,  1.00s/it]
  991. Validating: -----------{'val_loss': tensor(0.0684, device='cuda:0'), 'val_acc': tensor(0.9921, device='cuda:0'), 'step': 44}
  992. -----------
  993. Epoch 44: 100%|██████| 156/156 [09:19<00:00,  3.59s/it, loss=0.0574, v_num=tage]
  994. Epoch 45:  90%|█████▍| 140/156 [08:32<00:58,  3.66s/it, loss=0.0569, v_num=tage]
  995. Validating: 0it [00:00, ?it/s]
  996. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  997. Epoch 45:  91%|█████▍| 142/156 [08:43<00:51,  3.69s/it, loss=0.0569, v_num=tage]
  998. Epoch 45:  92%|█████▌| 143/156 [08:44<00:47,  3.66s/it, loss=0.0569, v_num=tage]
  999. Epoch 45:  92%|█████▌| 144/156 [08:44<00:43,  3.64s/it, loss=0.0569, v_num=tage]
  1000. Epoch 45:  93%|█████▌| 145/156 [08:53<00:40,  3.68s/it, loss=0.0569, v_num=tage]
  1001. Epoch 45:  94%|█████▌| 146/156 [08:53<00:36,  3.65s/it, loss=0.0569, v_num=tage]
  1002. Epoch 45:  94%|█████▋| 147/156 [08:53<00:32,  3.63s/it, loss=0.0569, v_num=tage]
  1003. Epoch 45:  95%|█████▋| 148/156 [08:54<00:28,  3.61s/it, loss=0.0569, v_num=tage]
  1004. Epoch 45:  96%|█████▋| 149/156 [09:02<00:25,  3.64s/it, loss=0.0569, v_num=tage]
  1005. Epoch 45:  96%|█████▊| 150/156 [09:03<00:21,  3.62s/it, loss=0.0569, v_num=tage]
  1006. Epoch 45:  97%|█████▊| 151/156 [09:03<00:17,  3.60s/it, loss=0.0569, v_num=tage]
  1007. Epoch 45:  97%|█████▊| 152/156 [09:03<00:14,  3.58s/it, loss=0.0569, v_num=tage]
  1008. Epoch 45:  98%|█████▉| 153/156 [09:10<00:10,  3.60s/it, loss=0.0569, v_num=tage]
  1009. Epoch 45:  99%|█████▉| 154/156 [09:10<00:07,  3.58s/it, loss=0.0569, v_num=tage]
  1010. Epoch 45:  99%|█████▉| 155/156 [09:11<00:03,  3.56s/it, loss=0.0569, v_num=tage]
  1011. Epoch 45: 100%|██████| 156/156 [09:11<00:00,  3.53s/it, loss=0.0569, v_num=tage]
  1012. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.05it/s]
  1013. Validating: -----------{'val_loss': tensor(0.0698, device='cuda:0'), 'val_acc': tensor(0.9920, device='cuda:0'), 'step': 45}
  1014. -----------
  1015. Epoch 45: 100%|██████| 156/156 [09:11<00:00,  3.54s/it, loss=0.0569, v_num=tage]
  1016. Epoch 46:  90%|█████▍| 140/156 [08:40<00:59,  3.72s/it, loss=0.0556, v_num=tage]
  1017. Validating: 0it [00:00, ?it/s]
  1018. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1019. Epoch 46:  91%|█████▍| 142/156 [08:50<00:52,  3.74s/it, loss=0.0556, v_num=tage]
  1020. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.28s/it]
  1021. Epoch 46:  92%|█████▌| 144/156 [08:51<00:44,  3.69s/it, loss=0.0556, v_num=tage]
  1022. Validating:  25%|████████                        | 4/16 [00:18<00:56,  4.73s/it]
  1023. Epoch 46:  94%|█████▌| 146/156 [09:00<00:37,  3.70s/it, loss=0.0556, v_num=tage]
  1024. Validating:  38%|████████████                    | 6/16 [00:19<00:22,  2.29s/it]
  1025. Epoch 46:  95%|█████▋| 148/156 [09:01<00:29,  3.66s/it, loss=0.0556, v_num=tage]
  1026. Validating:  50%|████████████████                | 8/16 [00:31<00:38,  4.77s/it]
  1027. Epoch 46:  96%|█████▊| 150/156 [09:13<00:22,  3.69s/it, loss=0.0556, v_num=tage]
  1028. Epoch 46:  97%|█████▊| 151/156 [09:13<00:18,  3.67s/it, loss=0.0556, v_num=tage]
  1029. Epoch 46:  97%|█████▊| 152/156 [09:13<00:14,  3.64s/it, loss=0.0556, v_num=tage]
  1030. Epoch 46:  98%|█████▉| 153/156 [09:19<00:10,  3.66s/it, loss=0.0556, v_num=tage]
  1031. Epoch 46:  99%|█████▉| 154/156 [09:20<00:07,  3.64s/it, loss=0.0556, v_num=tage]
  1032. Epoch 46:  99%|█████▉| 155/156 [09:20<00:03,  3.62s/it, loss=0.0556, v_num=tage]
  1033. Epoch 46: 100%|██████| 156/156 [09:20<00:00,  3.60s/it, loss=0.0556, v_num=tage]
  1034. Validating: 100%|███████████████████████████████| 16/16 [00:40<00:00,  1.04it/s]
  1035. Validating: -----------{'val_loss': tensor(0.0648, device='cuda:0'), 'val_acc': tensor(0.9923, device='cuda:0'), 'step': 46}
  1036. -----------
  1037. Epoch 46: 100%|██████| 156/156 [09:21<00:00,  3.60s/it, loss=0.0556, v_num=tage]
  1038. Epoch 47:  90%|█████▍| 140/156 [08:39<00:59,  3.71s/it, loss=0.0515, v_num=tage]
  1039. Validating: 0it [00:00, ?it/s]
  1040. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1041. Epoch 47:  91%|█████▍| 142/156 [08:49<00:52,  3.73s/it, loss=0.0515, v_num=tage]
  1042. Validating:  12%|████                            | 2/16 [00:09<00:58,  4.18s/it]
  1043. Epoch 47:  92%|█████▌| 144/156 [08:50<00:44,  3.68s/it, loss=0.0515, v_num=tage]
  1044. Validating:  25%|████████                        | 4/16 [00:18<00:56,  4.69s/it]
  1045. Epoch 47:  94%|█████▌| 146/156 [08:58<00:36,  3.69s/it, loss=0.0515, v_num=tage]
  1046. Validating:  38%|████████████                    | 6/16 [00:19<00:22,  2.24s/it]
  1047. Epoch 47:  95%|█████▋| 148/156 [08:59<00:29,  3.65s/it, loss=0.0515, v_num=tage]
  1048. Validating:  50%|████████████████                | 8/16 [00:28<00:30,  3.85s/it]
  1049. Epoch 47:  96%|█████▊| 150/156 [09:08<00:21,  3.66s/it, loss=0.0515, v_num=tage]
  1050. Validating:  62%|███████████████████▍           | 10/16 [00:29<00:12,  2.03s/it]
  1051. Epoch 47:  97%|█████▊| 152/156 [09:09<00:14,  3.62s/it, loss=0.0515, v_num=tage]
  1052. Validating:  75%|███████████████████████▎       | 12/16 [00:36<00:12,  3.19s/it]
  1053. Epoch 47:  99%|█████▉| 154/156 [09:16<00:07,  3.62s/it, loss=0.0515, v_num=tage]
  1054. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.71s/it]
  1055. Epoch 47: 100%|██████| 156/156 [09:17<00:00,  3.57s/it, loss=0.0515, v_num=tage]
  1056. Validating: 100%|███████████████████████████████| 16/16 [00:37<00:00,  1.02it/s]
  1057. Validating: -----------{'val_loss': tensor(0.0654, device='cuda:0'), 'val_acc': tensor(0.9925, device='cuda:0'), 'step': 47}
  1058. -----------
  1059. Epoch 47: 100%|██████| 156/156 [09:17<00:00,  3.58s/it, loss=0.0515, v_num=tage]
  1060. Epoch 48:  90%|█████▍| 140/156 [08:34<00:58,  3.68s/it, loss=0.0549, v_num=tage]
  1061. Validating: 0it [00:00, ?it/s]
  1062. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1063. Epoch 48:  91%|█████▍| 142/156 [08:45<00:51,  3.70s/it, loss=0.0549, v_num=tage]
  1064. Epoch 48:  92%|█████▌| 143/156 [08:45<00:47,  3.68s/it, loss=0.0549, v_num=tage]
  1065. Epoch 48:  92%|█████▌| 144/156 [08:45<00:43,  3.65s/it, loss=0.0549, v_num=tage]
  1066. Epoch 48:  93%|█████▌| 145/156 [08:54<00:40,  3.68s/it, loss=0.0549, v_num=tage]
  1067. Epoch 48:  94%|█████▌| 146/156 [08:54<00:36,  3.66s/it, loss=0.0549, v_num=tage]
  1068. Epoch 48:  94%|█████▋| 147/156 [08:54<00:32,  3.64s/it, loss=0.0549, v_num=tage]
  1069. Epoch 48:  95%|█████▋| 148/156 [08:55<00:28,  3.62s/it, loss=0.0549, v_num=tage]
  1070. Epoch 48:  96%|█████▋| 149/156 [09:04<00:25,  3.65s/it, loss=0.0549, v_num=tage]
  1071. Epoch 48:  96%|█████▊| 150/156 [09:04<00:21,  3.63s/it, loss=0.0549, v_num=tage]
  1072. Epoch 48:  97%|█████▊| 151/156 [09:04<00:18,  3.61s/it, loss=0.0549, v_num=tage]
  1073. Epoch 48:  97%|█████▊| 152/156 [09:05<00:14,  3.59s/it, loss=0.0549, v_num=tage]
  1074. Epoch 48:  98%|█████▉| 153/156 [09:11<00:10,  3.60s/it, loss=0.0549, v_num=tage]
  1075. Epoch 48:  99%|█████▉| 154/156 [09:11<00:07,  3.58s/it, loss=0.0549, v_num=tage]
  1076. Epoch 48:  99%|█████▉| 155/156 [09:11<00:03,  3.56s/it, loss=0.0549, v_num=tage]
  1077. Epoch 48: 100%|██████| 156/156 [09:12<00:00,  3.54s/it, loss=0.0549, v_num=tage]
  1078. Validating: 100%|███████████████████████████████| 16/16 [00:37<00:00,  1.04it/s]
  1079. Validating: -----------{'val_loss': tensor(0.0678, device='cuda:0'), 'val_acc': tensor(0.9922, device='cuda:0'), 'step': 48}
  1080. -----------
  1081. Epoch 48: 100%|██████| 156/156 [09:12<00:00,  3.54s/it, loss=0.0549, v_num=tage]
  1082. Epoch 49:  90%|█████▍| 140/156 [08:34<00:58,  3.68s/it, loss=0.0507, v_num=tage]
  1083. Validating: 0it [00:00, ?it/s]
  1084. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1085. Epoch 49:  91%|█████▍| 142/156 [08:46<00:51,  3.71s/it, loss=0.0507, v_num=tage]
  1086. Epoch 49:  92%|█████▌| 143/156 [08:46<00:47,  3.68s/it, loss=0.0507, v_num=tage]
  1087. Epoch 49:  92%|█████▌| 144/156 [08:46<00:43,  3.66s/it, loss=0.0507, v_num=tage]
  1088. Epoch 49:  93%|█████▌| 145/156 [08:55<00:40,  3.69s/it, loss=0.0507, v_num=tage]
  1089. Epoch 49:  94%|█████▌| 146/156 [08:55<00:36,  3.67s/it, loss=0.0507, v_num=tage]
  1090. Epoch 49:  94%|█████▋| 147/156 [08:56<00:32,  3.65s/it, loss=0.0507, v_num=tage]
  1091. Epoch 49:  95%|█████▋| 148/156 [08:56<00:29,  3.63s/it, loss=0.0507, v_num=tage]
  1092. Epoch 49:  96%|█████▋| 149/156 [09:04<00:25,  3.66s/it, loss=0.0507, v_num=tage]
  1093. Epoch 49:  96%|█████▊| 150/156 [09:05<00:21,  3.63s/it, loss=0.0507, v_num=tage]
  1094. Epoch 49:  97%|█████▊| 151/156 [09:05<00:18,  3.61s/it, loss=0.0507, v_num=tage]
  1095. Epoch 49:  97%|█████▊| 152/156 [09:05<00:14,  3.59s/it, loss=0.0507, v_num=tage]
  1096. Epoch 49:  98%|█████▉| 153/156 [09:12<00:10,  3.61s/it, loss=0.0507, v_num=tage]
  1097. Epoch 49:  99%|█████▉| 154/156 [09:12<00:07,  3.59s/it, loss=0.0507, v_num=tage]
  1098. Epoch 49:  99%|█████▉| 155/156 [09:13<00:03,  3.57s/it, loss=0.0507, v_num=tage]
  1099. Epoch 49: 100%|██████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0507, v_num=tage]
  1100. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.04it/s]
  1101. Validating: -----------{'val_loss': tensor(0.0661, device='cuda:0'), 'val_acc': tensor(0.9923, device='cuda:0'), 'step': 49}
  1102. -----------
  1103. Epoch 49: 100%|██████| 156/156 [09:13<00:00,  3.55s/it, loss=0.0507, v_num=tage]
  1104. Epoch 50:  90%|█████▍| 140/156 [08:36<00:58,  3.69s/it, loss=0.0522, v_num=tage]
  1105. Validating: 0it [00:00, ?it/s]
  1106. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1107. Epoch 50:  91%|█████▍| 142/156 [08:46<00:51,  3.71s/it, loss=0.0522, v_num=tage]
  1108. Epoch 50:  92%|█████▌| 143/156 [08:46<00:47,  3.68s/it, loss=0.0522, v_num=tage]
  1109. Epoch 50:  92%|█████▌| 144/156 [08:47<00:43,  3.66s/it, loss=0.0522, v_num=tage]
  1110. Epoch 50:  93%|█████▌| 145/156 [08:56<00:40,  3.70s/it, loss=0.0522, v_num=tage]
  1111. Epoch 50:  94%|█████▌| 146/156 [08:57<00:36,  3.68s/it, loss=0.0522, v_num=tage]
  1112. Epoch 50:  94%|█████▋| 147/156 [08:57<00:32,  3.66s/it, loss=0.0522, v_num=tage]
  1113. Epoch 50:  95%|█████▋| 148/156 [08:57<00:29,  3.63s/it, loss=0.0522, v_num=tage]
  1114. Epoch 50:  96%|█████▋| 149/156 [09:06<00:25,  3.67s/it, loss=0.0522, v_num=tage]
  1115. Epoch 50:  96%|█████▊| 150/156 [09:06<00:21,  3.65s/it, loss=0.0522, v_num=tage]
  1116. Epoch 50:  97%|█████▊| 151/156 [09:07<00:18,  3.62s/it, loss=0.0522, v_num=tage]
  1117. Epoch 50:  97%|█████▊| 152/156 [09:07<00:14,  3.60s/it, loss=0.0522, v_num=tage]
  1118. Epoch 50:  98%|█████▉| 153/156 [09:13<00:10,  3.62s/it, loss=0.0522, v_num=tage]
  1119. Epoch 50:  99%|█████▉| 154/156 [09:13<00:07,  3.59s/it, loss=0.0522, v_num=tage]
  1120. Epoch 50:  99%|█████▉| 155/156 [09:13<00:03,  3.57s/it, loss=0.0522, v_num=tage]
  1121. Epoch 50: 100%|██████| 156/156 [09:14<00:00,  3.55s/it, loss=0.0522, v_num=tage]
  1122. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.13it/s]
  1123. Validating: -----------{'val_loss': tensor(0.0644, device='cuda:0'), 'val_acc': tensor(0.9925, device='cuda:0'), 'step': 50}
  1124. -----------
  1125. Epoch 50: 100%|██████| 156/156 [09:14<00:00,  3.55s/it, loss=0.0522, v_num=tage]
  1126. Epoch 51:  90%|█████▍| 140/156 [08:31<00:58,  3.65s/it, loss=0.0511, v_num=tage]
  1127. Validating: 0it [00:00, ?it/s]
  1128. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1129. Epoch 51:  91%|█████▍| 142/156 [08:41<00:51,  3.67s/it, loss=0.0511, v_num=tage]
  1130. Validating:  12%|████                            | 2/16 [00:09<00:57,  4.13s/it]
  1131. Epoch 51:  92%|█████▌| 144/156 [08:41<00:43,  3.62s/it, loss=0.0511, v_num=tage]
  1132. Validating:  25%|████████                        | 4/16 [00:20<01:03,  5.31s/it]
  1133. Epoch 51:  94%|█████▌| 146/156 [08:51<00:36,  3.64s/it, loss=0.0511, v_num=tage]
  1134. Epoch 51:  94%|█████▋| 147/156 [08:52<00:32,  3.62s/it, loss=0.0511, v_num=tage]
  1135. Epoch 51:  95%|█████▋| 148/156 [08:52<00:28,  3.60s/it, loss=0.0511, v_num=tage]
  1136. Epoch 51:  96%|█████▋| 149/156 [09:01<00:25,  3.63s/it, loss=0.0511, v_num=tage]
  1137. Epoch 51:  96%|█████▊| 150/156 [09:01<00:21,  3.61s/it, loss=0.0511, v_num=tage]
  1138. Epoch 51:  97%|█████▊| 151/156 [09:02<00:17,  3.59s/it, loss=0.0511, v_num=tage]
  1139. Epoch 51:  97%|█████▊| 152/156 [09:02<00:14,  3.57s/it, loss=0.0511, v_num=tage]
  1140. Epoch 51:  98%|█████▉| 153/156 [09:08<00:10,  3.58s/it, loss=0.0511, v_num=tage]
  1141. Epoch 51:  99%|█████▉| 154/156 [09:08<00:07,  3.56s/it, loss=0.0511, v_num=tage]
  1142. Epoch 51:  99%|█████▉| 155/156 [09:08<00:03,  3.54s/it, loss=0.0511, v_num=tage]
  1143. Epoch 51: 100%|██████| 156/156 [09:09<00:00,  3.52s/it, loss=0.0511, v_num=tage]
  1144. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.10it/s]
  1145. Validating: -----------{'val_loss': tensor(0.0644, device='cuda:0'), 'val_acc': tensor(0.9925, device='cuda:0'), 'step': 51}
  1146. -----------
  1147. Epoch 51: 100%|██████| 156/156 [09:09<00:00,  3.52s/it, loss=0.0511, v_num=tage]
  1148. Epoch 52:  90%|█████▍| 140/156 [08:34<00:58,  3.67s/it, loss=0.0522, v_num=tage]
  1149. Validating: 0it [00:00, ?it/s]
  1150. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1151. Epoch 52:  91%|█████▍| 142/156 [08:44<00:51,  3.69s/it, loss=0.0522, v_num=tage]
  1152. Validating:  12%|████                            | 2/16 [00:10<00:58,  4.21s/it]
  1153. Epoch 52:  92%|█████▌| 144/156 [08:44<00:43,  3.65s/it, loss=0.0522, v_num=tage]
  1154. Validating:  25%|████████                        | 4/16 [00:19<01:00,  5.03s/it]
  1155. Epoch 52:  94%|█████▌| 146/156 [08:54<00:36,  3.66s/it, loss=0.0522, v_num=tage]
  1156. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.34s/it]
  1157. Epoch 52:  95%|█████▋| 148/156 [08:55<00:28,  3.61s/it, loss=0.0522, v_num=tage]
  1158. Validating:  50%|████████████████                | 8/16 [00:29<00:32,  4.05s/it]
  1159. Epoch 52:  96%|█████▊| 150/156 [09:04<00:21,  3.63s/it, loss=0.0522, v_num=tage]
  1160. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.13s/it]
  1161. Epoch 52:  97%|█████▊| 152/156 [09:05<00:14,  3.59s/it, loss=0.0522, v_num=tage]
  1162. Validating:  75%|███████████████████████▎       | 12/16 [00:36<00:11,  2.94s/it]
  1163. Epoch 52:  99%|█████▉| 154/156 [09:11<00:07,  3.58s/it, loss=0.0522, v_num=tage]
  1164. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.60s/it]
  1165. Epoch 52: 100%|██████| 156/156 [09:12<00:00,  3.54s/it, loss=0.0522, v_num=tage]
  1166. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.08it/s]
  1167. Validating: -----------{'val_loss': tensor(0.0631, device='cuda:0'), 'val_acc': tensor(0.9926, device='cuda:0'), 'step': 52}
  1168. -----------
  1169. Epoch 52: 100%|██████| 156/156 [09:12<00:00,  3.54s/it, loss=0.0522, v_num=tage]
  1170. Epoch 53:  90%|█████▍| 140/156 [08:38<00:59,  3.70s/it, loss=0.0502, v_num=tage]
  1171. Validating: 0it [00:00, ?it/s]
  1172. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1173. Epoch 53:  91%|█████▍| 142/156 [08:48<00:52,  3.72s/it, loss=0.0502, v_num=tage]
  1174. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.27s/it]
  1175. Epoch 53:  92%|█████▌| 144/156 [08:49<00:44,  3.68s/it, loss=0.0502, v_num=tage]
  1176. Validating:  25%|████████                        | 4/16 [00:19<00:59,  4.97s/it]
  1177. Epoch 53:  94%|█████▌| 146/156 [08:58<00:36,  3.69s/it, loss=0.0502, v_num=tage]
  1178. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.31s/it]
  1179. Epoch 53:  95%|█████▋| 148/156 [08:59<00:29,  3.64s/it, loss=0.0502, v_num=tage]
  1180. Validating:  50%|████████████████                | 8/16 [00:29<00:31,  3.98s/it]
  1181. Epoch 53:  96%|█████▊| 150/156 [09:08<00:21,  3.66s/it, loss=0.0502, v_num=tage]
  1182. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.09s/it]
  1183. Epoch 53:  97%|█████▊| 152/156 [09:09<00:14,  3.61s/it, loss=0.0502, v_num=tage]
  1184. Validating:  75%|███████████████████████▎       | 12/16 [00:36<00:11,  2.96s/it]
  1185. Epoch 53:  99%|█████▉| 154/156 [09:15<00:07,  3.61s/it, loss=0.0502, v_num=tage]
  1186. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.59s/it]
  1187. Epoch 53: 100%|██████| 156/156 [09:16<00:00,  3.57s/it, loss=0.0502, v_num=tage]
  1188. Validating: 100%|███████████████████████████████| 16/16 [00:37<00:00,  1.08it/s]
  1189. Validating: -----------{'val_loss': tensor(0.0629, device='cuda:0'), 'val_acc': tensor(0.9927, device='cuda:0'), 'step': 53}
  1190. -----------
  1191. Epoch 53: 100%|██████| 156/156 [09:16<00:00,  3.57s/it, loss=0.0502, v_num=tage]
  1192. Epoch 54:  90%|█████▍| 140/156 [08:31<00:58,  3.66s/it, loss=0.0494, v_num=tage]
  1193. Validating: 0it [00:00, ?it/s]
  1194. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1195. Epoch 54:  91%|█████▍| 142/156 [08:42<00:51,  3.68s/it, loss=0.0494, v_num=tage]
  1196. Epoch 54:  92%|█████▌| 143/156 [08:42<00:47,  3.65s/it, loss=0.0494, v_num=tage]
  1197. Epoch 54:  92%|█████▌| 144/156 [08:42<00:43,  3.63s/it, loss=0.0494, v_num=tage]
  1198. Epoch 54:  93%|█████▌| 145/156 [08:51<00:40,  3.67s/it, loss=0.0494, v_num=tage]
  1199. Epoch 54:  94%|█████▌| 146/156 [08:52<00:36,  3.64s/it, loss=0.0494, v_num=tage]
  1200. Epoch 54:  94%|█████▋| 147/156 [08:52<00:32,  3.62s/it, loss=0.0494, v_num=tage]
  1201. Epoch 54:  95%|█████▋| 148/156 [08:52<00:28,  3.60s/it, loss=0.0494, v_num=tage]
  1202. Epoch 54:  96%|█████▋| 149/156 [09:01<00:25,  3.63s/it, loss=0.0494, v_num=tage]
  1203. Epoch 54:  96%|█████▊| 150/156 [09:01<00:21,  3.61s/it, loss=0.0494, v_num=tage]
  1204. Epoch 54:  97%|█████▊| 151/156 [09:02<00:17,  3.59s/it, loss=0.0494, v_num=tage]
  1205. Epoch 54:  97%|█████▊| 152/156 [09:02<00:14,  3.57s/it, loss=0.0494, v_num=tage]
  1206. Epoch 54:  98%|█████▉| 153/156 [09:08<00:10,  3.59s/it, loss=0.0494, v_num=tage]
  1207. Epoch 54:  99%|█████▉| 154/156 [09:09<00:07,  3.56s/it, loss=0.0494, v_num=tage]
  1208. Epoch 54:  99%|█████▉| 155/156 [09:09<00:03,  3.54s/it, loss=0.0494, v_num=tage]
  1209. Epoch 54: 100%|██████| 156/156 [09:09<00:00,  3.52s/it, loss=0.0494, v_num=tage]
  1210. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.08it/s]
  1211. Validating: -----------{'val_loss': tensor(0.0639, device='cuda:0'), 'val_acc': tensor(0.9926, device='cuda:0'), 'step': 54}
  1212. -----------
  1213. Epoch 54: 100%|██████| 156/156 [09:09<00:00,  3.53s/it, loss=0.0494, v_num=tage]
  1214. Epoch 55:  90%|█████▍| 140/156 [08:29<00:58,  3.64s/it, loss=0.0483, v_num=tage]
  1215. Validating: 0it [00:00, ?it/s]
  1216. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1217. Epoch 55:  91%|█████▍| 142/156 [08:38<00:51,  3.65s/it, loss=0.0483, v_num=tage]
  1218. Validating:  12%|████                            | 2/16 [00:10<01:00,  4.29s/it]
  1219. Epoch 55:  92%|█████▌| 144/156 [08:39<00:43,  3.61s/it, loss=0.0483, v_num=tage]
  1220. Validating:  25%|████████                        | 4/16 [00:19<01:01,  5.08s/it]
  1221. Epoch 55:  94%|█████▌| 146/156 [08:49<00:36,  3.62s/it, loss=0.0483, v_num=tage]
  1222. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.36s/it]
  1223. Epoch 55:  95%|█████▋| 148/156 [08:49<00:28,  3.58s/it, loss=0.0483, v_num=tage]
  1224. Validating:  50%|████████████████                | 8/16 [00:29<00:30,  3.84s/it]
  1225. Epoch 55:  96%|█████▊| 150/156 [08:58<00:21,  3.59s/it, loss=0.0483, v_num=tage]
  1226. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.06s/it]
  1227. Epoch 55:  97%|█████▊| 152/156 [08:59<00:14,  3.55s/it, loss=0.0483, v_num=tage]
  1228. Validating:  75%|███████████████████████▎       | 12/16 [00:36<00:11,  2.98s/it]
  1229. Epoch 55:  99%|█████▉| 154/156 [09:06<00:07,  3.55s/it, loss=0.0483, v_num=tage]
  1230. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.60s/it]
  1231. Epoch 55: 100%|██████| 156/156 [09:06<00:00,  3.50s/it, loss=0.0483, v_num=tage]
  1232. Validating: 100%|███████████████████████████████| 16/16 [00:37<00:00,  1.08it/s]
  1233. Validating: -----------{'val_loss': tensor(0.0640, device='cuda:0'), 'val_acc': tensor(0.9926, device='cuda:0'), 'step': 55}
  1234. -----------
  1235. Epoch 55: 100%|██████| 156/156 [09:06<00:00,  3.51s/it, loss=0.0483, v_num=tage]
  1236. Epoch 56:  90%|█████▍| 140/156 [08:36<00:59,  3.69s/it, loss=0.0484, v_num=tage]
  1237. Validating: 0it [00:00, ?it/s]
  1238. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1239. Epoch 56:  91%|█████▍| 142/156 [08:46<00:51,  3.71s/it, loss=0.0484, v_num=tage]
  1240. Validating:  12%|████                            | 2/16 [00:10<00:59,  4.28s/it]
  1241. Epoch 56:  92%|█████▌| 144/156 [08:47<00:43,  3.67s/it, loss=0.0484, v_num=tage]
  1242. Validating:  25%|████████                        | 4/16 [00:19<00:59,  4.99s/it]
  1243. Epoch 56:  94%|█████▌| 146/156 [08:57<00:36,  3.68s/it, loss=0.0484, v_num=tage]
  1244. Validating:  38%|████████████                    | 6/16 [00:20<00:24,  2.47s/it]
  1245. Epoch 56:  95%|█████▋| 148/156 [08:58<00:29,  3.64s/it, loss=0.0484, v_num=tage]
  1246. Validating:  50%|████████████████                | 8/16 [00:30<00:33,  4.14s/it]
  1247. Epoch 56:  96%|█████▊| 150/156 [09:07<00:21,  3.65s/it, loss=0.0484, v_num=tage]
  1248. Validating:  62%|███████████████████▍           | 10/16 [00:31<00:13,  2.17s/it]
  1249. Epoch 56:  97%|█████▊| 152/156 [09:08<00:14,  3.61s/it, loss=0.0484, v_num=tage]
  1250. Validating:  75%|███████████████████████▎       | 12/16 [00:37<00:11,  2.96s/it]
  1251. Epoch 56:  99%|█████▉| 154/156 [09:14<00:07,  3.60s/it, loss=0.0484, v_num=tage]
  1252. Validating:  88%|███████████████████████████▏   | 14/16 [00:38<00:03,  1.60s/it]
  1253. Epoch 56: 100%|██████| 156/156 [09:15<00:00,  3.56s/it, loss=0.0484, v_num=tage]
  1254. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.08it/s]
  1255. Validating: -----------{'val_loss': tensor(0.0635, device='cuda:0'), 'val_acc': tensor(0.9926, device='cuda:0'), 'step': 56}
  1256. -----------
  1257. Epoch 56: 100%|██████| 156/156 [09:15<00:00,  3.56s/it, loss=0.0484, v_num=tage]
  1258. Epoch 57:  90%|█████▍| 140/156 [08:36<00:59,  3.69s/it, loss=0.0498, v_num=tage]
  1259. Validating: 0it [00:00, ?it/s]
  1260. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1261. Epoch 57:  91%|█████▍| 142/156 [08:46<00:51,  3.71s/it, loss=0.0498, v_num=tage]
  1262. Validating:  12%|████                            | 2/16 [00:10<01:00,  4.30s/it]
  1263. Epoch 57:  92%|█████▌| 144/156 [08:47<00:43,  3.66s/it, loss=0.0498, v_num=tage]
  1264. Validating:  25%|████████                        | 4/16 [00:19<01:00,  5.02s/it]
  1265. Epoch 57:  94%|█████▌| 146/156 [08:56<00:36,  3.68s/it, loss=0.0498, v_num=tage]
  1266. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.34s/it]
  1267. Epoch 57:  95%|█████▋| 148/156 [08:57<00:29,  3.63s/it, loss=0.0498, v_num=tage]
  1268. Validating:  50%|████████████████                | 8/16 [00:29<00:31,  3.99s/it]
  1269. Epoch 57:  96%|█████▊| 150/156 [09:06<00:21,  3.65s/it, loss=0.0498, v_num=tage]
  1270. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.12s/it]
  1271. Epoch 57:  97%|█████▊| 152/156 [09:07<00:14,  3.60s/it, loss=0.0498, v_num=tage]
  1272. Validating:  75%|███████████████████████▎       | 12/16 [00:37<00:12,  3.04s/it]
  1273. Epoch 57:  99%|█████▉| 154/156 [09:14<00:07,  3.60s/it, loss=0.0498, v_num=tage]
  1274. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.63s/it]
  1275. Epoch 57: 100%|██████| 156/156 [09:14<00:00,  3.56s/it, loss=0.0498, v_num=tage]
  1276. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.06it/s]
  1277. Validating: -----------{'val_loss': tensor(0.0634, device='cuda:0'), 'val_acc': tensor(0.9927, device='cuda:0'), 'step': 57}
  1278. -----------
  1279. Epoch 57: 100%|██████| 156/156 [09:15<00:00,  3.56s/it, loss=0.0498, v_num=tage]
  1280. Epoch 58:  90%|█████▍| 140/156 [08:34<00:58,  3.67s/it, loss=0.0459, v_num=tage]
  1281. Validating: 0it [00:00, ?it/s]
  1282. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1283. Epoch 58:  91%|█████▍| 142/156 [08:44<00:51,  3.69s/it, loss=0.0459, v_num=tage]
  1284. Validating:  12%|████                            | 2/16 [00:09<00:58,  4.16s/it]
  1285. Epoch 58:  92%|█████▌| 144/156 [08:44<00:43,  3.64s/it, loss=0.0459, v_num=tage]
  1286. Validating:  25%|████████                        | 4/16 [00:19<00:59,  4.97s/it]
  1287. Epoch 58:  94%|█████▌| 146/156 [08:54<00:36,  3.66s/it, loss=0.0459, v_num=tage]
  1288. Validating:  38%|████████████                    | 6/16 [00:19<00:23,  2.31s/it]
  1289. Epoch 58:  95%|█████▋| 148/156 [08:54<00:28,  3.61s/it, loss=0.0459, v_num=tage]
  1290. Validating:  50%|████████████████                | 8/16 [00:29<00:32,  4.00s/it]
  1291. Epoch 58:  96%|█████▊| 150/156 [09:04<00:21,  3.63s/it, loss=0.0459, v_num=tage]
  1292. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.13s/it]
  1293. Epoch 58:  97%|█████▊| 152/156 [09:04<00:14,  3.59s/it, loss=0.0459, v_num=tage]
  1294. Validating:  75%|███████████████████████▎       | 12/16 [00:37<00:12,  3.07s/it]
  1295. Epoch 58:  99%|█████▉| 154/156 [09:11<00:07,  3.58s/it, loss=0.0459, v_num=tage]
  1296. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.65s/it]
  1297. Epoch 58: 100%|██████| 156/156 [09:12<00:00,  3.54s/it, loss=0.0459, v_num=tage]
  1298. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.05it/s]
  1299. Validating: -----------{'val_loss': tensor(0.0642, device='cuda:0'), 'val_acc': tensor(0.9927, device='cuda:0'), 'step': 58}
  1300. -----------
  1301. Epoch 58: 100%|██████| 156/156 [09:12<00:00,  3.54s/it, loss=0.0459, v_num=tage]
  1302. Epoch 59:  90%|██████▎| 140/156 [08:32<00:58,  3.66s/it, loss=0.047, v_num=tage]
  1303. Validating: 0it [00:00, ?it/s]
  1304. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1305. Epoch 59:  91%|██████▎| 142/156 [08:44<00:51,  3.69s/it, loss=0.047, v_num=tage]
  1306. Epoch 59:  92%|██████▍| 143/156 [08:44<00:47,  3.67s/it, loss=0.047, v_num=tage]
  1307. Epoch 59:  92%|██████▍| 144/156 [08:44<00:43,  3.65s/it, loss=0.047, v_num=tage]
  1308. Epoch 59:  93%|██████▌| 145/156 [08:53<00:40,  3.68s/it, loss=0.047, v_num=tage]
  1309. Epoch 59:  94%|██████▌| 146/156 [08:54<00:36,  3.66s/it, loss=0.047, v_num=tage]
  1310. Epoch 59:  94%|██████▌| 147/156 [08:54<00:32,  3.64s/it, loss=0.047, v_num=tage]
  1311. Epoch 59:  95%|██████▋| 148/156 [08:54<00:28,  3.61s/it, loss=0.047, v_num=tage]
  1312. Epoch 59:  96%|██████▋| 149/156 [09:03<00:25,  3.65s/it, loss=0.047, v_num=tage]
  1313. Epoch 59:  96%|██████▋| 150/156 [09:04<00:21,  3.63s/it, loss=0.047, v_num=tage]
  1314. Epoch 59:  97%|██████▊| 151/156 [09:04<00:18,  3.61s/it, loss=0.047, v_num=tage]
  1315. Epoch 59:  97%|██████▊| 152/156 [09:04<00:14,  3.59s/it, loss=0.047, v_num=tage]
  1316. Epoch 59:  98%|██████▊| 153/156 [09:11<00:10,  3.60s/it, loss=0.047, v_num=tage]
  1317. Epoch 59:  99%|██████▉| 154/156 [09:11<00:07,  3.58s/it, loss=0.047, v_num=tage]
  1318. Epoch 59:  99%|██████▉| 155/156 [09:12<00:03,  3.56s/it, loss=0.047, v_num=tage]
  1319. Epoch 59: 100%|███████| 156/156 [09:12<00:00,  3.54s/it, loss=0.047, v_num=tage]
  1320. Validating: 100%|███████████████████████████████| 16/16 [00:39<00:00,  1.05it/s]
  1321. Validating: -----------{'val_loss': tensor(0.0631, device='cuda:0'), 'val_acc': tensor(0.9927, device='cuda:0'), 'step': 59}
  1322. -----------
  1323. Epoch 59: 100%|███████| 156/156 [09:12<00:00,  3.54s/it, loss=0.047, v_num=tage]
  1324. Epoch 60:  90%|█████▍| 140/156 [08:36<00:58,  3.69s/it, loss=0.0471, v_num=tage]
  1325. Validating: 0it [00:00, ?it/s]
  1326. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1327. Epoch 60:  91%|█████▍| 142/156 [08:46<00:51,  3.71s/it, loss=0.0471, v_num=tage]
  1328. Epoch 60:  92%|█████▌| 143/156 [08:46<00:47,  3.68s/it, loss=0.0471, v_num=tage]
  1329. Epoch 60:  92%|█████▌| 144/156 [08:47<00:43,  3.66s/it, loss=0.0471, v_num=tage]
  1330. Epoch 60:  93%|█████▌| 145/156 [08:58<00:40,  3.72s/it, loss=0.0471, v_num=tage]
  1331. Epoch 60:  94%|█████▌| 146/156 [08:59<00:36,  3.69s/it, loss=0.0471, v_num=tage]
  1332. Epoch 60:  94%|█████▋| 147/156 [08:59<00:33,  3.67s/it, loss=0.0471, v_num=tage]
  1333. Epoch 60:  95%|█████▋| 148/156 [09:00<00:29,  3.65s/it, loss=0.0471, v_num=tage]
  1334. Epoch 60:  96%|█████▋| 149/156 [09:08<00:25,  3.68s/it, loss=0.0471, v_num=tage]
  1335. Epoch 60:  96%|█████▊| 150/156 [09:09<00:21,  3.66s/it, loss=0.0471, v_num=tage]
  1336. Epoch 60:  97%|█████▊| 151/156 [09:09<00:18,  3.64s/it, loss=0.0471, v_num=tage]
  1337. Epoch 60:  97%|█████▊| 152/156 [09:10<00:14,  3.62s/it, loss=0.0471, v_num=tage]
  1338. Epoch 60:  98%|█████▉| 153/156 [09:16<00:10,  3.64s/it, loss=0.0471, v_num=tage]
  1339. Epoch 60:  99%|█████▉| 154/156 [09:17<00:07,  3.62s/it, loss=0.0471, v_num=tage]
  1340. Epoch 60:  99%|█████▉| 155/156 [09:17<00:03,  3.60s/it, loss=0.0471, v_num=tage]
  1341. Epoch 60: 100%|██████| 156/156 [09:17<00:00,  3.58s/it, loss=0.0471, v_num=tage]
  1342. Validating: 100%|███████████████████████████████| 16/16 [00:41<00:00,  1.02it/s]
  1343. Validating: -----------{'val_loss': tensor(0.0638, device='cuda:0'), 'val_acc': tensor(0.9927, device='cuda:0'), 'step': 60}
  1344. -----------
  1345. Epoch 60: 100%|██████| 156/156 [09:18<00:00,  3.58s/it, loss=0.0471, v_num=tage]
  1346. Epoch 61:  90%|█████▍| 140/156 [08:33<00:58,  3.67s/it, loss=0.0466, v_num=tage]
  1347. Validating: 0it [00:00, ?it/s]
  1348. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1349. Epoch 61:  91%|█████▍| 142/156 [08:43<00:51,  3.69s/it, loss=0.0466, v_num=tage]
  1350. Epoch 61:  92%|█████▌| 143/156 [08:43<00:47,  3.66s/it, loss=0.0466, v_num=tage]
  1351. Epoch 61:  92%|█████▌| 144/156 [08:44<00:43,  3.64s/it, loss=0.0466, v_num=tage]
  1352. Epoch 61:  93%|█████▌| 145/156 [08:52<00:40,  3.68s/it, loss=0.0466, v_num=tage]
  1353. Epoch 61:  94%|█████▌| 146/156 [08:53<00:36,  3.65s/it, loss=0.0466, v_num=tage]
  1354. Epoch 61:  94%|█████▋| 147/156 [08:53<00:32,  3.63s/it, loss=0.0466, v_num=tage]
  1355. Epoch 61:  95%|█████▋| 148/156 [08:54<00:28,  3.61s/it, loss=0.0466, v_num=tage]
  1356. Epoch 61:  96%|█████▋| 149/156 [09:05<00:25,  3.66s/it, loss=0.0466, v_num=tage]
  1357. Epoch 61:  96%|█████▊| 150/156 [09:05<00:21,  3.64s/it, loss=0.0466, v_num=tage]
  1358. Epoch 61:  97%|█████▊| 151/156 [09:05<00:18,  3.61s/it, loss=0.0466, v_num=tage]
  1359. Epoch 61:  97%|█████▊| 152/156 [09:06<00:14,  3.59s/it, loss=0.0466, v_num=tage]
  1360. Epoch 61:  98%|█████▉| 153/156 [09:13<00:10,  3.62s/it, loss=0.0466, v_num=tage]
  1361. Epoch 61:  99%|█████▉| 154/156 [09:14<00:07,  3.60s/it, loss=0.0466, v_num=tage]
  1362. Epoch 61:  99%|█████▉| 155/156 [09:14<00:03,  3.58s/it, loss=0.0466, v_num=tage]
  1363. Epoch 61: 100%|██████| 156/156 [09:14<00:00,  3.56s/it, loss=0.0466, v_num=tage]
  1364. Validating: 100%|███████████████████████████████| 16/16 [00:41<00:00,  1.06s/it]
  1365. Validating: -----------{'val_loss': tensor(0.0638, device='cuda:0'), 'val_acc': tensor(0.9928, device='cuda:0'), 'step': 61}
  1366. -----------
  1367. Epoch 61: 100%|██████| 156/156 [09:14<00:00,  3.56s/it, loss=0.0466, v_num=tage]
  1368. Epoch 62:  90%|██████▎| 140/156 [08:33<00:58,  3.67s/it, loss=0.047, v_num=tage]
  1369. Validating: 0it [00:00, ?it/s]
  1370. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1371. Epoch 62:  91%|██████▎| 142/156 [08:44<00:51,  3.69s/it, loss=0.047, v_num=tage]
  1372. Epoch 62:  92%|██████▍| 143/156 [08:44<00:47,  3.67s/it, loss=0.047, v_num=tage]
  1373. Epoch 62:  92%|██████▍| 144/156 [08:44<00:43,  3.64s/it, loss=0.047, v_num=tage]
  1374. Epoch 62:  93%|██████▌| 145/156 [08:53<00:40,  3.68s/it, loss=0.047, v_num=tage]
  1375. Epoch 62:  94%|██████▌| 146/156 [08:54<00:36,  3.66s/it, loss=0.047, v_num=tage]
  1376. Epoch 62:  94%|██████▌| 147/156 [08:54<00:32,  3.64s/it, loss=0.047, v_num=tage]
  1377. Epoch 62:  95%|██████▋| 148/156 [08:54<00:28,  3.61s/it, loss=0.047, v_num=tage]
  1378. Epoch 62:  96%|██████▋| 149/156 [09:05<00:25,  3.66s/it, loss=0.047, v_num=tage]
  1379. Epoch 62:  96%|██████▋| 150/156 [09:06<00:21,  3.64s/it, loss=0.047, v_num=tage]
  1380. Epoch 62:  97%|██████▊| 151/156 [09:06<00:18,  3.62s/it, loss=0.047, v_num=tage]
  1381. Epoch 62:  97%|██████▊| 152/156 [09:07<00:14,  3.60s/it, loss=0.047, v_num=tage]
  1382. Epoch 62:  98%|██████▊| 153/156 [09:14<00:10,  3.62s/it, loss=0.047, v_num=tage]
  1383. Epoch 62:  99%|██████▉| 154/156 [09:14<00:07,  3.60s/it, loss=0.047, v_num=tage]
  1384. Epoch 62:  99%|██████▉| 155/156 [09:14<00:03,  3.58s/it, loss=0.047, v_num=tage]
  1385. Epoch 62: 100%|███████| 156/156 [09:15<00:00,  3.56s/it, loss=0.047, v_num=tage]
  1386. Validating: 100%|███████████████████████████████| 16/16 [00:41<00:00,  1.02s/it]
  1387. Validating: -----------{'val_loss': tensor(0.0633, device='cuda:0'), 'val_acc': tensor(0.9928, device='cuda:0'), 'step': 62}
  1388. -----------
  1389. Epoch 62: 100%|███████| 156/156 [09:15<00:00,  3.56s/it, loss=0.047, v_num=tage]
  1390. Epoch 63:  90%|█████▍| 140/156 [08:36<00:59,  3.69s/it, loss=0.0448, v_num=tage]
  1391. Validating: 0it [00:00, ?it/s]
  1392. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1393. Epoch 63:  91%|█████▍| 142/156 [08:47<00:52,  3.72s/it, loss=0.0448, v_num=tage]
  1394. Epoch 63:  92%|█████▌| 143/156 [08:47<00:47,  3.69s/it, loss=0.0448, v_num=tage]
  1395. Epoch 63:  92%|█████▌| 144/156 [08:48<00:44,  3.67s/it, loss=0.0448, v_num=tage]
  1396. Epoch 63:  93%|█████▌| 145/156 [08:57<00:40,  3.71s/it, loss=0.0448, v_num=tage]
  1397. Epoch 63:  94%|█████▌| 146/156 [08:57<00:36,  3.68s/it, loss=0.0448, v_num=tage]
  1398. Epoch 63:  94%|█████▋| 147/156 [08:58<00:32,  3.66s/it, loss=0.0448, v_num=tage]
  1399. Epoch 63:  95%|█████▋| 148/156 [08:58<00:29,  3.64s/it, loss=0.0448, v_num=tage]
  1400. Epoch 63:  96%|█████▋| 149/156 [09:07<00:25,  3.67s/it, loss=0.0448, v_num=tage]
  1401. Epoch 63:  96%|█████▊| 150/156 [09:07<00:21,  3.65s/it, loss=0.0448, v_num=tage]
  1402. Epoch 63:  97%|█████▊| 151/156 [09:07<00:18,  3.63s/it, loss=0.0448, v_num=tage]
  1403. Epoch 63:  97%|█████▊| 152/156 [09:08<00:14,  3.61s/it, loss=0.0448, v_num=tage]
  1404. Epoch 63:  98%|█████▉| 153/156 [09:17<00:10,  3.65s/it, loss=0.0448, v_num=tage]
  1405. Epoch 63:  99%|█████▉| 154/156 [09:18<00:07,  3.62s/it, loss=0.0448, v_num=tage]
  1406. Epoch 63:  99%|█████▉| 155/156 [09:18<00:03,  3.60s/it, loss=0.0448, v_num=tage]
  1407. Epoch 63: 100%|██████| 156/156 [09:18<00:00,  3.58s/it, loss=0.0448, v_num=tage]
  1408. Validating: 100%|███████████████████████████████| 16/16 [00:41<00:00,  1.16s/it]
  1409. Validating: -----------{'val_loss': tensor(0.0638, device='cuda:0'), 'val_acc': tensor(0.9928, device='cuda:0'), 'step': 63}
  1410. -----------
  1411. Epoch 63: 100%|██████| 156/156 [09:18<00:00,  3.58s/it, loss=0.0448, v_num=tage]
  1412. Epoch 64:  90%|█████▍| 140/156 [08:34<00:58,  3.67s/it, loss=0.0467, v_num=tage]
  1413. Validating: 0it [00:00, ?it/s]
  1414. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1415. Epoch 64:  91%|█████▍| 142/156 [08:45<00:51,  3.70s/it, loss=0.0467, v_num=tage]
  1416. Epoch 64:  92%|█████▌| 143/156 [08:45<00:47,  3.68s/it, loss=0.0467, v_num=tage]
  1417. Epoch 64:  92%|█████▌| 144/156 [08:46<00:43,  3.65s/it, loss=0.0467, v_num=tage]
  1418. Epoch 64:  93%|█████▌| 145/156 [08:54<00:40,  3.69s/it, loss=0.0467, v_num=tage]
  1419. Epoch 64:  94%|█████▌| 146/156 [08:55<00:36,  3.66s/it, loss=0.0467, v_num=tage]
  1420. Epoch 64:  94%|█████▋| 147/156 [08:55<00:32,  3.64s/it, loss=0.0467, v_num=tage]
  1421. Epoch 64:  95%|█████▋| 148/156 [08:55<00:28,  3.62s/it, loss=0.0467, v_num=tage]
  1422. Epoch 64:  96%|█████▋| 149/156 [09:04<00:25,  3.65s/it, loss=0.0467, v_num=tage]
  1423. Epoch 64:  96%|█████▊| 150/156 [09:04<00:21,  3.63s/it, loss=0.0467, v_num=tage]
  1424. Epoch 64:  97%|█████▊| 151/156 [09:04<00:18,  3.61s/it, loss=0.0467, v_num=tage]
  1425. Epoch 64:  97%|█████▊| 152/156 [09:05<00:14,  3.59s/it, loss=0.0467, v_num=tage]
  1426. Epoch 64:  98%|█████▉| 153/156 [09:11<00:10,  3.60s/it, loss=0.0467, v_num=tage]
  1427. Epoch 64:  99%|█████▉| 154/156 [09:11<00:07,  3.58s/it, loss=0.0467, v_num=tage]
  1428. Epoch 64:  99%|█████▉| 155/156 [09:12<00:03,  3.56s/it, loss=0.0467, v_num=tage]
  1429. Epoch 64: 100%|██████| 156/156 [09:12<00:00,  3.54s/it, loss=0.0467, v_num=tage]
  1430. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.09it/s]
  1431. Validating: -----------{'val_loss': tensor(0.0643, device='cuda:0'), 'val_acc': tensor(0.9928, device='cuda:0'), 'step': 64}
  1432. -----------
  1433. Epoch 64: 100%|██████| 156/156 [09:12<00:00,  3.54s/it, loss=0.0467, v_num=tage]
  1434. Epoch 65:  90%|██████▎| 140/156 [08:34<00:58,  3.67s/it, loss=0.045, v_num=tage]
  1435. Validating: 0it [00:00, ?it/s]
  1436. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1437. Epoch 65:  91%|██████▎| 142/156 [08:44<00:51,  3.69s/it, loss=0.045, v_num=tage]
  1438. Epoch 65:  92%|██████▍| 143/156 [08:44<00:47,  3.67s/it, loss=0.045, v_num=tage]
  1439. Epoch 65:  92%|██████▍| 144/156 [08:44<00:43,  3.65s/it, loss=0.045, v_num=tage]
  1440. Epoch 65:  93%|██████▌| 145/156 [08:54<00:40,  3.68s/it, loss=0.045, v_num=tage]
  1441. Epoch 65:  94%|██████▌| 146/156 [08:54<00:36,  3.66s/it, loss=0.045, v_num=tage]
  1442. Epoch 65:  94%|██████▌| 147/156 [08:55<00:32,  3.64s/it, loss=0.045, v_num=tage]
  1443. Epoch 65:  95%|██████▋| 148/156 [08:55<00:28,  3.62s/it, loss=0.045, v_num=tage]
  1444. Epoch 65:  96%|██████▋| 149/156 [09:03<00:25,  3.65s/it, loss=0.045, v_num=tage]
  1445. Epoch 65:  96%|██████▋| 150/156 [09:03<00:21,  3.63s/it, loss=0.045, v_num=tage]
  1446. Epoch 65:  97%|██████▊| 151/156 [09:04<00:18,  3.61s/it, loss=0.045, v_num=tage]
  1447. Epoch 65:  97%|██████▊| 152/156 [09:04<00:14,  3.58s/it, loss=0.045, v_num=tage]
  1448. Epoch 65:  98%|██████▊| 153/156 [09:10<00:10,  3.60s/it, loss=0.045, v_num=tage]
  1449. Epoch 65:  99%|██████▉| 154/156 [09:11<00:07,  3.58s/it, loss=0.045, v_num=tage]
  1450. Epoch 65:  99%|██████▉| 155/156 [09:11<00:03,  3.56s/it, loss=0.045, v_num=tage]
  1451. Epoch 65: 100%|███████| 156/156 [09:11<00:00,  3.54s/it, loss=0.045, v_num=tage]
  1452. Validating: 100%|███████████████████████████████| 16/16 [00:37<00:00,  1.10it/s]
  1453. Validating: -----------{'val_loss': tensor(0.0639, device='cuda:0'), 'val_acc': tensor(0.9928, device='cuda:0'), 'step': 65}
  1454. -----------
  1455. Epoch 65: 100%|███████| 156/156 [09:12<00:00,  3.54s/it, loss=0.045, v_num=tage]
  1456. Epoch 66:  90%|█████▍| 140/156 [08:34<00:58,  3.67s/it, loss=0.0459, v_num=tage]
  1457. Validating: 0it [00:00, ?it/s]
  1458. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1459. Epoch 66:  91%|█████▍| 142/156 [08:43<00:51,  3.69s/it, loss=0.0459, v_num=tage]
  1460. Validating:  12%|████                            | 2/16 [00:10<01:00,  4.29s/it]
  1461. Epoch 66:  92%|█████▌| 144/156 [08:44<00:43,  3.64s/it, loss=0.0459, v_num=tage]
  1462. Validating:  25%|████████                        | 4/16 [00:18<00:57,  4.81s/it]
  1463. Epoch 66:  94%|█████▌| 146/156 [08:53<00:36,  3.66s/it, loss=0.0459, v_num=tage]
  1464. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.35s/it]
  1465. Epoch 66:  95%|█████▋| 148/156 [08:54<00:28,  3.61s/it, loss=0.0459, v_num=tage]
  1466. Validating:  50%|████████████████                | 8/16 [00:29<00:32,  4.05s/it]
  1467. Epoch 66:  96%|█████▊| 150/156 [09:04<00:21,  3.63s/it, loss=0.0459, v_num=tage]
  1468. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.12s/it]
  1469. Epoch 66:  97%|█████▊| 152/156 [09:04<00:14,  3.58s/it, loss=0.0459, v_num=tage]
  1470. Validating:  75%|███████████████████████▎       | 12/16 [00:36<00:11,  2.96s/it]
  1471. Epoch 66:  99%|█████▉| 154/156 [09:11<00:07,  3.58s/it, loss=0.0459, v_num=tage]
  1472. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.60s/it]
  1473. Epoch 66: 100%|██████| 156/156 [09:11<00:00,  3.54s/it, loss=0.0459, v_num=tage]
  1474. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.08it/s]
  1475. Validating: -----------{'val_loss': tensor(0.0641, device='cuda:0'), 'val_acc': tensor(0.9928, device='cuda:0'), 'step': 66}
  1476. -----------
  1477. Epoch 66: 100%|██████| 156/156 [09:12<00:00,  3.54s/it, loss=0.0459, v_num=tage]
  1478. Epoch 67:  90%|█████▍| 140/156 [08:36<00:59,  3.69s/it, loss=0.0446, v_num=tage]
  1479. Validating: 0it [00:00, ?it/s]
  1480. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1481. Epoch 67:  91%|█████▍| 142/156 [08:46<00:51,  3.71s/it, loss=0.0446, v_num=tage]
  1482. Validating:  12%|████                            | 2/16 [00:09<00:57,  4.09s/it]
  1483. Epoch 67:  92%|█████▌| 144/156 [08:46<00:43,  3.66s/it, loss=0.0446, v_num=tage]
  1484. Validating:  25%|████████                        | 4/16 [00:18<00:59,  4.93s/it]
  1485. Epoch 67:  94%|█████▌| 146/156 [08:56<00:36,  3.67s/it, loss=0.0446, v_num=tage]
  1486. Validating:  38%|████████████                    | 6/16 [00:19<00:23,  2.30s/it]
  1487. Epoch 67:  95%|█████▋| 148/156 [08:56<00:29,  3.63s/it, loss=0.0446, v_num=tage]
  1488. Validating:  50%|████████████████                | 8/16 [00:29<00:32,  4.08s/it]
  1489. Epoch 67:  96%|█████▊| 150/156 [09:06<00:21,  3.64s/it, loss=0.0446, v_num=tage]
  1490. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.16s/it]
  1491. Epoch 67:  97%|█████▊| 152/156 [09:07<00:14,  3.60s/it, loss=0.0446, v_num=tage]
  1492. Validating:  75%|███████████████████████▎       | 12/16 [00:36<00:11,  2.94s/it]
  1493. Epoch 67:  99%|█████▉| 154/156 [09:13<00:07,  3.60s/it, loss=0.0446, v_num=tage]
  1494. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.59s/it]
  1495. Epoch 67: 100%|██████| 156/156 [09:14<00:00,  3.55s/it, loss=0.0446, v_num=tage]
  1496. Validating: 100%|███████████████████████████████| 16/16 [00:37<00:00,  1.09it/s]
  1497. Validating: -----------{'val_loss': tensor(0.0638, device='cuda:0'), 'val_acc': tensor(0.9927, device='cuda:0'), 'step': 67}
  1498. -----------
  1499. Epoch 67: 100%|██████| 156/156 [09:14<00:00,  3.56s/it, loss=0.0446, v_num=tage]
  1500. Epoch 68:  90%|█████▍| 140/156 [08:37<00:59,  3.70s/it, loss=0.0466, v_num=tage]
  1501. Validating: 0it [00:00, ?it/s]
  1502. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1503. Epoch 68:  91%|█████▍| 142/156 [08:47<00:52,  3.71s/it, loss=0.0466, v_num=tage]
  1504. Validating:  12%|████                            | 2/16 [00:10<00:58,  4.18s/it]
  1505. Epoch 68:  92%|█████▌| 144/156 [08:48<00:44,  3.67s/it, loss=0.0466, v_num=tage]
  1506. Validating:  25%|████████                        | 4/16 [00:19<01:00,  5.05s/it]
  1507. Epoch 68:  94%|█████▌| 146/156 [08:57<00:36,  3.68s/it, loss=0.0466, v_num=tage]
  1508. Validating:  38%|████████████                    | 6/16 [00:20<00:23,  2.33s/it]
  1509. Epoch 68:  95%|█████▋| 148/156 [08:58<00:29,  3.64s/it, loss=0.0466, v_num=tage]
  1510. Validating:  50%|████████████████                | 8/16 [00:29<00:32,  4.05s/it]
  1511. Epoch 68:  96%|█████▊| 150/156 [09:07<00:21,  3.65s/it, loss=0.0466, v_num=tage]
  1512. Validating:  62%|███████████████████▍           | 10/16 [00:30<00:12,  2.12s/it]
  1513. Epoch 68:  97%|█████▊| 152/156 [09:08<00:14,  3.61s/it, loss=0.0466, v_num=tage]
  1514. Validating:  75%|███████████████████████▎       | 12/16 [00:36<00:11,  2.88s/it]
  1515. Epoch 68:  99%|█████▉| 154/156 [09:14<00:07,  3.60s/it, loss=0.0466, v_num=tage]
  1516. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.56s/it]
  1517. Epoch 68: 100%|██████| 156/156 [09:15<00:00,  3.56s/it, loss=0.0466, v_num=tage]
  1518. Validating: 100%|███████████████████████████████| 16/16 [00:37<00:00,  1.11it/s]
  1519. Validating: -----------{'val_loss': tensor(0.0637, device='cuda:0'), 'val_acc': tensor(0.9927, device='cuda:0'), 'step': 68}
  1520. -----------
  1521. Epoch 68: 100%|██████| 156/156 [09:15<00:00,  3.56s/it, loss=0.0466, v_num=tage]
  1522. Epoch 69:  90%|██████▎| 140/156 [08:36<00:59,  3.69s/it, loss=0.046, v_num=tage]
  1523. Validating: 0it [00:00, ?it/s]
  1524. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1525. Epoch 69:  91%|██████▎| 142/156 [08:45<00:51,  3.70s/it, loss=0.046, v_num=tage]
  1526. Validating:  12%|████                            | 2/16 [00:09<00:56,  4.07s/it]
  1527. Epoch 69:  92%|██████▍| 144/156 [08:46<00:43,  3.66s/it, loss=0.046, v_num=tage]
  1528. Validating:  25%|████████                        | 4/16 [00:19<00:59,  4.97s/it]
  1529. Epoch 69:  94%|██████▌| 146/156 [08:55<00:36,  3.67s/it, loss=0.046, v_num=tage]
  1530. Validating:  38%|████████████                    | 6/16 [00:19<00:23,  2.34s/it]
  1531. Epoch 69:  95%|██████▋| 148/156 [08:56<00:29,  3.63s/it, loss=0.046, v_num=tage]
  1532. Validating:  50%|████████████████                | 8/16 [00:28<00:30,  3.86s/it]
  1533. Epoch 69:  96%|██████▋| 150/156 [09:05<00:21,  3.64s/it, loss=0.046, v_num=tage]
  1534. Validating:  62%|███████████████████▍           | 10/16 [00:29<00:12,  2.14s/it]
  1535. Epoch 69:  97%|██████▊| 152/156 [09:06<00:14,  3.60s/it, loss=0.046, v_num=tage]
  1536. Validating:  75%|███████████████████████▎       | 12/16 [00:37<00:12,  3.14s/it]
  1537. Epoch 69:  99%|██████▉| 154/156 [09:13<00:07,  3.60s/it, loss=0.046, v_num=tage]
  1538. Validating:  88%|███████████████████████████▏   | 14/16 [00:37<00:03,  1.69s/it]
  1539. Epoch 69: 100%|███████| 156/156 [09:14<00:00,  3.55s/it, loss=0.046, v_num=tage]
  1540. Validating: 100%|███████████████████████████████| 16/16 [00:38<00:00,  1.03it/s]
  1541. Validating: -----------{'val_loss': tensor(0.0642, device='cuda:0'), 'val_acc': tensor(0.9927, device='cuda:0'), 'step': 69}
  1542. -----------
  1543. Epoch 69: 100%|███████| 156/156 [09:14<00:00,  3.56s/it, loss=0.046, v_num=tage]
  1544. Epoch 69: 100%|███████| 156/156 [09:15<00:00,  3.56s/it, loss=0.046, v_num=tage]
Advertisement
Add Comment
Please, Sign In to add comment
Advertisement
Public Pastes
Advertisement
We use cookies for various purposes including analytics. By continuing to use Pastebin, you agree to our use of cookies as described in the Cookies Policy.  OK, I Understand
Not a member of Pastebin yet?
Sign Up, it unlocks many cool features!