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  1. dnnlib: Running training.training_loop.training_loop() on localhost...
  2. Streaming data using training.dataset.TFRecordDataset...
  3. DEBUG: self.tfrecord_dir=datasets/paintings-tfrecords
  4. Dataset shape = [3, 512, 512]
  5. Dynamic range = [0, 255]
  6. Label size = 0
  7. Constructing networks...
  8.  
  9. G Params OutputShape WeightShape
  10. --- --- --- ---
  11. latents_in - (?, 512) -
  12. labels_in - (?, 0) -
  13. lod - () -
  14. dlatent_avg - (512,) -
  15. G_mapping/latents_in - (?, 512) -
  16. G_mapping/labels_in - (?, 0) -
  17. G_mapping/PixelNorm - (?, 512) -
  18. G_mapping/Dense0 262656 (?, 512) (512, 512)
  19. G_mapping/Dense1 262656 (?, 512) (512, 512)
  20. G_mapping/Dense2 262656 (?, 512) (512, 512)
  21. G_mapping/Dense3 262656 (?, 512) (512, 512)
  22. G_mapping/Dense4 262656 (?, 512) (512, 512)
  23. G_mapping/Dense5 262656 (?, 512) (512, 512)
  24. G_mapping/Dense6 262656 (?, 512) (512, 512)
  25. G_mapping/Dense7 262656 (?, 512) (512, 512)
  26. G_mapping/Broadcast - (?, 16, 512) -
  27. G_mapping/dlatents_out - (?, 16, 512) -
  28. Truncation - (?, 16, 512) -
  29. G_synthesis/dlatents_in - (?, 16, 512) -
  30. G_synthesis/4x4/Const 534528 (?, 512, 4, 4) (512,)
  31. G_synthesis/4x4/Conv 2885632 (?, 512, 4, 4) (3, 3, 512, 512)
  32. G_synthesis/ToRGB_lod7 1539 (?, 3, 4, 4) (1, 1, 512, 3)
  33. G_synthesis/8x8/Conv0_up 2885632 (?, 512, 8, 8) (3, 3, 512, 512)
  34. G_synthesis/8x8/Conv1 2885632 (?, 512, 8, 8) (3, 3, 512, 512)
  35. G_synthesis/ToRGB_lod6 1539 (?, 3, 8, 8) (1, 1, 512, 3)
  36. G_synthesis/Upscale2D - (?, 3, 8, 8) -
  37. G_synthesis/Grow_lod6 - (?, 3, 8, 8) -
  38. G_synthesis/16x16/Conv0_up 2885632 (?, 512, 16, 16) (3, 3, 512, 512)
  39. G_synthesis/16x16/Conv1 2885632 (?, 512, 16, 16) (3, 3, 512, 512)
  40. G_synthesis/ToRGB_lod5 1539 (?, 3, 16, 16) (1, 1, 512, 3)
  41. G_synthesis/Upscale2D_1 - (?, 3, 16, 16) -
  42. G_synthesis/Grow_lod5 - (?, 3, 16, 16) -
  43. G_synthesis/32x32/Conv0_up 2885632 (?, 512, 32, 32) (3, 3, 512, 512)
  44. G_synthesis/32x32/Conv1 2885632 (?, 512, 32, 32) (3, 3, 512, 512)
  45. G_synthesis/ToRGB_lod4 1539 (?, 3, 32, 32) (1, 1, 512, 3)
  46. G_synthesis/Upscale2D_2 - (?, 3, 32, 32) -
  47. G_synthesis/Grow_lod4 - (?, 3, 32, 32) -
  48. G_synthesis/64x64/Conv0_up 1442816 (?, 256, 64, 64) (3, 3, 512, 256)
  49. G_synthesis/64x64/Conv1 852992 (?, 256, 64, 64) (3, 3, 256, 256)
  50. G_synthesis/ToRGB_lod3 771 (?, 3, 64, 64) (1, 1, 256, 3)
  51. G_synthesis/Upscale2D_3 - (?, 3, 64, 64) -
  52. G_synthesis/Grow_lod3 - (?, 3, 64, 64) -
  53. G_synthesis/128x128/Conv0_up 426496 (?, 128, 128, 128) (3, 3, 256, 128)
  54. G_synthesis/128x128/Conv1 279040 (?, 128, 128, 128) (3, 3, 128, 128)
  55. G_synthesis/ToRGB_lod2 387 (?, 3, 128, 128) (1, 1, 128, 3)
  56. G_synthesis/Upscale2D_4 - (?, 3, 128, 128) -
  57. G_synthesis/Grow_lod2 - (?, 3, 128, 128) -
  58. G_synthesis/256x256/Conv0_up 139520 (?, 64, 256, 256) (3, 3, 128, 64)
  59. G_synthesis/256x256/Conv1 102656 (?, 64, 256, 256) (3, 3, 64, 64)
  60. G_synthesis/ToRGB_lod1 195 (?, 3, 256, 256) (1, 1, 64, 3)
  61. G_synthesis/Upscale2D_5 - (?, 3, 256, 256) -
  62. G_synthesis/Grow_lod1 - (?, 3, 256, 256) -
  63. G_synthesis/512x512/Conv0_up 51328 (?, 32, 512, 512) (3, 3, 64, 32)
  64. G_synthesis/512x512/Conv1 42112 (?, 32, 512, 512) (3, 3, 32, 32)
  65. G_synthesis/ToRGB_lod0 99 (?, 3, 512, 512) (1, 1, 32, 3)
  66. G_synthesis/Upscale2D_6 - (?, 3, 512, 512) -
  67. G_synthesis/Grow_lod0 - (?, 3, 512, 512) -
  68. G_synthesis/images_out - (?, 3, 512, 512) -
  69. G_synthesis/lod - () -
  70. G_synthesis/noise0 - (1, 1, 4, 4) -
  71. G_synthesis/noise1 - (1, 1, 4, 4) -
  72. G_synthesis/noise2 - (1, 1, 8, 8) -
  73. G_synthesis/noise3 - (1, 1, 8, 8) -
  74. G_synthesis/noise4 - (1, 1, 16, 16) -
  75. G_synthesis/noise5 - (1, 1, 16, 16) -
  76. G_synthesis/noise6 - (1, 1, 32, 32) -
  77. G_synthesis/noise7 - (1, 1, 32, 32) -
  78. G_synthesis/noise8 - (1, 1, 64, 64) -
  79. G_synthesis/noise9 - (1, 1, 64, 64) -
  80. G_synthesis/noise10 - (1, 1, 128, 128) -
  81. G_synthesis/noise11 - (1, 1, 128, 128) -
  82. G_synthesis/noise12 - (1, 1, 256, 256) -
  83. G_synthesis/noise13 - (1, 1, 256, 256) -
  84. G_synthesis/noise14 - (1, 1, 512, 512) -
  85. G_synthesis/noise15 - (1, 1, 512, 512) -
  86. images_out - (?, 3, 512, 512) -
  87. --- --- --- ---
  88. Total 26179768
  89.  
  90.  
  91. D Params OutputShape WeightShape
  92. --- --- --- ---
  93. images_in - (?, 3, 512, 512) -
  94. labels_in - (?, 0) -
  95. lod - () -
  96. FromRGB_lod0 128 (?, 32, 512, 512) (1, 1, 3, 32)
  97. 512x512/Conv0 9248 (?, 32, 512, 512) (3, 3, 32, 32)
  98. 512x512/Conv1_down 18496 (?, 64, 256, 256) (3, 3, 32, 64)
  99. Downscale2D - (?, 3, 256, 256) -
  100. FromRGB_lod1 256 (?, 64, 256, 256) (1, 1, 3, 64)
  101. Grow_lod0 - (?, 64, 256, 256) -
  102. 256x256/Conv0 36928 (?, 64, 256, 256) (3, 3, 64, 64)
  103. 256x256/Conv1_down 73856 (?, 128, 128, 128) (3, 3, 64, 128)
  104. Downscale2D_1 - (?, 3, 128, 128) -
  105. FromRGB_lod2 512 (?, 128, 128, 128) (1, 1, 3, 128)
  106. Grow_lod1 - (?, 128, 128, 128) -
  107. 128x128/Conv0 147584 (?, 128, 128, 128) (3, 3, 128, 128)
  108. 128x128/Conv1_down 295168 (?, 256, 64, 64) (3, 3, 128, 256)
  109. Downscale2D_2 - (?, 3, 64, 64) -
  110. FromRGB_lod3 1024 (?, 256, 64, 64) (1, 1, 3, 256)
  111. Grow_lod2 - (?, 256, 64, 64) -
  112. 64x64/Conv0 590080 (?, 256, 64, 64) (3, 3, 256, 256)
  113. 64x64/Conv1_down 1180160 (?, 512, 32, 32) (3, 3, 256, 512)
  114. Downscale2D_3 - (?, 3, 32, 32) -
  115. FromRGB_lod4 2048 (?, 512, 32, 32) (1, 1, 3, 512)
  116. Grow_lod3 - (?, 512, 32, 32) -
  117. 32x32/Conv0 2359808 (?, 512, 32, 32) (3, 3, 512, 512)
  118. 32x32/Conv1_down 2359808 (?, 512, 16, 16) (3, 3, 512, 512)
  119. Downscale2D_4 - (?, 3, 16, 16) -
  120. FromRGB_lod5 2048 (?, 512, 16, 16) (1, 1, 3, 512)
  121. Grow_lod4 - (?, 512, 16, 16) -
  122. 16x16/Conv0 2359808 (?, 512, 16, 16) (3, 3, 512, 512)
  123. 16x16/Conv1_down 2359808 (?, 512, 8, 8) (3, 3, 512, 512)
  124. Downscale2D_5 - (?, 3, 8, 8) -
  125. FromRGB_lod6 2048 (?, 512, 8, 8) (1, 1, 3, 512)
  126. Grow_lod5 - (?, 512, 8, 8) -
  127. 8x8/Conv0 2359808 (?, 512, 8, 8) (3, 3, 512, 512)
  128. 8x8/Conv1_down 2359808 (?, 512, 4, 4) (3, 3, 512, 512)
  129. Downscale2D_6 - (?, 3, 4, 4) -
  130. FromRGB_lod7 2048 (?, 512, 4, 4) (1, 1, 3, 512)
  131. Grow_lod6 - (?, 512, 4, 4) -
  132. 4x4/MinibatchStddev - (?, 513, 4, 4) -
  133. 4x4/Conv 2364416 (?, 512, 4, 4) (3, 3, 513, 512)
  134. 4x4/Dense0 4194816 (?, 512) (8192, 512)
  135. 4x4/Dense1 513 (?, 1) (512, 1)
  136. scores_out - (?, 1) -
  137. --- --- --- ---
  138. Total 23080225
  139.  
  140. Building TensorFlow graph...
  141.  
  142. WARNING: The TensorFlow contrib module will not be included in TensorFlow 2.0.
  143. For more information, please see:
  144. * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md
  145. * https://github.com/tensorflow/addons
  146. If you depend on functionality not listed there, please file an issue.
  147.  
  148. Setting up snapshot image grid...
  149. Setting up run dir...
  150. Training...
  151.  
  152. tick 1 kimg 140.3 lod 6.00 minibatch 128 time 4m 40s sec/tick 236.2 sec/kimg 1.68 maintenance 44.2 gpumem 3.8
  153. network-snapshot-000140 time 4m 10s fid50k 379.0476
  154. tick 2 kimg 280.6 lod 6.00 minibatch 128 time 12m 47s sec/tick 221.3 sec/kimg 1.58 maintenance 264.9 gpumem 3.8
  155. tick 3 kimg 420.9 lod 6.00 minibatch 128 time 16m 29s sec/tick 221.8 sec/kimg 1.58 maintenance 0.5 gpumem 3.8
  156. tick 4 kimg 561.2 lod 6.00 minibatch 128 time 20m 11s sec/tick 222.0 sec/kimg 1.58 maintenance 0.5 gpumem 3.8
  157. tick 5 kimg 681.5 lod 5.87 minibatch 128 time 26m 33s sec/tick 381.4 sec/kimg 3.17 maintenance 0.5 gpumem 6.3
  158. tick 6 kimg 801.8 lod 5.66 minibatch 128 time 34m 18s sec/tick 463.8 sec/kimg 3.85 maintenance 0.6 gpumem 6.3
  159. tick 7 kimg 922.1 lod 5.46 minibatch 128 time 42m 13s sec/tick 474.7 sec/kimg 3.95 maintenance 0.6 gpumem 6.3
  160. tick 8 kimg 1042.4 lod 5.26 minibatch 128 time 50m 04s sec/tick 470.0 sec/kimg 3.91 maintenance 0.6 gpumem 6.3
  161. tick 9 kimg 1162.8 lod 5.06 minibatch 128 time 57m 56s sec/tick 471.5 sec/kimg 3.92 maintenance 0.6 gpumem 6.3
  162. tick 10 kimg 1283.1 lod 5.00 minibatch 128 time 1h 05m 30s sec/tick 453.6 sec/kimg 3.77 maintenance 0.6 gpumem 6.3
  163. network-snapshot-001283 time 4m 26s fid50k 298.5860
  164. tick 11 kimg 1403.4 lod 5.00 minibatch 128 time 1h 17m 19s sec/tick 441.8 sec/kimg 3.67 maintenance 267.4 gpumem 6.3
  165. tick 12 kimg 1523.7 lod 5.00 minibatch 128 time 1h 24m 45s sec/tick 445.2 sec/kimg 3.70 maintenance 0.6 gpumem 6.3
  166. tick 13 kimg 1644.0 lod 5.00 minibatch 128 time 1h 32m 06s sec/tick 440.6 sec/kimg 3.66 maintenance 0.6 gpumem 6.3
  167. tick 14 kimg 1764.4 lod 5.00 minibatch 128 time 1h 39m 28s sec/tick 441.0 sec/kimg 3.67 maintenance 0.6 gpumem 6.3
  168. tick 15 kimg 1864.4 lod 4.89 minibatch 64 time 1h 54m 48s sec/tick 919.6 sec/kimg 9.19 maintenance 0.6 gpumem 6.3
  169. tick 16 kimg 1964.5 lod 4.73 minibatch 64 time 2h 15m 12s sec/tick 1223.2 sec/kimg 12.22 maintenance 0.7 gpumem 6.3
  170. tick 17 kimg 2064.6 lod 4.56 minibatch 64 time 2h 35m 36s sec/tick 1224.1 sec/kimg 12.23 maintenance 0.6 gpumem 6.3
  171. tick 18 kimg 2164.7 lod 4.39 minibatch 64 time 2h 56m 01s sec/tick 1224.2 sec/kimg 12.23 maintenance 0.6 gpumem 6.3
  172. tick 19 kimg 2264.8 lod 4.23 minibatch 64 time 3h 16m 26s sec/tick 1224.1 sec/kimg 12.23 maintenance 0.6 gpumem 6.3
  173. tick 20 kimg 2364.9 lod 4.06 minibatch 64 time 3h 36m 51s sec/tick 1224.7 sec/kimg 12.24 maintenance 0.6 gpumem 6.3
  174. network-snapshot-002364 time 5m 13s fid50k 255.7096
  175. tick 21 kimg 2465.0 lod 4.00 minibatch 64 time 4h 02m 08s sec/tick 1203.0 sec/kimg 12.02 maintenance 314.1 gpumem 6.3
  176. tick 22 kimg 2565.1 lod 4.00 minibatch 64 time 4h 22m 00s sec/tick 1191.1 sec/kimg 11.90 maintenance 0.6 gpumem 6.3
  177. tick 23 kimg 2665.2 lod 4.00 minibatch 64 time 4h 41m 53s sec/tick 1192.3 sec/kimg 11.91 maintenance 0.6 gpumem 6.3
  178. tick 24 kimg 2765.3 lod 4.00 minibatch 64 time 5h 01m 45s sec/tick 1191.8 sec/kimg 11.91 maintenance 0.6 gpumem 6.3
  179. tick 25 kimg 2865.4 lod 4.00 minibatch 64 time 5h 21m 39s sec/tick 1193.1 sec/kimg 11.92 maintenance 0.6 gpumem 6.3
  180. tick 26 kimg 2965.5 lod 4.00 minibatch 64 time 5h 41m 32s sec/tick 1192.6 sec/kimg 11.91 maintenance 0.6 gpumem 6.3
  181. tick 27 kimg 3045.5 lod 3.92 minibatch 32 time 6h 10m 48s sec/tick 1755.5 sec/kimg 21.94 maintenance 0.6 gpumem 6.3
  182. tick 28 kimg 3125.5 lod 3.79 minibatch 32 time 6h 50m 15s sec/tick 2366.1 sec/kimg 29.58 maintenance 0.9 gpumem 6.3
  183. tick 29 kimg 3205.5 lod 3.66 minibatch 32 time 7h 32m 30s sec/tick 2533.4 sec/kimg 31.67 maintenance 0.7 gpumem 6.3
  184. tick 30 kimg 3285.5 lod 3.52 minibatch 32 time 8h 14m 48s sec/tick 2538.3 sec/kimg 31.73 maintenance 0.7 gpumem 6.3
  185. network-snapshot-003285 time 7m 09s fid50k 267.0153
  186. tick 31 kimg 3365.5 lod 3.39 minibatch 32 time 9h 04m 13s sec/tick 2533.8 sec/kimg 31.67 maintenance 430.3 gpumem 6.3
  187. tick 32 kimg 3445.5 lod 3.26 minibatch 32 time 9h 46m 43s sec/tick 2550.2 sec/kimg 31.88 maintenance 0.7 gpumem 6.3
  188. tick 33 kimg 3525.5 lod 3.12 minibatch 32 time 10h 26m 26s sec/tick 2381.7 sec/kimg 29.77 maintenance 0.7 gpumem 6.3
  189. tick 34 kimg 3605.5 lod 3.00 minibatch 32 time 11h 05m 46s sec/tick 2359.7 sec/kimg 29.50 maintenance 0.7 gpumem 6.3
  190. tick 35 kimg 3685.5 lod 3.00 minibatch 32 time 11h 44m 01s sec/tick 2294.2 sec/kimg 28.68 maintenance 0.7 gpumem 6.3
  191. tick 36 kimg 3765.5 lod 3.00 minibatch 32 time 12h 22m 14s sec/tick 2292.4 sec/kimg 28.66 maintenance 0.7 gpumem 6.3
  192. tick 37 kimg 3845.5 lod 3.00 minibatch 32 time 13h 00m 29s sec/tick 2293.8 sec/kimg 28.67 maintenance 0.7 gpumem 6.3
  193. tick 38 kimg 3925.5 lod 3.00 minibatch 32 time 13h 38m 42s sec/tick 2292.6 sec/kimg 28.66 maintenance 0.7 gpumem 6.3
  194. tick 39 kimg 4005.5 lod 3.00 minibatch 32 time 14h 16m 56s sec/tick 2293.4 sec/kimg 28.67 maintenance 0.7 gpumem 6.3
  195. tick 40 kimg 4085.5 lod 3.00 minibatch 32 time 14h 55m 10s sec/tick 2293.5 sec/kimg 28.67 maintenance 0.7 gpumem 6.3
  196. network-snapshot-004085 time 6m 34s fid50k 264.0516
  197. tick 41 kimg 4165.5 lod 3.00 minibatch 32 time 15h 39m 58s sec/tick 2292.8 sec/kimg 28.66 maintenance 395.1 gpumem 6.3
  198. tick 42 kimg 4225.5 lod 2.96 minibatch 16 time 16h 20m 57s sec/tick 2458.8 sec/kimg 40.96 maintenance 0.7 gpumem 6.3
  199. tick 43 kimg 4285.6 lod 2.86 minibatch 16 time 17h 18m 35s sec/tick 3456.7 sec/kimg 57.58 maintenance 1.2 gpumem 6.3
  200. tick 44 kimg 4345.6 lod 2.76 minibatch 16 time 18h 16m 16s sec/tick 3459.6 sec/kimg 57.63 maintenance 0.9 gpumem 6.3
  201. tick 45 kimg 4405.6 lod 2.66 minibatch 16 time 19h 14m 09s sec/tick 3472.6 sec/kimg 57.85 maintenance 0.9 gpumem 6.3
  202. tick 46 kimg 4465.7 lod 2.56 minibatch 16 time 20h 12m 03s sec/tick 3472.9 sec/kimg 57.85 maintenance 0.9 gpumem 6.3
  203. tick 47 kimg 4525.7 lod 2.46 minibatch 16 time 21h 09m 56s sec/tick 3472.0 sec/kimg 57.84 maintenance 0.8 gpumem 6.3
  204. tick 48 kimg 4585.7 lod 2.36 minibatch 16 time 22h 07m 50s sec/tick 3473.0 sec/kimg 57.85 maintenance 0.8 gpumem 6.3
  205. tick 49 kimg 4645.8 lod 2.26 minibatch 16 time 23h 05m 42s sec/tick 3471.9 sec/kimg 57.83 maintenance 0.8 gpumem 6.3
  206. tick 50 kimg 4705.8 lod 2.16 minibatch 16 time 1d 00h 03m sec/tick 3472.7 sec/kimg 57.85 maintenance 0.9 gpumem 6.3
  207. network-snapshot-004705 time 8m 40s fid50k 210.8314
  208. tick 51 kimg 4765.8 lod 2.06 minibatch 16 time 1d 01h 10m sec/tick 3474.4 sec/kimg 57.87 maintenance 520.8 gpumem 6.3
  209. tick 52 kimg 4825.9 lod 2.00 minibatch 16 time 1d 02h 07m sec/tick 3424.9 sec/kimg 57.05 maintenance 0.8 gpumem 6.3
  210. tick 53 kimg 4885.9 lod 2.00 minibatch 16 time 1d 03h 03m sec/tick 3366.7 sec/kimg 56.08 maintenance 0.8 gpumem 6.3
  211. tick 54 kimg 4945.9 lod 2.00 minibatch 16 time 1d 03h 59m sec/tick 3367.6 sec/kimg 56.10 maintenance 0.9 gpumem 6.3
  212. tick 55 kimg 5006.0 lod 2.00 minibatch 16 time 1d 04h 55m sec/tick 3365.8 sec/kimg 56.07 maintenance 0.8 gpumem 6.3
  213. tick 56 kimg 5066.0 lod 2.00 minibatch 16 time 1d 05h 51m sec/tick 3365.2 sec/kimg 56.06 maintenance 0.9 gpumem 6.3
  214. tick 57 kimg 5126.0 lod 2.00 minibatch 16 time 1d 06h 48m sec/tick 3383.4 sec/kimg 56.36 maintenance 0.9 gpumem 6.3
  215. tick 58 kimg 5186.0 lod 2.00 minibatch 16 time 1d 07h 47m sec/tick 3555.6 sec/kimg 59.23 maintenance 0.9 gpumem 6.3
  216. tick 59 kimg 5246.1 lod 2.00 minibatch 16 time 1d 08h 46m sec/tick 3513.1 sec/kimg 58.52 maintenance 0.9 gpumem 6.3
  217. tick 60 kimg 5306.1 lod 2.00 minibatch 16 time 1d 09h 45m sec/tick 3598.0 sec/kimg 59.93 maintenance 0.9 gpumem 6.3
  218. network-snapshot-005306 time 8m 33s fid50k 182.0035
  219. tick 61 kimg 5366.1 lod 2.00 minibatch 16 time 1d 10h 50m sec/tick 3351.2 sec/kimg 55.82 maintenance 514.6 gpumem 6.3
  220. tick 62 kimg 5406.1 lod 1.99 minibatch 8 time 1d 11h 33m sec/tick 2569.2 sec/kimg 64.23 maintenance 0.8 gpumem 6.3
  221. tick 63 kimg 5446.1 lod 1.92 minibatch 8 time 1d 12h 46m sec/tick 4393.6 sec/kimg 109.84 maintenance 1.4 gpumem 6.3
  222. tick 64 kimg 5486.1 lod 1.86 minibatch 8 time 1d 13h 59m sec/tick 4395.3 sec/kimg 109.88 maintenance 2.0 gpumem 6.3
  223. tick 65 kimg 5526.1 lod 1.79 minibatch 8 time 1d 15h 13m sec/tick 4395.7 sec/kimg 109.89 maintenance 2.1 gpumem 6.3
  224. tick 66 kimg 5566.1 lod 1.72 minibatch 8 time 1d 16h 26m sec/tick 4393.6 sec/kimg 109.84 maintenance 2.2 gpumem 6.3
  225. tick 67 kimg 5606.1 lod 1.66 minibatch 8 time 1d 17h 39m sec/tick 4392.9 sec/kimg 109.82 maintenance 2.3 gpumem 6.3
  226. tick 68 kimg 5646.1 lod 1.59 minibatch 8 time 1d 18h 52m sec/tick 4399.4 sec/kimg 109.99 maintenance 2.3 gpumem 6.3
  227. tick 69 kimg 5686.1 lod 1.52 minibatch 8 time 1d 20h 06m sec/tick 4387.9 sec/kimg 109.70 maintenance 2.3 gpumem 6.3
  228. tick 70 kimg 5726.1 lod 1.46 minibatch 8 time 1d 21h 19m sec/tick 4386.2 sec/kimg 109.66 maintenance 2.3 gpumem 6.3
  229. network-snapshot-005726 time 11m 58s fid50k 194.8473
  230. tick 71 kimg 5766.1 lod 1.39 minibatch 8 time 1d 22h 44m sec/tick 4388.6 sec/kimg 109.71 maintenance 720.6 gpumem 6.3
  231. tick 72 kimg 5806.1 lod 1.32 minibatch 8 time 1d 23h 57m sec/tick 4389.7 sec/kimg 109.74 maintenance 2.3 gpumem 6.3
  232. tick 73 kimg 5846.1 lod 1.26 minibatch 8 time 2d 01h 10m sec/tick 4393.7 sec/kimg 109.84 maintenance 2.2 gpumem 6.3
  233. tick 74 kimg 5886.1 lod 1.19 minibatch 8 time 2d 02h 24m sec/tick 4394.0 sec/kimg 109.85 maintenance 2.2 gpumem 6.3
  234. tick 75 kimg 5926.1 lod 1.12 minibatch 8 time 2d 03h 37m sec/tick 4392.9 sec/kimg 109.82 maintenance 2.2 gpumem 6.3
  235. tick 76 kimg 5966.1 lod 1.06 minibatch 8 time 2d 04h 50m sec/tick 4392.7 sec/kimg 109.82 maintenance 2.2 gpumem 6.3
  236. tick 77 kimg 6006.1 lod 1.00 minibatch 8 time 2d 06h 03m sec/tick 4371.6 sec/kimg 109.29 maintenance 2.3 gpumem 6.3
  237. tick 78 kimg 6046.1 lod 1.00 minibatch 8 time 2d 07h 15m sec/tick 4325.8 sec/kimg 108.14 maintenance 2.3 gpumem 6.3
  238. tick 79 kimg 6086.1 lod 1.00 minibatch 8 time 2d 08h 31m sec/tick 4544.0 sec/kimg 113.60 maintenance 2.3 gpumem 6.3
  239. tick 80 kimg 6126.1 lod 1.00 minibatch 8 time 2d 09h 46m sec/tick 4516.5 sec/kimg 112.91 maintenance 2.4 gpumem 6.3
  240. network-snapshot-006126 time 12m 32s fid50k 195.5429
  241. tick 81 kimg 6166.1 lod 1.00 minibatch 8 time 2d 11h 09m sec/tick 4228.9 sec/kimg 105.72 maintenance 754.7 gpumem 6.3
  242. tick 82 kimg 6206.1 lod 1.00 minibatch 8 time 2d 12h 20m sec/tick 4233.3 sec/kimg 105.83 maintenance 2.3 gpumem 6.3
  243. tick 83 kimg 6246.1 lod 1.00 minibatch 8 time 2d 13h 31m sec/tick 4233.5 sec/kimg 105.84 maintenance 2.3 gpumem 6.3
  244. tick 84 kimg 6286.1 lod 1.00 minibatch 8 time 2d 14h 41m sec/tick 4235.9 sec/kimg 105.90 maintenance 2.3 gpumem 6.3
  245. tick 85 kimg 6326.1 lod 1.00 minibatch 8 time 2d 15h 52m sec/tick 4234.1 sec/kimg 105.85 maintenance 2.3 gpumem 6.3
  246. tick 86 kimg 6366.1 lod 1.00 minibatch 8 time 2d 17h 02m sec/tick 4232.3 sec/kimg 105.81 maintenance 2.3 gpumem 6.3
  247. tick 87 kimg 6406.1 lod 1.00 minibatch 8 time 2d 18h 13m sec/tick 4237.2 sec/kimg 105.93 maintenance 2.3 gpumem 6.3
  248. tick 88 kimg 6446.1 lod 1.00 minibatch 8 time 2d 19h 24m sec/tick 4236.5 sec/kimg 105.91 maintenance 2.3 gpumem 6.3
  249. tick 89 kimg 6486.1 lod 1.00 minibatch 8 time 2d 20h 34m sec/tick 4234.0 sec/kimg 105.85 maintenance 2.3 gpumem 6.3
  250. tick 90 kimg 6526.1 lod 1.00 minibatch 8 time 2d 21h 45m sec/tick 4232.7 sec/kimg 105.82 maintenance 2.3 gpumem 6.3
  251. network-snapshot-006526 time 11m 57s fid50k 195.5451
  252. tick 91 kimg 6566.1 lod 1.00 minibatch 8 time 2d 23h 07m sec/tick 4233.2 sec/kimg 105.83 maintenance 719.9 gpumem 6.3
  253. tick 92 kimg 6600.0 lod 1.00 minibatch 4 time 3d 00h 07m sec/tick 3593.6 sec/kimg 105.99 maintenance 2.3 gpumem 6.3
  254. tick 93 kimg 6630.0 lod 0.95 minibatch 4 time 3d 01h 45m sec/tick 5873.6 sec/kimg 195.79 maintenance 2.6 gpumem 6.3
  255. tick 94 kimg 6660.0 lod 0.90 minibatch 4 time 3d 03h 23m sec/tick 5871.0 sec/kimg 195.70 maintenance 4.8 gpumem 6.3
  256. tick 95 kimg 6690.0 lod 0.85 minibatch 4 time 3d 05h 01m sec/tick 5871.6 sec/kimg 195.72 maintenance 3.6 gpumem 6.3
  257. tick 96 kimg 6720.0 lod 0.80 minibatch 4 time 3d 06h 41m sec/tick 5980.3 sec/kimg 199.34 maintenance 2.7 gpumem 6.3
  258. tick 97 kimg 6750.0 lod 0.75 minibatch 4 time 3d 08h 26m sec/tick 6294.4 sec/kimg 209.81 maintenance 2.5 gpumem 6.3
  259. tick 98 kimg 6780.0 lod 0.70 minibatch 4 time 3d 10h 12m sec/tick 6359.5 sec/kimg 211.98 maintenance 2.4 gpumem 6.3
  260. tick 99 kimg 6810.0 lod 0.65 minibatch 4 time 3d 11h 52m sec/tick 6035.0 sec/kimg 201.17 maintenance 2.4 gpumem 6.3
  261. tick 100 kimg 6840.0 lod 0.60 minibatch 4 time 3d 13h 30m sec/tick 5871.7 sec/kimg 195.72 maintenance 2.4 gpumem 6.3
  262. network-snapshot-006840 time 18m 44s fid50k 196.7851
  263. tick 101 kimg 6870.0 lod 0.55 minibatch 4 time 3d 15h 27m sec/tick 5871.5 sec/kimg 195.72 maintenance 1127.1 gpumem 6.3
  264. tick 102 kimg 6900.0 lod 0.50 minibatch 4 time 3d 17h 05m sec/tick 5860.4 sec/kimg 195.35 maintenance 2.4 gpumem 6.3
  265. tick 103 kimg 6930.0 lod 0.45 minibatch 4 time 3d 18h 43m sec/tick 5866.3 sec/kimg 195.54 maintenance 2.3 gpumem 6.3
  266. tick 104 kimg 6960.0 lod 0.40 minibatch 4 time 3d 20h 21m sec/tick 5878.9 sec/kimg 195.96 maintenance 2.3 gpumem 6.3
  267. tick 105 kimg 6990.0 lod 0.35 minibatch 4 time 3d 21h 58m sec/tick 5873.4 sec/kimg 195.78 maintenance 2.3 gpumem 6.3
  268. tick 106 kimg 7020.0 lod 0.30 minibatch 4 time 3d 23h 36m sec/tick 5874.8 sec/kimg 195.83 maintenance 2.3 gpumem 6.3
  269. tick 107 kimg 7050.0 lod 0.25 minibatch 4 time 4d 01h 14m sec/tick 5873.0 sec/kimg 195.77 maintenance 2.3 gpumem 6.3
  270. tick 108 kimg 7080.0 lod 0.20 minibatch 4 time 4d 02h 52m sec/tick 5874.9 sec/kimg 195.83 maintenance 2.3 gpumem 6.3
  271. tick 109 kimg 7110.0 lod 0.15 minibatch 4 time 4d 04h 30m sec/tick 5874.0 sec/kimg 195.80 maintenance 2.3 gpumem 6.3
  272. tick 110 kimg 7140.0 lod 0.10 minibatch 4 time 4d 06h 08m sec/tick 5872.6 sec/kimg 195.75 maintenance 2.2 gpumem 6.3
  273. network-snapshot-007140 time 18m 43s fid50k 195.1795
  274. tick 111 kimg 7170.0 lod 0.05 minibatch 4 time 4d 08h 05m sec/tick 5889.3 sec/kimg 196.31 maintenance 1125.9 gpumem 6.3
  275. tick 112 kimg 7200.0 lod 0.00 minibatch 4 time 4d 09h 44m sec/tick 5905.9 sec/kimg 196.86 maintenance 2.2 gpumem 6.3
  276. tick 113 kimg 7230.0 lod 0.00 minibatch 4 time 4d 11h 18m sec/tick 5654.3 sec/kimg 188.48 maintenance 2.1 gpumem 6.3
  277. tick 114 kimg 7260.0 lod 0.00 minibatch 4 time 4d 12h 52m sec/tick 5657.9 sec/kimg 188.60 maintenance 2.0 gpumem 6.3
  278. tick 115 kimg 7290.0 lod 0.00 minibatch 4 time 4d 14h 26m sec/tick 5655.9 sec/kimg 188.53 maintenance 2.1 gpumem 6.3
  279. tick 116 kimg 7320.0 lod 0.00 minibatch 4 time 4d 16h 01m sec/tick 5659.0 sec/kimg 188.63 maintenance 2.1 gpumem 6.3
  280. tick 117 kimg 7350.0 lod 0.00 minibatch 4 time 4d 17h 35m sec/tick 5674.7 sec/kimg 189.16 maintenance 2.1 gpumem 6.3
  281. tick 118 kimg 7380.0 lod 0.00 minibatch 4 time 4d 19h 10m sec/tick 5678.5 sec/kimg 189.28 maintenance 2.2 gpumem 6.3
  282. tick 119 kimg 7410.0 lod 0.00 minibatch 4 time 4d 20h 45m sec/tick 5675.8 sec/kimg 189.19 maintenance 2.2 gpumem 6.3
  283. tick 120 kimg 7440.0 lod 0.00 minibatch 4 time 4d 22h 19m sec/tick 5681.0 sec/kimg 189.37 maintenance 2.2 gpumem 6.3
  284. network-snapshot-007440 time 18m 35s fid50k 195.1652
  285. tick 121 kimg 7470.0 lod 0.00 minibatch 4 time 5d 00h 13m sec/tick 5679.2 sec/kimg 189.31 maintenance 1117.8 gpumem 6.3
  286. tick 122 kimg 7500.0 lod 0.00 minibatch 4 time 5d 01h 47m sec/tick 5680.5 sec/kimg 189.35 maintenance 2.2 gpumem 6.3
  287. tick 123 kimg 7530.0 lod 0.00 minibatch 4 time 5d 03h 22m sec/tick 5678.9 sec/kimg 189.30 maintenance 2.2 gpumem 6.3
  288. tick 124 kimg 7560.0 lod 0.00 minibatch 4 time 5d 04h 57m sec/tick 5676.4 sec/kimg 189.21 maintenance 2.2 gpumem 6.3
  289. tick 125 kimg 7590.0 lod 0.00 minibatch 4 time 5d 06h 31m sec/tick 5675.9 sec/kimg 189.20 maintenance 2.2 gpumem 6.3
  290. tick 126 kimg 7620.0 lod 0.00 minibatch 4 time 5d 08h 06m sec/tick 5679.8 sec/kimg 189.33 maintenance 2.2 gpumem 6.3
  291. tick 127 kimg 7650.0 lod 0.00 minibatch 4 time 5d 09h 41m sec/tick 5679.0 sec/kimg 189.30 maintenance 2.2 gpumem 6.3
  292. tick 128 kimg 7680.0 lod 0.00 minibatch 4 time 5d 11h 15m sec/tick 5676.8 sec/kimg 189.23 maintenance 2.2 gpumem 6.3
  293. tick 129 kimg 7710.0 lod 0.00 minibatch 4 time 5d 12h 50m sec/tick 5678.1 sec/kimg 189.27 maintenance 2.2 gpumem 6.3
  294. tick 130 kimg 7740.0 lod 0.00 minibatch 4 time 5d 14h 25m sec/tick 5680.0 sec/kimg 189.33 maintenance 2.2 gpumem 6.3
  295. network-snapshot-007740 time 18m 38s fid50k 193.8774
  296. tick 131 kimg 7770.0 lod 0.00 minibatch 4 time 5d 16h 18m sec/tick 5675.5 sec/kimg 189.18 maintenance 1120.7 gpumem 6.3
  297. tick 132 kimg 7800.0 lod 0.00 minibatch 4 time 5d 17h 53m sec/tick 5677.9 sec/kimg 189.26 maintenance 2.3 gpumem 6.3
  298. tick 133 kimg 7830.0 lod 0.00 minibatch 4 time 5d 19h 27m sec/tick 5678.6 sec/kimg 189.29 maintenance 2.2 gpumem 6.3
  299. tick 134 kimg 7860.0 lod 0.00 minibatch 4 time 5d 21h 02m sec/tick 5679.6 sec/kimg 189.32 maintenance 2.2 gpumem 6.3
  300. tick 135 kimg 7890.0 lod 0.00 minibatch 4 time 5d 22h 37m sec/tick 5677.9 sec/kimg 189.26 maintenance 2.2 gpumem 6.3
  301. tick 136 kimg 7920.0 lod 0.00 minibatch 4 time 6d 00h 11m sec/tick 5677.5 sec/kimg 189.25 maintenance 2.3 gpumem 6.3
  302. tick 137 kimg 7950.0 lod 0.00 minibatch 4 time 6d 01h 46m sec/tick 5676.1 sec/kimg 189.20 maintenance 2.3 gpumem 6.3
  303. tick 138 kimg 7980.0 lod 0.00 minibatch 4 time 6d 03h 21m sec/tick 5677.4 sec/kimg 189.25 maintenance 2.2 gpumem 6.3
  304. tick 139 kimg 8010.0 lod 0.00 minibatch 4 time 6d 04h 55m sec/tick 5675.8 sec/kimg 189.19 maintenance 2.3 gpumem 6.3
  305. tick 140 kimg 8040.0 lod 0.00 minibatch 4 time 6d 06h 30m sec/tick 5678.1 sec/kimg 189.27 maintenance 2.2 gpumem 6.3
  306. network-snapshot-008040 time 18m 40s fid50k 191.9608
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