log.txt 7.3 KB

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  1. 2020-11-05 14:02:31 Config:
  2. {'all_joints': [[0],
  3. [1],
  4. [2],
  5. [3],
  6. [4],
  7. [5],
  8. [6],
  9. [7],
  10. [8],
  11. [9],
  12. [10],
  13. [11],
  14. [12],
  15. [13],
  16. [14],
  17. [15],
  18. [16],
  19. [17],
  20. [18]],
  21. 'all_joints_names': ['snout',
  22. 'neck',
  23. 'upper_back',
  24. 'middle_back',
  25. 'tailbase',
  26. 'shoulder_right',
  27. 'elbow_right',
  28. 'wrist_right',
  29. 'forepaw_right',
  30. 'forepaw_left',
  31. 'hip_right',
  32. 'knee_right',
  33. 'ankle_right',
  34. 'hindpaw_right',
  35. 'hindpaw_left',
  36. 'beam_left_top',
  37. 'beam_left_bottom',
  38. 'beam_right_top',
  39. 'beam_right_bottom'],
  40. 'batch_size': 1,
  41. 'bottomheight': 400,
  42. 'crop': True,
  43. 'crop_pad': 0,
  44. 'cropratio': 0.4,
  45. 'dataset': 'training-datasets/iteration-0/UnaugmentedDataSet_RotatingBeam3.1Jul12/RotatingBeam3.1_Sebastian_Kloubert95shuffle1.mat',
  46. 'dataset_type': 'imgaug',
  47. 'deterministic': False,
  48. 'display_iters': 1000,
  49. 'fg_fraction': 0.25,
  50. 'global_scale': 0.8,
  51. 'init_weights': '/mnt/Install/DLC-GPU/lib/python3.7/site-packages/deeplabcut/pose_estimation_tensorflow/models/pretrained/resnet_v1_50.ckpt',
  52. 'intermediate_supervision': False,
  53. 'intermediate_supervision_layer': 12,
  54. 'leftwidth': 400,
  55. 'location_refinement': True,
  56. 'locref_huber_loss': True,
  57. 'locref_loss_weight': 0.05,
  58. 'locref_stdev': 7.2801,
  59. 'log_dir': 'log',
  60. 'max_input_size': 1500,
  61. 'mean_pixel': [123.68, 116.779, 103.939],
  62. 'metadataset': 'training-datasets/iteration-0/UnaugmentedDataSet_RotatingBeam3.1Jul12/Documentation_data-RotatingBeam3.1_95shuffle1.pickle',
  63. 'min_input_size': 64,
  64. 'minsize': 100,
  65. 'mirror': False,
  66. 'multi_step': [[0.005, 10000],
  67. [0.02, 430000],
  68. [0.002, 730000],
  69. [0.001, 1030000]],
  70. 'net_type': 'resnet_50',
  71. 'num_joints': 19,
  72. 'optimizer': 'sgd',
  73. 'pairwise_huber_loss': False,
  74. 'pairwise_predict': False,
  75. 'partaffinityfield_predict': False,
  76. 'pos_dist_thresh': 17,
  77. 'project_path': '/mnt/DLC/RotatingBeam3.1-Sebastian_Kloubert-2020-07-12',
  78. 'regularize': False,
  79. 'rightwidth': 400,
  80. 'save_iters': 50000,
  81. 'scale_jitter_lo': 0.5,
  82. 'scale_jitter_up': 1.25,
  83. 'scoremap_dir': 'test',
  84. 'shuffle': True,
  85. 'snapshot_prefix': '/mnt/DLC/RotatingBeam3.1-Sebastian_Kloubert-2020-07-12/dlc-models/iteration-0/RotatingBeam3.1Jul12-trainset95shuffle1/train/snapshot',
  86. 'stride': 8.0,
  87. 'topheight': 400,
  88. 'weigh_negatives': False,
  89. 'weigh_only_present_joints': False,
  90. 'weigh_part_predictions': False,
  91. 'weight_decay': 0.0001}
  92. 2020-11-05 14:04:13 iteration: 1000 loss: 0.0269 lr: 0.005
  93. 2020-11-05 14:05:38 iteration: 2000 loss: 0.0121 lr: 0.005
  94. 2020-11-05 14:07:03 iteration: 3000 loss: 0.0099 lr: 0.005
  95. 2020-11-05 14:08:31 iteration: 4000 loss: 0.0089 lr: 0.005
  96. 2020-11-05 14:09:56 iteration: 5000 loss: 0.0080 lr: 0.005
  97. 2020-11-05 14:11:24 iteration: 6000 loss: 0.0076 lr: 0.005
  98. 2020-11-05 14:12:52 iteration: 7000 loss: 0.0073 lr: 0.005
  99. 2020-11-05 14:14:18 iteration: 8000 loss: 0.0069 lr: 0.005
  100. 2020-11-05 14:15:44 iteration: 9000 loss: 0.0068 lr: 0.005
  101. 2020-11-05 14:17:10 iteration: 10000 loss: 0.0063 lr: 0.005
  102. 2020-11-05 14:18:40 iteration: 11000 loss: 0.0083 lr: 0.02
  103. 2020-11-05 14:20:06 iteration: 12000 loss: 0.0069 lr: 0.02
  104. 2020-11-05 14:21:34 iteration: 13000 loss: 0.0064 lr: 0.02
  105. 2020-11-05 14:23:00 iteration: 14000 loss: 0.0058 lr: 0.02
  106. 2020-11-05 14:24:28 iteration: 15000 loss: 0.0056 lr: 0.02
  107. 2020-11-05 14:25:56 iteration: 16000 loss: 0.0057 lr: 0.02
  108. 2020-11-05 14:27:22 iteration: 17000 loss: 0.0053 lr: 0.02
  109. 2020-11-05 14:28:50 iteration: 18000 loss: 0.0051 lr: 0.02
  110. 2020-11-05 14:30:18 iteration: 19000 loss: 0.0050 lr: 0.02
  111. 2020-11-05 14:31:45 iteration: 20000 loss: 0.0049 lr: 0.02
  112. 2020-11-05 14:33:14 iteration: 21000 loss: 0.0048 lr: 0.02
  113. 2020-11-05 14:34:41 iteration: 22000 loss: 0.0045 lr: 0.02
  114. 2020-11-05 14:36:07 iteration: 23000 loss: 0.0045 lr: 0.02
  115. 2020-11-05 14:37:34 iteration: 24000 loss: 0.0045 lr: 0.02
  116. 2020-11-05 14:39:01 iteration: 25000 loss: 0.0046 lr: 0.02
  117. 2020-11-05 14:44:30 Config:
  118. {'all_joints': [[0],
  119. [1],
  120. [2],
  121. [3],
  122. [4],
  123. [5],
  124. [6],
  125. [7],
  126. [8],
  127. [9],
  128. [10],
  129. [11],
  130. [12],
  131. [13],
  132. [14],
  133. [15],
  134. [16],
  135. [17],
  136. [18]],
  137. 'all_joints_names': ['snout',
  138. 'neck',
  139. 'upper_back',
  140. 'middle_back',
  141. 'tailbase',
  142. 'shoulder_right',
  143. 'elbow_right',
  144. 'wrist_right',
  145. 'forepaw_right',
  146. 'forepaw_left',
  147. 'hip_right',
  148. 'knee_right',
  149. 'ankle_right',
  150. 'hindpaw_right',
  151. 'hindpaw_left',
  152. 'beam_left_top',
  153. 'beam_left_bottom',
  154. 'beam_right_top',
  155. 'beam_right_bottom'],
  156. 'batch_size': 1,
  157. 'bottomheight': 400,
  158. 'crop': True,
  159. 'crop_pad': 0,
  160. 'cropratio': 0.4,
  161. 'dataset': 'training-datasets/iteration-0/UnaugmentedDataSet_RotatingBeam3.1Jul12/RotatingBeam3.1_Sebastian_Kloubert95shuffle1.mat',
  162. 'dataset_type': 'imgaug',
  163. 'deterministic': False,
  164. 'display_iters': 1000,
  165. 'fg_fraction': 0.25,
  166. 'global_scale': 0.8,
  167. 'init_weights': '/mnt/Install/DLC-GPU/lib/python3.7/site-packages/deeplabcut/pose_estimation_tensorflow/models/pretrained/resnet_v1_50.ckpt',
  168. 'intermediate_supervision': False,
  169. 'intermediate_supervision_layer': 12,
  170. 'leftwidth': 400,
  171. 'location_refinement': True,
  172. 'locref_huber_loss': True,
  173. 'locref_loss_weight': 0.05,
  174. 'locref_stdev': 7.2801,
  175. 'log_dir': 'log',
  176. 'max_input_size': 1500,
  177. 'mean_pixel': [123.68, 116.779, 103.939],
  178. 'metadataset': 'training-datasets/iteration-0/UnaugmentedDataSet_RotatingBeam3.1Jul12/Documentation_data-RotatingBeam3.1_95shuffle1.pickle',
  179. 'min_input_size': 64,
  180. 'minsize': 100,
  181. 'mirror': False,
  182. 'multi_step': [[0.005, 10000],
  183. [0.02, 430000],
  184. [0.002, 730000],
  185. [0.001, 1030000]],
  186. 'net_type': 'resnet_50',
  187. 'num_joints': 19,
  188. 'optimizer': 'sgd',
  189. 'pairwise_huber_loss': False,
  190. 'pairwise_predict': False,
  191. 'partaffinityfield_predict': False,
  192. 'pos_dist_thresh': 17,
  193. 'project_path': '/mnt/DLC/RotatingBeam3.1-Sebastian_Kloubert-2020-07-12',
  194. 'regularize': False,
  195. 'rightwidth': 400,
  196. 'save_iters': 50000,
  197. 'scale_jitter_lo': 0.5,
  198. 'scale_jitter_up': 1.25,
  199. 'scoremap_dir': 'test',
  200. 'shuffle': True,
  201. 'snapshot_prefix': '/mnt/DLC/RotatingBeam3.1-Sebastian_Kloubert-2020-07-12/dlc-models/iteration-0/RotatingBeam3.1Jul12-trainset95shuffle1/test/snapshot',
  202. 'stride': 8.0,
  203. 'topheight': 400,
  204. 'weigh_negatives': False,
  205. 'weigh_only_present_joints': False,
  206. 'weigh_part_predictions': False,
  207. 'weight_decay': 0.0001}