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  1. nohup: ignoring input
  2. [I 2021-04-06 03:58:46,118] A new study created in memory with name: optuna
  3. 2021-04-06 03:58:46,126 INFO worker.py:654 -- Connecting to existing Ray cluster at address: 10.128.0.18:6379
  4. 2021-04-06 03:58:46,175 WARNING function_runner.py:545 -- Function checkpointing is disabled. This may result in unexpected behavior when using checkpointing features or certain schedulers. To enable, set the train function arguments to be `func(config, checkpoint_dir=None)`.
  5. == Status ==
  6. Memory usage on this node: 1.5/36.8 GiB
  7. Using FIFO scheduling algorithm.
  8. Resources requested: 0/50 CPUs, 0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  9. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  10. Number of trials: 1/100 (1 PENDING)
  11.  
  12.  
  13. Trial train_63233002 reported mean_reward=-138.50914995015725 with parameters={'n_epochs': 10, 'gamma': 0.9833380360511109, 'ent_coef': 0.008522045846042867, 'learning_rate': 5.8152319015084834e-06, 'vf_coef': 0.7076152464789628, 'gae_lambda': 0.9473461163955471, 'max_grad_norm': 0.19783895301610818, 'n_steps': 1024, 'batch_size': 128, 'n_envs': 4, 'clip_range': 0.2272185643310917}.
  14. == Status ==
  15. Memory usage on this node: 6.6/36.8 GiB
  16. Using FIFO scheduling algorithm.
  17. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  18. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  19. Number of trials: 10/100 (10 RUNNING)
  20.  
  21.  
  22. Trial train_63233002 completed. Last result: mean_reward=-138.50914995015725
  23. == Status ==
  24. Memory usage on this node: 6.6/36.8 GiB
  25. Using FIFO scheduling algorithm.
  26. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  27. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  28. Number of trials: 11/100 (10 RUNNING, 1 TERMINATED)
  29.  
  30.  
  31. Trial train_63732fb2 reported mean_reward=-582.0528418999177 with parameters={'n_epochs': 13, 'gamma': 0.946899994717518, 'ent_coef': 0.08624211362285758, 'learning_rate': 1.9266444414668353e-05, 'vf_coef': 0.7388202705616322, 'gae_lambda': 0.8273435998664758, 'max_grad_norm': 0.2827862918648907, 'n_steps': 512, 'batch_size': 256, 'n_envs': 8, 'clip_range': 4.85118952109226}.
  32. == Status ==
  33. Memory usage on this node: 6.7/36.8 GiB
  34. Using FIFO scheduling algorithm.
  35. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  36. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  37. Number of trials: 11/100 (10 RUNNING, 1 TERMINATED)
  38.  
  39.  
  40. Trial train_63732fb2 completed. Last result: mean_reward=-582.0528418999177
  41. == Status ==
  42. Memory usage on this node: 6.7/36.8 GiB
  43. Using FIFO scheduling algorithm.
  44. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  45. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  46. Number of trials: 12/100 (10 RUNNING, 2 TERMINATED)
  47.  
  48.  
  49. Trial train_6429f936 reported mean_reward=-129.02391341649638 with parameters={'n_epochs': 27, 'gamma': 0.9754148877636309, 'ent_coef': 0.0011002472481438672, 'learning_rate': 1.4868246332201973e-05, 'vf_coef': 0.9607567802692067, 'gae_lambda': 0.8979256053126872, 'max_grad_norm': 0.011838778136743095, 'n_steps': 128, 'batch_size': 256, 'n_envs': 4, 'clip_range': 3.9525848922046296}.
  50. == Status ==
  51. Memory usage on this node: 6.7/36.8 GiB
  52. Using FIFO scheduling algorithm.
  53. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  54. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  55. Number of trials: 12/100 (10 RUNNING, 2 TERMINATED)
  56.  
  57.  
  58. Trial train_6429f936 completed. Last result: mean_reward=-129.02391341649638
  59. == Status ==
  60. Memory usage on this node: 6.7/36.8 GiB
  61. Using FIFO scheduling algorithm.
  62. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  63. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  64. Number of trials: 13/100 (10 RUNNING, 3 TERMINATED)
  65.  
  66.  
  67. Trial train_63b46dd8 reported mean_reward=-407.1002387905602 with parameters={'n_epochs': 39, 'gamma': 0.9401487186676116, 'ent_coef': 0.019756891039046046, 'learning_rate': 1.0327950088997032e-05, 'vf_coef': 0.715165951719838, 'gae_lambda': 0.8882503454796591, 'max_grad_norm': 1.6876267440874029, 'n_steps': 128, 'batch_size': 256, 'n_envs': 2, 'clip_range': 4.457219155769191}.
  68. == Status ==
  69. Memory usage on this node: 6.8/36.8 GiB
  70. Using FIFO scheduling algorithm.
  71. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  72. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  73. Number of trials: 13/100 (10 RUNNING, 3 TERMINATED)
  74.  
  75.  
  76. Trial train_63b46dd8 completed. Last result: mean_reward=-407.1002387905602
  77. == Status ==
  78. Memory usage on this node: 6.5/36.8 GiB
  79. Using FIFO scheduling algorithm.
  80. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  81. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  82. Number of trials: 14/100 (10 RUNNING, 4 TERMINATED)
  83.  
  84.  
  85. Trial train_645bfc1a reported mean_reward=-845.953719678313 with parameters={'n_epochs': 7, 'gamma': 0.938750015036431, 'ent_coef': 0.022939762443691513, 'learning_rate': 6.722871665925858e-05, 'vf_coef': 0.13905595934004747, 'gae_lambda': 0.926199416673131, 'max_grad_norm': 0.04597932132036441, 'n_steps': 128, 'batch_size': 128, 'n_envs': 8, 'clip_range': 1.2394994410792923}.
  86. == Status ==
  87. Memory usage on this node: 6.6/36.8 GiB
  88. Using FIFO scheduling algorithm.
  89. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  90. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  91. Number of trials: 14/100 (10 RUNNING, 4 TERMINATED)
  92.  
  93.  
  94. Trial train_645bfc1a completed. Last result: mean_reward=-845.953719678313
  95. == Status ==
  96. Memory usage on this node: 6.6/36.8 GiB
  97. Using FIFO scheduling algorithm.
  98. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  99. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  100. Number of trials: 15/100 (10 RUNNING, 5 TERMINATED)
  101.  
  102.  
  103. Trial train_63f437ba reported mean_reward=-480.20895998790445 with parameters={'n_epochs': 25, 'gamma': 0.9102820711017358, 'ent_coef': 0.012106760914717095, 'learning_rate': 2.44572064676331e-05, 'vf_coef': 0.8636692442006907, 'gae_lambda': 0.8289767919960016, 'max_grad_norm': 0.2494755726337488, 'n_steps': 2048, 'batch_size': 128, 'n_envs': 2, 'clip_range': 2.528650967296282}.
  104. == Status ==
  105. Memory usage on this node: 6.7/36.8 GiB
  106. Using FIFO scheduling algorithm.
  107. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  108. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  109. Number of trials: 15/100 (10 RUNNING, 5 TERMINATED)
  110.  
  111.  
  112. Trial train_63f437ba completed. Last result: mean_reward=-480.20895998790445
  113. == Status ==
  114. Memory usage on this node: 6.7/36.8 GiB
  115. Using FIFO scheduling algorithm.
  116. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  117. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  118. Number of trials: 16/100 (10 RUNNING, 6 TERMINATED)
  119.  
  120.  
  121. Trial train_644a9b1e reported mean_reward=-832.5345261851659 with parameters={'n_epochs': 33, 'gamma': 0.9270685595992469, 'ent_coef': 0.08229884421047702, 'learning_rate': 1.3388594438585101e-05, 'vf_coef': 0.33201261195578574, 'gae_lambda': 0.8336301607646944, 'max_grad_norm': 4.241182320571127, 'n_steps': 256, 'batch_size': 256, 'n_envs': 8, 'clip_range': 2.0358111523793028}.
  122. == Status ==
  123. Memory usage on this node: 6.7/36.8 GiB
  124. Using FIFO scheduling algorithm.
  125. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  126. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  127. Number of trials: 16/100 (10 RUNNING, 6 TERMINATED)
  128.  
  129.  
  130. Trial train_644a9b1e completed. Last result: mean_reward=-832.5345261851659
  131. == Status ==
  132. Memory usage on this node: 6.5/36.8 GiB
  133. Using FIFO scheduling algorithm.
  134. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  135. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  136. Number of trials: 17/100 (10 RUNNING, 7 TERMINATED)
  137.  
  138.  
  139. Trial train_64085a74 reported mean_reward=-751.867166537136 with parameters={'n_epochs': 11, 'gamma': 0.9412107347736212, 'ent_coef': 0.04585052738962784, 'learning_rate': 0.00020581126564723102, 'vf_coef': 0.19558156831672124, 'gae_lambda': 0.9077107388811612, 'max_grad_norm': 0.010164810248041757, 'n_steps': 4096, 'batch_size': 32, 'n_envs': 8, 'clip_range': 0.6121521916945991}.
  140. == Status ==
  141. Memory usage on this node: 6.6/36.8 GiB
  142. Using FIFO scheduling algorithm.
  143. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  144. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  145. Number of trials: 17/100 (10 RUNNING, 7 TERMINATED)
  146.  
  147.  
  148. Trial train_64085a74 completed. Last result: mean_reward=-751.867166537136
  149. == Status ==
  150. Memory usage on this node: 6.6/36.8 GiB
  151. Using FIFO scheduling algorithm.
  152. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  153. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  154. Number of trials: 18/100 (10 RUNNING, 8 TERMINATED)
  155.  
  156.  
  157. Trial train_bd7c7a5a reported mean_reward=-1120.876652636705 with parameters={'n_epochs': 41, 'gamma': 0.9508331692527702, 'ent_coef': 0.004865448804148808, 'learning_rate': 6.422949336000791e-05, 'vf_coef': 0.37035345128029096, 'gae_lambda': 0.997856127683858, 'max_grad_norm': 0.12693604754342908, 'n_steps': 1024, 'batch_size': 256, 'n_envs': 2, 'clip_range': 3.394068879317303}.
  158. == Status ==
  159. Memory usage on this node: 6.7/36.8 GiB
  160. Using FIFO scheduling algorithm.
  161. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  162. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  163. Number of trials: 18/100 (10 RUNNING, 8 TERMINATED)
  164.  
  165.  
  166. Trial train_bd7c7a5a completed. Last result: mean_reward=-1120.876652636705
  167. == Status ==
  168. Memory usage on this node: 6.7/36.8 GiB
  169. Using FIFO scheduling algorithm.
  170. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  171. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  172. Number of trials: 19/100 (10 RUNNING, 9 TERMINATED)
  173.  
  174.  
  175. Trial train_1f52f60a reported mean_reward=-578.248378113148 with parameters={'n_epochs': 47, 'gamma': 0.9514610007826356, 'ent_coef': 0.01231086706485224, 'learning_rate': 5.3189294721370086e-05, 'vf_coef': 0.8999135178773959, 'gae_lambda': 0.8755920544347608, 'max_grad_norm': 0.22101808682995194, 'n_steps': 128, 'batch_size': 128, 'n_envs': 8, 'clip_range': 2.146079283752237}.
  176. == Status ==
  177. Memory usage on this node: 6.7/36.8 GiB
  178. Using FIFO scheduling algorithm.
  179. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  180. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  181. Number of trials: 19/100 (10 RUNNING, 9 TERMINATED)
  182.  
  183.  
  184. Trial train_1f52f60a completed. Last result: mean_reward=-578.248378113148
  185. == Status ==
  186. Memory usage on this node: 6.7/36.8 GiB
  187. Using FIFO scheduling algorithm.
  188. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  189. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  190. Number of trials: 20/100 (10 RUNNING, 10 TERMINATED)
  191.  
  192.  
  193. Trial train_62d4f5d6 reported mean_reward=-765.0964051044031 with parameters={'n_epochs': 40, 'gamma': 0.9651359624727784, 'ent_coef': 0.08528265613800065, 'learning_rate': 0.0002415332951050245, 'vf_coef': 0.1546983650099637, 'gae_lambda': 0.8125401480081947, 'max_grad_norm': 7.012272286259783, 'n_steps': 2048, 'batch_size': 128, 'n_envs': 8, 'clip_range': 0.16853846872144582}.
  194. == Status ==
  195. Memory usage on this node: 6.7/36.8 GiB
  196. Using FIFO scheduling algorithm.
  197. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  198. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  199. Number of trials: 20/100 (10 RUNNING, 10 TERMINATED)
  200.  
  201.  
  202. Trial train_62d4f5d6 completed. Last result: mean_reward=-765.0964051044031
  203. == Status ==
  204. Memory usage on this node: 6.7/36.8 GiB
  205. Using FIFO scheduling algorithm.
  206. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  207. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  208. Number of trials: 21/100 (10 RUNNING, 11 TERMINATED)
  209.  
  210.  
  211. Trial train_9e0378fa reported mean_reward=-856.3815383355804 with parameters={'n_epochs': 4, 'gamma': 0.945092292822839, 'ent_coef': 0.030680496938401688, 'learning_rate': 3.769316139164554e-05, 'vf_coef': 0.35437420414314713, 'gae_lambda': 0.9100617858955173, 'max_grad_norm': 1.7939711952473198, 'n_steps': 512, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.8000436449864146}.
  212. == Status ==
  213. Memory usage on this node: 6.7/36.8 GiB
  214. Using FIFO scheduling algorithm.
  215. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  216. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  217. Number of trials: 21/100 (10 RUNNING, 11 TERMINATED)
  218.  
  219.  
  220. Trial train_9e0378fa completed. Last result: mean_reward=-856.3815383355804
  221. == Status ==
  222. Memory usage on this node: 6.5/36.8 GiB
  223. Using FIFO scheduling algorithm.
  224. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  225. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  226. Number of trials: 22/100 (10 RUNNING, 12 TERMINATED)
  227.  
  228.  
  229. Trial train_c4f962d8 reported mean_reward=-564.6790947367638 with parameters={'n_epochs': 22, 'gamma': 0.9359935794252117, 'ent_coef': 0.04777091794131813, 'learning_rate': 0.00015009588756836377, 'vf_coef': 0.4622010048871589, 'gae_lambda': 0.837809525839346, 'max_grad_norm': 0.053642440424271264, 'n_steps': 128, 'batch_size': 128, 'n_envs': 4, 'clip_range': 4.129969630103442}.
  230. == Status ==
  231. Memory usage on this node: 6.6/36.8 GiB
  232. Using FIFO scheduling algorithm.
  233. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  234. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  235. Number of trials: 22/100 (10 RUNNING, 12 TERMINATED)
  236.  
  237.  
  238. Trial train_c4f962d8 completed. Last result: mean_reward=-564.6790947367638
  239. == Status ==
  240. Memory usage on this node: 6.6/36.8 GiB
  241. Using FIFO scheduling algorithm.
  242. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  243. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  244. Number of trials: 23/100 (10 RUNNING, 13 TERMINATED)
  245.  
  246.  
  247. Trial train_6393c6c8 reported mean_reward=-612.8315580007725 with parameters={'n_epochs': 22, 'gamma': 0.9713737037304748, 'ent_coef': 0.01832849605583447, 'learning_rate': 7.849890622967151e-05, 'vf_coef': 0.20166318568561042, 'gae_lambda': 0.8294580710274618, 'max_grad_norm': 1.2240195368323263, 'n_steps': 256, 'batch_size': 32, 'n_envs': 4, 'clip_range': 4.09045810244138}.
  248. == Status ==
  249. Memory usage on this node: 6.6/36.8 GiB
  250. Using FIFO scheduling algorithm.
  251. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  252. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  253. Number of trials: 23/100 (10 RUNNING, 13 TERMINATED)
  254.  
  255.  
  256. Trial train_6393c6c8 completed. Last result: mean_reward=-612.8315580007725
  257. == Status ==
  258. Memory usage on this node: 6.6/36.8 GiB
  259. Using FIFO scheduling algorithm.
  260. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  261. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  262. Number of trials: 24/100 (10 RUNNING, 14 TERMINATED)
  263.  
  264.  
  265. Trial train_2cb8abfe reported mean_reward=-563.3829235122671 with parameters={'n_epochs': 17, 'gamma': 0.9580952324382874, 'ent_coef': 0.006498479205300357, 'learning_rate': 9.722679512109954e-05, 'vf_coef': 0.18645360202091155, 'gae_lambda': 0.854229401741214, 'max_grad_norm': 0.07876582945531739, 'n_steps': 512, 'batch_size': 64, 'n_envs': 4, 'clip_range': 3.031558848864592}.
  266. == Status ==
  267. Memory usage on this node: 6.7/36.8 GiB
  268. Using FIFO scheduling algorithm.
  269. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  270. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  271. Number of trials: 24/100 (10 RUNNING, 14 TERMINATED)
  272.  
  273.  
  274. Trial train_2cb8abfe completed. Last result: mean_reward=-563.3829235122671
  275. == Status ==
  276. Memory usage on this node: 6.3/36.8 GiB
  277. Using FIFO scheduling algorithm.
  278. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  279. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  280. Number of trials: 25/100 (10 RUNNING, 15 TERMINATED)
  281.  
  282.  
  283. Trial train_0ee29214 reported mean_reward=-935.2117733900287 with parameters={'n_epochs': 36, 'gamma': 0.9562183171971409, 'ent_coef': 0.06367596224304416, 'learning_rate': 0.00014075795791286639, 'vf_coef': 0.8376670577413612, 'gae_lambda': 0.8024989289613665, 'max_grad_norm': 0.10692861522290371, 'n_steps': 512, 'batch_size': 256, 'n_envs': 4, 'clip_range': 2.2215562167518677}.
  284. == Status ==
  285. Memory usage on this node: 6.5/36.8 GiB
  286. Using FIFO scheduling algorithm.
  287. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  288. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  289. Number of trials: 25/100 (10 RUNNING, 15 TERMINATED)
  290.  
  291.  
  292. Trial train_0ee29214 completed. Last result: mean_reward=-935.2117733900287
  293. == Status ==
  294. Memory usage on this node: 6.5/36.8 GiB
  295. Using FIFO scheduling algorithm.
  296. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  297. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  298. Number of trials: 26/100 (10 RUNNING, 16 TERMINATED)
  299.  
  300.  
  301. Trial train_5c12aaf0 reported mean_reward=-522.6935001658939 with parameters={'n_epochs': 17, 'gamma': 0.9742759853781224, 'ent_coef': 0.0031717714250129934, 'learning_rate': 2.825546725716252e-05, 'vf_coef': 0.7273039495188955, 'gae_lambda': 0.8443041458814156, 'max_grad_norm': 5.108510779173171, 'n_steps': 1024, 'batch_size': 64, 'n_envs': 2, 'clip_range': 0.663288594029358}.
  302. == Status ==
  303. Memory usage on this node: 6.5/36.8 GiB
  304. Using FIFO scheduling algorithm.
  305. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  306. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  307. Number of trials: 26/100 (10 RUNNING, 16 TERMINATED)
  308.  
  309.  
  310. Trial train_5c12aaf0 completed. Last result: mean_reward=-522.6935001658939
  311. == Status ==
  312. Memory usage on this node: 6.5/36.8 GiB
  313. Using FIFO scheduling algorithm.
  314. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  315. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  316. Number of trials: 27/100 (10 RUNNING, 17 TERMINATED)
  317.  
  318.  
  319. Trial train_4c900ed2 reported mean_reward=-377.43092470351206 with parameters={'n_epochs': 30, 'gamma': 0.9960063374041564, 'ent_coef': 0.0010328847718407302, 'learning_rate': 5.027641361604917e-06, 'vf_coef': 0.9928996874244059, 'gae_lambda': 0.9622943344527888, 'max_grad_norm': 0.011962995409750814, 'n_steps': 1024, 'batch_size': 256, 'n_envs': 4, 'clip_range': 3.5764227962347515}.
  320. == Status ==
  321. Memory usage on this node: 6.7/36.8 GiB
  322. Using FIFO scheduling algorithm.
  323. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  324. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  325. Number of trials: 27/100 (10 RUNNING, 17 TERMINATED)
  326.  
  327.  
  328. Trial train_4c900ed2 completed. Last result: mean_reward=-377.43092470351206
  329. == Status ==
  330. Memory usage on this node: 6.4/36.8 GiB
  331. Using FIFO scheduling algorithm.
  332. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  333. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  334. Number of trials: 28/100 (10 RUNNING, 18 TERMINATED)
  335.  
  336.  
  337. Trial train_b26ba40a reported mean_reward=-556.4782940441041 with parameters={'n_epochs': 22, 'gamma': 0.9978252784165694, 'ent_coef': 0.0018257017593164056, 'learning_rate': 0.00048770412646869483, 'vf_coef': 0.9991983635936745, 'gae_lambda': 0.9830285253108706, 'max_grad_norm': 0.010063209892321345, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 3.632772378237513}.
  338. == Status ==
  339. Memory usage on this node: 6.5/36.8 GiB
  340. Using FIFO scheduling algorithm.
  341. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  342. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  343. Number of trials: 28/100 (10 RUNNING, 18 TERMINATED)
  344.  
  345.  
  346. Trial train_b26ba40a completed. Last result: mean_reward=-556.4782940441041
  347. == Status ==
  348. Memory usage on this node: 6.5/36.8 GiB
  349. Using FIFO scheduling algorithm.
  350. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  351. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  352. Number of trials: 29/100 (10 RUNNING, 19 TERMINATED)
  353.  
  354.  
  355. Trial train_e8720e30 reported mean_reward=-1085.772841298078 with parameters={'n_epochs': 44, 'gamma': 0.9882232918391847, 'ent_coef': 0.0017097685826939833, 'learning_rate': 1.0403372454869703e-05, 'vf_coef': 0.3511660454768307, 'gae_lambda': 0.9726598015954431, 'max_grad_norm': 0.4435251981916746, 'n_steps': 2048, 'batch_size': 64, 'n_envs': 2, 'clip_range': 4.3527125844365155}.
  356. == Status ==
  357. Memory usage on this node: 6.5/36.8 GiB
  358. Using FIFO scheduling algorithm.
  359. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  360. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  361. Number of trials: 29/100 (10 RUNNING, 19 TERMINATED)
  362.  
  363.  
  364. Trial train_e8720e30 completed. Last result: mean_reward=-1085.772841298078
  365. == Status ==
  366. Memory usage on this node: 6.5/36.8 GiB
  367. Using FIFO scheduling algorithm.
  368. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  369. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  370. Number of trials: 30/100 (10 RUNNING, 20 TERMINATED)
  371.  
  372.  
  373. Trial train_f11d5aae reported mean_reward=-345.8046197631969 with parameters={'n_epochs': 21, 'gamma': 0.9972872394786738, 'ent_coef': 0.0015060025243569931, 'learning_rate': 5.132765340483293e-06, 'vf_coef': 0.9918053744621975, 'gae_lambda': 0.9587360336663849, 'max_grad_norm': 0.012590704974546051, 'n_steps': 1024, 'batch_size': 64, 'n_envs': 4, 'clip_range': 3.707742016148609}.
  374. == Status ==
  375. Memory usage on this node: 6.5/36.8 GiB
  376. Using FIFO scheduling algorithm.
  377. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  378. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  379. Number of trials: 30/100 (10 RUNNING, 20 TERMINATED)
  380.  
  381.  
  382. Trial train_f11d5aae completed. Last result: mean_reward=-345.8046197631969
  383. == Status ==
  384. Memory usage on this node: 6.5/36.8 GiB
  385. Using FIFO scheduling algorithm.
  386. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  387. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  388. Number of trials: 31/100 (10 RUNNING, 21 TERMINATED)
  389.  
  390.  
  391. Trial train_a5ff1afa reported mean_reward=-268.988965290737 with parameters={'n_epochs': 18, 'gamma': 0.9979510280741928, 'ent_coef': 0.0010599538119432834, 'learning_rate': 5.07798351523676e-06, 'vf_coef': 0.9917325786453257, 'gae_lambda': 0.961669088273061, 'max_grad_norm': 0.010409600904357396, 'n_steps': 1024, 'batch_size': 64, 'n_envs': 4, 'clip_range': 3.465741353937279}.
  392. == Status ==
  393. Memory usage on this node: 6.5/36.8 GiB
  394. Using FIFO scheduling algorithm.
  395. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  396. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  397. Number of trials: 31/100 (10 RUNNING, 21 TERMINATED)
  398.  
  399.  
  400. Trial train_a5ff1afa completed. Last result: mean_reward=-268.988965290737
  401. == Status ==
  402. Memory usage on this node: 6.5/36.8 GiB
  403. Using FIFO scheduling algorithm.
  404. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  405. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  406. Number of trials: 32/100 (10 RUNNING, 22 TERMINATED)
  407.  
  408.  
  409. Trial train_14b4dfee reported mean_reward=-461.85619262626324 with parameters={'n_epochs': 19, 'gamma': 0.9978581999553989, 'ent_coef': 0.0011141313948415997, 'learning_rate': 5.1620977475553085e-06, 'vf_coef': 0.6303634670717481, 'gae_lambda': 0.957510137201311, 'max_grad_norm': 0.01166311201869438, 'n_steps': 1024, 'batch_size': 64, 'n_envs': 4, 'clip_range': 3.6368368598647023}.
  410. == Status ==
  411. Memory usage on this node: 6.5/36.8 GiB
  412. Using FIFO scheduling algorithm.
  413. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  414. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  415. Number of trials: 32/100 (10 RUNNING, 22 TERMINATED)
  416.  
  417.  
  418. Trial train_14b4dfee completed. Last result: mean_reward=-461.85619262626324
  419. == Status ==
  420. Memory usage on this node: 6.5/36.8 GiB
  421. Using FIFO scheduling algorithm.
  422. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  423. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  424. Number of trials: 33/100 (10 RUNNING, 23 TERMINATED)
  425.  
  426.  
  427. Trial train_f9b7c75c reported mean_reward=-524.8576889700688 with parameters={'n_epochs': 21, 'gamma': 0.998052415894897, 'ent_coef': 0.0012238293143776717, 'learning_rate': 5.225080710715839e-06, 'vf_coef': 0.5869720699065643, 'gae_lambda': 0.9611356362439506, 'max_grad_norm': 0.013869425220748797, 'n_steps': 1024, 'batch_size': 64, 'n_envs': 4, 'clip_range': 3.9514092843195376}.
  428. == Status ==
  429. Memory usage on this node: 6.5/36.8 GiB
  430. Using FIFO scheduling algorithm.
  431. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  432. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  433. Number of trials: 33/100 (10 RUNNING, 23 TERMINATED)
  434.  
  435.  
  436. Trial train_f9b7c75c completed. Last result: mean_reward=-524.8576889700688
  437. == Status ==
  438. Memory usage on this node: 6.3/36.8 GiB
  439. Using FIFO scheduling algorithm.
  440. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  441. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  442. Number of trials: 34/100 (10 RUNNING, 24 TERMINATED)
  443.  
  444.  
  445. Trial train_68035550 reported mean_reward=-324.82600756425336 with parameters={'n_epochs': 31, 'gamma': 0.992872138442006, 'ent_coef': 0.0017617324261900527, 'learning_rate': 5.099789075169664e-06, 'vf_coef': 0.6175036492366595, 'gae_lambda': 0.9540808659734084, 'max_grad_norm': 0.01046113099658252, 'n_steps': 1024, 'batch_size': 128, 'n_envs': 4, 'clip_range': 1.3143422466662493}.
  446. == Status ==
  447. Memory usage on this node: 6.3/36.8 GiB
  448. Using FIFO scheduling algorithm.
  449. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  450. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  451. Number of trials: 34/100 (10 RUNNING, 24 TERMINATED)
  452.  
  453.  
  454. Trial train_68035550 completed. Last result: mean_reward=-324.82600756425336
  455. == Status ==
  456. Memory usage on this node: 6.3/36.8 GiB
  457. Using FIFO scheduling algorithm.
  458. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  459. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  460. Number of trials: 35/100 (10 RUNNING, 25 TERMINATED)
  461.  
  462.  
  463. Trial train_00cc52ca reported mean_reward=-371.5124002389959 with parameters={'n_epochs': 28, 'gamma': 0.9841304245077485, 'ent_coef': 0.0023418459264230563, 'learning_rate': 7.63242966796687e-06, 'vf_coef': 0.9218736421460677, 'gae_lambda': 0.9347987274307993, 'max_grad_norm': 0.023609649097521092, 'n_steps': 4096, 'batch_size': 128, 'n_envs': 4, 'clip_range': 4.890795612082926}.
  464. == Status ==
  465. Memory usage on this node: 6.6/36.8 GiB
  466. Using FIFO scheduling algorithm.
  467. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  468. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  469. Number of trials: 35/100 (10 RUNNING, 25 TERMINATED)
  470.  
  471.  
  472. Trial train_00cc52ca completed. Last result: mean_reward=-371.5124002389959
  473. == Status ==
  474. Memory usage on this node: 6.3/36.8 GiB
  475. Using FIFO scheduling algorithm.
  476. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  477. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  478. Number of trials: 36/100 (10 RUNNING, 26 TERMINATED)
  479.  
  480.  
  481. Trial train_a7732c64 reported mean_reward=-129.86697334053852 with parameters={'n_epochs': 26, 'gamma': 0.9837085944691571, 'ent_coef': 0.0010257204923172628, 'learning_rate': 5.156695440598566e-06, 'vf_coef': 0.6029813919750556, 'gae_lambda': 0.9412255800151658, 'max_grad_norm': 0.028344261815472532, 'n_steps': 1024, 'batch_size': 64, 'n_envs': 4, 'clip_range': 4.701147915245008}.
  482. == Status ==
  483. Memory usage on this node: 6.4/36.8 GiB
  484. Using FIFO scheduling algorithm.
  485. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  486. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  487. Number of trials: 36/100 (10 RUNNING, 26 TERMINATED)
  488.  
  489.  
  490. Trial train_a7732c64 completed. Last result: mean_reward=-129.86697334053852
  491. == Status ==
  492. Memory usage on this node: 6.4/36.8 GiB
  493. Using FIFO scheduling algorithm.
  494. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  495. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  496. Number of trials: 37/100 (10 RUNNING, 27 TERMINATED)
  497.  
  498.  
  499. Trial train_6455cf7a reported mean_reward=-410.22849924899674 with parameters={'n_epochs': 29, 'gamma': 0.9833354241399488, 'ent_coef': 0.0028857916533819666, 'learning_rate': 7.795684310075243e-06, 'vf_coef': 0.9326792745368249, 'gae_lambda': 0.9330166900609024, 'max_grad_norm': 0.031122667891620517, 'n_steps': 4096, 'batch_size': 128, 'n_envs': 4, 'clip_range': 4.9595263724741585}.
  500. == Status ==
  501. Memory usage on this node: 6.4/36.8 GiB
  502. Using FIFO scheduling algorithm.
  503. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  504. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  505. Number of trials: 37/100 (10 RUNNING, 27 TERMINATED)
  506.  
  507.  
  508. Trial train_6455cf7a completed. Last result: mean_reward=-410.22849924899674
  509. == Status ==
  510. Memory usage on this node: 6.4/36.8 GiB
  511. Using FIFO scheduling algorithm.
  512. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  513. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  514. Number of trials: 38/100 (10 RUNNING, 28 TERMINATED)
  515.  
  516.  
  517. Trial train_29f19fe8 reported mean_reward=-310.14081992315255 with parameters={'n_epochs': 10, 'gamma': 0.9817934227169071, 'ent_coef': 0.0025577384641995485, 'learning_rate': 8.42208761887369e-06, 'vf_coef': 0.9148606927171767, 'gae_lambda': 0.9338091261860255, 'max_grad_norm': 0.025994818299095678, 'n_steps': 4096, 'batch_size': 32, 'n_envs': 4, 'clip_range': 3.243882349983619}.
  518. == Status ==
  519. Memory usage on this node: 6.4/36.8 GiB
  520. Using FIFO scheduling algorithm.
  521. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  522. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  523. Number of trials: 38/100 (10 RUNNING, 28 TERMINATED)
  524.  
  525.  
  526. Trial train_29f19fe8 completed. Last result: mean_reward=-310.14081992315255
  527. == Status ==
  528. Memory usage on this node: 6.5/36.8 GiB
  529. Using FIFO scheduling algorithm.
  530. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  531. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  532. Number of trials: 39/100 (10 RUNNING, 29 TERMINATED)
  533.  
  534.  
  535. Trial train_defce75c reported mean_reward=-246.5209638258722 with parameters={'n_epochs': 28, 'gamma': 0.9978484575036897, 'ent_coef': 0.0011078498816869395, 'learning_rate': 5.230640389126155e-06, 'vf_coef': 0.979786862675714, 'gae_lambda': 0.9520322059524792, 'max_grad_norm': 0.014493482915541731, 'n_steps': 1024, 'batch_size': 32, 'n_envs': 4, 'clip_range': 1.4962153381812737}.(pid=22852) 2021-04-06 03:58:52.567487: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  536. (pid=1973, ip=10.128.0.26) 2021-04-06 03:58:53.121830: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  537. (pid=22877) 2021-04-06 03:58:53.189818: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  538. (pid=1983, ip=10.128.0.26) 2021-04-06 03:58:53.398335: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  539. (pid=1982, ip=10.128.0.26) 2021-04-06 03:58:53.539703: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  540. (pid=1976, ip=10.128.0.26) 2021-04-06 03:58:53.605646: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  541. (pid=1970, ip=10.128.0.27) 2021-04-06 03:58:53.965211: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  542. (pid=1945, ip=10.128.0.27) 2021-04-06 03:58:54.006639: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  543. (pid=1972, ip=10.128.0.27) 2021-04-06 03:58:54.016910: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  544. (pid=1954, ip=10.128.0.27) 2021-04-06 03:58:54.367144: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  545. (pid=1955, ip=10.128.0.27) 2021-04-06 04:30:01.213345: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  546. (pid=1977, ip=10.128.0.26) 2021-04-06 04:32:45.207709: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  547. (pid=3909, ip=10.128.0.26) 2021-04-06 04:45:32.395099: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  548. (pid=22878) 2021-04-06 04:57:46.279654: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  549. (pid=1949, ip=10.128.0.27) 2021-04-06 05:03:04.997955: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  550. (pid=1948, ip=10.128.0.27) 2021-04-06 05:13:10.544435: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  551. (pid=22867) 2021-04-06 05:16:04.609238: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  552. (pid=3925, ip=10.128.0.26) 2021-04-06 05:29:33.544855: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  553. (pid=6024, ip=10.128.0.27) 2021-04-06 05:40:14.943566: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  554. (pid=3926, ip=10.128.0.26) 2021-04-06 05:48:26.918995: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  555. (pid=3920, ip=10.128.0.26) 2021-04-06 05:50:12.080211: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  556. (pid=22866) 2021-04-06 05:57:36.080761: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  557. (pid=6040, ip=10.128.0.27) 2021-04-06 06:05:30.703628: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  558. (pid=6041, ip=10.128.0.27) 2021-04-06 06:09:34.473879: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  559. (pid=22861) 2021-04-06 06:21:23.490839: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  560. (pid=3919, ip=10.128.0.26) 2021-04-06 06:36:28.478223: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  561. (pid=6035, ip=10.128.0.27) 2021-04-06 06:39:48.114580: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  562. (pid=22860) 2021-04-06 07:01:37.796624: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  563. (pid=3913, ip=10.128.0.26) 2021-04-06 07:02:54.091404: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  564. (pid=3912, ip=10.128.0.26) 2021-04-06 07:17:35.483388: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  565. (pid=10251, ip=10.128.0.26) 2021-04-06 07:21:12.278622: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  566. (pid=6034, ip=10.128.0.27) 2021-04-06 07:29:39.988052: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  567. (pid=6028, ip=10.128.0.27) 2021-04-06 07:33:38.333722: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  568. (pid=22853) 2021-04-06 07:38:00.931822: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  569. (pid=10265, ip=10.128.0.26) 2021-04-06 07:39:09.822897: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  570. (pid=22851) 2021-04-06 08:45:13.608836: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  571. (pid=10264, ip=10.128.0.26) 2021-04-06 08:46:16.215960: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  572. (pid=6029, ip=10.128.0.27) 2021-04-06 08:54:09.025947: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  573. (pid=10261, ip=10.128.0.26) 2021-04-06 09:16:44.320578: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  574. (pid=15967, ip=10.128.0.27) 2021-04-06 09:51:30.602098: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  575. (pid=10253, ip=10.128.0.26) 2021-04-06 10:07:08.584551: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  576. (pid=10252, ip=10.128.0.26) 2021-04-06 10:10:50.127087: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  577. (pid=15984, ip=10.128.0.27) 2021-04-06 10:11:29.019543: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  578. (pid=16951, ip=10.128.0.26) 2021-04-06 10:11:43.090161: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  579. (pid=4970) 2021-04-06 10:16:45.489325: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  580. == Status ==
  581. Memory usage on this node: 6.5/36.8 GiB
  582. Using FIFO scheduling algorithm.
  583. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  584. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  585. Number of trials: 39/100 (10 RUNNING, 29 TERMINATED)
  586.  
  587.  
  588. Trial train_defce75c completed. Last result: mean_reward=-246.5209638258722
  589. == Status ==
  590. Memory usage on this node: 6.5/36.8 GiB
  591. Using FIFO scheduling algorithm.
  592. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  593. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  594. Number of trials: 40/100 (10 RUNNING, 30 TERMINATED)
  595.  
  596.  
  597. Trial train_266eb5d4 reported mean_reward=-580.10391139739 with parameters={'n_epochs': 29, 'gamma': 0.981086321424126, 'ent_coef': 0.001161564751399801, 'learning_rate': 7.106026984447179e-06, 'vf_coef': 0.6042986250083019, 'gae_lambda': 0.9347997806802182, 'max_grad_norm': 0.027085856928649173, 'n_steps': 4096, 'batch_size': 32, 'n_envs': 4, 'clip_range': 4.986617860384316}.
  598. == Status ==
  599. Memory usage on this node: 6.5/36.8 GiB
  600. Using FIFO scheduling algorithm.
  601. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  602. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  603. Number of trials: 40/100 (10 RUNNING, 30 TERMINATED)
  604.  
  605.  
  606. Trial train_266eb5d4 completed. Last result: mean_reward=-580.10391139739
  607. == Status ==
  608. Memory usage on this node: 6.5/36.8 GiB
  609. Using FIFO scheduling algorithm.
  610. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  611. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  612. Number of trials: 41/100 (10 RUNNING, 31 TERMINATED)
  613.  
  614.  
  615. Trial train_19084510 reported mean_reward=-311.4219953239831 with parameters={'n_epochs': 30, 'gamma': 0.9867947582986878, 'ent_coef': 0.0010008106368349869, 'learning_rate': 5.049327453718845e-06, 'vf_coef': 0.595041999537498, 'gae_lambda': 0.9464268071603941, 'max_grad_norm': 0.026114402602581653, 'n_steps': 1024, 'batch_size': 32, 'n_envs': 4, 'clip_range': 1.5386046329076835}.
  616. == Status ==
  617. Memory usage on this node: 6.5/36.8 GiB
  618. Using FIFO scheduling algorithm.
  619. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  620. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  621. Number of trials: 41/100 (10 RUNNING, 31 TERMINATED)
  622.  
  623.  
  624. Trial train_19084510 completed. Last result: mean_reward=-311.4219953239831
  625. == Status ==
  626. Memory usage on this node: 6.5/36.8 GiB
  627. Using FIFO scheduling algorithm.
  628. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  629. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  630. Number of trials: 42/100 (10 RUNNING, 32 TERMINATED)
  631.  
  632.  
  633. Trial train_8d25f73c reported mean_reward=-1380.1533779010883 with parameters={'n_epochs': 46, 'gamma': 0.9650661710038213, 'ent_coef': 0.04731653673490129, 'learning_rate': 0.0001628654977267915, 'vf_coef': 0.8966654240504669, 'gae_lambda': 0.8617948481831901, 'max_grad_norm': 4.370510964315286, 'n_steps': 2048, 'batch_size': 32, 'n_envs': 4, 'clip_range': 4.424211765081673}.
  634. == Status ==
  635. Memory usage on this node: 6.5/36.8 GiB
  636. Using FIFO scheduling algorithm.
  637. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  638. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  639. Number of trials: 42/100 (10 RUNNING, 32 TERMINATED)
  640.  
  641.  
  642. Trial train_8d25f73c completed. Last result: mean_reward=-1380.1533779010883
  643. == Status ==
  644. Memory usage on this node: 6.5/36.8 GiB
  645. Using FIFO scheduling algorithm.
  646. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  647. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  648. Number of trials: 43/100 (10 RUNNING, 33 TERMINATED)
  649.  
  650.  
  651. Trial train_cb816d40 reported mean_reward=-649.8611963628441 with parameters={'n_epochs': 26, 'gamma': 0.9654539280766241, 'ent_coef': 0.007027427296639468, 'learning_rate': 1.6885227186014537e-05, 'vf_coef': 0.5013219386810934, 'gae_lambda': 0.8892881100317948, 'max_grad_norm': 0.5813705717089807, 'n_steps': 128, 'batch_size': 256, 'n_envs': 4, 'clip_range': 4.580768844182447}.
  652. == Status ==
  653. Memory usage on this node: 6.5/36.8 GiB
  654. Using FIFO scheduling algorithm.
  655. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  656. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  657. Number of trials: 43/100 (10 RUNNING, 33 TERMINATED)
  658.  
  659.  
  660. Trial train_cb816d40 completed. Last result: mean_reward=-649.8611963628441
  661. == Status ==
  662. Memory usage on this node: 6.5/36.8 GiB
  663. Using FIFO scheduling algorithm.
  664. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  665. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  666. Number of trials: 44/100 (10 RUNNING, 34 TERMINATED)
  667.  
  668.  
  669. Trial train_eb9c8294 reported mean_reward=-191.72716977927354 with parameters={'n_epochs': 29, 'gamma': 0.9868970528570007, 'ent_coef': 0.0010835622130084435, 'learning_rate': 5.1178392825161035e-06, 'vf_coef': 0.5860183489230938, 'gae_lambda': 0.952595750189501, 'max_grad_norm': 0.02525882464795821, 'n_steps': 4096, 'batch_size': 32, 'n_envs': 4, 'clip_range': 4.932241269542309}.
  670. == Status ==
  671. Memory usage on this node: 6.5/36.8 GiB
  672. Using FIFO scheduling algorithm.
  673. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  674. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  675. Number of trials: 44/100 (10 RUNNING, 34 TERMINATED)
  676.  
  677.  
  678. Trial train_eb9c8294 completed. Last result: mean_reward=-191.72716977927354
  679. == Status ==
  680. Memory usage on this node: 6.4/36.8 GiB
  681. Using FIFO scheduling algorithm.
  682. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  683. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  684. Number of trials: 45/100 (10 RUNNING, 35 TERMINATED)
  685.  
  686.  
  687. Trial train_d64b5362 reported mean_reward=-200.949573745647 with parameters={'n_epochs': 28, 'gamma': 0.9867729515314969, 'ent_coef': 0.0010523835066698305, 'learning_rate': 6.2843074196277e-06, 'vf_coef': 0.5617346102423278, 'gae_lambda': 0.939151298451318, 'max_grad_norm': 0.02020296650542117, 'n_steps': 1024, 'batch_size': 32, 'n_envs': 4, 'clip_range': 3.16914643659411}.
  688. == Status ==
  689. Memory usage on this node: 6.8/36.8 GiB
  690. Using FIFO scheduling algorithm.
  691. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  692. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  693. Number of trials: 45/100 (10 RUNNING, 35 TERMINATED)
  694.  
  695.  
  696. Trial train_d64b5362 completed. Last result: mean_reward=-200.949573745647
  697. == Status ==
  698. Memory usage on this node: 6.8/36.8 GiB
  699. Using FIFO scheduling algorithm.
  700. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  701. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  702. Number of trials: 46/100 (10 RUNNING, 36 TERMINATED)
  703.  
  704.  
  705. Trial train_649864f2 reported mean_reward=-560.2225705759366 with parameters={'n_epochs': 12, 'gamma': 0.9785600600906069, 'ent_coef': 0.0033773024367478267, 'learning_rate': 8.380153516021163e-06, 'vf_coef': 0.802491311338126, 'gae_lambda': 0.9364248972515549, 'max_grad_norm': 0.026844192503288723, 'n_steps': 1024, 'batch_size': 32, 'n_envs': 4, 'clip_range': 3.0969853387765056}.
  706. == Status ==
  707. Memory usage on this node: 6.8/36.8 GiB
  708. Using FIFO scheduling algorithm.
  709. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  710. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  711. Number of trials: 46/100 (10 RUNNING, 36 TERMINATED)
  712.  
  713.  
  714. Trial train_649864f2 completed. Last result: mean_reward=-560.2225705759366
  715. == Status ==
  716. Memory usage on this node: 6.5/36.8 GiB
  717. Using FIFO scheduling algorithm.
  718. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  719. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  720. Number of trials: 47/100 (10 RUNNING, 37 TERMINATED)
  721.  
  722.  
  723. Trial train_89e225cc reported mean_reward=-459.10555248372003 with parameters={'n_epochs': 13, 'gamma': 0.9808315513460296, 'ent_coef': 0.0036317510238292683, 'learning_rate': 8.692209355757122e-06, 'vf_coef': 0.49666305245999454, 'gae_lambda': 0.9386417105290568, 'max_grad_norm': 0.03017811332121941, 'n_steps': 1024, 'batch_size': 32, 'n_envs': 4, 'clip_range': 4.977085802302457}.
  724. == Status ==
  725. Memory usage on this node: 6.7/36.8 GiB
  726. Using FIFO scheduling algorithm.
  727. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  728. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  729. Number of trials: 47/100 (10 RUNNING, 37 TERMINATED)
  730.  
  731.  
  732. Trial train_89e225cc completed. Last result: mean_reward=-459.10555248372003
  733. == Status ==
  734. Memory usage on this node: 6.7/36.8 GiB
  735. Using FIFO scheduling algorithm.
  736. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  737. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  738. Number of trials: 48/100 (10 RUNNING, 38 TERMINATED)
  739.  
  740.  
  741. Trial train_a3a084bc reported mean_reward=-492.17365519315103 with parameters={'n_epochs': 12, 'gamma': 0.9758185011785895, 'ent_coef': 0.00477357692201985, 'learning_rate': 1.6309501514450187e-05, 'vf_coef': 0.5080773757400527, 'gae_lambda': 0.890038563109493, 'max_grad_norm': 0.5309700423054672, 'n_steps': 128, 'batch_size': 32, 'n_envs': 4, 'clip_range': 4.5438101256661465}.
  742. == Status ==
  743. Memory usage on this node: 6.7/36.8 GiB
  744. Using FIFO scheduling algorithm.
  745. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  746. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  747. Number of trials: 48/100 (10 RUNNING, 38 TERMINATED)
  748.  
  749.  
  750. Trial train_a3a084bc completed. Last result: mean_reward=-492.17365519315103
  751. == Status ==
  752. Memory usage on this node: 6.8/36.8 GiB
  753. Using FIFO scheduling algorithm.
  754. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  755. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  756. Number of trials: 49/100 (10 RUNNING, 39 TERMINATED)
  757.  
  758.  
  759. Trial train_a6f84796 reported mean_reward=-785.1227358523179 with parameters={'n_epochs': 35, 'gamma': 0.9672108819504502, 'ent_coef': 0.0050756311277812775, 'learning_rate': 1.5487157403573614e-05, 'vf_coef': 0.511890580744301, 'gae_lambda': 0.8804874339894561, 'max_grad_norm': 0.5559245039964187, 'n_steps': 128, 'batch_size': 256, 'n_envs': 4, 'clip_range': 4.644899791327087}.
  760. == Status ==
  761. Memory usage on this node: 6.8/36.8 GiB
  762. Using FIFO scheduling algorithm.
  763. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  764. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  765. Number of trials: 49/100 (10 RUNNING, 39 TERMINATED)
  766.  
  767.  
  768. Trial train_a6f84796 completed. Last result: mean_reward=-785.1227358523179
  769. == Status ==
  770. Memory usage on this node: 6.8/36.8 GiB
  771. Using FIFO scheduling algorithm.
  772. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  773. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  774. Number of trials: 50/100 (10 RUNNING, 40 TERMINATED)
  775.  
  776.  
  777. Trial train_2d73795a reported mean_reward=-132.16102306148784 with parameters={'n_epochs': 35, 'gamma': 0.9745801019174328, 'ent_coef': 0.0036283140423028735, 'learning_rate': 1.3102920586787296e-05, 'vf_coef': 0.7942511699278487, 'gae_lambda': 0.9149235949456498, 'max_grad_norm': 0.04716120162529914, 'n_steps': 256, 'batch_size': 256, 'n_envs': 4, 'clip_range': 4.646361062893329}.
  778. == Status ==
  779. Memory usage on this node: 6.8/36.8 GiB
  780. Using FIFO scheduling algorithm.
  781. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  782. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  783. Number of trials: 50/100 (10 RUNNING, 40 TERMINATED)
  784.  
  785.  
  786. Trial train_2d73795a completed. Last result: mean_reward=-132.16102306148784
  787. == Status ==
  788. Memory usage on this node: 6.5/36.8 GiB
  789. Using FIFO scheduling algorithm.
  790. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  791. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  792. Number of trials: 51/100 (10 RUNNING, 41 TERMINATED)
  793.  
  794.  
  795. Trial train_7159028a reported mean_reward=-635.7838140617382 with parameters={'n_epochs': 35, 'gamma': 0.9741479938201858, 'ent_coef': 0.004931712671203676, 'learning_rate': 1.4985753846197684e-05, 'vf_coef': 0.786538015112644, 'gae_lambda': 0.8921627397746656, 'max_grad_norm': 0.018706403006280174, 'n_steps': 1024, 'batch_size': 256, 'n_envs': 4, 'clip_range': 0.14893933929606876}.
  796. == Status ==
  797. Memory usage on this node: 6.7/36.8 GiB
  798. Using FIFO scheduling algorithm.
  799. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  800. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  801. Number of trials: 51/100 (10 RUNNING, 41 TERMINATED)
  802.  
  803.  
  804. Trial train_7159028a completed. Last result: mean_reward=-635.7838140617382
  805. == Status ==
  806. Memory usage on this node: 6.7/36.8 GiB
  807. Using FIFO scheduling algorithm.
  808. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  809. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  810. Number of trials: 52/100 (10 RUNNING, 42 TERMINATED)
  811.  
  812.  
  813. Trial train_adf8907c reported mean_reward=-523.016484295412 with parameters={'n_epochs': 33, 'gamma': 0.9702169845498445, 'ent_coef': 0.0021711778869191235, 'learning_rate': 1.2688785226392357e-05, 'vf_coef': 0.6789472943203231, 'gae_lambda': 0.9173501495909502, 'max_grad_norm': 0.05193768954302682, 'n_steps': 256, 'batch_size': 256, 'n_envs': 8, 'clip_range': 4.674216602301773}.
  814. == Status ==
  815. Memory usage on this node: 6.8/36.8 GiB
  816. Using FIFO scheduling algorithm.
  817. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  818. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  819. Number of trials: 52/100 (10 RUNNING, 42 TERMINATED)
  820.  
  821.  
  822. Trial train_adf8907c completed. Last result: mean_reward=-523.016484295412
  823. == Status ==
  824. Memory usage on this node: 6.8/36.8 GiB
  825. Using FIFO scheduling algorithm.
  826. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  827. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  828. Number of trials: 53/100 (10 RUNNING, 43 TERMINATED)
  829.  
  830.  
  831. Trial train_627e20e4 reported mean_reward=-463.7465582157014 with parameters={'n_epochs': 34, 'gamma': 0.9694883235515671, 'ent_coef': 0.004764010719438117, 'learning_rate': 1.3301155079964717e-05, 'vf_coef': 0.6552515839039642, 'gae_lambda': 0.9057778011782248, 'max_grad_norm': 0.049365450109579864, 'n_steps': 256, 'batch_size': 256, 'n_envs': 4, 'clip_range': 4.684812486007828}.
  832. == Status ==
  833. Memory usage on this node: 6.8/36.8 GiB
  834. Using FIFO scheduling algorithm.
  835. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  836. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  837. Number of trials: 53/100 (10 RUNNING, 43 TERMINATED)
  838.  
  839.  
  840. Trial train_627e20e4 completed. Last result: mean_reward=-463.7465582157014
  841. == Status ==
  842. Memory usage on this node: 6.5/36.8 GiB
  843. Using FIFO scheduling algorithm.
  844. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  845. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  846. Number of trials: 54/100 (10 RUNNING, 44 TERMINATED)
  847.  
  848.  
  849. Trial train_fbc10e66 reported mean_reward=-522.7071348900868 with parameters={'n_epochs': 36, 'gamma': 0.9757539285713709, 'ent_coef': 0.0033683231223407164, 'learning_rate': 1.3130418538001255e-05, 'vf_coef': 0.7898435496274385, 'gae_lambda': 0.9198293420334431, 'max_grad_norm': 0.04326281676069876, 'n_steps': 4096, 'batch_size': 256, 'n_envs': 4, 'clip_range': 4.647093209331839}.
  850. == Status ==
  851. Memory usage on this node: 6.6/36.8 GiB
  852. Using FIFO scheduling algorithm.
  853. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  854. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  855. Number of trials: 54/100 (10 RUNNING, 44 TERMINATED)
  856.  
  857.  
  858. Trial train_fbc10e66 completed. Last result: mean_reward=-522.7071348900868
  859. == Status ==
  860. Memory usage on this node: 6.6/36.8 GiB
  861. Using FIFO scheduling algorithm.
  862. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  863. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  864. Number of trials: 55/100 (10 RUNNING, 45 TERMINATED)
  865.  
  866.  
  867. Trial train_3ce27e26 reported mean_reward=-142.12061332572705 with parameters={'n_epochs': 25, 'gamma': 0.9711621183489229, 'ent_coef': 0.0014691657225950469, 'learning_rate': 1.1115491571437999e-05, 'vf_coef': 0.6772288722349525, 'gae_lambda': 0.9173962096583105, 'max_grad_norm': 0.05389739344234094, 'n_steps': 256, 'batch_size': 256, 'n_envs': 8, 'clip_range': 0.2812295131204795}.
  868. == Status ==
  869. Memory usage on this node: 6.6/36.8 GiB
  870. Using FIFO scheduling algorithm.
  871. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  872. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  873. Number of trials: 55/100 (10 RUNNING, 45 TERMINATED)
  874.  
  875.  
  876. Trial train_3ce27e26 completed. Last result: mean_reward=-142.12061332572705
  877. == Status ==
  878. Memory usage on this node: 6.6/36.8 GiB
  879. Using FIFO scheduling algorithm.
  880. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  881. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  882. Number of trials: 56/100 (10 RUNNING, 46 TERMINATED)
  883.  
  884.  
  885. Trial train_44d42d8e reported mean_reward=-568.5669696419566 with parameters={'n_epochs': 36, 'gamma': 0.9720783621417074, 'ent_coef': 0.002051076101635262, 'learning_rate': 1.2581810615680529e-05, 'vf_coef': 0.7719235558853053, 'gae_lambda': 0.9164561185196808, 'max_grad_norm': 0.04950513665239127, 'n_steps': 256, 'batch_size': 256, 'n_envs': 8, 'clip_range': 0.3056590137255757}.
  886. == Status ==
  887. Memory usage on this node: 6.7/36.8 GiB
  888. Using FIFO scheduling algorithm.
  889. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  890. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  891. Number of trials: 56/100 (10 RUNNING, 46 TERMINATED)
  892.  
  893.  
  894. Trial train_44d42d8e completed. Last result: mean_reward=-568.5669696419566
  895. == Status ==
  896. Memory usage on this node: 6.7/36.8 GiB
  897. Using FIFO scheduling algorithm.
  898. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  899. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  900. Number of trials: 57/100 (10 RUNNING, 47 TERMINATED)
  901.  
  902.  
  903. Trial train_52876df4 reported mean_reward=-469.5302502380484 with parameters={'n_epochs': 37, 'gamma': 0.9707634982697219, 'ent_coef': 0.009561562343160069, 'learning_rate': 1.1868658078978288e-05, 'vf_coef': 0.6488393141989011, 'gae_lambda': 0.9209006997442368, 'max_grad_norm': 0.050860675819269965, 'n_steps': 256, 'batch_size': 256, 'n_envs': 8, 'clip_range': 4.145154790895961}.
  904. == Status ==
  905. Memory usage on this node: 6.7/36.8 GiB
  906. Using FIFO scheduling algorithm.
  907. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  908. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  909. Number of trials: 57/100 (10 RUNNING, 47 TERMINATED)
  910.  
  911.  
  912. Trial train_52876df4 completed. Last result: mean_reward=-469.5302502380484
  913. == Status ==
  914. Memory usage on this node: 6.4/36.8 GiB
  915. Using FIFO scheduling algorithm.
  916. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  917. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  918. Number of trials: 58/100 (10 RUNNING, 48 TERMINATED)
  919.  
  920.  
  921. Trial train_82b14dee reported mean_reward=-698.7828871141223 with parameters={'n_epochs': 33, 'gamma': 0.9712239740005552, 'ent_coef': 0.01010776940818101, 'learning_rate': 2.2125942314450925e-05, 'vf_coef': 0.6994285702430366, 'gae_lambda': 0.9161392901738841, 'max_grad_norm': 0.0497257837411903, 'n_steps': 256, 'batch_size': 256, 'n_envs': 8, 'clip_range': 4.203289715566219}.
  922. == Status ==
  923. Memory usage on this node: 6.6/36.8 GiB
  924. Using FIFO scheduling algorithm.
  925. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  926. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  927. Number of trials: 58/100 (10 RUNNING, 48 TERMINATED)
  928.  
  929.  
  930. Trial train_82b14dee completed. Last result: mean_reward=-698.7828871141223
  931. == Status ==
  932. Memory usage on this node: 6.6/36.8 GiB
  933. Using FIFO scheduling algorithm.
  934. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  935. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  936. Number of trials: 59/100 (10 RUNNING, 49 TERMINATED)
  937.  
  938.  
  939. Trial train_c52c74fa reported mean_reward=-589.3935337927447 with parameters={'n_epochs': 39, 'gamma': 0.9907860558581996, 'ent_coef': 0.009597215992828806, 'learning_rate': 2.1905747006814283e-05, 'vf_coef': 0.6664843931211706, 'gae_lambda': 0.915710447939696, 'max_grad_norm': 0.174219661529653, 'n_steps': 256, 'batch_size': 256, 'n_envs': 2, 'clip_range': 4.247959064973178}.
  940. == Status ==
  941. Memory usage on this node: 6.6/36.8 GiB
  942. Using FIFO scheduling algorithm.
  943. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  944. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  945. Number of trials: 59/100 (10 RUNNING, 49 TERMINATED)
  946.  
  947.  
  948. Trial train_c52c74fa completed. Last result: mean_reward=-589.3935337927447
  949. == Status ==
  950. Memory usage on this node: 6.6/36.8 GiB
  951. Using FIFO scheduling algorithm.
  952. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  953. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  954. Number of trials: 60/100 (10 RUNNING, 50 TERMINATED)
  955.  
  956.  
  957. Trial train_fe2d5430 reported mean_reward=-419.3313241743639 with parameters={'n_epochs': 40, 'gamma': 0.9902609884026525, 'ent_coef': 0.013762483356475034, 'learning_rate': 2.6781213570168142e-05, 'vf_coef': 0.7597905079580374, 'gae_lambda': 0.9188619593813011, 'max_grad_norm': 0.1769168175715946, 'n_steps': 256, 'batch_size': 256, 'n_envs': 2, 'clip_range': 4.2477664019822114}.
  958. == Status ==
  959. Memory usage on this node: 6.6/36.8 GiB
  960. Using FIFO scheduling algorithm.
  961. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  962. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  963. Number of trials: 60/100 (10 RUNNING, 50 TERMINATED)
  964.  
  965.  
  966. Trial train_fe2d5430 completed. Last result: mean_reward=-419.3313241743639
  967. == Status ==
  968. Memory usage on this node: 6.3/36.8 GiB
  969. Using FIFO scheduling algorithm.
  970. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  971. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  972. Number of trials: 61/100 (10 RUNNING, 51 TERMINATED)
  973.  
  974.  
  975. Trial train_3aa69cd2 reported mean_reward=-556.2874647080133 with parameters={'n_epochs': 40, 'gamma': 0.9895049723914322, 'ent_coef': 0.011093486497678967, 'learning_rate': 2.242585044386135e-05, 'vf_coef': 0.7051530869712619, 'gae_lambda': 0.98110724520602, 'max_grad_norm': 0.2078168317272404, 'n_steps': 256, 'batch_size': 128, 'n_envs': 8, 'clip_range': 3.955127649391039}.
  976. == Status ==
  977. Memory usage on this node: 6.5/36.8 GiB
  978. Using FIFO scheduling algorithm.
  979. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  980. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  981. Number of trials: 61/100 (10 RUNNING, 51 TERMINATED)
  982.  
  983.  
  984. Trial train_3aa69cd2 completed. Last result: mean_reward=-556.2874647080133
  985. == Status ==
  986. Memory usage on this node: 6.5/36.8 GiB
  987. Using FIFO scheduling algorithm.
  988. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  989. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  990. Number of trials: 62/100 (10 RUNNING, 52 TERMINATED)
  991.  
  992.  
  993. Trial train_924e25dc reported mean_reward=-423.6473662916776 with parameters={'n_epochs': 24, 'gamma': 0.9913815958824802, 'ent_coef': 0.0014407571789587837, 'learning_rate': 2.5169298535309496e-05, 'vf_coef': 0.6928641843786604, 'gae_lambda': 0.9011578286833098, 'max_grad_norm': 0.20310843125191722, 'n_steps': 256, 'batch_size': 256, 'n_envs': 8, 'clip_range': 0.745807286966861}.
  994. == Status ==
  995. Memory usage on this node: 6.5/36.8 GiB
  996. Using FIFO scheduling algorithm.
  997. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  998. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  999. Number of trials: 62/100 (10 RUNNING, 52 TERMINATED)
  1000.  
  1001.  
  1002. Trial train_924e25dc completed. Last result: mean_reward=-423.6473662916776
  1003. == Status ==
  1004. Memory usage on this node: 6.5/36.8 GiB
  1005. Using FIFO scheduling algorithm.
  1006. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1007. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1008. Number of trials: 63/100 (10 RUNNING, 53 TERMINATED)
  1009.  
  1010.  
  1011. Trial train_92af47bc reported mean_reward=-634.4526325018145 with parameters={'n_epochs': 39, 'gamma': 0.9612259153731344, 'ent_coef': 0.01102007411636112, 'learning_rate': 2.368852993366731e-05, 'vf_coef': 0.7391218134380692, 'gae_lambda': 0.9001278799221573, 'max_grad_norm': 0.17150419484312257, 'n_steps': 256, 'batch_size': 256, 'n_envs': 8, 'clip_range': 0.5874781958432049}.
  1012. == Status ==
  1013. Memory usage on this node: 6.5/36.8 GiB
  1014. Using FIFO scheduling algorithm.
  1015. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1016. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1017. Number of trials: 63/100 (10 RUNNING, 53 TERMINATED)
  1018.  
  1019.  
  1020. Trial train_92af47bc completed. Last result: mean_reward=-634.4526325018145
  1021. == Status ==
  1022. Memory usage on this node: 6.5/36.8 GiB
  1023. Using FIFO scheduling algorithm.
  1024. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1025. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1026. Number of trials: 64/100 (10 RUNNING, 54 TERMINATED)
  1027.  
  1028.  
  1029. Trial train_d61ab958 reported mean_reward=-687.4899533079165 with parameters={'n_epochs': 26, 'gamma': 0.9700019673147867, 'ent_coef': 0.004698716777272947, 'learning_rate': 1.2958373603338301e-05, 'vf_coef': 0.5216123953030618, 'gae_lambda': 0.9168433049285054, 'max_grad_norm': 0.01677281279189395, 'n_steps': 1024, 'batch_size': 32, 'n_envs': 4, 'clip_range': 0.14978342314963985}.
  1030. == Status ==
  1031. Memory usage on this node: 6.5/36.8 GiB
  1032. Using FIFO scheduling algorithm.
  1033. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1034. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1035. Number of trials: 64/100 (10 RUNNING, 54 TERMINATED)
  1036.  
  1037.  
  1038. Trial train_d61ab958 completed. Last result: mean_reward=-687.4899533079165
  1039. == Status ==
  1040. Memory usage on this node: 6.5/36.8 GiB
  1041. Using FIFO scheduling algorithm.
  1042. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1043. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1044. Number of trials: 65/100 (10 RUNNING, 55 TERMINATED)
  1045.  
  1046.  
  1047. Trial train_f5fe4f30 reported mean_reward=-638.6735933953365 with parameters={'n_epochs': 50, 'gamma': 0.9585539059287598, 'ent_coef': 0.014807216213521206, 'learning_rate': 2.249489188298614e-05, 'vf_coef': 0.6987331791483564, 'gae_lambda': 0.9034859352059921, 'max_grad_norm': 0.15845279090132727, 'n_steps': 256, 'batch_size': 256, 'n_envs': 8, 'clip_range': 0.7687012662887361}.
  1048. == Status ==
  1049. Memory usage on this node: 6.6/36.8 GiB
  1050. Using FIFO scheduling algorithm.
  1051. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1052. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1053. Number of trials: 65/100 (10 RUNNING, 55 TERMINATED)
  1054.  
  1055.  
  1056. Trial train_f5fe4f30 completed. Last result: mean_reward=-638.6735933953365
  1057. == Status ==
  1058. Memory usage on this node: 6.4/36.8 GiB
  1059. Using FIFO scheduling algorithm.
  1060. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1061. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1062. Number of trials: 66/100 (10 RUNNING, 56 TERMINATED)
  1063.  
  1064.  
  1065. Trial train_79614aa0 reported mean_reward=-440.14697091401683 with parameters={'n_epochs': 36, 'gamma': 0.9749919264133684, 'ent_coef': 0.004079222798430255, 'learning_rate': 1.3435981484999637e-05, 'vf_coef': 0.7908570861118478, 'gae_lambda': 0.9162221961160553, 'max_grad_norm': 0.018099971895283888, 'n_steps': 1024, 'batch_size': 32, 'n_envs': 4, 'clip_range': 0.337424271506015}.
  1066. == Status ==
  1067. Memory usage on this node: 6.5/36.8 GiB
  1068. Using FIFO scheduling algorithm.
  1069. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1070. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1071. Number of trials: 66/100 (10 RUNNING, 56 TERMINATED)
  1072.  
  1073.  
  1074. Trial train_79614aa0 completed. Last result: mean_reward=-440.14697091401683
  1075. == Status ==
  1076. Memory usage on this node: 6.5/36.8 GiB
  1077. Using FIFO scheduling algorithm.
  1078. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1079. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1080. Number of trials: 67/100 (10 RUNNING, 57 TERMINATED)
  1081.  
  1082.  
  1083. Trial train_d380e88a reported mean_reward=-1207.546677405348 with parameters={'n_epochs': 24, 'gamma': 0.9609750281712272, 'ent_coef': 0.0013732783287185388, 'learning_rate': 3.690606434339073e-05, 'vf_coef': 0.7290232176849456, 'gae_lambda': 0.9000583538474863, 'max_grad_norm': 0.19336927769174786, 'n_steps': 256, 'batch_size': 128, 'n_envs': 2, 'clip_range': 0.7811521354720952}.
  1084. == Status ==
  1085. Memory usage on this node: 6.5/36.8 GiB
  1086. Using FIFO scheduling algorithm.
  1087. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1088. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1089. Number of trials: 67/100 (10 RUNNING, 57 TERMINATED)
  1090.  
  1091.  
  1092. Trial train_d380e88a completed. Last result: mean_reward=-1207.546677405348
  1093. == Status ==
  1094. Memory usage on this node: 6.5/36.8 GiB
  1095. Using FIFO scheduling algorithm.
  1096. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1097. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1098. Number of trials: 68/100 (10 RUNNING, 58 TERMINATED)
  1099.  
  1100.  
  1101. Trial train_b90db8d4 reported mean_reward=-670.8444702567061 with parameters={'n_epochs': 25, 'gamma': 0.9622813671809594, 'ent_coef': 0.0014912384075562533, 'learning_rate': 1.0019611329832588e-05, 'vf_coef': 0.4123576887530781, 'gae_lambda': 0.8965978097629311, 'max_grad_norm': 0.07519873371756237, 'n_steps': 512, 'batch_size': 128, 'n_envs': 8, 'clip_range': 0.6108301891745731}.
  1102. == Status ==
  1103. Memory usage on this node: 6.5/36.8 GiB
  1104. Using FIFO scheduling algorithm.
  1105. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1106. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1107. Number of trials: 68/100 (10 RUNNING, 58 TERMINATED)
  1108.  
  1109.  
  1110. Trial train_b90db8d4 completed. Last result: mean_reward=-670.8444702567061
  1111. == Status ==
  1112. Memory usage on this node: 6.5/36.8 GiB
  1113. Using FIFO scheduling algorithm.
  1114. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1115. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1116. Number of trials: 69/100 (10 RUNNING, 59 TERMINATED)
  1117.  
  1118.  
  1119. Trial train_5a369de2 reported mean_reward=-576.0957520907469 with parameters={'n_epochs': 34, 'gamma': 0.9666627193386684, 'ent_coef': 0.00424762490213608, 'learning_rate': 1.618261573474615e-05, 'vf_coef': 0.8000550004806256, 'gae_lambda': 0.9200484375685495, 'max_grad_norm': 0.016991260264733903, 'n_steps': 1024, 'batch_size': 32, 'n_envs': 4, 'clip_range': 0.39763644723628366}.
  1120. == Status ==
  1121. Memory usage on this node: 6.5/36.8 GiB
  1122. Using FIFO scheduling algorithm.
  1123. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1124. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1125. Number of trials: 69/100 (10 RUNNING, 59 TERMINATED)
  1126.  
  1127.  
  1128. Trial train_5a369de2 completed. Last result: mean_reward=-576.0957520907469
  1129. == Status ==
  1130. Memory usage on this node: 6.5/36.8 GiB
  1131. Using FIFO scheduling algorithm.
  1132. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1133. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1134. Number of trials: 70/100 (10 RUNNING, 60 TERMINATED)
  1135.  
  1136.  
  1137. Trial train_4e6f447c reported mean_reward=-578.4760832235421 with parameters={'n_epochs': 24, 'gamma': 0.9601326164183825, 'ent_coef': 0.0014747074014432645, 'learning_rate': 3.07595568242362e-05, 'vf_coef': 0.7316002249643049, 'gae_lambda': 0.9010232055478924, 'max_grad_norm': 0.08957965290990791, 'n_steps': 256, 'batch_size': 128, 'n_envs': 8, 'clip_range': 0.8913132164906483}.
  1138. == Status ==
  1139. Memory usage on this node: 6.5/36.8 GiB
  1140. Using FIFO scheduling algorithm.
  1141. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1142. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1143. Number of trials: 70/100 (10 RUNNING, 60 TERMINATED)
  1144.  
  1145.  
  1146. Trial train_4e6f447c completed. Last result: mean_reward=-578.4760832235421
  1147. == Status ==
  1148. Memory usage on this node: 6.5/36.8 GiB
  1149. Using FIFO scheduling algorithm.
  1150. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1151. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1152. Number of trials: 71/100 (10 RUNNING, 61 TERMINATED)
  1153.  
  1154.  
  1155. Trial train_133e832e reported mean_reward=-534.8641205373044 with parameters={'n_epochs': 24, 'gamma': 0.9609755782100042, 'ent_coef': 0.0013566083910842605, 'learning_rate': 1.051663799582789e-05, 'vf_coef': 0.8420828711593502, 'gae_lambda': 0.9706608924926816, 'max_grad_norm': 0.06928214678504298, 'n_steps': 2048, 'batch_size': 128, 'n_envs': 8, 'clip_range': 0.4030487119008165}.
  1156. == Status ==
  1157. Memory usage on this node: 6.6/36.8 GiB
  1158. Using FIFO scheduling algorithm.
  1159. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1160. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1161. Number of trials: 71/100 (10 RUNNING, 61 TERMINATED)
  1162.  
  1163.  
  1164. Trial train_133e832e completed. Last result: mean_reward=-534.8641205373044
  1165. == Status ==
  1166. Memory usage on this node: 6.6/36.8 GiB
  1167. Using FIFO scheduling algorithm.
  1168. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1169. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1170. Number of trials: 72/100 (10 RUNNING, 62 TERMINATED)
  1171.  
  1172.  
  1173. Trial train_99742b9c reported mean_reward=-759.9685722054677 with parameters={'n_epochs': 15, 'gamma': 0.9064147126779747, 'ent_coef': 0.0014923908949454185, 'learning_rate': 3.5265373891830815e-05, 'vf_coef': 0.8423710437446135, 'gae_lambda': 0.9715238190441846, 'max_grad_norm': 0.07621680504658311, 'n_steps': 2048, 'batch_size': 128, 'n_envs': 4, 'clip_range': 0.40209359385482335}.
  1174. == Status ==
  1175. Memory usage on this node: 6.6/36.8 GiB
  1176. Using FIFO scheduling algorithm.
  1177. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1178. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1179. Number of trials: 72/100 (10 RUNNING, 62 TERMINATED)
  1180.  
  1181.  
  1182. Trial train_99742b9c completed. Last result: mean_reward=-759.9685722054677
  1183. == Status ==
  1184. Memory usage on this node: 6.6/36.8 GiB
  1185. Using FIFO scheduling algorithm.
  1186. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1187. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1188. Number of trials: 73/100 (10 RUNNING, 63 TERMINATED)
  1189.  
  1190.  
  1191. Trial train_8b887bfa reported mean_reward=-133.81171694856548 with parameters={'n_epochs': 3, 'gamma': 0.9028666346860542, 'ent_coef': 0.023874819724593235, 'learning_rate': 6.511042557128629e-06, 'vf_coef': 0.41080482392654394, 'gae_lambda': 0.9713403999899024, 'max_grad_norm': 0.0986357050986358, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.5197846255350513}.
  1192. == Status ==
  1193. Memory usage on this node: 6.6/36.8 GiB
  1194. Using FIFO scheduling algorithm.
  1195. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1196. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1197. Number of trials: 73/100 (10 RUNNING, 63 TERMINATED)
  1198.  
  1199.  
  1200. Trial train_8b887bfa completed. Last result: mean_reward=-133.81171694856548
  1201. == Status ==
  1202. Memory usage on this node: 6.6/36.8 GiB
  1203. Using FIFO scheduling algorithm.
  1204. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1205. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1206. Number of trials: 74/100 (10 RUNNING, 64 TERMINATED)
  1207.  
  1208.  
  1209. Trial train_c5adf96a reported mean_reward=-592.2890949634078 with parameters={'n_epochs': 26, 'gamma': 0.9123069204527927, 'ent_coef': 0.0012491008943157115, 'learning_rate': 3.673063457048583e-05, 'vf_coef': 0.7181503057267555, 'gae_lambda': 0.9010055707588506, 'max_grad_norm': 0.09021698882236734, 'n_steps': 2048, 'batch_size': 128, 'n_envs': 8, 'clip_range': 0.663543426953368}.
  1210. Trial train_c5adf96a completed. Last result: mean_reward=-592.2890949634078
  1211. == Status ==
  1212. Memory usage on this node: 4.2/36.8 GiB
  1213. Using FIFO scheduling algorithm.
  1214. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1215. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1216. Number of trials: 75/100 (10 RUNNING, 65 TERMINATED)
  1217.  
  1218.  
  1219. Trial train_c77453aa reported mean_reward=-309.2112697378584 with parameters={'n_epochs': 4, 'gamma': 0.9020620273612835, 'ent_coef': 0.023443484459618105, 'learning_rate': 6.384348885891207e-06, 'vf_coef': 0.8458240385629289, 'gae_lambda': 0.9470067829051041, 'max_grad_norm': 0.07572422824748945, 'n_steps': 2048, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.711314841927286}.
  1220. == Status ==
  1221. Memory usage on this node: 6.5/36.8 GiB
  1222. Using FIFO scheduling algorithm.
  1223. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1224. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1225. Number of trials: 75/100 (10 RUNNING, 65 TERMINATED)
  1226.  
  1227.  
  1228. Trial train_c77453aa completed. Last result: mean_reward=-309.2112697378584
  1229. == Status ==
  1230. Memory usage on this node: 6.5/36.8 GiB
  1231. Using FIFO scheduling algorithm.
  1232. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1233. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1234. Number of trials: 76/100 (10 RUNNING, 66 TERMINATED)
  1235.  
  1236.  
  1237. Trial train_dee971cc reported mean_reward=-159.73104572178414 with parameters={'n_epochs': 3, 'gamma': 0.9090801668970443, 'ent_coef': 0.02287504667385685, 'learning_rate': 6.424004177577328e-06, 'vf_coef': 0.5745585829441223, 'gae_lambda': 0.9459208236146333, 'max_grad_norm': 0.03705648211733463, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.472040363630764}.
  1238. == Status ==
  1239. Memory usage on this node: 6.5/36.8 GiB
  1240. Using FIFO scheduling algorithm.
  1241. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1242. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1243. Number of trials: 76/100 (10 RUNNING, 66 TERMINATED)
  1244.  
  1245.  
  1246. Trial train_dee971cc completed. Last result: mean_reward=-159.73104572178414
  1247. == Status ==
  1248. Memory usage on this node: 6.5/36.8 GiB
  1249. Using FIFO scheduling algorithm.
  1250. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1251. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1252. Number of trials: 77/100 (10 RUNNING, 67 TERMINATED)
  1253.  
  1254.  
  1255. Trial train_65b0bfda reported mean_reward=-130.90515132135386 with parameters={'n_epochs': 3, 'gamma': 0.9857768837517829, 'ent_coef': 0.007008814918659825, 'learning_rate': 6.450672140845363e-06, 'vf_coef': 0.5615927344906864, 'gae_lambda': 0.9441030633450772, 'max_grad_norm': 0.03644497510352144, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.3411730375621738}.
  1256. == Status ==
  1257. Memory usage on this node: 6.5/36.8 GiB
  1258. Using FIFO scheduling algorithm.
  1259. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1260. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1261. Number of trials: 77/100 (10 RUNNING, 67 TERMINATED)
  1262.  
  1263.  
  1264. Trial train_65b0bfda completed. Last result: mean_reward=-130.90515132135386
  1265. == Status ==
  1266. Memory usage on this node: 6.5/36.8 GiB
  1267. Using FIFO scheduling algorithm.
  1268. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1269. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1270. Number of trials: 78/100 (10 RUNNING, 68 TERMINATED)
  1271.  
  1272.  
  1273. Trial train_3ea3c444 reported mean_reward=-1041.811809788233 with parameters={'n_epochs': 50, 'gamma': 0.9033403150335327, 'ent_coef': 0.0013876219060480548, 'learning_rate': 3.6971778677911615e-05, 'vf_coef': 0.4201791845071193, 'gae_lambda': 0.9726348318530832, 'max_grad_norm': 0.1003215824781097, 'n_steps': 512, 'batch_size': 128, 'n_envs': 4, 'clip_range': 0.8959282924643882}.
  1274. == Status ==
  1275. Memory usage on this node: 6.6/36.8 GiB
  1276. Using FIFO scheduling algorithm.
  1277. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1278. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1279. Number of trials: 78/100 (10 RUNNING, 68 TERMINATED)
  1280.  
  1281.  
  1282. Trial train_3ea3c444 completed. Last result: mean_reward=-1041.811809788233
  1283. == Status ==
  1284. Memory usage on this node: 6.6/36.8 GiB
  1285. Using FIFO scheduling algorithm.
  1286. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1287. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1288. Number of trials: 79/100 (10 RUNNING, 69 TERMINATED)
  1289.  
  1290.  
  1291. Trial train_74c599d0 reported mean_reward=-130.88788332192252 with parameters={'n_epochs': 3, 'gamma': 0.9249056422617515, 'ent_coef': 0.007801804915157011, 'learning_rate': 6.5826636589237985e-06, 'vf_coef': 0.576774928844167, 'gae_lambda': 0.9944369314288344, 'max_grad_norm': 0.12026972179714995, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.731479893911909}.
  1292. == Status ==
  1293. Memory usage on this node: 6.6/36.8 GiB
  1294. Using FIFO scheduling algorithm.
  1295. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1296. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1297. Number of trials: 79/100 (10 RUNNING, 69 TERMINATED)
  1298.  
  1299.  
  1300. Trial train_74c599d0 completed. Last result: mean_reward=-130.88788332192252
  1301. == Status ==
  1302. Memory usage on this node: 6.7/36.8 GiB
  1303. Using FIFO scheduling algorithm.
  1304. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1305. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1306. Number of trials: 80/100 (10 RUNNING, 70 TERMINATED)
  1307.  
  1308.  
  1309. Trial train_7a3a70fc reported mean_reward=-127.32412391461165 with parameters={'n_epochs': 4, 'gamma': 0.9237295112578662, 'ent_coef': 0.020632206339863502, 'learning_rate': 6.235460692863322e-06, 'vf_coef': 0.5500175921364069, 'gae_lambda': 0.9454954932311006, 'max_grad_norm': 0.03602788885333238, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.4544295881980234}.
  1310. == Status ==
  1311. Memory usage on this node: 6.7/36.8 GiB
  1312. Using FIFO scheduling algorithm.
  1313. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1314. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1315. Number of trials: 80/100 (10 RUNNING, 70 TERMINATED)
  1316.  
  1317.  
  1318. Trial train_7a3a70fc completed. Last result: mean_reward=-127.32412391461165
  1319. == Status ==
  1320. Memory usage on this node: 6.3/36.8 GiB
  1321. Using FIFO scheduling algorithm.
  1322. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1323. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1324. Number of trials: 81/100 (10 RUNNING, 71 TERMINATED)
  1325.  
  1326.  
  1327. Trial train_1febff4e reported mean_reward=-864.5948203677938 with parameters={'n_epochs': 24, 'gamma': 0.9069216081066244, 'ent_coef': 0.001483649968373404, 'learning_rate': 1.0156459148477626e-05, 'vf_coef': 0.8669203816284071, 'gae_lambda': 0.9463027739821329, 'max_grad_norm': 0.07169517540745009, 'n_steps': 2048, 'batch_size': 128, 'n_envs': 4, 'clip_range': 2.773425035119731}.
  1328. == Status ==
  1329. Memory usage on this node: 6.5/36.8 GiB
  1330. Using FIFO scheduling algorithm.
  1331. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1332. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1333. Number of trials: 81/100 (10 RUNNING, 71 TERMINATED)
  1334.  
  1335.  
  1336. Trial train_1febff4e completed. Last result: mean_reward=-864.5948203677938
  1337. Trial train_fddacace reported mean_reward=-140.70794418183644 with parameters={'n_epochs': 6, 'gamma': 0.921137160448686, 'ent_coef': 0.006377766299531032, 'learning_rate': 6.402530053462399e-06, 'vf_coef': 0.45367336630766414, 'gae_lambda': 0.9974802235008804, 'max_grad_norm': 0.036647293026856584, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 3.7930877518055928}.
  1338. Trial train_fddacace completed. Last result: mean_reward=-140.70794418183644
  1339. == Status ==
  1340. Memory usage on this node: 6.5/36.8 GiB
  1341. Using FIFO scheduling algorithm.
  1342. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1343. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1344. Number of trials: 83/100 (10 RUNNING, 73 TERMINATED)
  1345.  
  1346.  
  1347. Trial train_f5f0951c reported mean_reward=-915.7200471791484 with parameters={'n_epochs': 24, 'gamma': 0.914004819195478, 'ent_coef': 0.0013881696304053864, 'learning_rate': 1.0096025067108e-05, 'vf_coef': 0.40113362488941484, 'gae_lambda': 0.926862766174552, 'max_grad_norm': 0.08074658032450613, 'n_steps': 512, 'batch_size': 128, 'n_envs': 4, 'clip_range': 2.756207154775405}.
  1348. Trial train_f5f0951c completed. Last result: mean_reward=-915.7200471791484
  1349. == Status ==
  1350. Memory usage on this node: 5.5/36.8 GiB
  1351. Using FIFO scheduling algorithm.
  1352. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1353. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1354. Number of trials: 84/100 (10 RUNNING, 74 TERMINATED)
  1355.  
  1356.  
  1357. Trial train_eaf99f4c reported mean_reward=-270.6691388924478 with parameters={'n_epochs': 7, 'gamma': 0.9110478203465479, 'ent_coef': 0.03610538464554225, 'learning_rate': 6.690927052597249e-06, 'vf_coef': 0.44713211964105826, 'gae_lambda': 0.9263370585399894, 'max_grad_norm': 0.037644616416628286, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 1.9273550034880604}.
  1358. == Status ==
  1359. Memory usage on this node: 6.7/36.8 GiB
  1360. Using FIFO scheduling algorithm.
  1361. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1362. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1363. Number of trials: 84/100 (10 RUNNING, 74 TERMINATED)
  1364.  
  1365.  
  1366. (pid=15983, ip=10.128.0.27) 2021-04-06 10:29:40.124490: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1367. (pid=5005) 2021-04-06 10:32:32.983533: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1368. (pid=16984, ip=10.128.0.26) 2021-04-06 10:34:39.278492: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1369. (pid=15978, ip=10.128.0.27) 2021-04-06 10:46:01.873945: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1370. (pid=15977, ip=10.128.0.27) 2021-04-06 11:00:07.490482: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1371. (pid=4993) 2021-04-06 11:00:44.035439: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1372. (pid=15971, ip=10.128.0.27) 2021-04-06 11:23:33.111950: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1373. (pid=16983, ip=10.128.0.26) 2021-04-06 11:25:24.610150: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1374. (pid=4992) 2021-04-06 11:34:10.132882: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1375. (pid=15970, ip=10.128.0.27) 2021-04-06 11:35:51.257409: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1376. (pid=20316, ip=10.128.0.27) 2021-04-06 11:38:19.385881: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1377. (pid=20365, ip=10.128.0.27) 2021-04-06 12:06:56.382272: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1378. (pid=4987) 2021-04-06 12:09:43.487249: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1379. (pid=20371, ip=10.128.0.27) 2021-04-06 12:23:04.726005: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1380. (pid=16968, ip=10.128.0.26) 2021-04-06 12:40:49.945346: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1381. (pid=4986) 2021-04-06 12:51:19.737641: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1382. (pid=20332, ip=10.128.0.27) 2021-04-06 12:58:07.923878: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1383. (pid=20333, ip=10.128.0.27) 2021-04-06 13:00:39.047963: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1384. (pid=20327, ip=10.128.0.27) 2021-04-06 13:04:24.269702: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1385. (pid=16967, ip=10.128.0.26) 2021-04-06 13:30:29.932249: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1386. (pid=4981) 2021-04-06 13:49:56.393747: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1387. (pid=16961, ip=10.128.0.26) 2021-04-06 14:05:25.951419: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1388. (pid=20326, ip=10.128.0.27) 2021-04-06 14:15:35.978172: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1389. (pid=20319, ip=10.128.0.27) 2021-04-06 14:17:16.395660: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1390. (pid=16962, ip=10.128.0.26) 2021-04-06 14:18:20.215717: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1391. (pid=16953, ip=10.128.0.26) 2021-04-06 14:20:37.693377: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1392. (pid=20318, ip=10.128.0.27) 2021-04-06 14:25:05.429678: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1393. (pid=27161, ip=10.128.0.27) 2021-04-06 14:28:51.749600: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1394. (pid=27178, ip=10.128.0.27) 2021-04-06 14:43:35.757201: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1395. (pid=4980) 2021-04-06 14:43:44.729589: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1396. (pid=27177, ip=10.128.0.27) 2021-04-06 14:47:25.596525: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1397. (pid=27171, ip=10.128.0.27) 2021-04-06 14:54:03.512227: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1398. (pid=27172, ip=10.128.0.27) 2021-04-06 14:55:35.242429: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1399. (pid=16952, ip=10.128.0.26) 2021-04-06 15:01:04.817969: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1400. (pid=27164, ip=10.128.0.27) 2021-04-06 15:11:38.412808: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1401. (pid=4972) 2021-04-06 15:16:48.978867: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1402. (pid=29102, ip=10.128.0.26) 2021-04-06 15:22:45.659657: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1403. (pid=27165, ip=10.128.0.27) 2021-04-06 15:22:47.741476: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1404. (pid=24775) 2021-04-06 15:22:52.424284: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1405. (pid=29942, ip=10.128.0.27) 2021-04-06 15:34:20.716038: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1406. (pid=29958, ip=10.128.0.27) 2021-04-06 15:37:06.356086: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1407. (pid=29118, ip=10.128.0.26) 2021-04-06 15:43:56.281560: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1408. (pid=29119, ip=10.128.0.26) 2021-04-06 15:48:15.794284: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1409. (pid=29952, ip=10.128.0.27) 2021-04-06 16:00:24.578639: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1410. (pid=29113, ip=10.128.0.26) 2021-04-06 16:01:56.721202: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1411. Trial train_eaf99f4c completed. Last result: mean_reward=-270.6691388924478
  1412. == Status ==
  1413. Memory usage on this node: 6.7/36.8 GiB
  1414. Using FIFO scheduling algorithm.
  1415. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1416. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1417. Number of trials: 85/100 (10 RUNNING, 75 TERMINATED)
  1418.  
  1419.  
  1420. Trial train_21ac4990 reported mean_reward=-360.2163305782131 with parameters={'n_epochs': 8, 'gamma': 0.9315314566671469, 'ent_coef': 0.006931788746107578, 'learning_rate': 5.894619275931173e-06, 'vf_coef': 0.2931066021026195, 'gae_lambda': 0.9257152305166252, 'max_grad_norm': 0.1328774824578065, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 1.891881139141696}.
  1421. == Status ==
  1422. Memory usage on this node: 6.7/36.8 GiB
  1423. Using FIFO scheduling algorithm.
  1424. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1425. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1426. Number of trials: 85/100 (10 RUNNING, 75 TERMINATED)
  1427.  
  1428.  
  1429. Trial train_21ac4990 completed. Last result: mean_reward=-360.2163305782131
  1430. == Status ==
  1431. Memory usage on this node: 6.7/36.8 GiB
  1432. Using FIFO scheduling algorithm.
  1433. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1434. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1435. Number of trials: 86/100 (10 RUNNING, 76 TERMINATED)
  1436.  
  1437.  
  1438. Trial train_ed6c1e08 reported mean_reward=-626.3173567402416 with parameters={'n_epochs': 15, 'gamma': 0.9055783445078842, 'ent_coef': 0.02038240959182574, 'learning_rate': 1.0735781169661578e-05, 'vf_coef': 0.8714449895632325, 'gae_lambda': 0.9470151995184024, 'max_grad_norm': 0.08337242912961362, 'n_steps': 2048, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.473893172390669}.
  1439. == Status ==
  1440. Memory usage on this node: 6.8/36.8 GiB
  1441. Using FIFO scheduling algorithm.
  1442. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1443. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1444. Number of trials: 86/100 (10 RUNNING, 76 TERMINATED)
  1445.  
  1446.  
  1447. Trial train_ed6c1e08 completed. Last result: mean_reward=-626.3173567402416
  1448. == Status ==
  1449. Memory usage on this node: 6.8/36.8 GiB
  1450. Using FIFO scheduling algorithm.
  1451. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1452. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1453. Number of trials: 87/100 (10 RUNNING, 77 TERMINATED)
  1454.  
  1455.  
  1456. Trial train_e6272c72 reported mean_reward=-504.02764998097774 with parameters={'n_epochs': 7, 'gamma': 0.9944920544760014, 'ent_coef': 0.008120201145517016, 'learning_rate': 9.521824689599785e-06, 'vf_coef': 0.5462166626288296, 'gae_lambda': 0.9837434894169371, 'max_grad_norm': 0.3104668610121768, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 1.7510071785941843}.
  1457. == Status ==
  1458. Memory usage on this node: 6.8/36.8 GiB
  1459. Using FIFO scheduling algorithm.
  1460. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1461. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1462. Number of trials: 87/100 (10 RUNNING, 77 TERMINATED)
  1463.  
  1464.  
  1465. Trial train_e6272c72 completed. Last result: mean_reward=-504.02764998097774
  1466. == Status ==
  1467. Memory usage on this node: 6.8/36.8 GiB
  1468. Using FIFO scheduling algorithm.
  1469. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1470. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1471. Number of trials: 88/100 (10 RUNNING, 78 TERMINATED)
  1472.  
  1473.  
  1474. Trial train_5fa12a3e reported mean_reward=-327.4981317922395 with parameters={'n_epochs': 8, 'gamma': 0.9217060738987359, 'ent_coef': 0.007641380648146421, 'learning_rate': 6.1504005054052045e-06, 'vf_coef': 0.5381586659537815, 'gae_lambda': 0.9970853639961823, 'max_grad_norm': 0.3046396965788042, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 1.9897418289060116}.
  1475. == Status ==
  1476. Memory usage on this node: 6.9/36.8 GiB
  1477. Using FIFO scheduling algorithm.
  1478. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1479. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1480. Number of trials: 88/100 (10 RUNNING, 78 TERMINATED)
  1481.  
  1482.  
  1483. Trial train_5fa12a3e completed. Last result: mean_reward=-327.4981317922395
  1484. == Status ==
  1485. Memory usage on this node: 6.9/36.8 GiB
  1486. Using FIFO scheduling algorithm.
  1487. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1488. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1489. Number of trials: 89/100 (10 RUNNING, 79 TERMINATED)
  1490.  
  1491.  
  1492. Trial train_ed303ace reported mean_reward=-245.99040282720972 with parameters={'n_epochs': 7, 'gamma': 0.9267966725026283, 'ent_coef': 0.007750626750045429, 'learning_rate': 6.0547394641386566e-06, 'vf_coef': 0.31502694547072835, 'gae_lambda': 0.997946741838921, 'max_grad_norm': 0.1308547660235165, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 1.9498009832563716}.
  1493. == Status ==
  1494. Memory usage on this node: 6.9/36.8 GiB
  1495. Using FIFO scheduling algorithm.
  1496. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1497. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1498. Number of trials: 89/100 (10 RUNNING, 79 TERMINATED)
  1499.  
  1500.  
  1501. Trial train_ed303ace completed. Last result: mean_reward=-245.99040282720972
  1502. == Status ==
  1503. Memory usage on this node: 6.9/36.8 GiB
  1504. Using FIFO scheduling algorithm.
  1505. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1506. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1507. Number of trials: 90/100 (10 RUNNING, 80 TERMINATED)
  1508.  
  1509.  
  1510. Trial train_188ce394 reported mean_reward=-326.7378272875268 with parameters={'n_epochs': 7, 'gamma': 0.9265464598712947, 'ent_coef': 0.007883989460593741, 'learning_rate': 5.987651593599521e-06, 'vf_coef': 0.4655991579266953, 'gae_lambda': 0.9965137606236449, 'max_grad_norm': 0.28582328142365176, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 1.9376050354260235}.
  1511. == Status ==
  1512. Memory usage on this node: 6.9/36.8 GiB
  1513. Using FIFO scheduling algorithm.
  1514. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1515. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1516. Number of trials: 90/100 (10 RUNNING, 80 TERMINATED)
  1517.  
  1518.  
  1519. Trial train_188ce394 completed. Last result: mean_reward=-326.7378272875268
  1520. == Status ==
  1521. Memory usage on this node: 6.5/36.8 GiB
  1522. Using FIFO scheduling algorithm.
  1523. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1524. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1525. Number of trials: 91/100 (10 RUNNING, 81 TERMINATED)
  1526.  
  1527.  
  1528. Trial train_eebddc48 reported mean_reward=-307.87917125396325 with parameters={'n_epochs': 8, 'gamma': 0.9322604614447672, 'ent_coef': 0.03525984796941625, 'learning_rate': 6.053416584191505e-06, 'vf_coef': 0.5401183394622918, 'gae_lambda': 0.9901454380137412, 'max_grad_norm': 0.3156107448171562, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 1.9240949960594513}.
  1529. == Status ==
  1530. Memory usage on this node: 6.7/36.8 GiB
  1531. Using FIFO scheduling algorithm.
  1532. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1533. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1534. Number of trials: 91/100 (10 RUNNING, 81 TERMINATED)
  1535.  
  1536.  
  1537. Trial train_eebddc48 completed. Last result: mean_reward=-307.87917125396325
  1538. == Status ==
  1539. Memory usage on this node: 6.7/36.8 GiB
  1540. Using FIFO scheduling algorithm.
  1541. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1542. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1543. Number of trials: 92/100 (10 RUNNING, 82 TERMINATED)
  1544.  
  1545.  
  1546. Trial train_ee79fcf6 reported mean_reward=-134.1398408907487 with parameters={'n_epochs': 5, 'gamma': 0.9463528506626795, 'ent_coef': 0.007860392677324883, 'learning_rate': 5.6201113042310224e-06, 'vf_coef': 0.5534322089658837, 'gae_lambda': 0.9921209832213291, 'max_grad_norm': 0.3212448232188361, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.483318390304648}.
  1547. == Status ==
  1548. Memory usage on this node: 6.8/36.8 GiB
  1549. Using FIFO scheduling algorithm.
  1550. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1551. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1552. Number of trials: 92/100 (10 RUNNING, 82 TERMINATED)
  1553.  
  1554.  
  1555. Trial train_ee79fcf6 completed. Last result: mean_reward=-134.1398408907487
  1556. == Status ==
  1557. Memory usage on this node: 6.8/36.8 GiB
  1558. Using FIFO scheduling algorithm.
  1559. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1560. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1561. Number of trials: 93/100 (10 RUNNING, 83 TERMINATED)
  1562.  
  1563.  
  1564. Trial train_f0c9e2ca reported mean_reward=-172.97762756843036 with parameters={'n_epochs': 8, 'gamma': 0.9275861952377582, 'ent_coef': 0.00804335182311993, 'learning_rate': 5.905677611130005e-06, 'vf_coef': 0.6316220067252776, 'gae_lambda': 0.980207582111082, 'max_grad_norm': 0.3020510341744768, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 1.8250543191310364}.
  1565. == Status ==
  1566. Memory usage on this node: 6.8/36.8 GiB
  1567. Using FIFO scheduling algorithm.
  1568. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1569. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1570. Number of trials: 93/100 (10 RUNNING, 83 TERMINATED)
  1571.  
  1572.  
  1573. Trial train_f0c9e2ca completed. Last result: mean_reward=-172.97762756843036
  1574. == Status ==
  1575. Memory usage on this node: 6.5/36.8 GiB
  1576. Using FIFO scheduling algorithm.
  1577. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1578. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1579. Number of trials: 94/100 (10 RUNNING, 84 TERMINATED)
  1580.  
  1581.  
  1582. Trial train_e2dcd296 reported mean_reward=-263.417857602574 with parameters={'n_epochs': 5, 'gamma': 0.9218833563002269, 'ent_coef': 0.03484049473331145, 'learning_rate': 5.61707905911391e-06, 'vf_coef': 0.5349804779230511, 'gae_lambda': 0.9881942555160532, 'max_grad_norm': 0.325310093200534, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.307159992137749}.
  1583. == Status ==
  1584. Memory usage on this node: 6.6/36.8 GiB
  1585. Using FIFO scheduling algorithm.
  1586. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1587. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1588. Number of trials: 94/100 (10 RUNNING, 84 TERMINATED)
  1589.  
  1590.  
  1591. Trial train_e2dcd296 completed. Last result: mean_reward=-263.417857602574
  1592. == Status ==
  1593. Memory usage on this node: 6.6/36.8 GiB
  1594. Using FIFO scheduling algorithm.
  1595. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1596. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1597. Number of trials: 95/100 (10 RUNNING, 85 TERMINATED)
  1598.  
  1599.  
  1600. Trial train_3f6da8de reported mean_reward=-629.9888179754304 with parameters={'n_epochs': 31, 'gamma': 0.9779179564578778, 'ent_coef': 0.024108681664806265, 'learning_rate': 6.418311945711293e-06, 'vf_coef': 0.5667144426341242, 'gae_lambda': 0.9455363708233598, 'max_grad_norm': 0.03885240042307395, 'n_steps': 2048, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.685437008288738}.
  1601. == Status ==
  1602. Memory usage on this node: 6.7/36.8 GiB
  1603. Using FIFO scheduling algorithm.
  1604. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1605. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1606. Number of trials: 95/100 (10 RUNNING, 85 TERMINATED)
  1607.  
  1608.  
  1609. Trial train_3f6da8de completed. Last result: mean_reward=-629.9888179754304
  1610. Trial train_8b8fea6a reported mean_reward=-325.38404063245633 with parameters={'n_epochs': 10, 'gamma': 0.933191634711643, 'ent_coef': 0.007599179263970685, 'learning_rate': 5.802436196051347e-06, 'vf_coef': 0.2950146658010475, 'gae_lambda': 0.9989159448955985, 'max_grad_norm': 0.14482939590265223, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.3466260907581757}.
  1611. Trial train_8b8fea6a completed. Last result: mean_reward=-325.38404063245633
  1612. == Status ==
  1613. Memory usage on this node: 6.7/36.8 GiB
  1614. Using FIFO scheduling algorithm.
  1615. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1616. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1617. Number of trials: 97/100 (10 RUNNING, 87 TERMINATED)
  1618.  
  1619.  
  1620. Trial train_7d83d862 reported mean_reward=-136.01403098281796 with parameters={'n_epochs': 5, 'gamma': 0.9454344658074185, 'ent_coef': 0.033997259619416124, 'learning_rate': 5.6010098688671416e-06, 'vf_coef': 0.5427398600314698, 'gae_lambda': 0.9931035681784848, 'max_grad_norm': 0.13218340394167155, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.167806228061126}.
  1621. == Status ==
  1622. Memory usage on this node: 6.7/36.8 GiB
  1623. Using FIFO scheduling algorithm.
  1624. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1625. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1626. Number of trials: 97/100 (10 RUNNING, 87 TERMINATED)
  1627.  
  1628.  
  1629. Trial train_7d83d862 completed. Last result: mean_reward=-136.01403098281796
  1630. == Status ==
  1631. Memory usage on this node: 6.7/36.8 GiB
  1632. Using FIFO scheduling algorithm.
  1633. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1634. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1635. Number of trials: 98/100 (10 RUNNING, 88 TERMINATED)
  1636.  
  1637.  
  1638. Trial train_2fd39448 reported mean_reward=-312.0809941216614 with parameters={'n_epochs': 3, 'gamma': 0.9454344460578578, 'ent_coef': 0.0058694772527109985, 'learning_rate': 7.281878957713729e-06, 'vf_coef': 0.6311329782870854, 'gae_lambda': 0.8794025300705708, 'max_grad_norm': 0.11958511239107356, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.2712735105670556}.
  1639. == Status ==
  1640. Memory usage on this node: 6.8/36.8 GiB
  1641. Using FIFO scheduling algorithm.
  1642. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1643. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1644. Number of trials: 98/100 (10 RUNNING, 88 TERMINATED)
  1645.  
  1646.  
  1647. Trial train_2fd39448 completed. Last result: mean_reward=-312.0809941216614
  1648. == Status ==
  1649. Memory usage on this node: 6.8/36.8 GiB
  1650. Using FIFO scheduling algorithm.
  1651. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1652. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1653. Number of trials: 99/100 (10 RUNNING, 89 TERMINATED)
  1654.  
  1655.  
  1656. Trial train_8c2e9058 reported mean_reward=-133.06197331792447 with parameters={'n_epochs': 3, 'gamma': 0.9206909205701925, 'ent_coef': 0.005495536388140406, 'learning_rate': 7.429359492192968e-06, 'vf_coef': 0.47785497773276564, 'gae_lambda': 0.9914089628154884, 'max_grad_norm': 0.41365768163267974, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.9090825323584095}.
  1657. == Status ==
  1658. Memory usage on this node: 6.8/36.8 GiB
  1659. Using FIFO scheduling algorithm.
  1660. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1661. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1662. Number of trials: 99/100 (10 RUNNING, 89 TERMINATED)
  1663.  
  1664.  
  1665. Trial train_8c2e9058 completed. Last result: mean_reward=-133.06197331792447
  1666. == Status ==
  1667. Memory usage on this node: 6.5/36.8 GiB
  1668. Using FIFO scheduling algorithm.
  1669. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1670. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1671. Number of trials: 100/100 (10 RUNNING, 90 TERMINATED)
  1672.  
  1673.  
  1674. Trial train_abc0fca8 reported mean_reward=-234.6953211647847 with parameters={'n_epochs': 5, 'gamma': 0.9192881458774425, 'ent_coef': 0.005390542146589251, 'learning_rate': 7.428125810238552e-06, 'vf_coef': 0.6245604339932547, 'gae_lambda': 0.9656839970201218, 'max_grad_norm': 0.033182330840050386, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.9791764600323263}.
  1675. == Status ==
  1676. Memory usage on this node: 6.6/36.8 GiB
  1677. Using FIFO scheduling algorithm.
  1678. Resources requested: 50.0/50 CPUs, 10.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1679. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1680. Number of trials: 100/100 (10 RUNNING, 90 TERMINATED)
  1681.  
  1682.  
  1683. Trial train_abc0fca8 completed. Last result: mean_reward=-234.6953211647847
  1684. Trial train_922cff7a reported mean_reward=-302.8884194907286 with parameters={'n_epochs': 3, 'gamma': 0.9428553882622087, 'ent_coef': 0.005952485013506364, 'learning_rate': 7.561066355714832e-06, 'vf_coef': 0.6306466718439632, 'gae_lambda': 0.881406168671897, 'max_grad_norm': 0.11036503908611912, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.3169583453350535}.
  1685. == Status ==
  1686. Memory usage on this node: 6.6/36.8 GiB
  1687. Using FIFO scheduling algorithm.
  1688. Resources requested: 45.0/50 CPUs, 9.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1689. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1690. Number of trials: 100/100 (9 RUNNING, 91 TERMINATED)
  1691.  
  1692.  
  1693. Trial train_922cff7a completed. Last result: mean_reward=-302.8884194907286
  1694. Trial train_953f4f0a reported mean_reward=-178.52259444531578 with parameters={'n_epochs': 3, 'gamma': 0.9450846994989264, 'ent_coef': 0.005733771934519437, 'learning_rate': 7.6091562977937225e-06, 'vf_coef': 0.6174095204066344, 'gae_lambda': 0.9667445803697684, 'max_grad_norm': 0.11659699494776925, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.1751730984756277}.
  1695. == Status ==
  1696. Memory usage on this node: 6.7/36.8 GiB
  1697. Using FIFO scheduling algorithm.
  1698. Resources requested: 40.0/50 CPUs, 8.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1699. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1700. Number of trials: 100/100 (8 RUNNING, 92 TERMINATED)
  1701.  
  1702.  
  1703. Trial train_953f4f0a completed. Last result: mean_reward=-178.52259444531578
  1704. Trial train_af0bdad0 reported mean_reward=-171.1875602761745 with parameters={'n_epochs': 3, 'gamma': 0.9435189263666405, 'ent_coef': 0.005688513955057072, 'learning_rate': 7.446323672546137e-06, 'vf_coef': 0.6184113909969469, 'gae_lambda': 0.882638758051616, 'max_grad_norm': 0.725692154172856, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.3168850012711384}.
  1705. Trial train_af0bdad0 completed. Last result: mean_reward=-171.1875602761745
  1706. Trial train_f58e1062 reported mean_reward=-136.06646361326065 with parameters={'n_epochs': 3, 'gamma': 0.9848128279135276, 'ent_coef': 0.005614964721175769, 'learning_rate': 7.264351523419256e-06, 'vf_coef': 0.6088454330848607, 'gae_lambda': 0.9684638738685541, 'max_grad_norm': 0.965381150770961, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.9085947703943766}.
  1707. == Status ==
  1708. Memory usage on this node: 4.2/36.8 GiB
  1709. Using FIFO scheduling algorithm.
  1710. Resources requested: 30.0/50 CPUs, 6.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1711. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1712. Number of trials: 100/100 (6 RUNNING, 94 TERMINATED)
  1713.  
  1714.  
  1715. Trial train_f58e1062 completed. Last result: mean_reward=-136.06646361326065
  1716. Trial train_2c414d90 reported mean_reward=-145.32558755271165 with parameters={'n_epochs': 3, 'gamma': 0.9442456755080902, 'ent_coef': 0.005848694747257543, 'learning_rate': 7.602319238610918e-06, 'vf_coef': 0.48171001427276966, 'gae_lambda': 0.9644567538769449, 'max_grad_norm': 0.1093427588841085, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.898155834549616}.
  1717. == Status ==
  1718. Memory usage on this node: 4.2/36.8 GiB
  1719. Using FIFO scheduling algorithm.
  1720. Resources requested: 25.0/50 CPUs, 5.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1721. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1722. Number of trials: 100/100 (5 RUNNING, 95 TERMINATED)
  1723.  
  1724.  
  1725. Trial train_2c414d90 completed. Last result: mean_reward=-145.32558755271165
  1726. Trial train_f79c515c reported mean_reward=-132.89282820438703 with parameters={'n_epochs': 3, 'gamma': 0.9468442590951547, 'ent_coef': 0.005859012846270234, 'learning_rate': 7.522282397631696e-06, 'vf_coef': 0.600945686453088, 'gae_lambda': 0.9653684622105174, 'max_grad_norm': 0.11398444303729577, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.995695622319537}.
  1727. == Status ==
  1728. Memory usage on this node: 4.2/36.8 GiB
  1729. Using FIFO scheduling algorithm.
  1730. Resources requested: 20.0/50 CPUs, 4.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1731. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1732. Number of trials: 100/100 (4 RUNNING, 96 TERMINATED)
  1733.  
  1734.  
  1735. Trial train_f79c515c completed. Last result: mean_reward=-132.89282820438703
  1736. Trial train_4cb74316 reported mean_reward=-319.33125065677245 with parameters={'n_epochs': 4, 'gamma': 0.9520187582733324, 'ent_coef': 0.005662083711072896, 'learning_rate': 8.925256028612382e-06, 'vf_coef': 0.4849957218585589, 'gae_lambda': 0.9651047408982596, 'max_grad_norm': 0.38606306266119844, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 3.372084039679752}.
  1737. == Status ==
  1738. Memory usage on this node: 4.3/36.8 GiB
  1739. Using FIFO scheduling algorithm.
  1740. Resources requested: 15.0/50 CPUs, 3.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1741. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1742. Number of trials: 100/100 (3 RUNNING, 97 TERMINATED)
  1743.  
  1744.  
  1745. Trial train_4cb74316 completed. Last result: mean_reward=-319.33125065677245
  1746. Trial train_66d74818 reported mean_reward=-810.1227092066998 with parameters={'n_epochs': 43, 'gamma': 0.9432927125694811, 'ent_coef': 0.01621390158490546, 'learning_rate': 7.306350231866149e-06, 'vf_coef': 0.4759981075098264, 'gae_lambda': 0.9656772115851375, 'max_grad_norm': 0.2509302811189418, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.2482700945831744}.
  1747. == Status ==
  1748. Memory usage on this node: 1.8/36.8 GiB
  1749. Using FIFO scheduling algorithm.
  1750. Resources requested: 10.0/50 CPUs, 2.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1751. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1752. Number of trials: 100/100 (2 RUNNING, 98 TERMINATED)
  1753.  
  1754.  
  1755. Trial train_66d74818 completed. Last result: mean_reward=-810.1227092066998
  1756. Trial train_1478084c reported mean_reward=-949.3964485475225 with parameters={'n_epochs': 42, 'gamma': 0.9476273847390516, 'ent_coef': 0.07243575187622017, 'learning_rate': 8.58730245329018e-06, 'vf_coef': 0.48719153770095175, 'gae_lambda': 0.992163908257968, 'max_grad_norm': 0.02148702625300373, 'n_steps': 128, 'batch_size': 64, 'n_envs': 4, 'clip_range': 2.0720664713667403}.
  1757. == Status ==
  1758. Memory usage on this node: 1.8/36.8 GiB
  1759. Using FIFO scheduling algorithm.
  1760. Resources requested: 5.0/50 CPUs, 1.0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1761. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1762. Number of trials: 100/100 (1 RUNNING, 99 TERMINATED)
  1763.  
  1764.  
  1765. Trial train_1478084c completed. Last result: mean_reward=-949.3964485475225
  1766. == Status ==
  1767. Memory usage on this node: 1.8/36.8 GiB
  1768. Using FIFO scheduling algorithm.
  1769. Resources requested: 0/50 CPUs, 0/10 GPUs, 0.0/103.4 GiB heap, 0.0/45.87 GiB objects (0.0/3.0 accelerator_type:T4)
  1770. Result logdir: /home/justin_terry/ray_results/train_2021-04-06_03-58-46
  1771. Number of trials: 100/100 (100 TERMINATED)
  1772. +----------------+------------+-------+--------------+--------------+------------+--------------+----------+-----------------+-----------------+----------+------------+-----------+-----------+--------+------------------+---------------+
  1773. | Trial name | status | loc | batch_size | clip_range | ent_coef | gae_lambda | gamma | learning_rate | max_grad_norm | n_envs | n_epochs | n_steps | vf_coef | iter | total time (s) | mean_reward |
  1774. |----------------+------------+-------+--------------+--------------+------------+--------------+----------+-----------------+-----------------+----------+------------+-----------+-----------+--------+------------------+---------------|
  1775. | train_62d4f5d6 | TERMINATED | | 128 | 0.168538 | 0.0852827 | 0.81254 | 0.965136 | 0.000241533 | 7.01227 | 8 | 40 | 2048 | 0.154698 | 1 | 6678.75 | -765.096 |
  1776. | train_63233002 | TERMINATED | | 128 | 0.227219 | 0.00852205 | 0.947346 | 0.983338 | 5.81523e-06 | 0.197839 | 4 | 10 | 1024 | 0.707615 | 1 | 1867.06 | -138.509 |
  1777. | train_63732fb2 | TERMINATED | | 256 | 4.85119 | 0.0862421 | 0.827344 | 0.9469 | 1.92664e-05 | 0.282786 | 8 | 13 | 512 | 0.73882 | 1 | 2031.81 | -582.053 |
  1778. | train_6393c6c8 | TERMINATED | | 32 | 4.09046 | 0.0183285 | 0.829458 | 0.971374 | 7.84989e-05 | 1.22402 | 4 | 22 | 256 | 0.201663 | 1 | 7840.6 | -612.832 |
  1779. | train_63b46dd8 | TERMINATED | | 256 | 4.45722 | 0.0197569 | 0.88825 | 0.940149 | 1.0328e-05 | 1.68763 | 2 | 39 | 128 | 0.715166 | 1 | 3532.41 | -407.1 |
  1780. | train_63f437ba | TERMINATED | | 128 | 2.52865 | 0.0121068 | 0.828977 | 0.910282 | 2.44572e-05 | 0.249476 | 2 | 25 | 2048 | 0.863669 | 1 | 4456.61 | -480.209 |
  1781. | train_64085a74 | TERMINATED | | 32 | 0.612152 | 0.0458505 | 0.907711 | 0.941211 | 0.000205811 | 0.0101648 | 8 | 11 | 4096 | 0.195582 | 1 | 5439.47 | -751.867 |
  1782. | train_6429f936 | TERMINATED | | 256 | 3.95258 | 0.00110025 | 0.897926 | 0.975415 | 1.48682e-05 | 0.0118388 | 4 | 27 | 128 | 0.960757 | 1 | 2797.79 | -129.024 |
  1783. | train_644a9b1e | TERMINATED | | 256 | 2.03581 | 0.0822988 | 0.83363 | 0.927069 | 1.33886e-05 | 4.24118 | 8 | 33 | 256 | 0.332013 | 1 | 4630.16 | -832.535 |
  1784. | train_645bfc1a | TERMINATED | | 128 | 1.2395 | 0.0229398 | 0.926199 | 0.93875 | 6.72287e-05 | 0.0459793 | 8 | 7 | 128 | 0.139056 | 1 | 3850.44 | -845.954 |
  1785. | train_bd7c7a5a | TERMINATED | | 256 | 3.39407 | 0.00486545 | 0.997856 | 0.950833 | 6.42295e-05 | 0.126936 | 2 | 41 | 1024 | 0.370353 | 1 | 4212.87 | -1120.88 |
  1786. | train_1f52f60a | TERMINATED | | 128 | 2.14608 | 0.0123109 | 0.875592 | 0.951461 | 5.31893e-05 | 0.221018 | 8 | 47 | 128 | 0.899914 | 1 | 4540.83 | -578.248 |
  1787. | train_e8720e30 | TERMINATED | | 64 | 4.35271 | 0.00170977 | 0.97266 | 0.988223 | 1.04034e-05 | 0.443525 | 2 | 44 | 2048 | 0.351166 | 1 | 9122.1 | -1085.77 |
  1788. | train_9e0378fa | TERMINATED | | 64 | 2.80004 | 0.0306805 | 0.910062 | 0.945092 | 3.76932e-05 | 1.79397 | 4 | 4 | 512 | 0.354374 | 1 | 3588.79 | -856.382 |
  1789. | train_5c12aaf0 | TERMINATED | | 64 | 0.663289 | 0.00317177 | 0.844304 | 0.974276 | 2.82555e-05 | 5.10851 | 2 | 17 | 1024 | 0.727304 | 1 | 5802.16 | -522.694 |
  1790. | train_c4f962d8 | TERMINATED | | 128 | 4.12997 | 0.0477709 | 0.83781 | 0.935994 | 0.000150096 | 0.0536424 | 4 | 22 | 128 | 0.462201 | 1 | 3139.23 | -564.679 |
  1791. | train_2cb8abfe | TERMINATED | | 64 | 3.03156 | 0.00649848 | 0.854229 | 0.958095 | 9.72268e-05 | 0.0787658 | 4 | 17 | 512 | 0.186454 | 1 | 3917.9 | -563.383 |
  1792. | train_0ee29214 | TERMINATED | | 256 | 2.22156 | 0.063676 | 0.802499 | 0.956218 | 0.000140758 | 0.106929 | 4 | 36 | 512 | 0.837667 | 1 | 4014.04 | -935.212 |
  1793. | train_8d25f73c | TERMINATED | | 32 | 4.42421 | 0.0473165 | 0.861795 | 0.965066 | 0.000162865 | 4.37051 | 4 | 46 | 2048 | 0.896665 | 1 | 16272.8 | -1380.15 |
  1794. | train_b26ba40a | TERMINATED | | 64 | 3.63277 | 0.0018257 | 0.983029 | 0.997825 | 0.000487704 | 0.0100632 | 4 | 22 | 128 | 0.999198 | 1 | 4466.13 | -556.478 |
  1795. | train_f11d5aae | TERMINATED | | 64 | 3.70774 | 0.001506 | 0.958736 | 0.997287 | 5.13277e-06 | 0.0125907 | 4 | 21 | 1024 | 0.991805 | 1 | 5458.87 | -345.805 |
  1796. | train_f9b7c75c | TERMINATED | | 64 | 3.95141 | 0.00122383 | 0.961136 | 0.998052 | 5.22508e-06 | 0.0138694 | 4 | 21 | 1024 | 0.586972 | 1 | 6023.77 | -524.858 |
  1797. | train_14b4dfee | TERMINATED | | 64 | 3.63684 | 0.00111413 | 0.95751 | 0.997858 | 5.1621e-06 | 0.0116631 | 4 | 19 | 1024 | 0.630363 | 1 | 5286.53 | -461.856 |
  1798. | train_a5ff1afa | TERMINATED | | 64 | 3.46574 | 0.00105995 | 0.961669 | 0.997951 | 5.07798e-06 | 0.0104096 | 4 | 18 | 1024 | 0.991733 | 1 | 4804.52 | -268.989 |
  1799. | train_4c900ed2 | TERMINATED | | 256 | 3.57642 | 0.00103288 | 0.962294 | 0.996006 | 5.02764e-06 | 0.011963 | 4 | 30 | 1024 | 0.9929 | 1 | 2413.33 | -377.431 |
  1800. | train_68035550 | TERMINATED | | 128 | 1.31434 | 0.00176173 | 0.954081 | 0.992872 | 5.09979e-06 | 0.0104611 | 4 | 31 | 1024 | 0.617504 | 1 | 3760.33 | -324.826 |
  1801. | train_defce75c | TERMINATED | | 32 | 1.49622 | 0.00110785 | 0.952032 | 0.997848 | 5.23064e-06 | 0.0144935 | 4 | 28 | 1024 | 0.979787 | 1 | 11501.4 | -246.521 |
  1802. | train_eb9c8294 | TERMINATED | | 32 | 4.93224 | 0.00108356 | 0.952596 | 0.986897 | 5.11784e-06 | 0.0252588 | 4 | 29 | 4096 | 0.586018 | 1 | 11705.8 | -191.727 |
  1803. | train_19084510 | TERMINATED | | 32 | 1.5386 | 0.00100081 | 0.946427 | 0.986795 | 5.04933e-06 | 0.0261144 | 4 | 30 | 1024 | 0.595042 | 1 | 11275.3 | -311.422 |
  1804. | train_266eb5d4 | TERMINATED | | 32 | 4.98662 | 0.00116156 | 0.9348 | 0.981086 | 7.10603e-06 | 0.0270859 | 4 | 29 | 4096 | 0.604299 | 1 | 10172.1 | -580.104 |
  1805. | train_a7732c64 | TERMINATED | | 64 | 4.70115 | 0.00102572 | 0.941226 | 0.983709 | 5.1567e-06 | 0.0283443 | 4 | 26 | 1024 | 0.602981 | 1 | 5103.04 | -129.867 |
  1806. | train_d64b5362 | TERMINATED | | 32 | 3.16915 | 0.00105238 | 0.939151 | 0.986773 | 6.28431e-06 | 0.020203 | 4 | 28 | 1024 | 0.561735 | 1 | 10799.3 | -200.95 |
  1807. | train_6455cf7a | TERMINATED | | 128 | 4.95953 | 0.00288579 | 0.933017 | 0.983335 | 7.79568e-06 | 0.0311227 | 4 | 29 | 4096 | 0.932679 | 1 | 4829.62 | -410.228 |
  1808. | train_00cc52ca | TERMINATED | | 128 | 4.8908 | 0.00234185 | 0.934799 | 0.98413 | 7.63243e-06 | 0.0236096 | 4 | 28 | 4096 | 0.921874 | 1 | 4031.87 | -371.512 |
  1809. | train_29f19fe8 | TERMINATED | | 32 | 3.24388 | 0.00255774 | 0.933809 | 0.981793 | 8.42209e-06 | 0.0259948 | 4 | 10 | 4096 | 0.914861 | 1 | 5853.53 | -310.141 |
  1810. | train_649864f2 | TERMINATED | | 32 | 3.09699 | 0.0033773 | 0.936425 | 0.97856 | 8.38015e-06 | 0.0268442 | 4 | 12 | 1024 | 0.802491 | 1 | 6437.92 | -560.223 |
  1811. | train_89e225cc | TERMINATED | | 32 | 4.97709 | 0.00363175 | 0.938642 | 0.980832 | 8.69221e-06 | 0.0301781 | 4 | 13 | 1024 | 0.496663 | 1 | 6502.03 | -459.106 |
  1812. | train_a3a084bc | TERMINATED | | 32 | 4.54381 | 0.00477358 | 0.890039 | 0.975819 | 1.63095e-05 | 0.53097 | 4 | 12 | 128 | 0.508077 | 1 | 6711.94 | -492.174 |
  1813. | train_cb816d40 | TERMINATED | | 256 | 4.58077 | 0.00702743 | 0.889288 | 0.965454 | 1.68852e-05 | 0.581371 | 4 | 26 | 128 | 0.501322 | 1 | 3297.2 | -649.861 |
  1814. | train_a6f84796 | TERMINATED | | 256 | 4.6449 | 0.00507563 | 0.880487 | 0.967211 | 1.54872e-05 | 0.555925 | 4 | 35 | 128 | 0.511891 | 1 | 4115.62 | -785.123 |
  1815. | train_d61ab958 | TERMINATED | | 32 | 0.149783 | 0.00469872 | 0.916843 | 0.970002 | 1.29584e-05 | 0.0167728 | 4 | 26 | 1024 | 0.521612 | 1 | 12200.3 | -687.49 |
  1816. | train_5a369de2 | TERMINATED | | 32 | 0.397636 | 0.00424762 | 0.920048 | 0.966663 | 1.61826e-05 | 0.0169913 | 4 | 34 | 1024 | 0.800055 | 1 | 14848.8 | -576.096 |
  1817. | train_7159028a | TERMINATED | | 256 | 0.148939 | 0.00493171 | 0.892163 | 0.974148 | 1.49858e-05 | 0.0187064 | 4 | 35 | 1024 | 0.786538 | 1 | 4323.05 | -635.784 |
  1818. | train_79614aa0 | TERMINATED | | 32 | 0.337424 | 0.00407922 | 0.916222 | 0.974992 | 1.3436e-05 | 0.0181 | 4 | 36 | 1024 | 0.790857 | 1 | 14021.9 | -440.147 |
  1819. | train_2d73795a | TERMINATED | | 256 | 4.64636 | 0.00362831 | 0.914924 | 0.97458 | 1.31029e-05 | 0.0471612 | 4 | 35 | 256 | 0.794251 | 1 | 2637.53 | -132.161 |
  1820. | train_fbc10e66 | TERMINATED | | 256 | 4.64709 | 0.00336832 | 0.919829 | 0.975754 | 1.31304e-05 | 0.0432628 | 4 | 36 | 4096 | 0.789844 | 1 | 3969.93 | -522.707 |
  1821. | train_627e20e4 | TERMINATED | | 256 | 4.68481 | 0.00476401 | 0.905778 | 0.969488 | 1.33012e-05 | 0.0493655 | 4 | 34 | 256 | 0.655252 | 1 | 3696.07 | -463.747 |
  1822. | train_adf8907c | TERMINATED | | 256 | 4.67422 | 0.00217118 | 0.91735 | 0.970217 | 1.26888e-05 | 0.0519377 | 8 | 33 | 256 | 0.678947 | 1 | 3044.4 | -523.016 |
  1823. | train_44d42d8e | TERMINATED | | 256 | 0.305659 | 0.00205108 | 0.916456 | 0.972078 | 1.25818e-05 | 0.0495051 | 8 | 36 | 256 | 0.771924 | 1 | 4853.45 | -568.567 |
  1824. | train_3ce27e26 | TERMINATED | | 256 | 0.28123 | 0.00146917 | 0.917396 | 0.971162 | 1.11155e-05 | 0.0538974 | 8 | 25 | 256 | 0.677229 | 1 | 2290.46 | -142.121 |
  1825. | train_52876df4 | TERMINATED | | 256 | 4.14515 | 0.00956156 | 0.920901 | 0.970763 | 1.18687e-05 | 0.0508607 | 8 | 37 | 256 | 0.648839 | 1 | 4138.64 | -469.53 |
  1826. | train_82b14dee | TERMINATED | | 256 | 4.20329 | 0.0101078 | 0.916139 | 0.971224 | 2.21259e-05 | 0.0497258 | 8 | 33 | 256 | 0.699429 | 1 | 3570.55 | -698.783 |
  1827. | train_c52c74fa | TERMINATED | | 256 | 4.24796 | 0.00959722 | 0.91571 | 0.990786 | 2.19057e-05 | 0.17422 | 2 | 39 | 256 | 0.666484 | 1 | 4524.3 | -589.394 |
  1828. | train_fe2d5430 | TERMINATED | | 256 | 4.24777 | 0.0137625 | 0.918862 | 0.990261 | 2.67812e-05 | 0.176917 | 2 | 40 | 256 | 0.759791 | 1 | 4628.57 | -419.331 |
  1829. | train_3aa69cd2 | TERMINATED | | 128 | 3.95513 | 0.0110935 | 0.981107 | 0.989505 | 2.24259e-05 | 0.207817 | 8 | 40 | 256 | 0.705153 | 1 | 4935.51 | -556.287 |
  1830. | train_92af47bc | TERMINATED | | 256 | 0.587478 | 0.0110201 | 0.900128 | 0.961226 | 2.36885e-05 | 0.171504 | 8 | 39 | 256 | 0.739122 | 1 | 5163.97 | -634.453 |
  1831. | train_924e25dc | TERMINATED | | 256 | 0.745807 | 0.00144076 | 0.901158 | 0.991382 | 2.51693e-05 | 0.203108 | 8 | 24 | 256 | 0.692864 | 1 | 3221.81 | -423.647 |
  1832. | train_f5fe4f30 | TERMINATED | | 256 | 0.768701 | 0.0148072 | 0.903486 | 0.958554 | 2.24949e-05 | 0.158453 | 8 | 50 | 256 | 0.698733 | 1 | 6011.83 | -638.674 |
  1833. | train_d380e88a | TERMINATED | | 128 | 0.781152 | 0.00137328 | 0.900058 | 0.960975 | 3.69061e-05 | 0.193369 | 2 | 24 | 256 | 0.729023 | 1 | 6750.21 | -1207.55 |
  1834. | train_4e6f447c | TERMINATED | | 128 | 0.891313 | 0.00147471 | 0.901023 | 0.960133 | 3.07596e-05 | 0.0895797 | 8 | 24 | 256 | 0.7316 | 1 | 5986.77 | -578.476 |
  1835. | train_c5adf96a | TERMINATED | | 128 | 0.663543 | 0.0012491 | 0.901006 | 0.912307 | 3.67306e-05 | 0.090217 | 8 | 26 | 2048 | 0.71815 | 1 | 6744.31 | -592.289 |
  1836. | train_b90db8d4 | TERMINATED | | 128 | 0.61083 | 0.00149124 | 0.896598 | 0.962281 | 1.00196e-05 | 0.0751987 | 8 | 25 | 512 | 0.412358 | 1 | 4747.62 | -670.844 |
  1837. | train_133e832e | TERMINATED | | 128 | 0.403049 | 0.00135661 | 0.970661 | 0.960976 | 1.05166e-05 | 0.0692821 | 8 | 24 | 2048 | 0.842083 | 1 | 5065.2 | -534.864 |
  1838. | train_99742b9c | TERMINATED | | 128 | 0.402094 | 0.00149239 | 0.971524 | 0.906415 | 3.52654e-05 | 0.0762168 | 4 | 15 | 2048 | 0.842371 | 1 | 5066.12 | -759.969 |
  1839. | train_3ea3c444 | TERMINATED | | 128 | 0.895928 | 0.00138762 | 0.972635 | 0.90334 | 3.69718e-05 | 0.100322 | 4 | 50 | 512 | 0.420179 | 1 | 5434.03 | -1041.81 |
  1840. | train_f5f0951c | TERMINATED | | 128 | 2.75621 | 0.00138817 | 0.926863 | 0.914005 | 1.0096e-05 | 0.0807466 | 4 | 24 | 512 | 0.401134 | 1 | 5573.84 | -915.72 |
  1841. | train_1febff4e | TERMINATED | | 128 | 2.77343 | 0.00148365 | 0.946303 | 0.906922 | 1.01565e-05 | 0.0716952 | 4 | 24 | 2048 | 0.86692 | 1 | 4638.34 | -864.595 |
  1842. | train_8b887bfa | TERMINATED | | 64 | 2.51978 | 0.0238748 | 0.97134 | 0.902867 | 6.51104e-06 | 0.0986357 | 4 | 3 | 128 | 0.410805 | 1 | 1678.82 | -133.812 |
  1843. | train_c77453aa | TERMINATED | | 64 | 2.71131 | 0.0234435 | 0.947007 | 0.902062 | 6.38435e-06 | 0.0757242 | 4 | 4 | 2048 | 0.845824 | 1 | 1808.29 | -309.211 |
  1844. | train_ed6c1e08 | TERMINATED | | 64 | 2.47389 | 0.0203824 | 0.947015 | 0.905578 | 1.07358e-05 | 0.0833724 | 4 | 15 | 2048 | 0.871445 | 1 | 5135.27 | -626.317 |
  1845. | train_3f6da8de | TERMINATED | | 64 | 2.68544 | 0.0241087 | 0.945536 | 0.977918 | 6.41831e-06 | 0.0388524 | 4 | 31 | 2048 | 0.566714 | 1 | 7176.45 | -629.989 |
  1846. | train_dee971cc | TERMINATED | | 64 | 2.47204 | 0.022875 | 0.945921 | 0.90908 | 6.424e-06 | 0.0370565 | 4 | 3 | 128 | 0.574559 | 1 | 1737.17 | -159.731 |
  1847. | train_65b0bfda | TERMINATED | | 64 | 2.34117 | 0.00700881 | 0.944103 | 0.985777 | 6.45067e-06 | 0.036445 | 4 | 3 | 128 | 0.561593 | 1 | 1602.51 | -130.905 |
  1848. | train_74c599d0 | TERMINATED | | 64 | 2.73148 | 0.0078018 | 0.994437 | 0.924906 | 6.58266e-06 | 0.12027 | 4 | 3 | 128 | 0.576775 | 1 | 1681.49 | -130.888 |
  1849. | train_7a3a70fc | TERMINATED | | 64 | 2.45443 | 0.0206322 | 0.945495 | 0.92373 | 6.23546e-06 | 0.0360279 | 4 | 4 | 128 | 0.550018 | 1 | 1982.62 | -127.324 |
  1850. | train_fddacace | TERMINATED | | 64 | 3.79309 | 0.00637777 | 0.99748 | 0.921137 | 6.40253e-06 | 0.0366473 | 4 | 6 | 128 | 0.453673 | 1 | 2121.18 | -140.708 |
  1851. | train_eaf99f4c | TERMINATED | | 64 | 1.92736 | 0.0361054 | 0.926337 | 0.911048 | 6.69093e-06 | 0.0376446 | 4 | 7 | 128 | 0.447132 | 1 | 2415.88 | -270.669 |
  1852. | train_21ac4990 | TERMINATED | | 64 | 1.89188 | 0.00693179 | 0.925715 | 0.931531 | 5.89462e-06 | 0.132877 | 4 | 8 | 128 | 0.293107 | 1 | 2490.07 | -360.216 |
  1853. | train_e6272c72 | TERMINATED | | 64 | 1.75101 | 0.0081202 | 0.983743 | 0.994492 | 9.52182e-06 | 0.310467 | 4 | 7 | 128 | 0.546217 | 1 | 2829.94 | -504.028 |
  1854. | train_5fa12a3e | TERMINATED | | 64 | 1.98974 | 0.00764138 | 0.997085 | 0.921706 | 6.1504e-06 | 0.30464 | 4 | 8 | 128 | 0.538159 | 1 | 2925.33 | -327.498 |
  1855. | train_188ce394 | TERMINATED | | 64 | 1.93761 | 0.00788399 | 0.996514 | 0.926546 | 5.98765e-06 | 0.285823 | 4 | 7 | 128 | 0.465599 | 1 | 2769.81 | -326.738 |
  1856. | train_ed303ace | TERMINATED | | 64 | 1.9498 | 0.00775063 | 0.997947 | 0.926797 | 6.05474e-06 | 0.130855 | 4 | 7 | 128 | 0.315027 | 1 | 2350.21 | -245.99 |
  1857. | train_eebddc48 | TERMINATED | | 64 | 1.92409 | 0.0352598 | 0.990145 | 0.93226 | 6.05342e-06 | 0.315611 | 4 | 8 | 128 | 0.540118 | 1 | 2463.59 | -307.879 |
  1858. | train_f0c9e2ca | TERMINATED | | 64 | 1.82505 | 0.00804335 | 0.980208 | 0.927586 | 5.90568e-06 | 0.302051 | 4 | 8 | 128 | 0.631622 | 1 | 2894.36 | -172.978 |
  1859. | train_8b8fea6a | TERMINATED | | 64 | 2.34663 | 0.00759918 | 0.998916 | 0.933192 | 5.80244e-06 | 0.144829 | 4 | 10 | 128 | 0.295015 | 1 | 2756.96 | -325.384 |
  1860. | train_ee79fcf6 | TERMINATED | | 64 | 2.48332 | 0.00786039 | 0.992121 | 0.946353 | 5.62011e-06 | 0.321245 | 4 | 5 | 128 | 0.553432 | 1 | 1991.6 | -134.14 |
  1861. | train_e2dcd296 | TERMINATED | | 64 | 2.30716 | 0.0348405 | 0.988194 | 0.921883 | 5.61708e-06 | 0.32531 | 4 | 5 | 128 | 0.53498 | 1 | 2016.26 | -263.418 |
  1862. | train_7d83d862 | TERMINATED | | 64 | 2.16781 | 0.0339973 | 0.993104 | 0.945434 | 5.60101e-06 | 0.132183 | 4 | 5 | 128 | 0.54274 | 1 | 2010.12 | -136.014 |
  1863. | train_2fd39448 | TERMINATED | | 64 | 2.27127 | 0.00586948 | 0.879403 | 0.945434 | 7.28188e-06 | 0.119585 | 4 | 3 | 128 | 0.631133 | 1 | 1671.13 | -312.081 |
  1864. | train_66d74818 | TERMINATED | | 64 | 2.24827 | 0.0162139 | 0.965677 | 0.943293 | 7.30635e-06 | 0.25093 | 4 | 43 | 128 | 0.475998 | 1 | 15976 | -810.123 |
  1865. | train_8c2e9058 | TERMINATED | | 64 | 2.90908 | 0.00549554 | 0.991409 | 0.920691 | 7.42936e-06 | 0.413658 | 4 | 3 | 128 | 0.477855 | 1 | 2039.79 | -133.062 |
  1866. | train_abc0fca8 | TERMINATED | | 64 | 2.97918 | 0.00539054 | 0.965684 | 0.919288 | 7.42813e-06 | 0.0331823 | 4 | 5 | 128 | 0.62456 | 1 | 2035.08 | -234.695 |
  1867. | train_922cff7a | TERMINATED | | 64 | 2.31696 | 0.00595249 | 0.881406 | 0.942855 | 7.56107e-06 | 0.110365 | 4 | 3 | 128 | 0.630647 | 1 | 1739.48 | -302.888 |
  1868. | train_af0bdad0 | TERMINATED | | 64 | 2.31689 | 0.00568851 | 0.882639 | 0.943519 | 7.44632e-06 | 0.725692 | 4 | 3 | 128 | 0.618411 | 1 | 2042.1 | -171.188 |
  1869. | train_953f4f0a | TERMINATED | | 64 | 2.17517 | 0.00573377 | 0.966745 | 0.945085 | 7.60916e-06 | 0.116597 | 4 | 3 | 128 | 0.61741 | 1 | 1654.25 | -178.523 |
  1870. | train_f58e1062 | TERMINATED | | 64 | 2.90859 | 0.00561496 | 0.968464 | 0.984813 | 7.26435e-06 | 0.965381 | 4 | 3 | 128 | 0.608845 | 1 | 1572.93 | -136.066 |
  1871. | train_f79c515c | TERMINATED | | 64 | 2.9957 | 0.00585901 | 0.965368 | 0.946844 | 7.52228e-06 | 0.113984 | 4 | 3 | 128 | 0.600946 | 1 | 1859.36 | -132.893 |
  1872. | train_2c414d90 | TERMINATED | | 64 | 2.89816 | 0.00584869 | 0.964457 | 0.944246 | 7.60232e-06 | 0.109343 | 4 | 3 | 128 | 0.48171 | 1 | 1735.1 | -145.326 |
  1873. | train_1478084c | TERMINATED | | 64 | 2.07207 | 0.0724358 | 0.992164 | 0.947627 | 8.5873e-06 | 0.021487 | 4 | 42 | 128 | 0.487192 | 1 | 16232.5 | -949.396 |
  1874. | train_4cb74316 | TERMINATED | | 64 | 3.37208 | 0.00566208 | 0.965105 | 0.952019 | 8.92526e-06 | 0.386063 | 4 | 4 | 128 | 0.484996 | 1 | 2372.71 | -319.331 |
  1875. +----------------+------------+-------+--------------+--------------+------------+--------------+----------+-----------------+-----------------+----------+------------+-----------+-----------+--------+------------------+---------------+
  1876.  
  1877.  
  1878. (pid=24807) 2021-04-06 16:03:00.020332: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1879. (pid=29953, ip=10.128.0.27) 2021-04-06 16:03:52.420702: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1880. (pid=29946, ip=10.128.0.27) 2021-04-06 16:10:19.005870: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1881. (pid=24799) 2021-04-06 16:11:07.974591: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1882. (pid=29112, ip=10.128.0.26) 2021-04-06 16:17:33.576312: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1883. (pid=29107, ip=10.128.0.26) 2021-04-06 16:20:15.326832: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1884. (pid=29945, ip=10.128.0.27) 2021-04-06 16:20:18.666234: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1885. (pid=29106, ip=10.128.0.26) 2021-04-06 16:21:46.959405: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1886. (pid=32246, ip=10.128.0.27) 2021-04-06 16:28:16.863144: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1887. (pid=24798) 2021-04-06 16:37:01.106192: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0
  1888. 2021-04-06 20:58:46,879 INFO tune.py:549 -- Total run time: 61200.71 seconds (61200.09 seconds for the tuning loop).
  1889.  
  1890.  
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