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[Test] More comprehensive tests for auto_spec #2640
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🔗 Helpful Links🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/rl/2640
Note: Links to docs will display an error until the docs builds have been completed. ❌ 4 New Failures, 20 Unrelated FailuresAs of commit 0f67077 with merge base 4bc40a8 (): NEW FAILURES - The following jobs have failed:
FLAKY - The following jobs failed but were likely due to flakiness present on trunk:
BROKEN TRUNK - The following jobs failed but were present on the merge base:👉 Rebase onto the `viable/strict` branch to avoid these failures
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This was referenced Dec 6, 2024
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|
Name | Max | Mean | Ops | Ops on Repo HEAD
|
Change |
---|---|---|---|---|---|
test_simple | 0.4336s | 0.4315s | 2.3176 Ops/s | 2.2539 Ops/s | |
test_transformed | 0.7195s | 0.6325s | 1.5811 Ops/s | 1.5954 Ops/s | |
test_serial | 1.3737s | 1.3551s | 0.7379 Ops/s | 0.7403 Ops/s | |
test_parallel | 1.3045s | 1.2923s | 0.7738 Ops/s | 0.7684 Ops/s | |
test_step_mdp_speed[True-True-True-True-True] | 0.2543ms | 29.3002μs | 34.1295 KOps/s | 33.7318 KOps/s | |
test_step_mdp_speed[True-True-True-True-False] | 56.8960μs | 17.2187μs | 58.0765 KOps/s | 58.5448 KOps/s | |
test_step_mdp_speed[True-True-True-False-True] | 45.2950μs | 16.3853μs | 61.0302 KOps/s | 59.8399 KOps/s | |
test_step_mdp_speed[True-True-True-False-False] | 34.5740μs | 9.5795μs | 104.3896 KOps/s | 103.6284 KOps/s | |
test_step_mdp_speed[True-True-False-True-True] | 98.2530μs | 31.2254μs | 32.0252 KOps/s | 32.0049 KOps/s | |
test_step_mdp_speed[True-True-False-True-False] | 70.0900μs | 19.0044μs | 52.6193 KOps/s | 52.3652 KOps/s | |
test_step_mdp_speed[True-True-False-False-True] | 50.3040μs | 18.2145μs | 54.9014 KOps/s | 54.8349 KOps/s | |
test_step_mdp_speed[True-True-False-False-False] | 47.1280μs | 11.3140μs | 88.3858 KOps/s | 86.3860 KOps/s | |
test_step_mdp_speed[True-False-True-True-True] | 74.7900μs | 33.0177μs | 30.2868 KOps/s | 29.7725 KOps/s | |
test_step_mdp_speed[True-False-True-True-False] | 54.5620μs | 20.7913μs | 48.0969 KOps/s | 47.5740 KOps/s | |
test_step_mdp_speed[True-False-True-False-True] | 51.2250μs | 18.1927μs | 54.9672 KOps/s | 54.9046 KOps/s | |
test_step_mdp_speed[True-False-True-False-False] | 42.2580μs | 11.4471μs | 87.3587 KOps/s | 87.0099 KOps/s | |
test_step_mdp_speed[True-False-False-True-True] | 0.5537ms | 34.3439μs | 29.1173 KOps/s | 28.6232 KOps/s | |
test_step_mdp_speed[True-False-False-True-False] | 56.2450μs | 22.5097μs | 44.4252 KOps/s | 43.9672 KOps/s | |
test_step_mdp_speed[True-False-False-False-True] | 82.3740μs | 19.6922μs | 50.7815 KOps/s | 49.7673 KOps/s | |
test_step_mdp_speed[True-False-False-False-False] | 54.0710μs | 13.0356μs | 76.7129 KOps/s | 74.8229 KOps/s | |
test_step_mdp_speed[False-True-True-True-True] | 87.8740μs | 32.7149μs | 30.5671 KOps/s | 29.8915 KOps/s | |
test_step_mdp_speed[False-True-True-True-False] | 52.5480μs | 20.9894μs | 47.6432 KOps/s | 47.3240 KOps/s | |
test_step_mdp_speed[False-True-True-False-True] | 50.3440μs | 20.8113μs | 48.0509 KOps/s | 48.0400 KOps/s | |
test_step_mdp_speed[False-True-True-False-False] | 47.5690μs | 12.7170μs | 78.6351 KOps/s | 78.0742 KOps/s | |
test_step_mdp_speed[False-True-False-True-True] | 85.8000μs | 34.8715μs | 28.6767 KOps/s | 28.6616 KOps/s | |
test_step_mdp_speed[False-True-False-True-False] | 59.6020μs | 22.7409μs | 43.9736 KOps/s | 43.8515 KOps/s | |
test_step_mdp_speed[False-True-False-False-True] | 0.1078s | 26.1122μs | 38.2963 KOps/s | 43.5187 KOps/s | |
test_step_mdp_speed[False-True-False-False-False] | 46.1360μs | 14.2345μs | 70.2521 KOps/s | 69.6753 KOps/s | |
test_step_mdp_speed[False-False-True-True-True] | 68.1770μs | 36.4155μs | 27.4608 KOps/s | 27.6331 KOps/s | |
test_step_mdp_speed[False-False-True-True-False] | 58.4390μs | 24.3915μs | 40.9979 KOps/s | 41.2247 KOps/s | |
test_step_mdp_speed[False-False-True-False-True] | 63.5110μs | 22.1671μs | 45.1118 KOps/s | 44.9797 KOps/s | |
test_step_mdp_speed[False-False-True-False-False] | 41.1970μs | 14.3290μs | 69.7885 KOps/s | 69.5300 KOps/s | |
test_step_mdp_speed[False-False-False-True-True] | 77.6350μs | 37.7741μs | 26.4732 KOps/s | 26.6052 KOps/s | |
test_step_mdp_speed[False-False-False-True-False] | 0.6053ms | 26.1880μs | 38.1854 KOps/s | 38.9108 KOps/s | |
test_step_mdp_speed[False-False-False-False-True] | 90.8790μs | 23.4175μs | 42.7031 KOps/s | 42.0523 KOps/s | |
test_step_mdp_speed[False-False-False-False-False] | 46.4560μs | 15.8058μs | 63.2677 KOps/s | 62.4881 KOps/s | |
test_values[generalized_advantage_estimate-True-True] | 10.5597ms | 9.5966ms | 104.2040 Ops/s | 105.4639 Ops/s | |
test_values[vec_generalized_advantage_estimate-True-True] | 37.5921ms | 35.9154ms | 27.8432 Ops/s | 29.3443 Ops/s | |
test_values[td0_return_estimate-False-False] | 0.2652ms | 0.1977ms | 5.0569 KOps/s | 5.3905 KOps/s | |
test_values[td1_return_estimate-False-False] | 25.0725ms | 23.7714ms | 42.0674 Ops/s | 42.3265 Ops/s | |
test_values[vec_td1_return_estimate-False-False] | 37.8137ms | 36.0944ms | 27.7052 Ops/s | 29.5469 Ops/s | |
test_values[td_lambda_return_estimate-True-False] | 37.4983ms | 34.2847ms | 29.1675 Ops/s | 29.1554 Ops/s | |
test_values[vec_td_lambda_return_estimate-True-False] | 37.7055ms | 36.0989ms | 27.7017 Ops/s | 29.4598 Ops/s | |
test_gae_speed[generalized_advantage_estimate-False-1-512] | 8.3869ms | 8.3008ms | 120.4708 Ops/s | 120.9856 Ops/s | |
test_gae_speed[vec_generalized_advantage_estimate-True-1-512] | 2.3631ms | 2.0444ms | 489.1485 Ops/s | 508.9308 Ops/s | |
test_gae_speed[vec_generalized_advantage_estimate-False-1-512] | 0.4763ms | 0.3639ms | 2.7483 KOps/s | 2.7690 KOps/s | |
test_gae_speed[vec_generalized_advantage_estimate-True-32-512] | 47.4734ms | 45.6301ms | 21.9153 Ops/s | 23.3992 Ops/s | |
test_gae_speed[vec_generalized_advantage_estimate-False-32-512] | 4.8779ms | 3.1953ms | 312.9634 Ops/s | 327.7740 Ops/s | |
test_dqn_speed[False-None] | 2.9279ms | 1.3910ms | 718.8976 Ops/s | 712.7508 Ops/s | |
test_dqn_speed[False-backward] | 2.6911ms | 1.9281ms | 518.6391 Ops/s | 534.5896 Ops/s | |
test_dqn_speed[True-None] | 1.0586ms | 0.4710ms | 2.1231 KOps/s | 2.1459 KOps/s | |
test_dqn_speed[True-backward] | 0.9890ms | 0.9318ms | 1.0732 KOps/s | 1.0829 KOps/s | |
test_dqn_speed[reduce-overhead-None] | 0.5851ms | 0.4709ms | 2.1235 KOps/s | 2.1370 KOps/s | |
test_dqn_speed[reduce-overhead-backward] | 0.9947ms | 0.9249ms | 1.0812 KOps/s | 1.0632 KOps/s | |
test_ddpg_speed[False-None] | 3.6214ms | 2.8743ms | 347.9089 Ops/s | 344.8010 Ops/s | |
test_ddpg_speed[False-backward] | 4.1547ms | 4.0500ms | 246.9127 Ops/s | 248.5264 Ops/s | |
test_ddpg_speed[True-None] | 1.2950ms | 0.9944ms | 1.0056 KOps/s | 998.8597 Ops/s | |
test_ddpg_speed[True-backward] | 2.0940ms | 1.9395ms | 515.6099 Ops/s | 453.2504 Ops/s | |
test_ddpg_speed[reduce-overhead-None] | 1.3622ms | 0.9945ms | 1.0055 KOps/s | 990.1099 Ops/s | |
test_ddpg_speed[reduce-overhead-backward] | 2.1686ms | 1.9928ms | 501.8048 Ops/s | 520.4020 Ops/s | |
test_sac_speed[False-None] | 9.9391ms | 8.4563ms | 118.2554 Ops/s | 124.4399 Ops/s | |
test_sac_speed[False-backward] | 12.1539ms | 11.3676ms | 87.9690 Ops/s | 93.2371 Ops/s | |
test_sac_speed[True-None] | 2.0785ms | 1.8282ms | 546.9938 Ops/s | 545.1043 Ops/s | |
test_sac_speed[True-backward] | 4.5927ms | 3.6116ms | 276.8825 Ops/s | 281.9726 Ops/s | |
test_sac_speed[reduce-overhead-None] | 3.3096ms | 1.8342ms | 545.1933 Ops/s | 545.5596 Ops/s | |
test_sac_speed[reduce-overhead-backward] | 3.8044ms | 3.5259ms | 283.6142 Ops/s | 286.5968 Ops/s | |
test_redq_speed[False-None] | 14.7546ms | 13.2884ms | 75.2535 Ops/s | 76.5807 Ops/s | |
test_redq_speed[False-backward] | 23.8296ms | 22.6649ms | 44.1211 Ops/s | 45.0670 Ops/s | |
test_redq_speed[True-None] | 5.9504ms | 5.0202ms | 199.1950 Ops/s | 202.5237 Ops/s | |
test_redq_speed[True-backward] | 14.4375ms | 12.5313ms | 79.8004 Ops/s | 80.0514 Ops/s | |
test_redq_speed[reduce-overhead-None] | 5.5589ms | 4.7651ms | 209.8613 Ops/s | 210.2669 Ops/s | |
test_redq_speed[reduce-overhead-backward] | 15.2207ms | 12.9264ms | 77.3611 Ops/s | 81.0297 Ops/s | |
test_redq_deprec_speed[False-None] | 14.5661ms | 13.0521ms | 76.6161 Ops/s | 76.2819 Ops/s | |
test_redq_deprec_speed[False-backward] | 20.8421ms | 18.8226ms | 53.1277 Ops/s | 53.3710 Ops/s | |
test_redq_deprec_speed[True-None] | 4.2962ms | 3.5666ms | 280.3800 Ops/s | 277.8087 Ops/s | |
test_redq_deprec_speed[True-backward] | 9.2524ms | 8.6288ms | 115.8914 Ops/s | 122.3031 Ops/s | |
test_redq_deprec_speed[reduce-overhead-None] | 4.3433ms | 3.7206ms | 268.7713 Ops/s | 278.6749 Ops/s | |
test_redq_deprec_speed[reduce-overhead-backward] | 8.8685ms | 8.4613ms | 118.1848 Ops/s | 123.7491 Ops/s | |
test_td3_speed[False-None] | 34.4520ms | 8.3573ms | 119.6564 Ops/s | 123.4698 Ops/s | |
test_td3_speed[False-backward] | 12.3301ms | 10.5605ms | 94.6927 Ops/s | 95.0130 Ops/s | |
test_td3_speed[True-None] | 1.9347ms | 1.6890ms | 592.0496 Ops/s | 580.3520 Ops/s | |
test_td3_speed[True-backward] | 3.7082ms | 3.4051ms | 293.6747 Ops/s | 304.5760 Ops/s | |
test_td3_speed[reduce-overhead-None] | 1.8450ms | 1.6855ms | 593.2981 Ops/s | 583.1714 Ops/s | |
test_td3_speed[reduce-overhead-backward] | 4.2112ms | 3.3410ms | 299.3143 Ops/s | 294.7131 Ops/s | |
test_cql_speed[False-None] | 38.7373ms | 36.5198ms | 27.3824 Ops/s | 26.3493 Ops/s | |
test_cql_speed[False-backward] | 57.5022ms | 46.5220ms | 21.4952 Ops/s | 21.6559 Ops/s | |
test_cql_speed[True-None] | 16.8529ms | 15.7806ms | 63.3691 Ops/s | 62.7217 Ops/s | |
test_cql_speed[True-backward] | 23.6340ms | 22.7275ms | 43.9996 Ops/s | 43.5024 Ops/s | |
test_cql_speed[reduce-overhead-None] | 18.3664ms | 15.8747ms | 62.9934 Ops/s | 61.5106 Ops/s | |
test_cql_speed[reduce-overhead-backward] | 23.2919ms | 22.6388ms | 44.1720 Ops/s | 43.7733 Ops/s | |
test_a2c_speed[False-None] | 8.6235ms | 7.1951ms | 138.9836 Ops/s | 134.2204 Ops/s | |
test_a2c_speed[False-backward] | 15.5610ms | 14.5170ms | 68.8846 Ops/s | 66.9025 Ops/s | |
test_a2c_speed[True-None] | 5.0539ms | 4.2380ms | 235.9617 Ops/s | 237.2311 Ops/s | |
test_a2c_speed[True-backward] | 12.1235ms | 11.1822ms | 89.4276 Ops/s | 92.7257 Ops/s | |
test_a2c_speed[reduce-overhead-None] | 4.6670ms | 4.2216ms | 236.8769 Ops/s | 236.2580 Ops/s | |
test_a2c_speed[reduce-overhead-backward] | 11.6686ms | 10.8840ms | 91.8783 Ops/s | 91.8151 Ops/s | |
test_ppo_speed[False-None] | 9.4094ms | 7.5068ms | 133.2118 Ops/s | 132.9952 Ops/s | |
test_ppo_speed[False-backward] | 15.3849ms | 14.9187ms | 67.0299 Ops/s | 64.3452 Ops/s | |
test_ppo_speed[True-None] | 4.2367ms | 3.7397ms | 267.3991 Ops/s | 268.5310 Ops/s | |
test_ppo_speed[True-backward] | 10.3648ms | 9.7742ms | 102.3102 Ops/s | 101.9874 Ops/s | |
test_ppo_speed[reduce-overhead-None] | 4.2034ms | 3.7451ms | 267.0156 Ops/s | 266.3690 Ops/s | |
test_ppo_speed[reduce-overhead-backward] | 10.8084ms | 9.8476ms | 101.5475 Ops/s | 99.6258 Ops/s | |
test_reinforce_speed[False-None] | 8.7324ms | 6.6170ms | 151.1256 Ops/s | 146.9713 Ops/s | |
test_reinforce_speed[False-backward] | 10.7036ms | 9.9995ms | 100.0052 Ops/s | 98.4210 Ops/s | |
test_reinforce_speed[True-None] | 3.2313ms | 2.6704ms | 374.4691 Ops/s | 351.3041 Ops/s | |
test_reinforce_speed[True-backward] | 10.2138ms | 9.0173ms | 110.8974 Ops/s | 109.8803 Ops/s | |
test_reinforce_speed[reduce-overhead-None] | 3.0742ms | 2.7407ms | 364.8693 Ops/s | 366.8389 Ops/s | |
test_reinforce_speed[reduce-overhead-backward] | 9.2764ms | 8.9279ms | 112.0089 Ops/s | 111.2800 Ops/s | |
test_iql_speed[False-None] | 34.1352ms | 32.7167ms | 30.5655 Ops/s | 30.3774 Ops/s | |
test_iql_speed[False-backward] | 47.3817ms | 45.8351ms | 21.8174 Ops/s | 21.6542 Ops/s | |
test_iql_speed[True-None] | 12.0704ms | 11.0082ms | 90.8418 Ops/s | 88.6959 Ops/s | |
test_iql_speed[True-backward] | 22.9418ms | 22.0860ms | 45.2775 Ops/s | 44.8081 Ops/s | |
test_iql_speed[reduce-overhead-None] | 11.8555ms | 10.9075ms | 91.6802 Ops/s | 90.6219 Ops/s | |
test_iql_speed[reduce-overhead-backward] | 24.1821ms | 22.3161ms | 44.8108 Ops/s | 43.7174 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] | 7.3514ms | 5.0221ms | 199.1209 Ops/s | 187.1809 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] | 0.3375s | 0.8355ms | 1.1969 KOps/s | 1.8632 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] | 0.8449ms | 0.4955ms | 2.0182 KOps/s | 2.0152 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] | 7.6497ms | 4.8624ms | 205.6594 Ops/s | 192.6957 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] | 1.1224ms | 0.5032ms | 1.9873 KOps/s | 1.8846 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] | 0.7257ms | 0.4793ms | 2.0864 KOps/s | 2.0647 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-sampler6-10000] | 1.8435ms | 1.6288ms | 613.9636 Ops/s | 605.3877 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-sampler7-10000] | 2.0819ms | 1.5845ms | 631.1034 Ops/s | 628.0261 Ops/s | |
test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] | 8.0544ms | 5.1860ms | 192.8260 Ops/s | 189.6269 Ops/s | |
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] | 3.7080ms | 0.6664ms | 1.5007 KOps/s | 1.5114 KOps/s | |
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] | 0.9421ms | 0.6246ms | 1.6011 KOps/s | 1.5646 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] | 5.4759ms | 4.9497ms | 202.0306 Ops/s | 191.2087 Ops/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] | 2.6559ms | 0.5218ms | 1.9164 KOps/s | 1.8625 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] | 0.8065ms | 0.5031ms | 1.9878 KOps/s | 2.0103 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] | 7.6354ms | 4.8885ms | 204.5634 Ops/s | 197.8116 Ops/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] | 0.7698ms | 0.4980ms | 2.0080 KOps/s | 1.9462 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] | 7.4627ms | 0.4922ms | 2.0318 KOps/s | 2.0203 KOps/s | |
test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] | 6.7452ms | 5.0452ms | 198.2098 Ops/s | 190.4746 Ops/s | |
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] | 1.4166ms | 0.6577ms | 1.5206 KOps/s | 1.5048 KOps/s | |
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] | 0.8762ms | 0.6261ms | 1.5971 KOps/s | 1.5678 KOps/s | |
test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] | 5.5549ms | 4.2057ms | 237.7740 Ops/s | 238.3864 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] | 3.5151ms | 2.3019ms | 434.4151 Ops/s | 427.5096 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] | 7.4952ms | 1.4270ms | 700.7497 Ops/s | 832.0609 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] | 0.4475s | 13.1046ms | 76.3092 Ops/s | 242.7734 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] | 8.6511ms | 2.4782ms | 403.5176 Ops/s | 390.7195 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] | 5.9143ms | 1.3690ms | 730.4791 Ops/s | 748.6241 Ops/s | |
test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] | 6.0365ms | 4.4198ms | 226.2524 Ops/s | 32.2560 Ops/s | |
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] | 8.9678ms | 2.6586ms | 376.1426 Ops/s | 409.1260 Ops/s | |
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] | 4.6157ms | 1.5669ms | 638.1979 Ops/s | 639.1990 Ops/s | |
test_rb_extend_sample[ReplayBuffer-LazyTensorStorage-RandomSampler-10000-10000-100-True] | 11.7853ms | 10.9362ms | 91.4397 Ops/s | 84.5348 Ops/s | |
test_rb_extend_sample[ReplayBuffer-LazyTensorStorage-RandomSampler-10000-10000-100-False] | 15.7259ms | 14.2370ms | 70.2396 Ops/s | 67.8126 Ops/s | |
test_rb_extend_sample[ReplayBuffer-LazyTensorStorage-RandomSampler-100000-10000-100-True] | 21.2796ms | 19.6486ms | 50.8941 Ops/s | 48.6285 Ops/s | |
test_rb_extend_sample[ReplayBuffer-LazyTensorStorage-RandomSampler-100000-10000-100-False] | 15.0668ms | 14.4446ms | 69.2299 Ops/s | 66.9044 Ops/s | |
test_rb_extend_sample[ReplayBuffer-LazyTensorStorage-RandomSampler-1000000-10000-100-True] | 20.8490ms | 20.1344ms | 49.6662 Ops/s | 49.2110 Ops/s | |
test_rb_extend_sample[ReplayBuffer-LazyTensorStorage-RandomSampler-1000000-10000-100-False] | 16.9613ms | 15.6851ms | 63.7547 Ops/s | 62.3551 Ops/s |
|
Name | Max | Mean | Ops | Ops on Repo HEAD
|
Change |
---|---|---|---|---|---|
test_simple | 0.7430s | 0.7422s | 1.3474 Ops/s | 1.3039 Ops/s | |
test_transformed | 1.0948s | 1.0160s | 0.9843 Ops/s | 1.0081 Ops/s | |
test_serial | 2.2277s | 2.1477s | 0.4656 Ops/s | 0.4701 Ops/s | |
test_parallel | 2.0513s | 1.9904s | 0.5024 Ops/s | 0.5072 Ops/s | |
test_step_mdp_speed[True-True-True-True-True] | 0.2251ms | 40.0147μs | 24.9908 KOps/s | 25.0630 KOps/s | |
test_step_mdp_speed[True-True-True-True-False] | 67.8910μs | 22.4492μs | 44.5450 KOps/s | 43.8901 KOps/s | |
test_step_mdp_speed[True-True-True-False-True] | 48.1600μs | 22.2996μs | 44.8439 KOps/s | 45.6735 KOps/s | |
test_step_mdp_speed[True-True-True-False-False] | 45.4410μs | 12.8424μs | 77.8670 KOps/s | 77.0947 KOps/s | |
test_step_mdp_speed[True-True-False-True-True] | 69.3910μs | 42.4092μs | 23.5798 KOps/s | 23.7043 KOps/s | |
test_step_mdp_speed[True-True-False-True-False] | 56.5510μs | 24.9912μs | 40.0142 KOps/s | 41.3666 KOps/s | |
test_step_mdp_speed[True-True-False-False-True] | 49.1710μs | 24.2151μs | 41.2965 KOps/s | 41.3027 KOps/s | |
test_step_mdp_speed[True-True-False-False-False] | 40.6310μs | 14.9223μs | 67.0138 KOps/s | 67.1168 KOps/s | |
test_step_mdp_speed[True-False-True-True-True] | 72.6910μs | 44.9587μs | 22.2426 KOps/s | 22.8019 KOps/s | |
test_step_mdp_speed[True-False-True-True-False] | 60.4210μs | 27.3833μs | 36.5186 KOps/s | 36.9639 KOps/s | |
test_step_mdp_speed[True-False-True-False-True] | 55.8010μs | 24.1476μs | 41.4120 KOps/s | 41.0511 KOps/s | |
test_step_mdp_speed[True-False-True-False-False] | 40.1300μs | 14.9610μs | 66.8404 KOps/s | 66.5780 KOps/s | |
test_step_mdp_speed[True-False-False-True-True] | 73.6010μs | 46.7965μs | 21.3691 KOps/s | 21.6576 KOps/s | |
test_step_mdp_speed[True-False-False-True-False] | 53.2610μs | 29.4080μs | 34.0044 KOps/s | 34.1865 KOps/s | |
test_step_mdp_speed[True-False-False-False-True] | 54.0510μs | 25.8565μs | 38.6750 KOps/s | 38.1161 KOps/s | |
test_step_mdp_speed[True-False-False-False-False] | 51.9010μs | 17.1502μs | 58.3084 KOps/s | 58.2225 KOps/s | |
test_step_mdp_speed[False-True-True-True-True] | 83.3520μs | 45.2344μs | 22.1071 KOps/s | 22.6130 KOps/s | |
test_step_mdp_speed[False-True-True-True-False] | 59.0110μs | 27.6759μs | 36.1325 KOps/s | 36.3113 KOps/s | |
test_step_mdp_speed[False-True-True-False-True] | 58.2510μs | 28.1352μs | 35.5427 KOps/s | 35.4618 KOps/s | |
test_step_mdp_speed[False-True-True-False-False] | 42.0710μs | 16.7250μs | 59.7906 KOps/s | 60.6180 KOps/s | |
test_step_mdp_speed[False-True-False-True-True] | 76.7710μs | 46.9093μs | 21.3177 KOps/s | 21.7138 KOps/s | |
test_step_mdp_speed[False-True-False-True-False] | 56.5910μs | 29.8698μs | 33.4786 KOps/s | 34.2587 KOps/s | |
test_step_mdp_speed[False-True-False-False-True] | 3.1951ms | 30.9281μs | 32.3330 KOps/s | 32.9166 KOps/s | |
test_step_mdp_speed[False-True-False-False-False] | 54.9510μs | 18.8733μs | 52.9848 KOps/s | 52.5759 KOps/s | |
test_step_mdp_speed[False-False-True-True-True] | 85.7810μs | 49.7118μs | 20.1160 KOps/s | 20.8170 KOps/s | |
test_step_mdp_speed[False-False-True-True-False] | 78.6310μs | 30.9744μs | 32.2847 KOps/s | 31.7285 KOps/s | |
test_step_mdp_speed[False-False-True-False-True] | 60.2910μs | 29.7207μs | 33.6465 KOps/s | 33.7036 KOps/s | |
test_step_mdp_speed[False-False-True-False-False] | 45.5410μs | 18.5595μs | 53.8808 KOps/s | 54.2509 KOps/s | |
test_step_mdp_speed[False-False-False-True-True] | 89.6220μs | 50.3616μs | 19.8564 KOps/s | 20.3507 KOps/s | |
test_step_mdp_speed[False-False-False-True-False] | 68.0910μs | 33.3767μs | 29.9610 KOps/s | 30.5997 KOps/s | |
test_step_mdp_speed[False-False-False-False-True] | 63.4210μs | 32.1071μs | 31.1458 KOps/s | 32.1544 KOps/s | |
test_step_mdp_speed[False-False-False-False-False] | 50.4610μs | 20.7130μs | 48.2790 KOps/s | 49.8644 KOps/s | |
test_values[generalized_advantage_estimate-True-True] | 24.8406ms | 24.2245ms | 41.2806 Ops/s | 39.9851 Ops/s | |
test_values[vec_generalized_advantage_estimate-True-True] | 0.1009s | 2.9139ms | 343.1798 Ops/s | 328.7067 Ops/s | |
test_values[td0_return_estimate-False-False] | 0.1063ms | 79.6719μs | 12.5515 KOps/s | 12.6193 KOps/s | |
test_values[td1_return_estimate-False-False] | 54.6480ms | 53.8890ms | 18.5567 Ops/s | 18.6061 Ops/s | |
test_values[vec_td1_return_estimate-False-False] | 1.4100ms | 1.0800ms | 925.9433 Ops/s | 931.0156 Ops/s | |
test_values[td_lambda_return_estimate-True-False] | 85.9438ms | 85.2791ms | 11.7262 Ops/s | 11.5735 Ops/s | |
test_values[vec_td_lambda_return_estimate-True-False] | 1.3702ms | 1.0746ms | 930.5513 Ops/s | 931.4681 Ops/s | |
test_gae_speed[generalized_advantage_estimate-False-1-512] | 24.0007ms | 23.6981ms | 42.1975 Ops/s | 42.2094 Ops/s | |
test_gae_speed[vec_generalized_advantage_estimate-True-1-512] | 1.0679ms | 0.7444ms | 1.3433 KOps/s | 1.3499 KOps/s | |
test_gae_speed[vec_generalized_advantage_estimate-False-1-512] | 0.8466ms | 0.6644ms | 1.5050 KOps/s | 1.4738 KOps/s | |
test_gae_speed[vec_generalized_advantage_estimate-True-32-512] | 1.5201ms | 1.4731ms | 678.8233 Ops/s | 680.2461 Ops/s | |
test_gae_speed[vec_generalized_advantage_estimate-False-32-512] | 0.7395ms | 0.6755ms | 1.4803 KOps/s | 1.4867 KOps/s | |
test_dqn_speed[False-None] | 6.9832ms | 1.5121ms | 661.3490 Ops/s | 673.4478 Ops/s | |
test_dqn_speed[False-backward] | 2.1645ms | 2.1276ms | 470.0137 Ops/s | 475.1923 Ops/s | |
test_dqn_speed[True-None] | 0.6713ms | 0.5511ms | 1.8145 KOps/s | 1.8794 KOps/s | |
test_dqn_speed[True-backward] | 1.2697ms | 1.2065ms | 828.8588 Ops/s | 912.5175 Ops/s | |
test_dqn_speed[reduce-overhead-None] | 0.6763ms | 0.5532ms | 1.8077 KOps/s | 1.8227 KOps/s | |
test_dqn_speed[reduce-overhead-backward] | 1.1243ms | 1.0712ms | 933.5680 Ops/s | 1.0350 KOps/s | |
test_ddpg_speed[False-None] | 3.1787ms | 2.8540ms | 350.3906 Ops/s | 351.6401 Ops/s | |
test_ddpg_speed[False-backward] | 4.6501ms | 4.2356ms | 236.0917 Ops/s | 243.2495 Ops/s | |
test_ddpg_speed[True-None] | 1.3315ms | 1.0728ms | 932.1713 Ops/s | 933.4832 Ops/s | |
test_ddpg_speed[True-backward] | 2.4528ms | 2.3164ms | 431.7106 Ops/s | 453.9212 Ops/s | |
test_ddpg_speed[reduce-overhead-None] | 1.1330ms | 1.0815ms | 924.6214 Ops/s | 909.4178 Ops/s | |
test_ddpg_speed[reduce-overhead-backward] | 1.8649ms | 1.7866ms | 559.7247 Ops/s | 613.3763 Ops/s | |
test_sac_speed[False-None] | 8.6714ms | 8.0566ms | 124.1220 Ops/s | 125.3293 Ops/s | |
test_sac_speed[False-backward] | 12.0842ms | 11.3113ms | 88.4071 Ops/s | 91.0123 Ops/s | |
test_sac_speed[True-None] | 1.6693ms | 1.5482ms | 645.9125 Ops/s | 652.7716 Ops/s | |
test_sac_speed[True-backward] | 3.5386ms | 3.3798ms | 295.8753 Ops/s | 292.5745 Ops/s | |
test_sac_speed[reduce-overhead-None] | 22.4062ms | 12.5118ms | 79.9247 Ops/s | 79.2175 Ops/s | |
test_sac_speed[reduce-overhead-backward] | 1.5345ms | 1.4832ms | 674.2370 Ops/s | 700.5250 Ops/s | |
test_redq_speed[False-None] | 8.3115ms | 7.4871ms | 133.5634 Ops/s | 133.1641 Ops/s | |
test_redq_speed[False-backward] | 12.5494ms | 11.7789ms | 84.8978 Ops/s | 86.3185 Ops/s | |
test_redq_speed[True-None] | 2.0488ms | 1.9727ms | 506.9220 Ops/s | 508.2243 Ops/s | |
test_redq_speed[True-backward] | 3.8886ms | 3.8158ms | 262.0708 Ops/s | 275.5546 Ops/s | |
test_redq_speed[reduce-overhead-None] | 2.1020ms | 1.9750ms | 506.3234 Ops/s | 507.3732 Ops/s | |
test_redq_speed[reduce-overhead-backward] | 3.8731ms | 3.8285ms | 261.2002 Ops/s | 273.3427 Ops/s | |
test_redq_deprec_speed[False-None] | 9.5784ms | 9.0270ms | 110.7794 Ops/s | 110.7595 Ops/s | |
test_redq_deprec_speed[False-backward] | 12.7642ms | 12.3419ms | 81.0247 Ops/s | 82.7070 Ops/s | |
test_redq_deprec_speed[True-None] | 2.3774ms | 2.3151ms | 431.9390 Ops/s | 429.1121 Ops/s | |
test_redq_deprec_speed[True-backward] | 4.5888ms | 4.1753ms | 239.5054 Ops/s | 235.8858 Ops/s | |
test_redq_deprec_speed[reduce-overhead-None] | 2.3721ms | 2.3116ms | 432.6024 Ops/s | 430.8581 Ops/s | |
test_redq_deprec_speed[reduce-overhead-backward] | 4.5784ms | 4.1702ms | 239.7974 Ops/s | 239.4400 Ops/s | |
test_td3_speed[False-None] | 8.0966ms | 7.8895ms | 126.7515 Ops/s | 127.0129 Ops/s | |
test_td3_speed[False-backward] | 11.0702ms | 10.4906ms | 95.3235 Ops/s | 95.5068 Ops/s | |
test_td3_speed[True-None] | 1.5953ms | 1.5702ms | 636.8706 Ops/s | 639.0442 Ops/s | |
test_td3_speed[True-backward] | 3.6469ms | 3.2707ms | 305.7461 Ops/s | 303.7660 Ops/s | |
test_td3_speed[reduce-overhead-None] | 49.7005ms | 25.3135ms | 39.5046 Ops/s | 38.1766 Ops/s | |
test_td3_speed[reduce-overhead-backward] | 1.4790ms | 1.4264ms | 701.0630 Ops/s | 780.2830 Ops/s | |
test_cql_speed[False-None] | 16.4695ms | 16.1305ms | 61.9943 Ops/s | 62.2644 Ops/s | |
test_cql_speed[False-backward] | 22.2915ms | 21.8144ms | 45.8413 Ops/s | 46.8849 Ops/s | |
test_cql_speed[True-None] | 3.0530ms | 2.9133ms | 343.2548 Ops/s | 337.3948 Ops/s | |
test_cql_speed[True-backward] | 5.4989ms | 5.0850ms | 196.6567 Ops/s | 190.4035 Ops/s | |
test_cql_speed[reduce-overhead-None] | 22.5722ms | 13.1718ms | 75.9196 Ops/s | 76.0739 Ops/s | |
test_cql_speed[reduce-overhead-backward] | 1.5497ms | 1.4705ms | 680.0607 Ops/s | 601.7079 Ops/s | |
test_a2c_speed[False-None] | 3.7555ms | 3.2041ms | 312.1026 Ops/s | 312.2737 Ops/s | |
test_a2c_speed[False-backward] | 6.7184ms | 6.1770ms | 161.8906 Ops/s | 156.1419 Ops/s | |
test_a2c_speed[True-None] | 1.4384ms | 0.9917ms | 1.0084 KOps/s | 1.0010 KOps/s | |
test_a2c_speed[True-backward] | 2.6977ms | 2.6249ms | 380.9648 Ops/s | 361.8923 Ops/s | |
test_a2c_speed[reduce-overhead-None] | 0.3980s | 12.4231ms | 80.4951 Ops/s | 87.4308 Ops/s | |
test_a2c_speed[reduce-overhead-backward] | 1.0485ms | 0.9889ms | 1.0112 KOps/s | 879.5270 Ops/s | |
test_ppo_speed[False-None] | 3.8412ms | 3.6643ms | 272.9041 Ops/s | 271.7833 Ops/s | |
test_ppo_speed[False-backward] | 7.3205ms | 6.8742ms | 145.4716 Ops/s | 141.1564 Ops/s | |
test_ppo_speed[True-None] | 1.0628ms | 0.9286ms | 1.0769 KOps/s | 1.0532 KOps/s | |
test_ppo_speed[True-backward] | 2.6626ms | 2.5714ms | 388.8941 Ops/s | 390.7025 Ops/s | |
test_ppo_speed[reduce-overhead-None] | 0.5370ms | 0.4777ms | 2.0933 KOps/s | 1.9238 KOps/s | |
test_ppo_speed[reduce-overhead-backward] | 0.9979ms | 0.9648ms | 1.0364 KOps/s | 1.0133 KOps/s | |
test_reinforce_speed[False-None] | 2.6529ms | 2.2918ms | 436.3369 Ops/s | 441.5218 Ops/s | |
test_reinforce_speed[False-backward] | 3.8104ms | 3.3355ms | 299.8039 Ops/s | 305.6442 Ops/s | |
test_reinforce_speed[True-None] | 0.9215ms | 0.8351ms | 1.1975 KOps/s | 1.2091 KOps/s | |
test_reinforce_speed[True-backward] | 2.4866ms | 2.4255ms | 412.2942 Ops/s | 414.5553 Ops/s | |
test_reinforce_speed[reduce-overhead-None] | 22.3143ms | 11.7626ms | 85.0155 Ops/s | 87.6947 Ops/s | |
test_reinforce_speed[reduce-overhead-backward] | 1.1011ms | 1.0422ms | 959.5202 Ops/s | 951.5767 Ops/s | |
test_iql_speed[False-None] | 9.6973ms | 9.2281ms | 108.3652 Ops/s | 108.8553 Ops/s | |
test_iql_speed[False-backward] | 13.5777ms | 13.0309ms | 76.7409 Ops/s | 77.1290 Ops/s | |
test_iql_speed[True-None] | 1.8884ms | 1.7542ms | 570.0738 Ops/s | 578.9852 Ops/s | |
test_iql_speed[True-backward] | 4.8476ms | 4.4095ms | 226.7830 Ops/s | 236.8013 Ops/s | |
test_iql_speed[reduce-overhead-None] | 21.0989ms | 11.5382ms | 86.6686 Ops/s | 111.2333 Ops/s | |
test_iql_speed[reduce-overhead-backward] | 1.6483ms | 1.5857ms | 630.6191 Ops/s | 638.5196 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] | 8.0395ms | 6.4870ms | 154.1544 Ops/s | 153.0570 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] | 0.5888ms | 0.3438ms | 2.9086 KOps/s | 3.6568 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] | 0.5223ms | 0.3253ms | 3.0744 KOps/s | 3.8900 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] | 6.4443ms | 6.2163ms | 160.8687 Ops/s | 159.5189 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] | 1.1847ms | 0.2856ms | 3.5019 KOps/s | 3.4172 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] | 0.5799ms | 0.2800ms | 3.5714 KOps/s | 4.1182 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-sampler6-10000] | 1.4391ms | 1.2524ms | 798.4890 Ops/s | 795.2762 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-sampler7-10000] | 1.4129ms | 1.2080ms | 827.7945 Ops/s | 835.5045 Ops/s | |
test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] | 6.6939ms | 6.4968ms | 153.9211 Ops/s | 155.7746 Ops/s | |
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] | 2.1081ms | 0.4805ms | 2.0814 KOps/s | 2.3935 KOps/s | |
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] | 0.6977ms | 0.4491ms | 2.2265 KOps/s | 2.1300 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] | 6.4249ms | 6.3052ms | 158.5985 Ops/s | 160.6960 Ops/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] | 1.9417ms | 0.3901ms | 2.5633 KOps/s | 2.7931 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] | 0.5310ms | 0.3493ms | 2.8630 KOps/s | 2.9411 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] | 6.4877ms | 6.2310ms | 160.4890 Ops/s | 161.2584 Ops/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] | 1.4467ms | 0.2858ms | 3.4991 KOps/s | 3.1462 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] | 0.5087ms | 0.2780ms | 3.5967 KOps/s | 3.7206 KOps/s | |
test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] | 6.6898ms | 6.4712ms | 154.5310 Ops/s | 156.6811 Ops/s | |
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] | 0.7659ms | 0.4129ms | 2.4218 KOps/s | 2.3972 KOps/s | |
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] | 0.5410ms | 0.3870ms | 2.5837 KOps/s | 2.5646 KOps/s | |
test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] | 6.9909ms | 5.3989ms | 185.2222 Ops/s | 190.6392 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] | 6.2342ms | 2.0379ms | 490.7126 Ops/s | 448.0125 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] | 9.1248ms | 1.2991ms | 769.7661 Ops/s | 814.4890 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] | 0.4877s | 15.0814ms | 66.3067 Ops/s | 189.4513 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] | 9.3201ms | 1.9822ms | 504.4979 Ops/s | 449.9380 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] | 7.8368ms | 1.2153ms | 822.8194 Ops/s | 790.3962 Ops/s | |
test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] | 7.7452ms | 5.7114ms | 175.0889 Ops/s | 33.3714 Ops/s | |
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] | 8.8043ms | 2.2076ms | 452.9808 Ops/s | 518.4611 Ops/s | |
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] | 7.5353ms | 1.5036ms | 665.0704 Ops/s | 692.5805 Ops/s | |
test_rb_extend_sample[ReplayBuffer-LazyTensorStorage-RandomSampler-10000-10000-100-True] | 13.4716ms | 12.9910ms | 76.9762 Ops/s | 75.5348 Ops/s | |
test_rb_extend_sample[ReplayBuffer-LazyTensorStorage-RandomSampler-10000-10000-100-False] | 20.9638ms | 16.5199ms | 60.5329 Ops/s | 59.3201 Ops/s | |
test_rb_extend_sample[ReplayBuffer-LazyTensorStorage-RandomSampler-100000-10000-100-True] | 21.9281ms | 17.7712ms | 56.2708 Ops/s | 55.5792 Ops/s | |
test_rb_extend_sample[ReplayBuffer-LazyTensorStorage-RandomSampler-100000-10000-100-False] | 16.8116ms | 16.5405ms | 60.4578 Ops/s | 57.7085 Ops/s | |
test_rb_extend_sample[ReplayBuffer-LazyTensorStorage-RandomSampler-1000000-10000-100-True] | 17.8399ms | 17.6043ms | 56.8044 Ops/s | 56.9292 Ops/s | |
test_rb_extend_sample[ReplayBuffer-LazyTensorStorage-RandomSampler-1000000-10000-100-False] | 18.2384ms | 17.6590ms | 56.6285 Ops/s | 53.4169 Ops/s |
vmoens
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ghstack-source-id: 75352490436fd706af3d36f9b8016e80a8a3f46a Pull Request resolved: #2640
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