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[BugFix] union -> intersection in _StepMDP check #2039
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🔗 Helpful Links🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/rl/2039
Note: Links to docs will display an error until the docs builds have been completed. ❗ 1 Active SEVsThere are 1 currently active SEVs. If your PR is affected, please view them below: ❌ 3 New Failures, 21 Unrelated FailuresAs of commit 812bcd7 with merge base 1fcd3e3 ( NEW FAILURES - The following jobs have failed:
FLAKY - The following jobs failed but were likely due to flakiness present on trunk:
This comment was automatically generated by Dr. CI and updates every 15 minutes. |
|
| Name | Max | Mean | Ops | Ops on Repo HEAD
|
Change |
|---|---|---|---|---|---|
| test_single | 51.8795ms | 51.0880ms | 19.5741 Ops/s | 17.5270 Ops/s | |
| test_sync | 35.9428ms | 29.9258ms | 33.4160 Ops/s | 34.0393 Ops/s | |
| test_async | 52.2986ms | 26.4861ms | 37.7556 Ops/s | 35.9363 Ops/s | |
| test_simple | 0.3324s | 0.3291s | 3.0387 Ops/s | 2.8791 Ops/s | |
| test_transformed | 0.5357s | 0.4817s | 2.0758 Ops/s | 2.0669 Ops/s | |
| test_serial | 1.2470s | 1.1920s | 0.8390 Ops/s | 0.8247 Ops/s | |
| test_parallel | 1.0483s | 0.9926s | 1.0075 Ops/s | 0.9612 Ops/s | |
| test_step_mdp_speed[True-True-True-True-True] | 49.5230μs | 21.0739μs | 47.4521 KOps/s | 47.7631 KOps/s | |
| test_step_mdp_speed[True-True-True-True-False] | 38.7320μs | 12.9522μs | 77.2069 KOps/s | 78.3465 KOps/s | |
| test_step_mdp_speed[True-True-True-False-True] | 33.6020μs | 12.2163μs | 81.8581 KOps/s | 82.3641 KOps/s | |
| test_step_mdp_speed[True-True-True-False-False] | 54.9230μs | 7.5708μs | 132.0868 KOps/s | 134.4170 KOps/s | |
| test_step_mdp_speed[True-True-False-True-True] | 53.0090μs | 22.1123μs | 45.2236 KOps/s | 45.1551 KOps/s | |
| test_step_mdp_speed[True-True-False-True-False] | 57.5240μs | 14.1191μs | 70.8261 KOps/s | 71.8340 KOps/s | |
| test_step_mdp_speed[True-True-False-False-True] | 30.3570μs | 13.3259μs | 75.0418 KOps/s | 74.5316 KOps/s | |
| test_step_mdp_speed[True-True-False-False-False] | 33.9030μs | 8.7291μs | 114.5599 KOps/s | 115.9722 KOps/s | |
| test_step_mdp_speed[True-False-True-True-True] | 72.3450μs | 23.1793μs | 43.1419 KOps/s | 42.8875 KOps/s | |
| test_step_mdp_speed[True-False-True-True-False] | 47.6480μs | 15.3970μs | 64.9477 KOps/s | 65.8028 KOps/s | |
| test_step_mdp_speed[True-False-True-False-True] | 53.2490μs | 13.4931μs | 74.1119 KOps/s | 74.7937 KOps/s | |
| test_step_mdp_speed[True-False-True-False-False] | 38.7720μs | 8.7778μs | 113.9235 KOps/s | 116.1610 KOps/s | |
| test_step_mdp_speed[True-False-False-True-True] | 62.0350μs | 24.4256μs | 40.9406 KOps/s | 40.6041 KOps/s | |
| test_step_mdp_speed[True-False-False-True-False] | 47.2380μs | 16.6314μs | 60.1272 KOps/s | 60.4945 KOps/s | |
| test_step_mdp_speed[True-False-False-False-True] | 58.8000μs | 14.3662μs | 69.6080 KOps/s | 68.8497 KOps/s | |
| test_step_mdp_speed[True-False-False-False-False] | 34.9750μs | 9.9058μs | 100.9513 KOps/s | 101.4137 KOps/s | |
| test_step_mdp_speed[False-True-True-True-True] | 0.1045ms | 23.7937μs | 42.0280 KOps/s | 42.3870 KOps/s | |
| test_step_mdp_speed[False-True-True-True-False] | 61.4950μs | 15.5321μs | 64.3827 KOps/s | 64.8172 KOps/s | |
| test_step_mdp_speed[False-True-True-False-True] | 43.2730μs | 15.5306μs | 64.3889 KOps/s | 63.3047 KOps/s | |
| test_step_mdp_speed[False-True-True-False-False] | 33.2920μs | 9.9268μs | 100.7371 KOps/s | 101.2397 KOps/s | |
| test_step_mdp_speed[False-True-False-True-True] | 55.6440μs | 25.0311μs | 39.9502 KOps/s | 39.6946 KOps/s | |
| test_step_mdp_speed[False-True-False-True-False] | 44.5840μs | 16.7285μs | 59.7782 KOps/s | 60.3987 KOps/s | |
| test_step_mdp_speed[False-True-False-False-True] | 35.5960μs | 16.6804μs | 59.9507 KOps/s | 59.3995 KOps/s | |
| test_step_mdp_speed[False-True-False-False-False] | 32.5700μs | 11.0517μs | 90.4842 KOps/s | 90.5794 KOps/s | |
| test_step_mdp_speed[False-False-True-True-True] | 59.6410μs | 25.9361μs | 38.5563 KOps/s | 38.6564 KOps/s | |
| test_step_mdp_speed[False-False-True-True-False] | 83.3860μs | 17.7903μs | 56.2103 KOps/s | 56.4438 KOps/s | |
| test_step_mdp_speed[False-False-True-False-True] | 50.3740μs | 16.6190μs | 60.1722 KOps/s | 59.4166 KOps/s | |
| test_step_mdp_speed[False-False-True-False-False] | 37.6600μs | 11.0054μs | 90.8649 KOps/s | 90.1991 KOps/s | |
| test_step_mdp_speed[False-False-False-True-True] | 75.0480μs | 26.7802μs | 37.3410 KOps/s | 37.0394 KOps/s | |
| test_step_mdp_speed[False-False-False-True-False] | 43.4610μs | 18.8599μs | 53.0226 KOps/s | 53.3238 KOps/s | |
| test_step_mdp_speed[False-False-False-False-True] | 47.8290μs | 17.7255μs | 56.4160 KOps/s | 55.3372 KOps/s | |
| test_step_mdp_speed[False-False-False-False-False] | 34.6750μs | 12.1835μs | 82.0781 KOps/s | 82.2838 KOps/s | |
| test_values[generalized_advantage_estimate-True-True] | 10.0661ms | 9.6032ms | 104.1318 Ops/s | 108.1156 Ops/s | |
| test_values[vec_generalized_advantage_estimate-True-True] | 38.4372ms | 35.7205ms | 27.9951 Ops/s | 27.7631 Ops/s | |
| test_values[td0_return_estimate-False-False] | 0.2720ms | 0.1649ms | 6.0648 KOps/s | 5.9965 KOps/s | |
| test_values[td1_return_estimate-False-False] | 26.9074ms | 23.6497ms | 42.2839 Ops/s | 43.4140 Ops/s | |
| test_values[vec_td1_return_estimate-False-False] | 37.3828ms | 35.8862ms | 27.8658 Ops/s | 27.6377 Ops/s | |
| test_values[td_lambda_return_estimate-True-False] | 37.3417ms | 34.1101ms | 29.3168 Ops/s | 29.7833 Ops/s | |
| test_values[vec_td_lambda_return_estimate-True-False] | 38.7494ms | 35.9560ms | 27.8117 Ops/s | 27.7447 Ops/s | |
| test_gae_speed[generalized_advantage_estimate-False-1-512] | 8.5065ms | 8.2333ms | 121.4581 Ops/s | 122.5876 Ops/s | |
| test_gae_speed[vec_generalized_advantage_estimate-True-1-512] | 2.3224ms | 2.0460ms | 488.7587 Ops/s | 489.2641 Ops/s | |
| test_gae_speed[vec_generalized_advantage_estimate-False-1-512] | 0.5266ms | 0.3510ms | 2.8493 KOps/s | 2.8488 KOps/s | |
| test_gae_speed[vec_generalized_advantage_estimate-True-32-512] | 50.8925ms | 48.3947ms | 20.6634 Ops/s | 20.4356 Ops/s | |
| test_gae_speed[vec_generalized_advantage_estimate-False-32-512] | 3.7017ms | 3.0188ms | 331.2622 Ops/s | 330.8605 Ops/s | |
| test_dqn_speed | 7.8799ms | 1.3782ms | 725.5951 Ops/s | 678.1367 Ops/s | |
| test_ddpg_speed | 3.4529ms | 2.7272ms | 366.6799 Ops/s | 369.5805 Ops/s | |
| test_sac_speed | 9.8124ms | 8.3119ms | 120.3092 Ops/s | 120.5577 Ops/s | |
| test_redq_speed | 15.4711ms | 13.2877ms | 75.2573 Ops/s | 72.9529 Ops/s | |
| test_redq_deprec_speed | 14.5334ms | 13.0652ms | 76.5395 Ops/s | 76.8790 Ops/s | |
| test_td3_speed | 17.1385ms | 8.2835ms | 120.7224 Ops/s | 121.8269 Ops/s | |
| test_cql_speed | 37.4898ms | 36.2494ms | 27.5867 Ops/s | 27.7347 Ops/s | |
| test_a2c_speed | 8.3869ms | 7.3342ms | 136.3467 Ops/s | 136.3333 Ops/s | |
| test_ppo_speed | 8.1747ms | 7.6399ms | 130.8916 Ops/s | 130.9021 Ops/s | |
| test_reinforce_speed | 6.8670ms | 6.5269ms | 153.2110 Ops/s | 152.4006 Ops/s | |
| test_iql_speed | 34.1808ms | 32.5406ms | 30.7309 Ops/s | 30.4021 Ops/s | |
| test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] | 2.6802ms | 2.2923ms | 436.2402 Ops/s | 443.6185 Ops/s | |
| test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] | 1.0639ms | 0.4892ms | 2.0440 KOps/s | 2.0248 KOps/s | |
| test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] | 0.7534ms | 0.4672ms | 2.1404 KOps/s | 2.1328 KOps/s | |
| test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] | 3.3939ms | 2.1931ms | 455.9756 Ops/s | 422.0171 Ops/s | |
| test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] | 0.7566ms | 0.4843ms | 2.0647 KOps/s | 2.0206 KOps/s | |
| test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] | 0.7636ms | 0.4567ms | 2.1898 KOps/s | 2.1611 KOps/s | |
| test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-sampler6-10000] | 2.1915ms | 1.2093ms | 826.8983 Ops/s | 818.5989 Ops/s | |
| test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-sampler7-10000] | 4.3428ms | 1.1525ms | 867.7148 Ops/s | 865.4463 Ops/s | |
| test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] | 3.0159ms | 2.2656ms | 441.3775 Ops/s | 416.5210 Ops/s | |
| test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] | 0.1052s | 0.6888ms | 1.4517 KOps/s | 1.6365 KOps/s | |
| test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] | 0.8413ms | 0.5798ms | 1.7248 KOps/s | 1.7186 KOps/s | |
| test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] | 3.1859ms | 2.1785ms | 459.0373 Ops/s | 447.0455 Ops/s | |
| test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] | 1.1073ms | 0.4934ms | 2.0268 KOps/s | 2.0078 KOps/s | |
| test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] | 0.6322ms | 0.4641ms | 2.1548 KOps/s | 2.1598 KOps/s | |
| test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] | 2.7101ms | 2.2056ms | 453.3934 Ops/s | 458.4679 Ops/s | |
| test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] | 0.8477ms | 0.4846ms | 2.0637 KOps/s | 2.0656 KOps/s | |
| test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] | 4.1592ms | 0.4681ms | 2.1363 KOps/s | 2.1357 KOps/s | |
| test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] | 3.3429ms | 2.3147ms | 432.0295 Ops/s | 438.0085 Ops/s | |
| test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] | 0.7448ms | 0.6083ms | 1.6439 KOps/s | 1.6537 KOps/s | |
| test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] | 0.8470ms | 0.5883ms | 1.6999 KOps/s | 1.7031 KOps/s | |
| test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] | 0.1190s | 7.9414ms | 125.9226 Ops/s | 125.7830 Ops/s | |
| test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] | 14.7931ms | 11.9714ms | 83.5324 Ops/s | 82.8054 Ops/s | |
| test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] | 1.1063ms | 1.0335ms | 967.6157 Ops/s | 931.2189 Ops/s | |
| test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] | 0.1049s | 5.6962ms | 175.5569 Ops/s | 178.4820 Ops/s | |
| test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] | 14.2600ms | 11.9596ms | 83.6149 Ops/s | 72.2124 Ops/s | |
| test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] | 1.6459ms | 1.0981ms | 910.6313 Ops/s | 867.4697 Ops/s | |
| test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] | 0.1136s | 8.1971ms | 121.9937 Ops/s | 162.6471 Ops/s | |
| test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] | 14.8751ms | 12.2841ms | 81.4058 Ops/s | 81.7196 Ops/s | |
| test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] | 4.5720ms | 1.4802ms | 675.5953 Ops/s | 696.6673 Ops/s |
|
| Name | Max | Mean | Ops | Ops on Repo HEAD
|
Change |
|---|---|---|---|---|---|
| test_single | 0.1010s | 99.8542ms | 10.0146 Ops/s | 9.2364 Ops/s | |
| test_sync | 93.5857ms | 87.0734ms | 11.4846 Ops/s | 11.0819 Ops/s | |
| test_async | 0.1616s | 70.5181ms | 14.1808 Ops/s | 11.6291 Ops/s | |
| test_single_pixels | 0.1083s | 0.1079s | 9.2698 Ops/s | 9.2206 Ops/s | |
| test_sync_pixels | 66.3914ms | 65.1735ms | 15.3437 Ops/s | 14.8391 Ops/s | |
| test_async_pixels | 0.1216s | 55.3490ms | 18.0672 Ops/s | 17.8746 Ops/s | |
| test_simple | 0.7473s | 0.6777s | 1.4755 Ops/s | 1.5222 Ops/s | |
| test_transformed | 0.9507s | 0.8847s | 1.1303 Ops/s | 1.1868 Ops/s | |
| test_serial | 2.1566s | 2.0907s | 0.4783 Ops/s | 0.4986 Ops/s | |
| test_parallel | 1.8379s | 1.7615s | 0.5677 Ops/s | 0.5573 Ops/s | |
| test_step_mdp_speed[True-True-True-True-True] | 54.2720μs | 32.2849μs | 30.9743 KOps/s | 30.5965 KOps/s | |
| test_step_mdp_speed[True-True-True-True-False] | 36.3620μs | 19.7785μs | 50.5599 KOps/s | 51.3342 KOps/s | |
| test_step_mdp_speed[True-True-True-False-True] | 35.6520μs | 18.6455μs | 53.6322 KOps/s | 54.2854 KOps/s | |
| test_step_mdp_speed[True-True-True-False-False] | 38.4920μs | 11.2293μs | 89.0530 KOps/s | 90.7528 KOps/s | |
| test_step_mdp_speed[True-True-False-True-True] | 53.0730μs | 34.6818μs | 28.8336 KOps/s | 29.1488 KOps/s | |
| test_step_mdp_speed[True-True-False-True-False] | 35.8110μs | 21.7186μs | 46.0434 KOps/s | 46.7092 KOps/s | |
| test_step_mdp_speed[True-True-False-False-True] | 37.7420μs | 20.6833μs | 48.3481 KOps/s | 49.8512 KOps/s | |
| test_step_mdp_speed[True-True-False-False-False] | 28.3410μs | 13.1628μs | 75.9717 KOps/s | 77.0747 KOps/s | |
| test_step_mdp_speed[True-False-True-True-True] | 53.0030μs | 36.7454μs | 27.2143 KOps/s | 27.9534 KOps/s | |
| test_step_mdp_speed[True-False-True-True-False] | 46.7920μs | 23.7666μs | 42.0758 KOps/s | 43.2809 KOps/s | |
| test_step_mdp_speed[True-False-True-False-True] | 36.9120μs | 20.6623μs | 48.3974 KOps/s | 50.1574 KOps/s | |
| test_step_mdp_speed[True-False-True-False-False] | 28.4710μs | 13.1936μs | 75.7944 KOps/s | 77.7821 KOps/s | |
| test_step_mdp_speed[True-False-False-True-True] | 57.8420μs | 38.9096μs | 25.7006 KOps/s | 26.5703 KOps/s | |
| test_step_mdp_speed[True-False-False-True-False] | 41.8620μs | 25.5206μs | 39.1841 KOps/s | 39.9064 KOps/s | |
| test_step_mdp_speed[True-False-False-False-True] | 50.5930μs | 22.2381μs | 44.9678 KOps/s | 46.2694 KOps/s | |
| test_step_mdp_speed[True-False-False-False-False] | 29.3720μs | 14.9367μs | 66.9490 KOps/s | 67.6125 KOps/s | |
| test_step_mdp_speed[False-True-True-True-True] | 54.0530μs | 36.6745μs | 27.2669 KOps/s | 27.7499 KOps/s | |
| test_step_mdp_speed[False-True-True-True-False] | 40.4520μs | 23.7913μs | 42.0322 KOps/s | 43.2500 KOps/s | |
| test_step_mdp_speed[False-True-True-False-True] | 45.7020μs | 24.2169μs | 41.2935 KOps/s | 41.5497 KOps/s | |
| test_step_mdp_speed[False-True-True-False-False] | 39.5010μs | 14.8558μs | 67.3140 KOps/s | 67.8930 KOps/s | |
| test_step_mdp_speed[False-True-False-True-True] | 59.7230μs | 38.0140μs | 26.3061 KOps/s | 26.0971 KOps/s | |
| test_step_mdp_speed[False-True-False-True-False] | 40.4820μs | 25.2699μs | 39.5728 KOps/s | 39.7488 KOps/s | |
| test_step_mdp_speed[False-True-False-False-True] | 44.0420μs | 25.8206μs | 38.7287 KOps/s | 38.3298 KOps/s | |
| test_step_mdp_speed[False-True-False-False-False] | 31.8410μs | 16.6234μs | 60.1560 KOps/s | 61.0995 KOps/s | |
| test_step_mdp_speed[False-False-True-True-True] | 74.0740μs | 39.9309μs | 25.0433 KOps/s | 24.9816 KOps/s | |
| test_step_mdp_speed[False-False-True-True-False] | 54.3430μs | 27.6010μs | 36.2306 KOps/s | 36.9526 KOps/s | |
| test_step_mdp_speed[False-False-True-False-True] | 41.5920μs | 25.7268μs | 38.8700 KOps/s | 38.4954 KOps/s | |
| test_step_mdp_speed[False-False-True-False-False] | 33.1410μs | 16.5486μs | 60.4280 KOps/s | 61.1396 KOps/s | |
| test_step_mdp_speed[False-False-False-True-True] | 64.3330μs | 41.2974μs | 24.2146 KOps/s | 24.3830 KOps/s | |
| test_step_mdp_speed[False-False-False-True-False] | 44.5320μs | 29.0052μs | 34.4766 KOps/s | 35.5633 KOps/s | |
| test_step_mdp_speed[False-False-False-False-True] | 52.2820μs | 27.8083μs | 35.9605 KOps/s | 37.1998 KOps/s | |
| test_step_mdp_speed[False-False-False-False-False] | 32.5920μs | 18.5013μs | 54.0503 KOps/s | 55.4804 KOps/s | |
| test_values[generalized_advantage_estimate-True-True] | 25.2630ms | 24.6609ms | 40.5501 Ops/s | 42.2230 Ops/s | |
| test_values[vec_generalized_advantage_estimate-True-True] | 83.5811ms | 3.2457ms | 308.0981 Ops/s | 301.3613 Ops/s | |
| test_values[td0_return_estimate-False-False] | 91.9240μs | 65.8055μs | 15.1963 KOps/s | 15.6985 KOps/s | |
| test_values[td1_return_estimate-False-False] | 56.7562ms | 54.9739ms | 18.1905 Ops/s | 18.6807 Ops/s | |
| test_values[vec_td1_return_estimate-False-False] | 2.1278ms | 1.7715ms | 564.4879 Ops/s | 568.4513 Ops/s | |
| test_values[td_lambda_return_estimate-True-False] | 88.3949ms | 87.5241ms | 11.4254 Ops/s | 11.7658 Ops/s | |
| test_values[vec_td_lambda_return_estimate-True-False] | 2.0902ms | 1.7658ms | 566.3299 Ops/s | 569.2455 Ops/s | |
| test_gae_speed[generalized_advantage_estimate-False-1-512] | 24.4138ms | 24.2439ms | 41.2474 Ops/s | 42.1232 Ops/s | |
| test_gae_speed[vec_generalized_advantage_estimate-True-1-512] | 0.9006ms | 0.7091ms | 1.4102 KOps/s | 1.4333 KOps/s | |
| test_gae_speed[vec_generalized_advantage_estimate-False-1-512] | 0.7234ms | 0.6565ms | 1.5232 KOps/s | 1.5418 KOps/s | |
| test_gae_speed[vec_generalized_advantage_estimate-True-32-512] | 1.4823ms | 1.4584ms | 685.6805 Ops/s | 689.3011 Ops/s | |
| test_gae_speed[vec_generalized_advantage_estimate-False-32-512] | 0.9593ms | 0.6777ms | 1.4756 KOps/s | 1.4942 KOps/s | |
| test_dqn_speed | 8.3100ms | 1.4490ms | 690.1086 Ops/s | 712.0487 Ops/s | |
| test_ddpg_speed | 4.2095ms | 2.7817ms | 359.4885 Ops/s | 375.3713 Ops/s | |
| test_sac_speed | 8.5820ms | 8.1325ms | 122.9639 Ops/s | 126.3604 Ops/s | |
| test_redq_speed | 11.1707ms | 10.3125ms | 96.9696 Ops/s | 100.4373 Ops/s | |
| test_redq_deprec_speed | 12.8491ms | 11.3280ms | 88.2771 Ops/s | 93.8643 Ops/s | |
| test_td3_speed | 8.1874ms | 8.0317ms | 124.5067 Ops/s | 126.3914 Ops/s | |
| test_cql_speed | 26.1328ms | 25.3796ms | 39.4018 Ops/s | 40.8119 Ops/s | |
| test_a2c_speed | 6.0022ms | 5.7031ms | 175.3446 Ops/s | 184.3969 Ops/s | |
| test_ppo_speed | 6.8245ms | 6.0202ms | 166.1071 Ops/s | 172.1508 Ops/s | |
| test_reinforce_speed | 4.8129ms | 4.5506ms | 219.7502 Ops/s | 226.7410 Ops/s | |
| test_iql_speed | 23.5476ms | 19.8919ms | 50.2718 Ops/s | 51.8155 Ops/s | |
| test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] | 3.0204ms | 2.9184ms | 342.6517 Ops/s | 347.4137 Ops/s | |
| test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] | 1.4369ms | 0.5450ms | 1.8349 KOps/s | 1.6388 KOps/s | |
| test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] | 0.7165ms | 0.5175ms | 1.9326 KOps/s | 1.9499 KOps/s | |
| test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] | 3.0784ms | 2.9159ms | 342.9524 Ops/s | 347.6609 Ops/s | |
| test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] | 0.6416ms | 0.5349ms | 1.8695 KOps/s | 1.8929 KOps/s | |
| test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] | 0.8001ms | 0.5116ms | 1.9548 KOps/s | 1.9706 KOps/s | |
| test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-sampler6-10000] | 2.0624ms | 1.5093ms | 662.5477 Ops/s | 708.5420 Ops/s | |
| test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-sampler7-10000] | 1.9492ms | 1.4531ms | 688.1644 Ops/s | 745.2174 Ops/s | |
| test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] | 3.1193ms | 3.0307ms | 329.9535 Ops/s | 333.6351 Ops/s | |
| test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] | 1.1996ms | 0.6704ms | 1.4917 KOps/s | 1.5237 KOps/s | |
| test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] | 0.8011ms | 0.6448ms | 1.5508 KOps/s | 1.5799 KOps/s | |
| test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] | 2.9840ms | 2.8927ms | 345.6976 Ops/s | 348.6931 Ops/s | |
| test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] | 0.6442ms | 0.5428ms | 1.8423 KOps/s | 1.8524 KOps/s | |
| test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] | 4.4459ms | 0.5291ms | 1.8899 KOps/s | 1.9619 KOps/s | |
| test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] | 3.1767ms | 2.9146ms | 343.0952 Ops/s | 346.5712 Ops/s | |
| test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] | 0.6779ms | 0.5387ms | 1.8563 KOps/s | 1.8980 KOps/s | |
| test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] | 0.7035ms | 0.5156ms | 1.9396 KOps/s | 1.9804 KOps/s | |
| test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] | 3.1665ms | 3.0347ms | 329.5235 Ops/s | 334.0628 Ops/s | |
| test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] | 0.8119ms | 0.6689ms | 1.4950 KOps/s | 1.5199 KOps/s | |
| test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] | 4.6557ms | 0.6492ms | 1.5404 KOps/s | 1.5763 KOps/s | |
| test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] | 0.1216s | 9.3800ms | 106.6100 Ops/s | 105.6808 Ops/s | |
| test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] | 17.1843ms | 14.9655ms | 66.8204 Ops/s | 69.2211 Ops/s | |
| test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] | 2.3710ms | 1.0912ms | 916.3869 Ops/s | 794.4319 Ops/s | |
| test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] | 0.1159s | 7.0745ms | 141.3518 Ops/s | 144.2900 Ops/s | |
| test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] | 17.0723ms | 14.9492ms | 66.8933 Ops/s | 68.2567 Ops/s | |
| test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] | 2.0677ms | 1.0966ms | 911.8780 Ops/s | 782.4272 Ops/s | |
| test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] | 0.1169s | 7.4600ms | 134.0484 Ops/s | 135.7313 Ops/s | |
| test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] | 0.1274s | 17.6156ms | 56.7679 Ops/s | 66.9546 Ops/s | |
| test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] | 2.5303ms | 1.4483ms | 690.4786 Ops/s | 669.7127 Ops/s |
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