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[Feature] BatchSizeTransform #2030
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🔗 Helpful Links🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/rl/2030
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: ❌ 4 New FailuresAs of commit 687647c with merge base e57d0bc (): NEW FAILURES - The following jobs have failed:
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# Conflicts: # torchrl/envs/transforms/transforms.py
|
Name | Max | Mean | Ops | Ops on Repo HEAD
|
Change |
---|---|---|---|---|---|
test_single | 98.3868ms | 97.1837ms | 10.2898 Ops/s | 9.7537 Ops/s | |
test_sync | 86.6367ms | 86.0638ms | 11.6193 Ops/s | 11.6635 Ops/s | |
test_async | 0.1689s | 84.4599ms | 11.8399 Ops/s | 14.4070 Ops/s | |
test_single_pixels | 0.1059s | 0.1057s | 9.4563 Ops/s | 9.3191 Ops/s | |
test_sync_pixels | 66.6528ms | 65.4421ms | 15.2807 Ops/s | 15.3522 Ops/s | |
test_async_pixels | 0.1237s | 55.7128ms | 17.9492 Ops/s | 18.4048 Ops/s | |
test_simple | 0.7225s | 0.6521s | 1.5336 Ops/s | 1.5454 Ops/s | |
test_transformed | 0.9291s | 0.8612s | 1.1612 Ops/s | 1.1372 Ops/s | |
test_serial | 2.0710s | 2.0019s | 0.4995 Ops/s | 0.4835 Ops/s | |
test_parallel | 1.8202s | 1.7290s | 0.5784 Ops/s | 0.5696 Ops/s | |
test_step_mdp_speed[True-True-True-True-True] | 86.3510μs | 33.2796μs | 30.0485 KOps/s | 30.8919 KOps/s | |
test_step_mdp_speed[True-True-True-True-False] | 36.6310μs | 19.6238μs | 50.9586 KOps/s | 51.3105 KOps/s | |
test_step_mdp_speed[True-True-True-False-True] | 45.8210μs | 18.6928μs | 53.4964 KOps/s | 55.3294 KOps/s | |
test_step_mdp_speed[True-True-True-False-False] | 27.0300μs | 11.2308μs | 89.0410 KOps/s | 90.9216 KOps/s | |
test_step_mdp_speed[True-True-False-True-True] | 54.1210μs | 34.7886μs | 28.7451 KOps/s | 29.1519 KOps/s | |
test_step_mdp_speed[True-True-False-True-False] | 47.3410μs | 21.4872μs | 46.5393 KOps/s | 48.0765 KOps/s | |
test_step_mdp_speed[True-True-False-False-True] | 36.9100μs | 20.4795μs | 48.8294 KOps/s | 49.9345 KOps/s | |
test_step_mdp_speed[True-True-False-False-False] | 0.2806ms | 13.1287μs | 76.1688 KOps/s | 77.7136 KOps/s | |
test_step_mdp_speed[True-False-True-True-True] | 60.4710μs | 36.8122μs | 27.1649 KOps/s | 27.9652 KOps/s | |
test_step_mdp_speed[True-False-True-True-False] | 47.6400μs | 23.6250μs | 42.3281 KOps/s | 43.6983 KOps/s | |
test_step_mdp_speed[True-False-True-False-True] | 36.5200μs | 20.8532μs | 47.9543 KOps/s | 49.8558 KOps/s | |
test_step_mdp_speed[True-False-True-False-False] | 34.6900μs | 13.1181μs | 76.2303 KOps/s | 77.6609 KOps/s | |
test_step_mdp_speed[True-False-False-True-True] | 0.1126ms | 38.5553μs | 25.9368 KOps/s | 26.4440 KOps/s | |
test_step_mdp_speed[True-False-False-True-False] | 68.8410μs | 25.4400μs | 39.3081 KOps/s | 40.5616 KOps/s | |
test_step_mdp_speed[True-False-False-False-True] | 40.7010μs | 22.3995μs | 44.6438 KOps/s | 45.8473 KOps/s | |
test_step_mdp_speed[True-False-False-False-False] | 31.1310μs | 14.9801μs | 66.7550 KOps/s | 68.3343 KOps/s | |
test_step_mdp_speed[False-True-True-True-True] | 60.2810μs | 37.0217μs | 27.0112 KOps/s | 27.6543 KOps/s | |
test_step_mdp_speed[False-True-True-True-False] | 46.5010μs | 23.6036μs | 42.3665 KOps/s | 43.4437 KOps/s | |
test_step_mdp_speed[False-True-True-False-True] | 46.0910μs | 24.8994μs | 40.1616 KOps/s | 41.3205 KOps/s | |
test_step_mdp_speed[False-True-True-False-False] | 29.2300μs | 14.8738μs | 67.2323 KOps/s | 69.1859 KOps/s | |
test_step_mdp_speed[False-True-False-True-True] | 77.3910μs | 38.7364μs | 25.8155 KOps/s | 25.8602 KOps/s | |
test_step_mdp_speed[False-True-False-True-False] | 48.8600μs | 25.4525μs | 39.2889 KOps/s | 39.4145 KOps/s | |
test_step_mdp_speed[False-True-False-False-True] | 42.0010μs | 26.3261μs | 37.9851 KOps/s | 37.9541 KOps/s | |
test_step_mdp_speed[False-True-False-False-False] | 41.7410μs | 16.7214μs | 59.8038 KOps/s | 60.3943 KOps/s | |
test_step_mdp_speed[False-False-True-True-True] | 68.5410μs | 40.7514μs | 24.5390 KOps/s | 24.6283 KOps/s | |
test_step_mdp_speed[False-False-True-True-False] | 45.9810μs | 27.4469μs | 36.4341 KOps/s | 37.6204 KOps/s | |
test_step_mdp_speed[False-False-True-False-True] | 48.9010μs | 26.5185μs | 37.7096 KOps/s | 37.6924 KOps/s | |
test_step_mdp_speed[False-False-True-False-False] | 33.8300μs | 16.7264μs | 59.7857 KOps/s | 60.5837 KOps/s | |
test_step_mdp_speed[False-False-False-True-True] | 70.0220μs | 42.3055μs | 23.6376 KOps/s | 24.3250 KOps/s | |
test_step_mdp_speed[False-False-False-True-False] | 50.4410μs | 29.2169μs | 34.2268 KOps/s | 35.3471 KOps/s | |
test_step_mdp_speed[False-False-False-False-True] | 48.9410μs | 28.0338μs | 35.6712 KOps/s | 36.4400 KOps/s | |
test_step_mdp_speed[False-False-False-False-False] | 37.1200μs | 18.5442μs | 53.9253 KOps/s | 54.7481 KOps/s | |
test_values[generalized_advantage_estimate-True-True] | 22.0789ms | 21.3261ms | 46.8910 Ops/s | 44.3364 Ops/s | |
test_values[vec_generalized_advantage_estimate-True-True] | 86.3456ms | 3.2791ms | 304.9594 Ops/s | 315.0766 Ops/s | |
test_values[td0_return_estimate-False-False] | 91.9110μs | 60.4583μs | 16.5403 KOps/s | 16.1647 KOps/s | |
test_values[td1_return_estimate-False-False] | 49.7956ms | 48.9076ms | 20.4467 Ops/s | 19.9414 Ops/s | |
test_values[vec_td1_return_estimate-False-False] | 1.9732ms | 1.7329ms | 577.0679 Ops/s | 575.4404 Ops/s | |
test_values[td_lambda_return_estimate-True-False] | 78.7800ms | 78.0240ms | 12.8166 Ops/s | 12.3786 Ops/s | |
test_values[vec_td_lambda_return_estimate-True-False] | 2.0388ms | 1.7304ms | 577.8904 Ops/s | 575.5698 Ops/s | |
test_gae_speed[generalized_advantage_estimate-False-1-512] | 21.3783ms | 21.1951ms | 47.1808 Ops/s | 45.1472 Ops/s | |
test_gae_speed[vec_generalized_advantage_estimate-True-1-512] | 0.8783ms | 0.6707ms | 1.4910 KOps/s | 1.4815 KOps/s | |
test_gae_speed[vec_generalized_advantage_estimate-False-1-512] | 0.7213ms | 0.6242ms | 1.6021 KOps/s | 1.5973 KOps/s | |
test_gae_speed[vec_generalized_advantage_estimate-True-32-512] | 1.4932ms | 1.4284ms | 700.0743 Ops/s | 699.1085 Ops/s | |
test_gae_speed[vec_generalized_advantage_estimate-False-32-512] | 1.0103ms | 0.6874ms | 1.4548 KOps/s | 1.5355 KOps/s | |
test_dqn_speed | 8.0367ms | 1.4641ms | 683.0256 Ops/s | 699.4216 Ops/s | |
test_ddpg_speed | 3.0352ms | 2.7426ms | 364.6209 Ops/s | 372.1033 Ops/s | |
test_sac_speed | 8.5979ms | 7.9439ms | 125.8832 Ops/s | 127.0896 Ops/s | |
test_redq_speed | 17.7919ms | 10.2686ms | 97.3846 Ops/s | 98.2427 Ops/s | |
test_redq_deprec_speed | 11.4235ms | 10.8708ms | 91.9900 Ops/s | 93.0421 Ops/s | |
test_td3_speed | 7.9919ms | 7.8527ms | 127.3443 Ops/s | 128.0098 Ops/s | |
test_cql_speed | 26.4972ms | 24.8393ms | 40.2588 Ops/s | 40.8086 Ops/s | |
test_a2c_speed | 5.7631ms | 5.5069ms | 181.5905 Ops/s | 187.8427 Ops/s | |
test_ppo_speed | 6.2434ms | 5.9261ms | 168.7453 Ops/s | 175.3415 Ops/s | |
test_reinforce_speed | 5.1234ms | 4.5226ms | 221.1139 Ops/s | 232.5049 Ops/s | |
test_iql_speed | 20.0716ms | 19.2939ms | 51.8299 Ops/s | 52.5077 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] | 3.1464ms | 2.9967ms | 333.7003 Ops/s | 349.1405 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] | 1.2014ms | 0.5432ms | 1.8409 KOps/s | 1.8636 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] | 0.6699ms | 0.5182ms | 1.9297 KOps/s | 1.9530 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] | 3.3346ms | 3.0136ms | 331.8244 Ops/s | 348.3886 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] | 0.1223s | 0.6502ms | 1.5380 KOps/s | 1.8900 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] | 0.6838ms | 0.5121ms | 1.9526 KOps/s | 1.9752 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-sampler6-10000] | 4.2089ms | 1.3933ms | 717.7252 Ops/s | 722.7399 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-sampler7-10000] | 1.5186ms | 1.3195ms | 757.8635 Ops/s | 757.5056 Ops/s | |
test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] | 3.5591ms | 3.1192ms | 320.5939 Ops/s | 334.9536 Ops/s | |
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] | 0.8198ms | 0.6650ms | 1.5038 KOps/s | 1.5136 KOps/s | |
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] | 5.8811ms | 0.6501ms | 1.5383 KOps/s | 1.5555 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] | 3.1784ms | 3.0070ms | 332.5623 Ops/s | 350.4793 Ops/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] | 1.5875ms | 0.5468ms | 1.8287 KOps/s | 1.8577 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] | 0.6865ms | 0.5189ms | 1.9272 KOps/s | 1.9433 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] | 3.2409ms | 3.0527ms | 327.5789 Ops/s | 349.4489 Ops/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] | 1.2283ms | 0.5407ms | 1.8495 KOps/s | 1.8819 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] | 0.7233ms | 0.5151ms | 1.9414 KOps/s | 1.9755 KOps/s | |
test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] | 3.2718ms | 3.1414ms | 318.3320 Ops/s | 334.1695 Ops/s | |
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] | 0.8173ms | 0.6718ms | 1.4885 KOps/s | 1.5096 KOps/s | |
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] | 0.7615ms | 0.6484ms | 1.5423 KOps/s | 1.5593 KOps/s | |
test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] | 0.1372s | 7.6478ms | 130.7574 Ops/s | 138.7468 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] | 17.1664ms | 14.7230ms | 67.9209 Ops/s | 67.4706 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] | 1.1441ms | 1.0313ms | 969.6228 Ops/s | 934.2267 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] | 0.1145s | 7.0019ms | 142.8187 Ops/s | 106.4061 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] | 0.1273s | 16.7221ms | 59.8011 Ops/s | 67.9551 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] | 1.0801ms | 0.9952ms | 1.0048 KOps/s | 937.7059 Ops/s | |
test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] | 0.1168s | 7.3440ms | 136.1649 Ops/s | 134.5591 Ops/s | |
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] | 17.2623ms | 14.8083ms | 67.5297 Ops/s | 66.4834 Ops/s | |
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] | 2.6411ms | 1.4237ms | 702.4132 Ops/s | 719.5333 Ops/s |
|
Name | Max | Mean | Ops | Ops on Repo HEAD
|
Change |
---|---|---|---|---|---|
test_single | 54.3489ms | 53.2906ms | 18.7651 Ops/s | 18.0633 Ops/s | |
test_sync | 40.9002ms | 30.1839ms | 33.1303 Ops/s | 35.5799 Ops/s | |
test_async | 43.7192ms | 28.7981ms | 34.7245 Ops/s | 37.2473 Ops/s | |
test_simple | 0.4130s | 0.3487s | 2.8681 Ops/s | 2.8978 Ops/s | |
test_transformed | 0.5597s | 0.4952s | 2.0195 Ops/s | 2.0684 Ops/s | |
test_serial | 1.2905s | 1.2274s | 0.8147 Ops/s | 0.8202 Ops/s | |
test_parallel | 1.0616s | 0.9987s | 1.0013 Ops/s | 1.0095 Ops/s | |
test_step_mdp_speed[True-True-True-True-True] | 0.1615ms | 22.0870μs | 45.2756 KOps/s | 45.6377 KOps/s | |
test_step_mdp_speed[True-True-True-True-False] | 42.3590μs | 13.1931μs | 75.7971 KOps/s | 75.8922 KOps/s | |
test_step_mdp_speed[True-True-True-False-True] | 32.3800μs | 12.6357μs | 79.1408 KOps/s | 78.1261 KOps/s | |
test_step_mdp_speed[True-True-True-False-False] | 35.0950μs | 7.6467μs | 130.7755 KOps/s | 129.7103 KOps/s | |
test_step_mdp_speed[True-True-False-True-True] | 60.2020μs | 23.4060μs | 42.7240 KOps/s | 42.8477 KOps/s | |
test_step_mdp_speed[True-True-False-True-False] | 43.7120μs | 14.5251μs | 68.8461 KOps/s | 68.7048 KOps/s | |
test_step_mdp_speed[True-True-False-False-True] | 62.0670μs | 14.0207μs | 71.3233 KOps/s | 70.8044 KOps/s | |
test_step_mdp_speed[True-True-False-False-False] | 41.5680μs | 8.8605μs | 112.8605 KOps/s | 111.3717 KOps/s | |
test_step_mdp_speed[True-False-True-True-True] | 84.5880μs | 24.5412μs | 40.7478 KOps/s | 40.3262 KOps/s | |
test_step_mdp_speed[True-False-True-True-False] | 58.3690μs | 15.9409μs | 62.7317 KOps/s | 63.1120 KOps/s | |
test_step_mdp_speed[True-False-True-False-True] | 67.9470μs | 13.9562μs | 71.6529 KOps/s | 70.1240 KOps/s | |
test_step_mdp_speed[True-False-True-False-False] | 54.8630μs | 8.8986μs | 112.3766 KOps/s | 111.9519 KOps/s | |
test_step_mdp_speed[True-False-False-True-True] | 69.6200μs | 25.8802μs | 38.6396 KOps/s | 38.7600 KOps/s | |
test_step_mdp_speed[True-False-False-True-False] | 60.5830μs | 17.3372μs | 57.6793 KOps/s | 58.7172 KOps/s | |
test_step_mdp_speed[True-False-False-False-True] | 77.9340μs | 15.2111μs | 65.7414 KOps/s | 65.8228 KOps/s | |
test_step_mdp_speed[True-False-False-False-False] | 37.8610μs | 10.1978μs | 98.0607 KOps/s | 98.4287 KOps/s | |
test_step_mdp_speed[False-True-True-True-True] | 62.6370μs | 24.7197μs | 40.4535 KOps/s | 40.6872 KOps/s | |
test_step_mdp_speed[False-True-True-True-False] | 61.1140μs | 15.9759μs | 62.5944 KOps/s | 63.3915 KOps/s | |
test_step_mdp_speed[False-True-True-False-True] | 81.5600μs | 16.2286μs | 61.6195 KOps/s | 61.4861 KOps/s | |
test_step_mdp_speed[False-True-True-False-False] | 38.2610μs | 10.2494μs | 97.5666 KOps/s | 98.8304 KOps/s | |
test_step_mdp_speed[False-True-False-True-True] | 50.4950μs | 26.5099μs | 37.7218 KOps/s | 38.1974 KOps/s | |
test_step_mdp_speed[False-True-False-True-False] | 85.3390μs | 17.2853μs | 57.8525 KOps/s | 58.4288 KOps/s | |
test_step_mdp_speed[False-True-False-False-True] | 44.6430μs | 17.6726μs | 56.5846 KOps/s | 56.6607 KOps/s | |
test_step_mdp_speed[False-True-False-False-False] | 41.1270μs | 11.5635μs | 86.4793 KOps/s | 87.6510 KOps/s | |
test_step_mdp_speed[False-False-True-True-True] | 69.9410μs | 27.3627μs | 36.5461 KOps/s | 36.7102 KOps/s | |
test_step_mdp_speed[False-False-True-True-False] | 44.7840μs | 18.7020μs | 53.4702 KOps/s | 54.1544 KOps/s | |
test_step_mdp_speed[False-False-True-False-True] | 43.6220μs | 17.6940μs | 56.5162 KOps/s | 57.2646 KOps/s | |
test_step_mdp_speed[False-False-True-False-False] | 35.6060μs | 11.6593μs | 85.7684 KOps/s | 87.3743 KOps/s | |
test_step_mdp_speed[False-False-False-True-True] | 60.1620μs | 28.6839μs | 34.8627 KOps/s | 35.3839 KOps/s | |
test_step_mdp_speed[False-False-False-True-False] | 64.3220μs | 19.8187μs | 50.4573 KOps/s | 51.4295 KOps/s | |
test_step_mdp_speed[False-False-False-False-True] | 76.8730μs | 18.7257μs | 53.4026 KOps/s | 53.7347 KOps/s | |
test_step_mdp_speed[False-False-False-False-False] | 42.5200μs | 12.6593μs | 78.9930 KOps/s | 79.6508 KOps/s | |
test_values[generalized_advantage_estimate-True-True] | 10.4256ms | 9.4290ms | 106.0560 Ops/s | 107.8991 Ops/s | |
test_values[vec_generalized_advantage_estimate-True-True] | 36.9142ms | 33.8620ms | 29.5317 Ops/s | 28.1802 Ops/s | |
test_values[td0_return_estimate-False-False] | 0.2307ms | 0.1741ms | 5.7455 KOps/s | 5.5499 KOps/s | |
test_values[td1_return_estimate-False-False] | 30.2335ms | 23.1795ms | 43.1416 Ops/s | 43.0435 Ops/s | |
test_values[vec_td1_return_estimate-False-False] | 35.4062ms | 33.8798ms | 29.5162 Ops/s | 28.0275 Ops/s | |
test_values[td_lambda_return_estimate-True-False] | 35.9587ms | 33.4995ms | 29.8512 Ops/s | 29.6812 Ops/s | |
test_values[vec_td_lambda_return_estimate-True-False] | 39.0295ms | 34.2691ms | 29.1808 Ops/s | 28.1194 Ops/s | |
test_gae_speed[generalized_advantage_estimate-False-1-512] | 10.3094ms | 8.0445ms | 124.3086 Ops/s | 122.0121 Ops/s | |
test_gae_speed[vec_generalized_advantage_estimate-True-1-512] | 2.3787ms | 1.9596ms | 510.3113 Ops/s | 511.4659 Ops/s | |
test_gae_speed[vec_generalized_advantage_estimate-False-1-512] | 0.5219ms | 0.3537ms | 2.8276 KOps/s | 2.8214 KOps/s | |
test_gae_speed[vec_generalized_advantage_estimate-True-32-512] | 40.5009ms | 39.5251ms | 25.3004 Ops/s | 21.7989 Ops/s | |
test_gae_speed[vec_generalized_advantage_estimate-False-32-512] | 4.6823ms | 3.1575ms | 316.7056 Ops/s | 330.9819 Ops/s | |
test_dqn_speed | 7.4214ms | 1.3878ms | 720.5771 Ops/s | 736.3747 Ops/s | |
test_ddpg_speed | 3.2232ms | 2.7603ms | 362.2771 Ops/s | 370.1300 Ops/s | |
test_sac_speed | 9.9532ms | 8.3794ms | 119.3405 Ops/s | 112.8927 Ops/s | |
test_redq_speed | 14.4512ms | 13.4713ms | 74.2321 Ops/s | 75.8377 Ops/s | |
test_redq_deprec_speed | 97.8147ms | 14.8107ms | 67.5187 Ops/s | 76.7659 Ops/s | |
test_td3_speed | 8.7824ms | 8.2575ms | 121.1016 Ops/s | 121.4695 Ops/s | |
test_cql_speed | 38.0220ms | 36.4904ms | 27.4045 Ops/s | 27.2986 Ops/s | |
test_a2c_speed | 8.1000ms | 7.4198ms | 134.7737 Ops/s | 134.8758 Ops/s | |
test_ppo_speed | 9.1600ms | 7.7091ms | 129.7170 Ops/s | 129.4913 Ops/s | |
test_reinforce_speed | 7.1727ms | 6.5920ms | 151.6979 Ops/s | 151.4866 Ops/s | |
test_iql_speed | 33.8263ms | 32.6830ms | 30.5969 Ops/s | 30.5811 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] | 2.5546ms | 2.2996ms | 434.8654 Ops/s | 422.2930 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] | 1.2265ms | 0.5063ms | 1.9752 KOps/s | 1.9282 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] | 0.7496ms | 0.4787ms | 2.0890 KOps/s | 2.0636 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] | 3.4061ms | 2.3181ms | 431.3952 Ops/s | 407.9908 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] | 1.1101ms | 0.4992ms | 2.0032 KOps/s | 1.9550 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] | 0.6756ms | 0.4753ms | 2.1041 KOps/s | 2.0755 KOps/s | |
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-sampler6-10000] | 1.3180ms | 1.2145ms | 823.4120 Ops/s | 799.6965 Ops/s | |
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-sampler7-10000] | 1.3443ms | 1.1444ms | 873.7840 Ops/s | 855.8672 Ops/s | |
test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] | 3.5539ms | 2.3825ms | 419.7297 Ops/s | 396.7025 Ops/s | |
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] | 1.1128ms | 0.6199ms | 1.6132 KOps/s | 1.5746 KOps/s | |
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] | 0.7776ms | 0.5934ms | 1.6853 KOps/s | 1.6625 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] | 3.6219ms | 2.2931ms | 436.0963 Ops/s | 424.6391 Ops/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] | 1.0391ms | 0.5057ms | 1.9776 KOps/s | 1.9206 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] | 0.6300ms | 0.4795ms | 2.0854 KOps/s | 2.0055 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] | 2.6041ms | 2.2925ms | 436.1981 Ops/s | 411.8752 Ops/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] | 0.6595ms | 0.5019ms | 1.9924 KOps/s | 1.9598 KOps/s | |
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] | 3.6623ms | 0.4802ms | 2.0823 KOps/s | 2.0664 KOps/s | |
test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] | 2.7939ms | 2.3998ms | 416.6977 Ops/s | 416.6106 Ops/s | |
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] | 1.1637ms | 0.6239ms | 1.6028 KOps/s | 1.5660 KOps/s | |
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] | 0.7428ms | 0.5918ms | 1.6896 KOps/s | 1.6398 KOps/s | |
test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] | 0.1148s | 7.9929ms | 125.1110 Ops/s | 117.9332 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] | 14.4695ms | 12.2056ms | 81.9296 Ops/s | 82.0594 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] | 1.6069ms | 1.0733ms | 931.7247 Ops/s | 918.2486 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] | 0.1050s | 5.7339ms | 174.4002 Ops/s | 168.7127 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] | 14.4824ms | 12.2556ms | 81.5954 Ops/s | 81.8487 Ops/s | |
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] | 4.0071ms | 1.1308ms | 884.2996 Ops/s | 912.2367 Ops/s | |
test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] | 0.1082s | 8.3316ms | 120.0249 Ops/s | 114.5555 Ops/s | |
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] | 14.9929ms | 12.5586ms | 79.6266 Ops/s | 72.0937 Ops/s | |
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] | 4.4112ms | 1.4558ms | 686.9084 Ops/s | 663.3291 Ops/s |
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Solves https://stackoverflow.com/questions/78198313/handling-batch-size-in-a-torchrl-environment/78199390#78199390
TODO: