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Merged
merged 1 commit into from
Sep 4, 2024
Merged

[CI] Fix broken workflows #2418

merged 1 commit into from
Sep 4, 2024

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@vmoens vmoens commented Sep 4, 2024 •
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[CI] Fix broken workflows
669d352 
ghstack-source-id: 56beaf2
Pull Request resolved: #2414
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pytorch-bot bot commented Sep 4, 2024 •
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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/rl/2418

Note: Links to docs will display an error until the docs builds have been completed.

✅ You can merge normally! (22 Unrelated Failures)

As of commit 669d352 with merge base 5a81930 (image):

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.

@facebook-github-bot facebook-github-bot added the CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. label Sep 4, 2024
@vmoens vmoens added the CI Has to do with CI setup (e.g. wheels & builds, tests...) label Sep 4, 2024
@vmoens vmoens merged commit 0326c41 into main Sep 4, 2024
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 91. Improved: $\large\color{#35bf28}4$. Worsened: $\large\color{#d91a1a}6$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_single 59.8216ms 58.3017ms 17.1521 Ops/s 16.9965 Ops/s $\color{#35bf28}+0.92\%$
test_sync 38.9184ms 33.0750ms 30.2343 Ops/s 28.8155 Ops/s $\color{#35bf28}+4.92\%$
test_async 60.1972ms 32.2644ms 30.9939 Ops/s 31.0757 Ops/s $\color{#d91a1a}-0.26\%$
test_simple 0.5152s 0.4246s 2.3553 Ops/s 2.4554 Ops/s $\color{#d91a1a}-4.08\%$
test_transformed 0.6504s 0.5753s 1.7381 Ops/s 1.7617 Ops/s $\color{#d91a1a}-1.34\%$
test_serial 1.3598s 1.2731s 0.7855 Ops/s 0.7754 Ops/s $\color{#35bf28}+1.30\%$
test_parallel 1.1996s 1.1242s 0.8895 Ops/s 0.8851 Ops/s $\color{#35bf28}+0.49\%$
test_step_mdp_speed[True-True-True-True-True] 0.1876ms 27.7956μs 35.9769 KOps/s 36.9493 KOps/s $\color{#d91a1a}-2.63\%$
test_step_mdp_speed[True-True-True-True-False] 70.4020μs 16.3669μs 61.0990 KOps/s 63.0604 KOps/s $\color{#d91a1a}-3.11\%$
test_step_mdp_speed[True-True-True-False-True] 56.0650μs 16.0798μs 62.1899 KOps/s 64.6308 KOps/s $\color{#d91a1a}-3.78\%$
test_step_mdp_speed[True-True-True-False-False] 27.8420μs 9.4542μs 105.7730 KOps/s 108.5140 KOps/s $\color{#d91a1a}-2.53\%$
test_step_mdp_speed[True-True-False-True-True] 64.3810μs 29.6619μs 33.7132 KOps/s 34.8555 KOps/s $\color{#d91a1a}-3.28\%$
test_step_mdp_speed[True-True-False-True-False] 54.0310μs 18.2457μs 54.8075 KOps/s 57.6792 KOps/s $\color{#d91a1a}-4.98\%$
test_step_mdp_speed[True-True-False-False-True] 49.0210μs 17.7724μs 56.2669 KOps/s 58.8493 KOps/s $\color{#d91a1a}-4.39\%$
test_step_mdp_speed[True-True-False-False-False] 43.1800μs 11.2226μs 89.1059 KOps/s 92.9825 KOps/s $\color{#d91a1a}-4.17\%$
test_step_mdp_speed[True-False-True-True-True] 0.1024ms 31.3327μs 31.9155 KOps/s 32.5819 KOps/s $\color{#d91a1a}-2.05\%$
test_step_mdp_speed[True-False-True-True-False] 72.4640μs 20.0576μs 49.8565 KOps/s 52.6997 KOps/s $\textbf{\color{#d91a1a}-5.40\%}$
test_step_mdp_speed[True-False-True-False-True] 44.0020μs 17.7378μs 56.3767 KOps/s 58.2107 KOps/s $\color{#d91a1a}-3.15\%$
test_step_mdp_speed[True-False-True-False-False] 38.7620μs 11.1524μs 89.6667 KOps/s 93.2412 KOps/s $\color{#d91a1a}-3.83\%$
test_step_mdp_speed[True-False-False-True-True] 0.1055ms 32.8466μs 30.4446 KOps/s 31.3681 KOps/s $\color{#d91a1a}-2.94\%$
test_step_mdp_speed[True-False-False-True-False] 47.7890μs 21.3928μs 46.7447 KOps/s 48.6808 KOps/s $\color{#d91a1a}-3.98\%$
test_step_mdp_speed[True-False-False-False-True] 57.0070μs 19.2813μs 51.8637 KOps/s 52.9049 KOps/s $\color{#d91a1a}-1.97\%$
test_step_mdp_speed[True-False-False-False-False] 44.0110μs 12.7895μs 78.1890 KOps/s 82.1357 KOps/s $\color{#d91a1a}-4.81\%$
test_step_mdp_speed[False-True-True-True-True] 74.0980μs 31.2959μs 31.9531 KOps/s 32.3090 KOps/s $\color{#d91a1a}-1.10\%$
test_step_mdp_speed[False-True-True-True-False] 64.7200μs 19.8911μs 50.2738 KOps/s 52.4337 KOps/s $\color{#d91a1a}-4.12\%$
test_step_mdp_speed[False-True-True-False-True] 72.4850μs 20.2960μs 49.2707 KOps/s 49.9869 KOps/s $\color{#d91a1a}-1.43\%$
test_step_mdp_speed[False-True-True-False-False] 44.9540μs 12.5523μs 79.6665 KOps/s 82.4303 KOps/s $\color{#d91a1a}-3.35\%$
test_step_mdp_speed[False-True-False-True-True] 70.1510μs 32.9559μs 30.3436 KOps/s 30.7418 KOps/s $\color{#d91a1a}-1.30\%$
test_step_mdp_speed[False-True-False-True-False] 61.2040μs 21.5092μs 46.4918 KOps/s 47.9231 KOps/s $\color{#d91a1a}-2.99\%$
test_step_mdp_speed[False-True-False-False-True] 3.2340ms 22.5936μs 44.2604 KOps/s 46.0807 KOps/s $\color{#d91a1a}-3.95\%$
test_step_mdp_speed[False-True-False-False-False] 49.3220μs 14.1207μs 70.8183 KOps/s 73.8360 KOps/s $\color{#d91a1a}-4.09\%$
test_step_mdp_speed[False-False-True-True-True] 88.3050μs 34.7609μs 28.7680 KOps/s 29.5888 KOps/s $\color{#d91a1a}-2.77\%$
test_step_mdp_speed[False-False-True-True-False] 62.1260μs 23.2071μs 43.0903 KOps/s 45.3431 KOps/s $\color{#d91a1a}-4.97\%$
test_step_mdp_speed[False-False-True-False-True] 62.4270μs 21.9242μs 45.6117 KOps/s 47.3282 KOps/s $\color{#d91a1a}-3.63\%$
test_step_mdp_speed[False-False-True-False-False] 51.7170μs 14.1426μs 70.7082 KOps/s 73.0618 KOps/s $\color{#d91a1a}-3.22\%$
test_step_mdp_speed[False-False-False-True-True] 76.3320μs 35.7088μs 28.0043 KOps/s 27.8224 KOps/s $\color{#35bf28}+0.65\%$
test_step_mdp_speed[False-False-False-True-False] 55.8440μs 24.6021μs 40.6470 KOps/s 42.2991 KOps/s $\color{#d91a1a}-3.91\%$
test_step_mdp_speed[False-False-False-False-True] 61.7750μs 23.3543μs 42.8186 KOps/s 44.2324 KOps/s $\color{#d91a1a}-3.20\%$
test_step_mdp_speed[False-False-False-False-False] 49.7430μs 15.6578μs 63.8658 KOps/s 67.5091 KOps/s $\textbf{\color{#d91a1a}-5.40\%}$
test_values[generalized_advantage_estimate-True-True] 10.1691ms 9.7774ms 102.2762 Ops/s 99.9300 Ops/s $\color{#35bf28}+2.35\%$
test_values[vec_generalized_advantage_estimate-True-True] 38.7685ms 35.6208ms 28.0735 Ops/s 27.3764 Ops/s $\color{#35bf28}+2.55\%$
test_values[td0_return_estimate-False-False] 0.2372ms 0.1689ms 5.9217 KOps/s 5.7882 KOps/s $\color{#35bf28}+2.31\%$
test_values[td1_return_estimate-False-False] 27.3423ms 23.9502ms 41.7533 Ops/s 41.1937 Ops/s $\color{#35bf28}+1.36\%$
test_values[vec_td1_return_estimate-False-False] 37.9085ms 36.0196ms 27.7626 Ops/s 27.5358 Ops/s $\color{#35bf28}+0.82\%$
test_values[td_lambda_return_estimate-True-False] 38.0192ms 34.6166ms 28.8879 Ops/s 29.1356 Ops/s $\color{#d91a1a}-0.85\%$
test_values[vec_td_lambda_return_estimate-True-False] 38.0736ms 36.2069ms 27.6190 Ops/s 27.5371 Ops/s $\color{#35bf28}+0.30\%$
test_gae_speed[generalized_advantage_estimate-False-1-512] 8.5530ms 8.2913ms 120.6084 Ops/s 120.3953 Ops/s $\color{#35bf28}+0.18\%$
test_gae_speed[vec_generalized_advantage_estimate-True-1-512] 3.2068ms 2.0052ms 498.7144 Ops/s 523.1271 Ops/s $\color{#d91a1a}-4.67\%$
test_gae_speed[vec_generalized_advantage_estimate-False-1-512] 0.5123ms 0.3558ms 2.8104 KOps/s 2.7733 KOps/s $\color{#35bf28}+1.34\%$
test_gae_speed[vec_generalized_advantage_estimate-True-32-512] 47.0096ms 46.0366ms 21.7219 Ops/s 21.9101 Ops/s $\color{#d91a1a}-0.86\%$
test_gae_speed[vec_generalized_advantage_estimate-False-32-512] 4.0597ms 3.1376ms 318.7131 Ops/s 318.7329 Ops/s $-0.01\%$
test_dqn_speed 6.6172ms 1.3189ms 758.2168 Ops/s 747.4827 Ops/s $\color{#35bf28}+1.44\%$
test_ddpg_speed 3.5778ms 2.7313ms 366.1267 Ops/s 358.1932 Ops/s $\color{#35bf28}+2.21\%$
test_sac_speed 9.3083ms 8.0499ms 124.2254 Ops/s 121.8941 Ops/s $\color{#35bf28}+1.91\%$
test_redq_speed 13.7392ms 12.9442ms 77.2549 Ops/s 74.6777 Ops/s $\color{#35bf28}+3.45\%$
test_redq_deprec_speed 17.0354ms 13.0091ms 76.8690 Ops/s 74.6035 Ops/s $\color{#35bf28}+3.04\%$
test_td3_speed 8.6639ms 8.1711ms 122.3824 Ops/s 121.4399 Ops/s $\color{#35bf28}+0.78\%$
test_cql_speed 36.8269ms 35.4878ms 28.1787 Ops/s 27.7222 Ops/s $\color{#35bf28}+1.65\%$
test_a2c_speed 8.1632ms 7.3738ms 135.6160 Ops/s 133.0164 Ops/s $\color{#35bf28}+1.95\%$
test_ppo_speed 9.0342ms 7.6439ms 130.8224 Ops/s 129.7388 Ops/s $\color{#35bf28}+0.84\%$
test_reinforce_speed 7.6602ms 6.6015ms 151.4804 Ops/s 147.8976 Ops/s $\color{#35bf28}+2.42\%$
test_iql_speed 33.6330ms 32.0841ms 31.1681 Ops/s 30.9239 Ops/s $\color{#35bf28}+0.79\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 5.6154ms 4.9462ms 202.1746 Ops/s 201.4218 Ops/s $\color{#35bf28}+0.37\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 0.9489ms 0.4740ms 2.1095 KOps/s 2.0636 KOps/s $\color{#35bf28}+2.23\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 1.2365ms 0.4731ms 2.1137 KOps/s 2.1940 KOps/s $\color{#d91a1a}-3.66\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 5.4281ms 5.0042ms 199.8316 Ops/s 203.6170 Ops/s $\color{#d91a1a}-1.86\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.9440ms 0.4671ms 2.1411 KOps/s 2.1089 KOps/s $\color{#35bf28}+1.52\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.8182ms 0.4438ms 2.2532 KOps/s 2.2196 KOps/s $\color{#35bf28}+1.51\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-sampler6-10000] 2.7093ms 1.6932ms 590.6147 Ops/s 592.0832 Ops/s $\color{#d91a1a}-0.25\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-sampler7-10000] 1.8649ms 1.5960ms 626.5581 Ops/s 625.5169 Ops/s $\color{#35bf28}+0.17\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 5.7869ms 5.0540ms 197.8640 Ops/s 196.4219 Ops/s $\color{#35bf28}+0.73\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 0.1588s 0.7522ms 1.3294 KOps/s 1.6340 KOps/s $\textbf{\color{#d91a1a}-18.64\%}$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 1.0016ms 0.5793ms 1.7262 KOps/s 1.7124 KOps/s $\color{#35bf28}+0.81\%$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 5.5284ms 4.9178ms 203.3432 Ops/s 201.1345 Ops/s $\color{#35bf28}+1.10\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 0.6095ms 0.4911ms 2.0362 KOps/s 1.5401 KOps/s $\textbf{\color{#35bf28}+32.21\%}$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.9976ms 0.4587ms 2.1800 KOps/s 2.1806 KOps/s $\color{#d91a1a}-0.03\%$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 6.7187ms 5.1378ms 194.6363 Ops/s 200.7079 Ops/s $\color{#d91a1a}-3.03\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.9418ms 0.4900ms 2.0408 KOps/s 2.1281 KOps/s $\color{#d91a1a}-4.10\%$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.8454ms 0.4615ms 2.1670 KOps/s 2.1763 KOps/s $\color{#d91a1a}-0.43\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 5.6787ms 5.3994ms 185.2062 Ops/s 196.8342 Ops/s $\textbf{\color{#d91a1a}-5.91\%}$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 1.4360ms 0.6167ms 1.6216 KOps/s 1.6218 KOps/s $\color{#d91a1a}-0.01\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.8132ms 0.5911ms 1.6917 KOps/s 1.7127 KOps/s $\color{#d91a1a}-1.23\%$
test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] 0.1754s 7.4429ms 134.3569 Ops/s 145.5357 Ops/s $\textbf{\color{#d91a1a}-7.68\%}$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] 17.8436ms 13.4062ms 74.5924 Ops/s 77.2007 Ops/s $\color{#d91a1a}-3.38\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] 1.8275ms 1.2105ms 826.1276 Ops/s 763.5742 Ops/s $\textbf{\color{#35bf28}+8.19\%}$
test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] 0.1266s 8.8072ms 113.5431 Ops/s 154.7178 Ops/s $\textbf{\color{#d91a1a}-26.61\%}$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] 17.5322ms 13.2097ms 75.7020 Ops/s 77.0364 Ops/s $\color{#d91a1a}-1.73\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] 1.7638ms 1.2181ms 820.9837 Ops/s 770.7136 Ops/s $\textbf{\color{#35bf28}+6.52\%}$
test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] 0.1258s 6.5526ms 152.6116 Ops/s 106.0166 Ops/s $\textbf{\color{#35bf28}+43.95\%}$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] 17.5106ms 13.2618ms 75.4043 Ops/s 76.6280 Ops/s $\color{#d91a1a}-1.60\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] 5.9870ms 1.4773ms 676.9289 Ops/s 702.4889 Ops/s $\color{#d91a1a}-3.64\%$

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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of GPU Benchmark Tests

Total Benchmarks: 94. Improved: $\large\color{#35bf28}9$. Worsened: $\large\color{#d91a1a}10$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_single 0.1069s 0.1043s 9.5842 Ops/s 9.4813 Ops/s $\color{#35bf28}+1.09\%$
test_sync 0.1008s 93.4589ms 10.6999 Ops/s 10.6718 Ops/s $\color{#35bf28}+0.26\%$
test_async 0.2588s 86.1309ms 11.6102 Ops/s 11.3875 Ops/s $\color{#35bf28}+1.96\%$
test_single_pixels 0.1107s 0.1098s 9.1060 Ops/s 9.0847 Ops/s $\color{#35bf28}+0.23\%$
test_sync_pixels 82.9097ms 72.6041ms 13.7733 Ops/s 13.9609 Ops/s $\color{#d91a1a}-1.34\%$
test_async_pixels 0.2148s 67.7544ms 14.7592 Ops/s 14.9808 Ops/s $\color{#d91a1a}-1.48\%$
test_simple 0.7610s 0.7573s 1.3205 Ops/s 1.2957 Ops/s $\color{#35bf28}+1.91\%$
test_transformed 0.9940s 0.9898s 1.0103 Ops/s 0.9909 Ops/s $\color{#35bf28}+1.96\%$
test_serial 2.2230s 2.1620s 0.4625 Ops/s 0.4573 Ops/s $\color{#35bf28}+1.14\%$
test_parallel 1.9532s 1.8888s 0.5294 Ops/s 0.5276 Ops/s $\color{#35bf28}+0.35\%$
test_step_mdp_speed[True-True-True-True-True] 0.2009ms 37.6520μs 26.5590 KOps/s 26.8158 KOps/s $\color{#d91a1a}-0.96\%$
test_step_mdp_speed[True-True-True-True-False] 55.4310μs 21.9629μs 45.5313 KOps/s 46.6883 KOps/s $\color{#d91a1a}-2.48\%$
test_step_mdp_speed[True-True-True-False-True] 56.1610μs 21.9121μs 45.6368 KOps/s 47.2268 KOps/s $\color{#d91a1a}-3.37\%$
test_step_mdp_speed[True-True-True-False-False] 38.9810μs 12.2638μs 81.5406 KOps/s 81.3251 KOps/s $\color{#35bf28}+0.27\%$
test_step_mdp_speed[True-True-False-True-True] 77.9610μs 40.5254μs 24.6759 KOps/s 25.8718 KOps/s $\color{#d91a1a}-4.62\%$
test_step_mdp_speed[True-True-False-True-False] 58.9410μs 24.0428μs 41.5925 KOps/s 42.5449 KOps/s $\color{#d91a1a}-2.24\%$
test_step_mdp_speed[True-True-False-False-True] 55.7510μs 24.0894μs 41.5120 KOps/s 42.9961 KOps/s $\color{#d91a1a}-3.45\%$
test_step_mdp_speed[True-True-False-False-False] 42.2110μs 15.1197μs 66.1389 KOps/s 70.2065 KOps/s $\textbf{\color{#d91a1a}-5.79\%}$
test_step_mdp_speed[True-False-True-True-True] 81.4320μs 42.8114μs 23.3582 KOps/s 23.8327 KOps/s $\color{#d91a1a}-1.99\%$
test_step_mdp_speed[True-False-True-True-False] 57.0110μs 26.0278μs 38.4205 KOps/s 39.2525 KOps/s $\color{#d91a1a}-2.12\%$
test_step_mdp_speed[True-False-True-False-True] 55.4010μs 23.3469μs 42.8323 KOps/s 43.5026 KOps/s $\color{#d91a1a}-1.54\%$
test_step_mdp_speed[True-False-True-False-False] 43.5110μs 14.8810μs 67.1999 KOps/s 69.1551 KOps/s $\color{#d91a1a}-2.83\%$
test_step_mdp_speed[True-False-False-True-True] 80.8220μs 44.1206μs 22.6651 KOps/s 22.7330 KOps/s $\color{#d91a1a}-0.30\%$
test_step_mdp_speed[True-False-False-True-False] 55.9110μs 28.0077μs 35.7045 KOps/s 36.0442 KOps/s $\color{#d91a1a}-0.94\%$
test_step_mdp_speed[True-False-False-False-True] 61.9610μs 25.6070μs 39.0518 KOps/s 39.3495 KOps/s $\color{#d91a1a}-0.76\%$
test_step_mdp_speed[True-False-False-False-False] 47.2610μs 16.6480μs 60.0673 KOps/s 61.0679 KOps/s $\color{#d91a1a}-1.64\%$
test_step_mdp_speed[False-True-True-True-True] 78.0210μs 42.8216μs 23.3527 KOps/s 23.4112 KOps/s $\color{#d91a1a}-0.25\%$
test_step_mdp_speed[False-True-True-True-False] 56.2510μs 25.9689μs 38.5076 KOps/s 38.5447 KOps/s $\color{#d91a1a}-0.10\%$
test_step_mdp_speed[False-True-True-False-True] 68.2110μs 27.5625μs 36.2811 KOps/s 36.8632 KOps/s $\color{#d91a1a}-1.58\%$
test_step_mdp_speed[False-True-True-False-False] 51.0810μs 16.3207μs 61.2718 KOps/s 62.8107 KOps/s $\color{#d91a1a}-2.45\%$
test_step_mdp_speed[False-True-False-True-True] 77.0810μs 44.0502μs 22.7014 KOps/s 22.7564 KOps/s $\color{#d91a1a}-0.24\%$
test_step_mdp_speed[False-True-False-True-False] 59.3210μs 27.9259μs 35.8090 KOps/s 35.7262 KOps/s $\color{#35bf28}+0.23\%$
test_step_mdp_speed[False-True-False-False-True] 3.5068ms 29.5680μs 33.8204 KOps/s 34.4225 KOps/s $\color{#d91a1a}-1.75\%$
test_step_mdp_speed[False-True-False-False-False] 46.9910μs 18.5795μs 53.8227 KOps/s 55.7813 KOps/s $\color{#d91a1a}-3.51\%$
test_step_mdp_speed[False-False-True-True-True] 97.5920μs 45.7861μs 21.8407 KOps/s 21.8562 KOps/s $\color{#d91a1a}-0.07\%$
test_step_mdp_speed[False-False-True-True-False] 60.9110μs 29.7715μs 33.5892 KOps/s 33.3894 KOps/s $\color{#35bf28}+0.60\%$
test_step_mdp_speed[False-False-True-False-True] 75.2310μs 29.6357μs 33.7431 KOps/s 34.7373 KOps/s $\color{#d91a1a}-2.86\%$
test_step_mdp_speed[False-False-True-False-False] 49.5910μs 18.4631μs 54.1620 KOps/s 55.5970 KOps/s $\color{#d91a1a}-2.58\%$
test_step_mdp_speed[False-False-False-True-True] 88.4020μs 47.6493μs 20.9867 KOps/s 20.9781 KOps/s $\color{#35bf28}+0.04\%$
test_step_mdp_speed[False-False-False-True-False] 65.6910μs 32.0836μs 31.1686 KOps/s 31.1686 KOps/s $-0.00\%$
test_step_mdp_speed[False-False-False-False-True] 65.9410μs 30.4054μs 32.8889 KOps/s 32.9497 KOps/s $\color{#d91a1a}-0.18\%$
test_step_mdp_speed[False-False-False-False-False] 57.0310μs 19.9065μs 50.2347 KOps/s 49.7556 KOps/s $\color{#35bf28}+0.96\%$
test_values[generalized_advantage_estimate-True-True] 25.7112ms 25.2165ms 39.6565 Ops/s 39.0887 Ops/s $\color{#35bf28}+1.45\%$
test_values[vec_generalized_advantage_estimate-True-True] 0.1121s 3.1420ms 318.2696 Ops/s 332.2984 Ops/s $\color{#d91a1a}-4.22\%$
test_values[td0_return_estimate-False-False] 95.5710μs 68.5644μs 14.5848 KOps/s 14.2777 KOps/s $\color{#35bf28}+2.15\%$
test_values[td1_return_estimate-False-False] 57.6751ms 57.2914ms 17.4546 Ops/s 17.2357 Ops/s $\color{#35bf28}+1.27\%$
test_values[vec_td1_return_estimate-False-False] 1.4342ms 1.0879ms 919.1853 Ops/s 916.7162 Ops/s $\color{#35bf28}+0.27\%$
test_values[td_lambda_return_estimate-True-False] 94.3379ms 90.4991ms 11.0498 Ops/s 10.8820 Ops/s $\color{#35bf28}+1.54\%$
test_values[vec_td_lambda_return_estimate-True-False] 1.4168ms 1.0843ms 922.2247 Ops/s 920.2823 Ops/s $\color{#35bf28}+0.21\%$
test_gae_speed[generalized_advantage_estimate-False-1-512] 25.2397ms 25.1214ms 39.8066 Ops/s 39.2977 Ops/s $\color{#35bf28}+1.30\%$
test_gae_speed[vec_generalized_advantage_estimate-True-1-512] 1.0111ms 0.7355ms 1.3597 KOps/s 1.3490 KOps/s $\color{#35bf28}+0.79\%$
test_gae_speed[vec_generalized_advantage_estimate-False-1-512] 0.7876ms 0.6724ms 1.4872 KOps/s 1.4778 KOps/s $\color{#35bf28}+0.64\%$
test_gae_speed[vec_generalized_advantage_estimate-True-32-512] 1.7758ms 1.5003ms 666.5345 Ops/s 675.8662 Ops/s $\color{#d91a1a}-1.38\%$
test_gae_speed[vec_generalized_advantage_estimate-False-32-512] 0.7736ms 0.7164ms 1.3959 KOps/s 1.4451 KOps/s $\color{#d91a1a}-3.40\%$
test_dqn_speed 7.0417ms 1.3634ms 733.4396 Ops/s 750.4998 Ops/s $\color{#d91a1a}-2.27\%$
test_ddpg_speed 3.0235ms 2.6924ms 371.4108 Ops/s 372.0599 Ops/s $\color{#d91a1a}-0.17\%$
test_sac_speed 8.2737ms 7.8040ms 128.1387 Ops/s 128.6306 Ops/s $\color{#d91a1a}-0.38\%$
test_redq_speed 0.1077s 11.0571ms 90.4396 Ops/s 98.7362 Ops/s $\textbf{\color{#d91a1a}-8.40\%}$
test_redq_deprec_speed 11.1623ms 10.5903ms 94.4260 Ops/s 93.4906 Ops/s $\color{#35bf28}+1.00\%$
test_td3_speed 8.0684ms 7.9268ms 126.1543 Ops/s 128.2855 Ops/s $\color{#d91a1a}-1.66\%$
test_cql_speed 28.5855ms 25.0297ms 39.9525 Ops/s 39.6600 Ops/s $\color{#35bf28}+0.74\%$
test_a2c_speed 5.8058ms 5.4080ms 184.9115 Ops/s 181.1915 Ops/s $\color{#35bf28}+2.05\%$
test_ppo_speed 6.2372ms 5.7698ms 173.3172 Ops/s 168.7824 Ops/s $\color{#35bf28}+2.69\%$
test_reinforce_speed 4.7831ms 4.5084ms 221.8062 Ops/s 221.2793 Ops/s $\color{#35bf28}+0.24\%$
test_iql_speed 19.8699ms 19.0416ms 52.5165 Ops/s 52.3533 Ops/s $\color{#35bf28}+0.31\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 6.5467ms 6.4471ms 155.1080 Ops/s 157.0119 Ops/s $\color{#d91a1a}-1.21\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 1.2838ms 0.3076ms 3.2508 KOps/s 4.2019 KOps/s $\textbf{\color{#d91a1a}-22.63\%}$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.6252ms 0.2893ms 3.4564 KOps/s 4.6223 KOps/s $\textbf{\color{#d91a1a}-25.22\%}$
test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 6.6249ms 6.3794ms 156.7553 Ops/s 158.3113 Ops/s $\color{#d91a1a}-0.98\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.7121ms 0.3001ms 3.3327 KOps/s 4.2023 KOps/s $\textbf{\color{#d91a1a}-20.69\%}$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.4405ms 0.2848ms 3.5107 KOps/s 4.6225 KOps/s $\textbf{\color{#d91a1a}-24.05\%}$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-sampler6-10000] 1.7238ms 1.4435ms 692.7434 Ops/s 726.3064 Ops/s $\color{#d91a1a}-4.62\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-sampler7-10000] 1.6506ms 1.3581ms 736.3151 Ops/s 780.3934 Ops/s $\textbf{\color{#d91a1a}-5.65\%}$
test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 6.6729ms 6.5573ms 152.5013 Ops/s 153.0529 Ops/s $\color{#d91a1a}-0.36\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 0.8211ms 0.4283ms 2.3348 KOps/s 2.0873 KOps/s $\textbf{\color{#35bf28}+11.86\%}$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.5149ms 0.3619ms 2.7632 KOps/s 2.1771 KOps/s $\textbf{\color{#35bf28}+26.92\%}$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 6.6267ms 6.3892ms 156.5148 Ops/s 157.8149 Ops/s $\color{#d91a1a}-0.82\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 0.6086ms 0.2417ms 4.1370 KOps/s 2.8807 KOps/s $\textbf{\color{#35bf28}+43.61\%}$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.3797ms 0.2180ms 4.5863 KOps/s 3.0664 KOps/s $\textbf{\color{#35bf28}+49.57\%}$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 6.6789ms 6.3857ms 156.6006 Ops/s 158.0440 Ops/s $\color{#d91a1a}-0.91\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.7885ms 0.2396ms 4.1735 KOps/s 2.9391 KOps/s $\textbf{\color{#35bf28}+42.00\%}$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.6570ms 0.2182ms 4.5829 KOps/s 3.1378 KOps/s $\textbf{\color{#35bf28}+46.05\%}$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 6.8403ms 6.5673ms 152.2699 Ops/s 154.3784 Ops/s $\color{#d91a1a}-1.37\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 0.6773ms 0.3923ms 2.5488 KOps/s 2.0666 KOps/s $\textbf{\color{#35bf28}+23.34\%}$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.7686ms 0.3623ms 2.7599 KOps/s 2.1922 KOps/s $\textbf{\color{#35bf28}+25.90\%}$
test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] 0.1540s 8.1602ms 122.5461 Ops/s 94.5971 Ops/s $\textbf{\color{#35bf28}+29.55\%}$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] 21.5944ms 16.2806ms 61.4229 Ops/s 61.4117 Ops/s $\color{#35bf28}+0.02\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] 2.1660ms 0.9887ms 1.0114 KOps/s 999.3646 Ops/s $\color{#35bf28}+1.21\%$
test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] 0.1315s 7.7377ms 129.2372 Ops/s 129.2793 Ops/s $\color{#d91a1a}-0.03\%$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] 21.3138ms 16.1395ms 61.9599 Ops/s 61.4423 Ops/s $\color{#35bf28}+0.84\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] 9.0406ms 1.1527ms 867.5496 Ops/s 999.7523 Ops/s $\textbf{\color{#d91a1a}-13.22\%}$
test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] 0.1356s 7.9914ms 125.1351 Ops/s 127.7685 Ops/s $\color{#d91a1a}-2.06\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] 0.1424s 18.8770ms 52.9746 Ops/s 61.2722 Ops/s $\textbf{\color{#d91a1a}-13.54\%}$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] 8.0749ms 1.2746ms 784.5623 Ops/s 860.1045 Ops/s $\textbf{\color{#d91a1a}-8.78\%}$

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