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Merged
merged 24 commits into from
Oct 14, 2024
Merged

[CI] Fix benchmark workflows #2488

merged 24 commits into from
Oct 14, 2024

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@vmoens vmoens commented Oct 11, 2024 •
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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/rl/2488

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

❌ 18 New Failures, 4 Unrelated Failures

As of commit b957a40 with merge base c1c2e84 (image):

NEW FAILURES - The following jobs have failed:

BROKEN TRUNK - The following jobs failed but were present on the merge base:

👉 Rebase onto the `viable/strict` branch to avoid these failures

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 Oct 11, 2024
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$\color{#35bf28}\textsf{\Large✔\kern{0.2cm}\normalsize OK}$ Result of CPU Benchmark Tests

Total Benchmarks: 143. Improved: $\large\color{#35bf28}20$. Worsened: $\large\color{#d91a1a}0$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_simple 0.4097s 0.4078s 2.4524 Ops/s 2.3276 Ops/s $\textbf{\color{#35bf28}+5.36\%}$
test_transformed 0.6828s 0.6043s 1.6548 Ops/s 1.6342 Ops/s $\color{#35bf28}+1.26\%$
test_serial 1.4099s 1.3413s 0.7456 Ops/s 0.7296 Ops/s $\color{#35bf28}+2.18\%$
test_parallel 1.1889s 1.1839s 0.8447 Ops/s 0.8069 Ops/s $\color{#35bf28}+4.68\%$
test_step_mdp_speed[True-True-True-True-True] 0.1301ms 28.6479μs 34.9066 KOps/s 34.5696 KOps/s $\color{#35bf28}+0.97\%$
test_step_mdp_speed[True-True-True-True-False] 48.2210μs 17.4500μs 57.3067 KOps/s 57.5664 KOps/s $\color{#d91a1a}-0.45\%$
test_step_mdp_speed[True-True-True-False-True] 67.2760μs 16.0700μs 62.2276 KOps/s 61.3848 KOps/s $\color{#35bf28}+1.37\%$
test_step_mdp_speed[True-True-True-False-False] 55.6740μs 9.4708μs 105.5882 KOps/s 105.4852 KOps/s $\color{#35bf28}+0.10\%$
test_step_mdp_speed[True-True-False-True-True] 80.3710μs 30.9130μs 32.3488 KOps/s 32.0167 KOps/s $\color{#35bf28}+1.04\%$
test_step_mdp_speed[True-True-False-True-False] 58.7400μs 19.4656μs 51.3727 KOps/s 51.1823 KOps/s $\color{#35bf28}+0.37\%$
test_step_mdp_speed[True-True-False-False-True] 48.2200μs 18.2921μs 54.6685 KOps/s 54.5140 KOps/s $\color{#35bf28}+0.28\%$
test_step_mdp_speed[True-True-False-False-False] 51.0660μs 11.6998μs 85.4714 KOps/s 86.4253 KOps/s $\color{#d91a1a}-1.10\%$
test_step_mdp_speed[True-False-True-True-True] 82.5650μs 33.0256μs 30.2796 KOps/s 30.0058 KOps/s $\color{#35bf28}+0.91\%$
test_step_mdp_speed[True-False-True-True-False] 54.7020μs 21.9908μs 45.4735 KOps/s 46.3981 KOps/s $\color{#d91a1a}-1.99\%$
test_step_mdp_speed[True-False-True-False-True] 48.6110μs 18.2794μs 54.7065 KOps/s 54.7591 KOps/s $\color{#d91a1a}-0.10\%$
test_step_mdp_speed[True-False-True-False-False] 35.5870μs 11.7635μs 85.0087 KOps/s 85.9394 KOps/s $\color{#d91a1a}-1.08\%$
test_step_mdp_speed[True-False-False-True-True] 87.4940μs 35.2274μs 28.3870 KOps/s 28.3134 KOps/s $\color{#35bf28}+0.26\%$
test_step_mdp_speed[True-False-False-True-False] 60.4240μs 23.6405μs 42.3003 KOps/s 42.0603 KOps/s $\color{#35bf28}+0.57\%$
test_step_mdp_speed[True-False-False-False-True] 66.5240μs 19.8827μs 50.2951 KOps/s 49.5530 KOps/s $\color{#35bf28}+1.50\%$
test_step_mdp_speed[True-False-False-False-False] 41.2070μs 13.5663μs 73.7123 KOps/s 73.4592 KOps/s $\color{#35bf28}+0.34\%$
test_step_mdp_speed[False-True-True-True-True] 83.9570μs 33.0659μs 30.2426 KOps/s 30.1260 KOps/s $\color{#35bf28}+0.39\%$
test_step_mdp_speed[False-True-True-True-False] 63.6700μs 21.6956μs 46.0923 KOps/s 46.0982 KOps/s $\color{#d91a1a}-0.01\%$
test_step_mdp_speed[False-True-True-False-True] 55.5440μs 21.2158μs 47.1347 KOps/s 46.0371 KOps/s $\color{#35bf28}+2.38\%$
test_step_mdp_speed[False-True-True-False-False] 2.3900ms 13.5939μs 73.5627 KOps/s 73.9349 KOps/s $\color{#d91a1a}-0.50\%$
test_step_mdp_speed[False-True-False-True-True] 78.8280μs 34.9846μs 28.5840 KOps/s 28.1067 KOps/s $\color{#35bf28}+1.70\%$
test_step_mdp_speed[False-True-False-True-False] 52.6190μs 23.7737μs 42.0633 KOps/s 42.2730 KOps/s $\color{#d91a1a}-0.50\%$
test_step_mdp_speed[False-True-False-False-True] 67.8070μs 23.7043μs 42.1864 KOps/s 41.4499 KOps/s $\color{#35bf28}+1.78\%$
test_step_mdp_speed[False-True-False-False-False] 43.0700μs 15.7162μs 63.6288 KOps/s 64.6175 KOps/s $\color{#d91a1a}-1.53\%$
test_step_mdp_speed[False-False-True-True-True] 86.4630μs 37.2548μs 26.8421 KOps/s 26.5702 KOps/s $\color{#35bf28}+1.02\%$
test_step_mdp_speed[False-False-True-True-False] 59.0600μs 25.8210μs 38.7282 KOps/s 38.7191 KOps/s $\color{#35bf28}+0.02\%$
test_step_mdp_speed[False-False-True-False-True] 58.4000μs 22.9999μs 43.4784 KOps/s 42.8351 KOps/s $\color{#35bf28}+1.50\%$
test_step_mdp_speed[False-False-True-False-False] 85.8430μs 15.0075μs 66.6331 KOps/s 64.9593 KOps/s $\color{#35bf28}+2.58\%$
test_step_mdp_speed[False-False-False-True-True] 93.4350μs 38.9670μs 25.6628 KOps/s 25.5793 KOps/s $\color{#35bf28}+0.33\%$
test_step_mdp_speed[False-False-False-True-False] 66.8150μs 27.5306μs 36.3232 KOps/s 35.5590 KOps/s $\color{#35bf28}+2.15\%$
test_step_mdp_speed[False-False-False-False-True] 63.9090μs 25.0976μs 39.8444 KOps/s 39.1127 KOps/s $\color{#35bf28}+1.87\%$
test_step_mdp_speed[False-False-False-False-False] 51.1660μs 17.4787μs 57.2124 KOps/s 57.4415 KOps/s $\color{#d91a1a}-0.40\%$
test_values[generalized_advantage_estimate-True-True] 9.8211ms 9.3477ms 106.9785 Ops/s 102.1410 Ops/s $\color{#35bf28}+4.74\%$
test_values[vec_generalized_advantage_estimate-True-True] 35.8476ms 33.3906ms 29.9486 Ops/s 27.5663 Ops/s $\textbf{\color{#35bf28}+8.64\%}$
test_values[td0_return_estimate-False-False] 0.2311ms 0.1699ms 5.8854 KOps/s 5.1063 KOps/s $\textbf{\color{#35bf28}+15.26\%}$
test_values[td1_return_estimate-False-False] 27.3331ms 23.4014ms 42.7325 Ops/s 41.1124 Ops/s $\color{#35bf28}+3.94\%$
test_values[vec_td1_return_estimate-False-False] 47.7853ms 34.3135ms 29.1430 Ops/s 27.4986 Ops/s $\textbf{\color{#35bf28}+5.98\%}$
test_values[td_lambda_return_estimate-True-False] 37.6075ms 33.9991ms 29.4126 Ops/s 28.5654 Ops/s $\color{#35bf28}+2.97\%$
test_values[vec_td_lambda_return_estimate-True-False] 35.6493ms 33.4668ms 29.8803 Ops/s 27.5133 Ops/s $\textbf{\color{#35bf28}+8.60\%}$
test_gae_speed[generalized_advantage_estimate-False-1-512] 8.5175ms 8.3102ms 120.3336 Ops/s 120.9084 Ops/s $\color{#d91a1a}-0.48\%$
test_gae_speed[vec_generalized_advantage_estimate-True-1-512] 2.2819ms 1.9451ms 514.1153 Ops/s 483.9548 Ops/s $\textbf{\color{#35bf28}+6.23\%}$
test_gae_speed[vec_generalized_advantage_estimate-False-1-512] 0.9758ms 0.3626ms 2.7575 KOps/s 2.6503 KOps/s $\color{#35bf28}+4.04\%$
test_gae_speed[vec_generalized_advantage_estimate-True-32-512] 45.7466ms 44.0786ms 22.6867 Ops/s 20.5502 Ops/s $\textbf{\color{#35bf28}+10.40\%}$
test_gae_speed[vec_generalized_advantage_estimate-False-32-512] 3.7069ms 3.0472ms 328.1750 Ops/s 325.3217 Ops/s $\color{#35bf28}+0.88\%$
test_dqn_speed[False-None] 1.8258ms 1.3559ms 737.4938 Ops/s 721.3344 Ops/s $\color{#35bf28}+2.24\%$
test_dqn_speed[False-backward] 1.8791ms 1.8402ms 543.4191 Ops/s 524.8993 Ops/s $\color{#35bf28}+3.53\%$
test_dqn_speed[True-None] 1.2332ms 0.4641ms 2.1549 KOps/s 2.1383 KOps/s $\color{#35bf28}+0.77\%$
test_dqn_speed[True-backward] 0.9562ms 0.8861ms 1.1286 KOps/s 1.0941 KOps/s $\color{#35bf28}+3.15\%$
test_dqn_speed[reduce-overhead-None] 0.6613ms 0.4670ms 2.1414 KOps/s 2.1186 KOps/s $\color{#35bf28}+1.07\%$
test_dqn_speed[reduce-overhead-backward] 0.9405ms 0.8883ms 1.1258 KOps/s 1.1158 KOps/s $\color{#35bf28}+0.90\%$
test_ddpg_speed[False-None] 3.5198ms 2.8367ms 352.5255 Ops/s 345.6983 Ops/s $\color{#35bf28}+1.97\%$
test_ddpg_speed[False-backward] 4.2594ms 3.9681ms 252.0083 Ops/s 245.8478 Ops/s $\color{#35bf28}+2.51\%$
test_ddpg_speed[True-None] 1.3042ms 1.0009ms 999.0628 Ops/s 973.6931 Ops/s $\color{#35bf28}+2.61\%$
test_ddpg_speed[True-backward] 1.9542ms 1.8883ms 529.5751 Ops/s 459.0091 Ops/s $\textbf{\color{#35bf28}+15.37\%}$
test_ddpg_speed[reduce-overhead-None] 1.4468ms 1.0086ms 991.4407 Ops/s 981.4898 Ops/s $\color{#35bf28}+1.01\%$
test_ddpg_speed[reduce-overhead-backward] 1.9529ms 1.8876ms 529.7689 Ops/s 516.7210 Ops/s $\color{#35bf28}+2.53\%$
test_sac_speed[False-None] 8.8596ms 7.9312ms 126.0842 Ops/s 120.0838 Ops/s $\color{#35bf28}+5.00\%$
test_sac_speed[False-backward] 10.8487ms 10.5920ms 94.4105 Ops/s 89.3187 Ops/s $\textbf{\color{#35bf28}+5.70\%}$
test_sac_speed[True-None] 2.0996ms 1.8587ms 538.0035 Ops/s 526.0045 Ops/s $\color{#35bf28}+2.28\%$
test_sac_speed[True-backward] 3.8548ms 3.5675ms 280.3089 Ops/s 278.4686 Ops/s $\color{#35bf28}+0.66\%$
test_sac_speed[reduce-overhead-None] 2.3116ms 1.8550ms 539.0952 Ops/s 515.1846 Ops/s $\color{#35bf28}+4.64\%$
test_sac_speed[reduce-overhead-backward] 4.3336ms 3.5747ms 279.7448 Ops/s 269.2427 Ops/s $\color{#35bf28}+3.90\%$
test_redq_speed[False-None] 15.2403ms 13.0233ms 76.7852 Ops/s 74.0726 Ops/s $\color{#35bf28}+3.66\%$
test_redq_speed[False-backward] 23.7799ms 22.0748ms 45.3006 Ops/s 42.7497 Ops/s $\textbf{\color{#35bf28}+5.97\%}$
test_redq_speed[True-None] 5.3662ms 4.6699ms 214.1391 Ops/s 183.7105 Ops/s $\textbf{\color{#35bf28}+16.56\%}$
test_redq_speed[True-backward] 12.4590ms 12.2511ms 81.6254 Ops/s 72.9019 Ops/s $\textbf{\color{#35bf28}+11.97\%}$
test_redq_speed[reduce-overhead-None] 5.5226ms 4.6131ms 216.7754 Ops/s 190.4207 Ops/s $\textbf{\color{#35bf28}+13.84\%}$
test_redq_speed[reduce-overhead-backward] 13.2568ms 12.3634ms 80.8837 Ops/s 73.0342 Ops/s $\textbf{\color{#35bf28}+10.75\%}$
test_redq_deprec_speed[False-None] 15.1502ms 12.6932ms 78.7823 Ops/s 71.4092 Ops/s $\textbf{\color{#35bf28}+10.33\%}$
test_redq_deprec_speed[False-backward] 20.7645ms 18.4817ms 54.1075 Ops/s 49.9265 Ops/s $\textbf{\color{#35bf28}+8.37\%}$
test_redq_deprec_speed[True-None] 4.0409ms 3.5792ms 279.3890 Ops/s 260.8216 Ops/s $\textbf{\color{#35bf28}+7.12\%}$
test_redq_deprec_speed[True-backward] 8.9423ms 8.0960ms 123.5175 Ops/s 118.9402 Ops/s $\color{#35bf28}+3.85\%$
test_redq_deprec_speed[reduce-overhead-None] 4.6784ms 3.6441ms 274.4199 Ops/s 269.6781 Ops/s $\color{#35bf28}+1.76\%$
test_redq_deprec_speed[reduce-overhead-backward] 8.9416ms 8.4972ms 117.6863 Ops/s 111.7686 Ops/s $\textbf{\color{#35bf28}+5.29\%}$
test_td3_speed[False-None] 8.3042ms 8.0030ms 124.9536 Ops/s 119.8709 Ops/s $\color{#35bf28}+4.24\%$
test_td3_speed[False-backward] 12.5340ms 10.6008ms 94.3325 Ops/s 90.3307 Ops/s $\color{#35bf28}+4.43\%$
test_td3_speed[True-None] 2.0405ms 1.7752ms 563.3241 Ops/s 552.3069 Ops/s $\color{#35bf28}+1.99\%$
test_td3_speed[True-backward] 4.3304ms 3.4402ms 290.6786 Ops/s 269.3805 Ops/s $\textbf{\color{#35bf28}+7.91\%}$
test_td3_speed[reduce-overhead-None] 2.0076ms 1.7555ms 569.6335 Ops/s 559.0911 Ops/s $\color{#35bf28}+1.89\%$
test_td3_speed[reduce-overhead-backward] 3.5132ms 3.3634ms 297.3221 Ops/s 291.9419 Ops/s $\color{#35bf28}+1.84\%$
test_cql_speed[False-None] 37.1735ms 35.5458ms 28.1327 Ops/s 27.7756 Ops/s $\color{#35bf28}+1.29\%$
test_cql_speed[False-backward] 47.6192ms 45.6546ms 21.9036 Ops/s 21.6405 Ops/s $\color{#35bf28}+1.22\%$
test_cql_speed[True-None] 17.0353ms 15.5981ms 64.1105 Ops/s 62.4473 Ops/s $\color{#35bf28}+2.66\%$
test_cql_speed[True-backward] 23.7316ms 22.5657ms 44.3150 Ops/s 43.7998 Ops/s $\color{#35bf28}+1.18\%$
test_cql_speed[reduce-overhead-None] 17.6227ms 15.7107ms 63.6509 Ops/s 62.1512 Ops/s $\color{#35bf28}+2.41\%$
test_cql_speed[reduce-overhead-backward] 23.6854ms 22.7101ms 44.0333 Ops/s 42.7378 Ops/s $\color{#35bf28}+3.03\%$
test_a2c_speed[False-None] 8.2697ms 7.1742ms 139.3893 Ops/s 137.5111 Ops/s $\color{#35bf28}+1.37\%$
test_a2c_speed[False-backward] 15.6646ms 14.3513ms 69.6803 Ops/s 69.1203 Ops/s $\color{#35bf28}+0.81\%$
test_a2c_speed[True-None] 3.8817ms 3.3291ms 300.3795 Ops/s 294.4257 Ops/s $\color{#35bf28}+2.02\%$
test_a2c_speed[True-backward] 10.6738ms 9.8852ms 101.1616 Ops/s 99.6913 Ops/s $\color{#35bf28}+1.47\%$
test_a2c_speed[reduce-overhead-None] 4.0555ms 3.3298ms 300.3161 Ops/s 288.1810 Ops/s $\color{#35bf28}+4.21\%$
test_a2c_speed[reduce-overhead-backward] 10.2541ms 9.8425ms 101.6006 Ops/s 101.6383 Ops/s $\color{#d91a1a}-0.04\%$
test_ppo_speed[False-None] 9.3990ms 7.4893ms 133.5237 Ops/s 133.1582 Ops/s $\color{#35bf28}+0.27\%$
test_ppo_speed[False-backward] 16.2761ms 15.2529ms 65.5615 Ops/s 66.3625 Ops/s $\color{#d91a1a}-1.21\%$
test_ppo_speed[True-None] 4.3726ms 3.7407ms 267.3280 Ops/s 267.3133 Ops/s $+0.01\%$
test_ppo_speed[True-backward] 10.0452ms 9.6664ms 103.4516 Ops/s 102.3371 Ops/s $\color{#35bf28}+1.09\%$
test_ppo_speed[reduce-overhead-None] 4.1354ms 3.7125ms 269.3610 Ops/s 266.5307 Ops/s $\color{#35bf28}+1.06\%$
test_ppo_speed[reduce-overhead-backward] 10.0239ms 9.6404ms 103.7300 Ops/s 102.3609 Ops/s $\color{#35bf28}+1.34\%$
test_reinforce_speed[False-None] 8.0378ms 6.4714ms 154.5268 Ops/s 152.8910 Ops/s $\color{#35bf28}+1.07\%$
test_reinforce_speed[False-backward] 12.6397ms 9.8132ms 101.9031 Ops/s 101.8215 Ops/s $\color{#35bf28}+0.08\%$
test_reinforce_speed[True-None] 4.8656ms 2.6844ms 372.5279 Ops/s 369.4329 Ops/s $\color{#35bf28}+0.84\%$
test_reinforce_speed[True-backward] 9.4849ms 8.6792ms 115.2178 Ops/s 115.4982 Ops/s $\color{#d91a1a}-0.24\%$
test_reinforce_speed[reduce-overhead-None] 3.8693ms 2.6604ms 375.8899 Ops/s 373.0478 Ops/s $\color{#35bf28}+0.76\%$
test_reinforce_speed[reduce-overhead-backward] 10.3606ms 8.7447ms 114.3544 Ops/s 114.7518 Ops/s $\color{#d91a1a}-0.35\%$
test_iql_speed[False-None] 33.1669ms 31.9277ms 31.3208 Ops/s 29.8590 Ops/s $\color{#35bf28}+4.90\%$
test_iql_speed[False-backward] 46.8585ms 44.9319ms 22.2559 Ops/s 21.8741 Ops/s $\color{#35bf28}+1.75\%$
test_iql_speed[True-None] 14.4923ms 13.6168ms 73.4385 Ops/s 71.2837 Ops/s $\color{#35bf28}+3.02\%$
test_iql_speed[True-backward] 31.8431ms 24.7559ms 40.3944 Ops/s 39.9981 Ops/s $\color{#35bf28}+0.99\%$
test_iql_speed[reduce-overhead-None] 14.6527ms 13.5811ms 73.6319 Ops/s 72.9708 Ops/s $\color{#35bf28}+0.91\%$
test_iql_speed[reduce-overhead-backward] 26.2774ms 24.5889ms 40.6687 Ops/s 39.9563 Ops/s $\color{#35bf28}+1.78\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 5.1357ms 4.8065ms 208.0513 Ops/s 203.9316 Ops/s $\color{#35bf28}+2.02\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 0.9462ms 0.4838ms 2.0672 KOps/s 2.0386 KOps/s $\color{#35bf28}+1.40\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.7791ms 0.4593ms 2.1771 KOps/s 2.1529 KOps/s $\color{#35bf28}+1.12\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 11.3703ms 4.8639ms 205.5948 Ops/s 207.6893 Ops/s $\color{#d91a1a}-1.01\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 3.1970ms 0.4776ms 2.0937 KOps/s 2.0897 KOps/s $\color{#35bf28}+0.19\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.6802ms 0.4508ms 2.2185 KOps/s 2.1846 KOps/s $\color{#35bf28}+1.55\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-sampler6-10000] 2.2236ms 1.5960ms 626.5739 Ops/s 620.5793 Ops/s $\color{#35bf28}+0.97\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-sampler7-10000] 2.9218ms 1.5417ms 648.6498 Ops/s 647.7440 Ops/s $\color{#35bf28}+0.14\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 6.2016ms 4.9298ms 202.8470 Ops/s 202.1439 Ops/s $\color{#35bf28}+0.35\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 1.1668ms 0.6184ms 1.6171 KOps/s 1.5869 KOps/s $\color{#35bf28}+1.90\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.8731ms 0.5945ms 1.6822 KOps/s 1.6708 KOps/s $\color{#35bf28}+0.68\%$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 7.6575ms 4.7537ms 210.3631 Ops/s 204.4457 Ops/s $\color{#35bf28}+2.89\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 1.3436ms 0.4773ms 2.0952 KOps/s 2.0536 KOps/s $\color{#35bf28}+2.03\%$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.6844ms 0.4588ms 2.1794 KOps/s 2.0878 KOps/s $\color{#35bf28}+4.39\%$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 6.2108ms 4.6960ms 212.9476 Ops/s 207.6169 Ops/s $\color{#35bf28}+2.57\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 2.2778ms 0.4775ms 2.0942 KOps/s 2.0789 KOps/s $\color{#35bf28}+0.73\%$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.6815ms 0.4519ms 2.2127 KOps/s 2.1826 KOps/s $\color{#35bf28}+1.38\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 5.1738ms 4.9085ms 203.7296 Ops/s 203.5404 Ops/s $\color{#35bf28}+0.09\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 2.7937ms 0.6176ms 1.6192 KOps/s 1.5941 KOps/s $\color{#35bf28}+1.58\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.8730ms 0.5953ms 1.6797 KOps/s 1.6739 KOps/s $\color{#35bf28}+0.35\%$
test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] 5.4898ms 4.2450ms 235.5688 Ops/s 246.9730 Ops/s $\color{#d91a1a}-4.62\%$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] 7.9291ms 2.2961ms 435.5214 Ops/s 435.9204 Ops/s $\color{#d91a1a}-0.09\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] 5.6126ms 1.3470ms 742.4035 Ops/s 758.8484 Ops/s $\color{#d91a1a}-2.17\%$
test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] 0.3810s 11.8222ms 84.5868 Ops/s 34.7596 Ops/s $\textbf{\color{#35bf28}+143.35\%}$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] 8.5228ms 2.3296ms 429.2523 Ops/s 438.0452 Ops/s $\color{#d91a1a}-2.01\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] 2.6082ms 1.2790ms 781.8624 Ops/s 771.2046 Ops/s $\color{#35bf28}+1.38\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] 7.1623ms 4.4299ms 225.7367 Ops/s 215.6726 Ops/s $\color{#35bf28}+4.67\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] 5.2475ms 2.3976ms 417.0897 Ops/s 414.2970 Ops/s $\color{#35bf28}+0.67\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] 6.8078ms 1.4381ms 695.3645 Ops/s 663.9166 Ops/s $\color{#35bf28}+4.74\%$

@vmoens vmoens added the CI Has to do with CI setup (e.g. wheels & builds, tests...) label Oct 11, 2024
@vmoens vmoens merged commit 194a5ff into main Oct 14, 2024
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of GPU Benchmark Tests

Total Benchmarks: 143. Improved: $\large\color{#35bf28}13$. Worsened: $\large\color{#d91a1a}16$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_simple 0.7276s 0.7271s 1.3754 Ops/s 1.3564 Ops/s $\color{#35bf28}+1.40\%$
test_transformed 1.0735s 0.9906s 1.0094 Ops/s 1.0364 Ops/s $\color{#d91a1a}-2.60\%$
test_serial 2.2416s 2.1492s 0.4653 Ops/s 0.4804 Ops/s $\color{#d91a1a}-3.15\%$
test_parallel 1.9617s 1.9196s 0.5209 Ops/s 0.5263 Ops/s $\color{#d91a1a}-1.03\%$
test_step_mdp_speed[True-True-True-True-True] 0.2423ms 39.1449μs 25.5461 KOps/s 25.7555 KOps/s $\color{#d91a1a}-0.81\%$
test_step_mdp_speed[True-True-True-True-False] 62.4810μs 22.8037μs 43.8525 KOps/s 43.9913 KOps/s $\color{#d91a1a}-0.32\%$
test_step_mdp_speed[True-True-True-False-True] 56.4310μs 21.2262μs 47.1115 KOps/s 47.6289 KOps/s $\color{#d91a1a}-1.09\%$
test_step_mdp_speed[True-True-True-False-False] 48.2710μs 12.2720μs 81.4863 KOps/s 81.4498 KOps/s $\color{#35bf28}+0.04\%$
test_step_mdp_speed[True-True-False-True-True] 87.9620μs 41.7455μs 23.9547 KOps/s 23.8944 KOps/s $\color{#35bf28}+0.25\%$
test_step_mdp_speed[True-True-False-True-False] 63.3610μs 25.3753μs 39.4084 KOps/s 39.4470 KOps/s $\color{#d91a1a}-0.10\%$
test_step_mdp_speed[True-True-False-False-True] 68.7510μs 24.0067μs 41.6550 KOps/s 40.3634 KOps/s $\color{#35bf28}+3.20\%$
test_step_mdp_speed[True-True-False-False-False] 43.4510μs 15.2228μs 65.6910 KOps/s 68.2409 KOps/s $\color{#d91a1a}-3.74\%$
test_step_mdp_speed[True-False-True-True-True] 78.8420μs 44.9340μs 22.2549 KOps/s 22.4977 KOps/s $\color{#d91a1a}-1.08\%$
test_step_mdp_speed[True-False-True-True-False] 58.2710μs 28.4568μs 35.1410 KOps/s 35.7716 KOps/s $\color{#d91a1a}-1.76\%$
test_step_mdp_speed[True-False-True-False-True] 56.1210μs 24.0213μs 41.6298 KOps/s 41.4929 KOps/s $\color{#35bf28}+0.33\%$
test_step_mdp_speed[True-False-True-False-False] 44.9310μs 15.2720μs 65.4793 KOps/s 67.0705 KOps/s $\color{#d91a1a}-2.37\%$
test_step_mdp_speed[True-False-False-True-True] 89.2610μs 47.1531μs 21.2075 KOps/s 21.4871 KOps/s $\color{#d91a1a}-1.30\%$
test_step_mdp_speed[True-False-False-True-False] 64.0010μs 30.5445μs 32.7391 KOps/s 32.6853 KOps/s $\color{#35bf28}+0.16\%$
test_step_mdp_speed[True-False-False-False-True] 59.1110μs 26.9325μs 37.1299 KOps/s 36.7042 KOps/s $\color{#35bf28}+1.16\%$
test_step_mdp_speed[True-False-False-False-False] 50.7110μs 17.8854μs 55.9114 KOps/s 56.5900 KOps/s $\color{#d91a1a}-1.20\%$
test_step_mdp_speed[False-True-True-True-True] 85.0020μs 44.4411μs 22.5017 KOps/s 22.2532 KOps/s $\color{#35bf28}+1.12\%$
test_step_mdp_speed[False-True-True-True-False] 59.1810μs 28.2137μs 35.4438 KOps/s 34.6865 KOps/s $\color{#35bf28}+2.18\%$
test_step_mdp_speed[False-True-True-False-True] 58.5710μs 29.0372μs 34.4386 KOps/s 34.0007 KOps/s $\color{#35bf28}+1.29\%$
test_step_mdp_speed[False-True-True-False-False] 2.6163ms 17.5525μs 56.9721 KOps/s 55.6431 KOps/s $\color{#35bf28}+2.39\%$
test_step_mdp_speed[False-True-False-True-True] 85.3410μs 47.1298μs 21.2180 KOps/s 20.8651 KOps/s $\color{#35bf28}+1.69\%$
test_step_mdp_speed[False-True-False-True-False] 62.0010μs 30.9902μs 32.2683 KOps/s 31.9320 KOps/s $\color{#35bf28}+1.05\%$
test_step_mdp_speed[False-True-False-False-True] 59.0610μs 31.4219μs 31.8250 KOps/s 31.5019 KOps/s $\color{#35bf28}+1.03\%$
test_step_mdp_speed[False-True-False-False-False] 46.3110μs 20.1716μs 49.5747 KOps/s 49.3988 KOps/s $\color{#35bf28}+0.36\%$
test_step_mdp_speed[False-False-True-True-True] 78.0920μs 50.4578μs 19.8186 KOps/s 20.0808 KOps/s $\color{#d91a1a}-1.31\%$
test_step_mdp_speed[False-False-True-True-False] 58.2210μs 33.4327μs 29.9109 KOps/s 29.5350 KOps/s $\color{#35bf28}+1.27\%$
test_step_mdp_speed[False-False-True-False-True] 62.9710μs 31.7063μs 31.5394 KOps/s 31.6516 KOps/s $\color{#d91a1a}-0.35\%$
test_step_mdp_speed[False-False-True-False-False] 47.8810μs 20.2291μs 49.4338 KOps/s 49.7299 KOps/s $\color{#d91a1a}-0.60\%$
test_step_mdp_speed[False-False-False-True-True] 87.2920μs 53.0456μs 18.8517 KOps/s 19.2430 KOps/s $\color{#d91a1a}-2.03\%$
test_step_mdp_speed[False-False-False-True-False] 73.7510μs 36.0181μs 27.7638 KOps/s 27.4490 KOps/s $\color{#35bf28}+1.15\%$
test_step_mdp_speed[False-False-False-False-True] 65.3210μs 34.1826μs 29.2546 KOps/s 29.3009 KOps/s $\color{#d91a1a}-0.16\%$
test_step_mdp_speed[False-False-False-False-False] 51.2210μs 23.0085μs 43.4621 KOps/s 44.3297 KOps/s $\color{#d91a1a}-1.96\%$
test_values[generalized_advantage_estimate-True-True] 24.1835ms 23.7603ms 42.0870 Ops/s 42.4789 Ops/s $\color{#d91a1a}-0.92\%$
test_values[vec_generalized_advantage_estimate-True-True] 99.6799ms 2.8751ms 347.8142 Ops/s 343.3351 Ops/s $\color{#35bf28}+1.30\%$
test_values[td0_return_estimate-False-False] 85.7910μs 64.1357μs 15.5919 KOps/s 15.4768 KOps/s $\color{#35bf28}+0.74\%$
test_values[td1_return_estimate-False-False] 53.8703ms 53.4533ms 18.7079 Ops/s 18.7482 Ops/s $\color{#d91a1a}-0.21\%$
test_values[vec_td1_return_estimate-False-False] 1.2866ms 1.0606ms 942.8257 Ops/s 942.5793 Ops/s $\color{#35bf28}+0.03\%$
test_values[td_lambda_return_estimate-True-False] 85.5319ms 84.9959ms 11.7653 Ops/s 11.7437 Ops/s $\color{#35bf28}+0.18\%$
test_values[vec_td_lambda_return_estimate-True-False] 1.2556ms 1.0554ms 947.5129 Ops/s 942.4208 Ops/s $\color{#35bf28}+0.54\%$
test_gae_speed[generalized_advantage_estimate-False-1-512] 24.1023ms 23.6697ms 42.2481 Ops/s 42.6854 Ops/s $\color{#d91a1a}-1.02\%$
test_gae_speed[vec_generalized_advantage_estimate-True-1-512] 1.0189ms 0.7282ms 1.3733 KOps/s 1.3766 KOps/s $\color{#d91a1a}-0.24\%$
test_gae_speed[vec_generalized_advantage_estimate-False-1-512] 0.7752ms 0.6462ms 1.5475 KOps/s 1.5448 KOps/s $\color{#35bf28}+0.17\%$
test_gae_speed[vec_generalized_advantage_estimate-True-32-512] 1.5195ms 1.4591ms 685.3366 Ops/s 685.9378 Ops/s $\color{#d91a1a}-0.09\%$
test_gae_speed[vec_generalized_advantage_estimate-False-32-512] 0.7073ms 0.6608ms 1.5134 KOps/s 1.5118 KOps/s $\color{#35bf28}+0.11\%$
test_dqn_speed[False-None] 6.4704ms 1.3330ms 750.1609 Ops/s 684.8198 Ops/s $\textbf{\color{#35bf28}+9.54\%}$
test_dqn_speed[False-backward] 1.8688ms 1.8044ms 554.2112 Ops/s 547.3689 Ops/s $\color{#35bf28}+1.25\%$
test_dqn_speed[True-None] 1.0160ms 0.5641ms 1.7727 KOps/s 1.7682 KOps/s $\color{#35bf28}+0.25\%$
test_dqn_speed[True-backward] 1.0376ms 0.9900ms 1.0101 KOps/s 834.3452 Ops/s $\textbf{\color{#35bf28}+21.07\%}$
test_dqn_speed[reduce-overhead-None] 0.7998ms 0.5576ms 1.7933 KOps/s 1.7807 KOps/s $\color{#35bf28}+0.71\%$
test_dqn_speed[reduce-overhead-backward] 1.0452ms 0.9894ms 1.0107 KOps/s 1.0039 KOps/s $\color{#35bf28}+0.67\%$
test_ddpg_speed[False-None] 3.4447ms 2.7290ms 366.4293 Ops/s 371.7043 Ops/s $\color{#d91a1a}-1.42\%$
test_ddpg_speed[False-backward] 4.1717ms 3.9455ms 253.4565 Ops/s 257.5837 Ops/s $\color{#d91a1a}-1.60\%$
test_ddpg_speed[True-None] 1.5786ms 1.2397ms 806.6489 Ops/s 812.1161 Ops/s $\color{#d91a1a}-0.67\%$
test_ddpg_speed[True-backward] 2.2086ms 2.1737ms 460.0523 Ops/s 463.1647 Ops/s $\color{#d91a1a}-0.67\%$
test_ddpg_speed[reduce-overhead-None] 1.5874ms 1.2415ms 805.4594 Ops/s 823.4664 Ops/s $\color{#d91a1a}-2.19\%$
test_ddpg_speed[reduce-overhead-backward] 2.2383ms 2.1830ms 458.0898 Ops/s 463.0146 Ops/s $\color{#d91a1a}-1.06\%$
test_sac_speed[False-None] 7.7883ms 7.5263ms 132.8679 Ops/s 134.2976 Ops/s $\color{#d91a1a}-1.06\%$
test_sac_speed[False-backward] 11.1960ms 10.6854ms 93.5858 Ops/s 94.3745 Ops/s $\color{#d91a1a}-0.84\%$
test_sac_speed[True-None] 2.3363ms 2.0123ms 496.9548 Ops/s 489.7753 Ops/s $\color{#35bf28}+1.47\%$
test_sac_speed[True-backward] 5.0025ms 3.9690ms 251.9526 Ops/s 220.9916 Ops/s $\textbf{\color{#35bf28}+14.01\%}$
test_sac_speed[reduce-overhead-None] 2.3454ms 2.0082ms 497.9545 Ops/s 488.8571 Ops/s $\color{#35bf28}+1.86\%$
test_sac_speed[reduce-overhead-backward] 4.0111ms 3.8901ms 257.0635 Ops/s 255.1691 Ops/s $\color{#35bf28}+0.74\%$
test_redq_speed[False-None] 14.3688ms 9.9893ms 100.1075 Ops/s 96.5027 Ops/s $\color{#35bf28}+3.74\%$
test_redq_speed[False-backward] 17.7643ms 16.8536ms 59.3344 Ops/s 57.3851 Ops/s $\color{#35bf28}+3.40\%$
test_redq_speed[True-None] 3.8815ms 3.4219ms 292.2335 Ops/s 271.1600 Ops/s $\textbf{\color{#35bf28}+7.77\%}$
test_redq_speed[True-backward] 8.3556ms 7.9182ms 126.2913 Ops/s 113.8493 Ops/s $\textbf{\color{#35bf28}+10.93\%}$
test_redq_speed[reduce-overhead-None] 3.7720ms 3.3884ms 295.1239 Ops/s 279.8310 Ops/s $\textbf{\color{#35bf28}+5.47\%}$
test_redq_speed[reduce-overhead-backward] 9.0029ms 8.2399ms 121.3607 Ops/s 119.4786 Ops/s $\color{#35bf28}+1.58\%$
test_redq_deprec_speed[False-None] 11.7817ms 10.9731ms 91.1319 Ops/s 95.3335 Ops/s $\color{#d91a1a}-4.41\%$
test_redq_deprec_speed[False-backward] 16.8502ms 15.8777ms 62.9812 Ops/s 65.5197 Ops/s $\color{#d91a1a}-3.87\%$
test_redq_deprec_speed[True-None] 3.4854ms 3.2780ms 305.0679 Ops/s 313.3648 Ops/s $\color{#d91a1a}-2.65\%$
test_redq_deprec_speed[True-backward] 8.1439ms 7.3454ms 136.1397 Ops/s 148.5254 Ops/s $\textbf{\color{#d91a1a}-8.34\%}$
test_redq_deprec_speed[reduce-overhead-None] 3.8025ms 3.2660ms 306.1894 Ops/s 319.4470 Ops/s $\color{#d91a1a}-4.15\%$
test_redq_deprec_speed[reduce-overhead-backward] 7.4352ms 7.0826ms 141.1920 Ops/s 145.4006 Ops/s $\color{#d91a1a}-2.89\%$
test_td3_speed[False-None] 7.5582ms 7.4812ms 133.6685 Ops/s 132.8591 Ops/s $\color{#35bf28}+0.61\%$
test_td3_speed[False-backward] 10.7378ms 10.2302ms 97.7502 Ops/s 95.8352 Ops/s $\color{#35bf28}+2.00\%$
test_td3_speed[True-None] 1.9112ms 1.8681ms 535.3045 Ops/s 523.8606 Ops/s $\color{#35bf28}+2.18\%$
test_td3_speed[True-backward] 3.7338ms 3.6181ms 276.3917 Ops/s 255.5671 Ops/s $\textbf{\color{#35bf28}+8.15\%}$
test_td3_speed[reduce-overhead-None] 1.9244ms 1.8785ms 532.3443 Ops/s 517.2228 Ops/s $\color{#35bf28}+2.92\%$
test_td3_speed[reduce-overhead-backward] 3.7464ms 3.6674ms 272.6703 Ops/s 275.3038 Ops/s $\color{#d91a1a}-0.96\%$
test_cql_speed[False-None] 27.5482ms 24.3727ms 41.0294 Ops/s 40.7060 Ops/s $\color{#35bf28}+0.79\%$
test_cql_speed[False-backward] 37.0274ms 33.7851ms 29.5988 Ops/s 28.7252 Ops/s $\color{#35bf28}+3.04\%$
test_cql_speed[True-None] 12.2827ms 10.6205ms 94.1577 Ops/s 94.1740 Ops/s $\color{#d91a1a}-0.02\%$
test_cql_speed[True-backward] 16.6471ms 16.1969ms 61.7402 Ops/s 61.8996 Ops/s $\color{#d91a1a}-0.26\%$
test_cql_speed[reduce-overhead-None] 11.1462ms 10.6060ms 94.2863 Ops/s 94.0206 Ops/s $\color{#35bf28}+0.28\%$
test_cql_speed[reduce-overhead-backward] 16.6536ms 16.2419ms 61.5692 Ops/s 61.3273 Ops/s $\color{#35bf28}+0.39\%$
test_a2c_speed[False-None] 7.6275ms 5.2829ms 189.2904 Ops/s 190.8313 Ops/s $\color{#d91a1a}-0.81\%$
test_a2c_speed[False-backward] 12.0243ms 11.6848ms 85.5816 Ops/s 86.4567 Ops/s $\color{#d91a1a}-1.01\%$
test_a2c_speed[True-None] 3.8784ms 3.0646ms 326.3065 Ops/s 324.8162 Ops/s $\color{#35bf28}+0.46\%$
test_a2c_speed[True-backward] 8.9721ms 8.4859ms 117.8429 Ops/s 106.8485 Ops/s $\textbf{\color{#35bf28}+10.29\%}$
test_a2c_speed[reduce-overhead-None] 3.1766ms 3.0050ms 332.7783 Ops/s 329.6035 Ops/s $\color{#35bf28}+0.96\%$
test_a2c_speed[reduce-overhead-backward] 8.5484ms 8.3422ms 119.8720 Ops/s 119.5120 Ops/s $\color{#35bf28}+0.30\%$
test_ppo_speed[False-None] 5.7363ms 5.5092ms 181.5151 Ops/s 180.7238 Ops/s $\color{#35bf28}+0.44\%$
test_ppo_speed[False-backward] 12.5317ms 12.1106ms 82.5724 Ops/s 84.0130 Ops/s $\color{#d91a1a}-1.71\%$
test_ppo_speed[True-None] 3.6647ms 3.4252ms 291.9574 Ops/s 281.3875 Ops/s $\color{#35bf28}+3.76\%$
test_ppo_speed[True-backward] 8.4658ms 8.1619ms 122.5203 Ops/s 122.5777 Ops/s $\color{#d91a1a}-0.05\%$
test_ppo_speed[reduce-overhead-None] 3.5532ms 3.3655ms 297.1293 Ops/s 293.7204 Ops/s $\color{#35bf28}+1.16\%$
test_ppo_speed[reduce-overhead-backward] 9.4648ms 8.2932ms 120.5810 Ops/s 118.1339 Ops/s $\color{#35bf28}+2.07\%$
test_reinforce_speed[False-None] 5.0376ms 4.4627ms 224.0802 Ops/s 222.6708 Ops/s $\color{#35bf28}+0.63\%$
test_reinforce_speed[False-backward] 7.8913ms 7.3034ms 136.9232 Ops/s 137.0172 Ops/s $\color{#d91a1a}-0.07\%$
test_reinforce_speed[True-None] 2.5620ms 2.2186ms 450.7369 Ops/s 446.4033 Ops/s $\color{#35bf28}+0.97\%$
test_reinforce_speed[True-backward] 7.9276ms 7.0998ms 140.8482 Ops/s 143.2868 Ops/s $\color{#d91a1a}-1.70\%$
test_reinforce_speed[reduce-overhead-None] 2.5985ms 2.2338ms 447.6701 Ops/s 450.3925 Ops/s $\color{#d91a1a}-0.60\%$
test_reinforce_speed[reduce-overhead-backward] 7.1973ms 6.9786ms 143.2960 Ops/s 141.9873 Ops/s $\color{#35bf28}+0.92\%$
test_iql_speed[False-None] 19.4886ms 19.0916ms 52.3790 Ops/s 50.3055 Ops/s $\color{#35bf28}+4.12\%$
test_iql_speed[False-backward] 29.8036ms 29.1488ms 34.3068 Ops/s 33.3066 Ops/s $\color{#35bf28}+3.00\%$
test_iql_speed[True-None] 8.1019ms 7.6792ms 130.2221 Ops/s 123.7056 Ops/s $\textbf{\color{#35bf28}+5.27\%}$
test_iql_speed[True-backward] 16.5854ms 16.1086ms 62.0788 Ops/s 58.8256 Ops/s $\textbf{\color{#35bf28}+5.53\%}$
test_iql_speed[reduce-overhead-None] 7.9262ms 7.6938ms 129.9740 Ops/s 127.4580 Ops/s $\color{#35bf28}+1.97\%$
test_iql_speed[reduce-overhead-backward] 16.5576ms 16.1468ms 61.9319 Ops/s 60.7474 Ops/s $\color{#35bf28}+1.95\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 6.3746ms 6.2883ms 159.0244 Ops/s 159.1687 Ops/s $\color{#d91a1a}-0.09\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 2.3140ms 0.2791ms 3.5829 KOps/s 4.0468 KOps/s $\textbf{\color{#d91a1a}-11.46\%}$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.5890ms 0.2622ms 3.8142 KOps/s 4.7618 KOps/s $\textbf{\color{#d91a1a}-19.90\%}$
test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 6.4404ms 6.1975ms 161.3563 Ops/s 163.9015 Ops/s $\color{#d91a1a}-1.55\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 2.1869ms 0.2991ms 3.3430 KOps/s 3.5252 KOps/s $\textbf{\color{#d91a1a}-5.17\%}$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.5028ms 0.2819ms 3.5480 KOps/s 3.6666 KOps/s $\color{#d91a1a}-3.24\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-sampler6-10000] 1.5506ms 1.3304ms 751.6544 Ops/s 864.4784 Ops/s $\textbf{\color{#d91a1a}-13.05\%}$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-sampler7-10000] 1.5757ms 1.2845ms 778.4899 Ops/s 900.7676 Ops/s $\textbf{\color{#d91a1a}-13.57\%}$
test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 6.5090ms 6.4247ms 155.6497 Ops/s 160.1296 Ops/s $\color{#d91a1a}-2.80\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 1.9866ms 0.4446ms 2.2493 KOps/s 2.4239 KOps/s $\textbf{\color{#d91a1a}-7.20\%}$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.7265ms 0.4622ms 2.1635 KOps/s 2.6779 KOps/s $\textbf{\color{#d91a1a}-19.21\%}$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 6.4172ms 6.2267ms 160.5988 Ops/s 163.3819 Ops/s $\color{#d91a1a}-1.70\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 1.8900ms 0.3530ms 2.8326 KOps/s 4.3731 KOps/s $\textbf{\color{#d91a1a}-35.23\%}$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.5245ms 0.3044ms 3.2850 KOps/s 4.8376 KOps/s $\textbf{\color{#d91a1a}-32.10\%}$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 6.5758ms 6.1939ms 161.4483 Ops/s 166.3347 Ops/s $\color{#d91a1a}-2.94\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.8389ms 0.3157ms 3.1676 KOps/s 4.3782 KOps/s $\textbf{\color{#d91a1a}-27.65\%}$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.4235ms 0.2346ms 4.2619 KOps/s 4.8195 KOps/s $\textbf{\color{#d91a1a}-11.57\%}$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 6.5548ms 6.4136ms 155.9179 Ops/s 161.3477 Ops/s $\color{#d91a1a}-3.37\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 2.2406ms 0.4205ms 2.3780 KOps/s 2.1572 KOps/s $\textbf{\color{#35bf28}+10.23\%}$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.6523ms 0.4215ms 2.3726 KOps/s 2.5318 KOps/s $\textbf{\color{#d91a1a}-6.29\%}$
test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] 6.9280ms 5.3618ms 186.5033 Ops/s 35.7723 Ops/s $\textbf{\color{#35bf28}+421.36\%}$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] 7.3706ms 2.1784ms 459.0500 Ops/s 493.0203 Ops/s $\textbf{\color{#d91a1a}-6.89\%}$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] 7.9173ms 1.2303ms 812.7943 Ops/s 877.8830 Ops/s $\textbf{\color{#d91a1a}-7.41\%}$
test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] 0.4348s 14.0215ms 71.3191 Ops/s 186.0087 Ops/s $\textbf{\color{#d91a1a}-61.66\%}$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] 9.2796ms 1.9994ms 500.1624 Ops/s 518.6367 Ops/s $\color{#d91a1a}-3.56\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] 7.2359ms 1.1721ms 853.2039 Ops/s 808.9395 Ops/s $\textbf{\color{#35bf28}+5.47\%}$
test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] 7.2970ms 5.5658ms 179.6676 Ops/s 178.8907 Ops/s $\color{#35bf28}+0.43\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] 9.4795ms 2.1717ms 460.4636 Ops/s 462.3670 Ops/s $\color{#d91a1a}-0.41\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] 6.8990ms 1.3474ms 742.1927 Ops/s 734.9900 Ops/s $\color{#35bf28}+0.98\%$

@vmoens vmoens deleted the fix-benchmarks branch October 17, 2024 13:58
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