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[Feature] RB compability with compile #2426

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@vmoens vmoens commented Sep 9, 2024 •
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[Feature] RB compability with compile
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ghstack-source-id: 08433d2e158f604ffa58d18e6e9bdee73585bc69
Pull Request resolved: #2426
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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/rl/2426

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❌ 11 New Failures, 1 Cancelled Job, 8 Unrelated Failures

As of commit 0f1c06a with merge base e294c68 (image):

NEW FAILURES - The following jobs have failed:

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

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@vmoens vmoens added the enhancement New feature or request label Sep 11, 2024
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[Feature] RB compability with compile
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 146. Improved: $\large\color{#35bf28}10$. Worsened: $\large\color{#d91a1a}1$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_single 59.4400ms 59.1340ms 16.9107 Ops/s 16.8804 Ops/s $\color{#35bf28}+0.18\%$
test_sync 48.8756ms 32.1334ms 31.1203 Ops/s 31.1645 Ops/s $\color{#d91a1a}-0.14\%$
test_async 60.2030ms 30.8354ms 32.4303 Ops/s 32.0947 Ops/s $\color{#35bf28}+1.05\%$
test_simple 0.4904s 0.4214s 2.3731 Ops/s 2.4769 Ops/s $\color{#d91a1a}-4.19\%$
test_transformed 0.5605s 0.5571s 1.7950 Ops/s 1.7728 Ops/s $\color{#35bf28}+1.26\%$
test_serial 1.2752s 1.2692s 0.7879 Ops/s 0.7774 Ops/s $\color{#35bf28}+1.34\%$
test_parallel 1.1828s 1.1107s 0.9003 Ops/s 0.8937 Ops/s $\color{#35bf28}+0.74\%$
test_step_mdp_speed[True-True-True-True-True] 0.3600ms 27.0282μs 36.9984 KOps/s 36.3851 KOps/s $\color{#35bf28}+1.69\%$
test_step_mdp_speed[True-True-True-True-False] 47.0280μs 15.9289μs 62.7788 KOps/s 61.1313 KOps/s $\color{#35bf28}+2.70\%$
test_step_mdp_speed[True-True-True-False-True] 41.8180μs 15.6611μs 63.8523 KOps/s 62.4433 KOps/s $\color{#35bf28}+2.26\%$
test_step_mdp_speed[True-True-True-False-False] 32.5610μs 9.2280μs 108.3661 KOps/s 106.4307 KOps/s $\color{#35bf28}+1.82\%$
test_step_mdp_speed[True-True-False-True-True] 87.4340μs 28.9867μs 34.4985 KOps/s 33.5183 KOps/s $\color{#35bf28}+2.92\%$
test_step_mdp_speed[True-True-False-True-False] 59.0010μs 17.4422μs 57.3323 KOps/s 55.4692 KOps/s $\color{#35bf28}+3.36\%$
test_step_mdp_speed[True-True-False-False-True] 46.2260μs 17.1413μs 58.3385 KOps/s 57.0434 KOps/s $\color{#35bf28}+2.27\%$
test_step_mdp_speed[True-True-False-False-False] 52.5600μs 10.7258μs 93.2334 KOps/s 89.4337 KOps/s $\color{#35bf28}+4.25\%$
test_step_mdp_speed[True-False-True-True-True] 68.6390μs 30.7054μs 32.5675 KOps/s 31.9481 KOps/s $\color{#35bf28}+1.94\%$
test_step_mdp_speed[True-False-True-True-False] 66.9740μs 19.0180μs 52.5818 KOps/s 51.0739 KOps/s $\color{#35bf28}+2.95\%$
test_step_mdp_speed[True-False-True-False-True] 57.3880μs 17.1627μs 58.2658 KOps/s 56.9233 KOps/s $\color{#35bf28}+2.36\%$
test_step_mdp_speed[True-False-True-False-False] 35.8380μs 10.6529μs 93.8708 KOps/s 89.8737 KOps/s $\color{#35bf28}+4.45\%$
test_step_mdp_speed[True-False-False-True-True] 75.8320μs 32.2925μs 30.9669 KOps/s 30.4552 KOps/s $\color{#35bf28}+1.68\%$
test_step_mdp_speed[True-False-False-True-False] 63.5090μs 20.7021μs 48.3043 KOps/s 46.9123 KOps/s $\color{#35bf28}+2.97\%$
test_step_mdp_speed[True-False-False-False-True] 66.2540μs 18.6272μs 53.6850 KOps/s 52.7706 KOps/s $\color{#35bf28}+1.73\%$
test_step_mdp_speed[True-False-False-False-False] 65.4350μs 12.1999μs 81.9679 KOps/s 78.7651 KOps/s $\color{#35bf28}+4.07\%$
test_step_mdp_speed[False-True-True-True-True] 62.8990μs 30.1962μs 33.1168 KOps/s 31.8970 KOps/s $\color{#35bf28}+3.82\%$
test_step_mdp_speed[False-True-True-True-False] 45.2250μs 18.9875μs 52.6663 KOps/s 50.1618 KOps/s $\color{#35bf28}+4.99\%$
test_step_mdp_speed[False-True-True-False-True] 53.6500μs 19.4710μs 51.3585 KOps/s 49.2904 KOps/s $\color{#35bf28}+4.20\%$
test_step_mdp_speed[False-True-True-False-False] 71.2830μs 12.1018μs 82.6321 KOps/s 81.9654 KOps/s $\color{#35bf28}+0.81\%$
test_step_mdp_speed[False-True-False-True-True] 81.6740μs 32.0295μs 31.2212 KOps/s 30.7836 KOps/s $\color{#35bf28}+1.42\%$
test_step_mdp_speed[False-True-False-True-False] 51.0150μs 20.6858μs 48.3423 KOps/s 47.2530 KOps/s $\color{#35bf28}+2.31\%$
test_step_mdp_speed[False-True-False-False-True] 3.1994ms 21.2816μs 46.9890 KOps/s 46.0890 KOps/s $\color{#35bf28}+1.95\%$
test_step_mdp_speed[False-True-False-False-False] 40.2760μs 13.4687μs 74.2464 KOps/s 71.2501 KOps/s $\color{#35bf28}+4.21\%$
test_step_mdp_speed[False-False-True-True-True] 92.0030μs 33.7967μs 29.5887 KOps/s 28.7163 KOps/s $\color{#35bf28}+3.04\%$
test_step_mdp_speed[False-False-True-True-False] 51.3360μs 22.2836μs 44.8760 KOps/s 43.3890 KOps/s $\color{#35bf28}+3.43\%$
test_step_mdp_speed[False-False-True-False-True] 57.2980μs 22.0697μs 45.3110 KOps/s 46.2029 KOps/s $\color{#d91a1a}-1.93\%$
test_step_mdp_speed[False-False-True-False-False] 40.7070μs 13.4204μs 74.5133 KOps/s 72.3049 KOps/s $\color{#35bf28}+3.05\%$
test_step_mdp_speed[False-False-False-True-True] 70.1110μs 35.0183μs 28.5565 KOps/s 27.9638 KOps/s $\color{#35bf28}+2.12\%$
test_step_mdp_speed[False-False-False-True-False] 55.7250μs 23.5344μs 42.4910 KOps/s 41.1385 KOps/s $\color{#35bf28}+3.29\%$
test_step_mdp_speed[False-False-False-False-True] 0.5519ms 22.5501μs 44.3456 KOps/s 43.3895 KOps/s $\color{#35bf28}+2.20\%$
test_step_mdp_speed[False-False-False-False-False] 41.7480μs 14.7937μs 67.5963 KOps/s 65.3296 KOps/s $\color{#35bf28}+3.47\%$
test_values[generalized_advantage_estimate-True-True] 11.9759ms 9.5901ms 104.2738 Ops/s 103.1534 Ops/s $\color{#35bf28}+1.09\%$
test_values[vec_generalized_advantage_estimate-True-True] 36.9134ms 32.8704ms 30.4225 Ops/s 28.5524 Ops/s $\textbf{\color{#35bf28}+6.55\%}$
test_values[td0_return_estimate-False-False] 0.2129ms 0.1678ms 5.9579 KOps/s 6.0061 KOps/s $\color{#d91a1a}-0.80\%$
test_values[td1_return_estimate-False-False] 24.3473ms 24.0317ms 41.6117 Ops/s 41.8557 Ops/s $\color{#d91a1a}-0.58\%$
test_values[vec_td1_return_estimate-False-False] 34.9579ms 32.9833ms 30.3184 Ops/s 28.4258 Ops/s $\textbf{\color{#35bf28}+6.66\%}$
test_values[td_lambda_return_estimate-True-False] 37.6909ms 34.1886ms 29.2495 Ops/s 29.0285 Ops/s $\color{#35bf28}+0.76\%$
test_values[vec_td_lambda_return_estimate-True-False] 46.0500ms 33.3857ms 29.9529 Ops/s 28.4321 Ops/s $\textbf{\color{#35bf28}+5.35\%}$
test_gae_speed[generalized_advantage_estimate-False-1-512] 18.1904ms 8.4447ms 118.4178 Ops/s 116.7410 Ops/s $\color{#35bf28}+1.44\%$
test_gae_speed[vec_generalized_advantage_estimate-True-1-512] 2.5540ms 1.9326ms 517.4479 Ops/s 500.8306 Ops/s $\color{#35bf28}+3.32\%$
test_gae_speed[vec_generalized_advantage_estimate-False-1-512] 0.6688ms 0.3598ms 2.7793 KOps/s 2.7952 KOps/s $\color{#d91a1a}-0.57\%$
test_gae_speed[vec_generalized_advantage_estimate-True-32-512] 42.6946ms 39.4709ms 25.3351 Ops/s 22.1121 Ops/s $\textbf{\color{#35bf28}+14.58\%}$
test_gae_speed[vec_generalized_advantage_estimate-False-32-512] 4.3106ms 3.0649ms 326.2708 Ops/s 330.5679 Ops/s $\color{#d91a1a}-1.30\%$
test_dqn_speed[False-None] 6.2135ms 1.3116ms 762.4055 Ops/s 760.0543 Ops/s $\color{#35bf28}+0.31\%$
test_dqn_speed[False-backward] 1.7990ms 1.7586ms 568.6467 Ops/s 565.6315 Ops/s $\color{#35bf28}+0.53\%$
test_dqn_speed[True-None] 1.2122ms 0.4571ms 2.1876 KOps/s 2.1896 KOps/s $\color{#d91a1a}-0.09\%$
test_dqn_speed[True-backward] 0.9338ms 0.8700ms 1.1494 KOps/s 1.0425 KOps/s $\textbf{\color{#35bf28}+10.26\%}$
test_dqn_speed[reduce-overhead-None] 0.6678ms 0.4645ms 2.1526 KOps/s 2.1656 KOps/s $\color{#d91a1a}-0.60\%$
test_dqn_speed[reduce-overhead-backward] 0.9876ms 0.8703ms 1.1491 KOps/s 1.1418 KOps/s $\color{#35bf28}+0.64\%$
test_ddpg_speed[False-None] 3.5658ms 2.7341ms 365.7517 Ops/s 363.8658 Ops/s $\color{#35bf28}+0.52\%$
test_ddpg_speed[False-backward] 4.0503ms 3.8455ms 260.0462 Ops/s 259.2307 Ops/s $\color{#35bf28}+0.31\%$
test_ddpg_speed[True-None] 1.3553ms 0.9964ms 1.0037 KOps/s 984.9181 Ops/s $\color{#35bf28}+1.90\%$
test_ddpg_speed[True-backward] 1.9434ms 1.8759ms 533.0780 Ops/s 436.1926 Ops/s $\textbf{\color{#35bf28}+22.21\%}$
test_ddpg_speed[reduce-overhead-None] 1.2029ms 0.9969ms 1.0031 KOps/s 984.9910 Ops/s $\color{#35bf28}+1.84\%$
test_ddpg_speed[reduce-overhead-backward] 1.9140ms 1.8686ms 535.1681 Ops/s 516.2357 Ops/s $\color{#35bf28}+3.67\%$
test_sac_speed[False-None] 8.6223ms 7.7314ms 129.3423 Ops/s 129.2768 Ops/s $\color{#35bf28}+0.05\%$
test_sac_speed[False-backward] 10.8079ms 10.4175ms 95.9922 Ops/s 96.2021 Ops/s $\color{#d91a1a}-0.22\%$
test_sac_speed[True-None] 2.4000ms 1.8349ms 544.9837 Ops/s 538.9348 Ops/s $\color{#35bf28}+1.12\%$
test_sac_speed[True-backward] 3.8784ms 3.5234ms 283.8171 Ops/s 280.9428 Ops/s $\color{#35bf28}+1.02\%$
test_sac_speed[reduce-overhead-None] 2.0253ms 1.8314ms 546.0375 Ops/s 527.9417 Ops/s $\color{#35bf28}+3.43\%$
test_sac_speed[reduce-overhead-backward] 3.5422ms 3.4936ms 286.2341 Ops/s 280.9712 Ops/s $\color{#35bf28}+1.87\%$
test_redq_speed[False-None] 14.1734ms 12.6071ms 79.3203 Ops/s 78.9883 Ops/s $\color{#35bf28}+0.42\%$
test_redq_speed[False-backward] 22.8912ms 21.8483ms 45.7702 Ops/s 45.6688 Ops/s $\color{#35bf28}+0.22\%$
test_redq_speed[True-None] 5.1890ms 4.5128ms 221.5911 Ops/s 217.1581 Ops/s $\color{#35bf28}+2.04\%$
test_redq_speed[True-backward] 13.5657ms 11.9112ms 83.9543 Ops/s 83.4122 Ops/s $\color{#35bf28}+0.65\%$
test_redq_speed[reduce-overhead-None] 5.2081ms 4.4454ms 224.9494 Ops/s 218.4377 Ops/s $\color{#35bf28}+2.98\%$
test_redq_speed[reduce-overhead-backward] 11.9542ms 11.6027ms 86.1870 Ops/s 84.0235 Ops/s $\color{#35bf28}+2.57\%$
test_redq_deprec_speed[False-None] 13.9124ms 12.3692ms 80.8460 Ops/s 56.4807 Ops/s $\textbf{\color{#35bf28}+43.14\%}$
test_redq_deprec_speed[False-backward] 19.3723ms 18.0113ms 55.5206 Ops/s 55.4410 Ops/s $\color{#35bf28}+0.14\%$
test_redq_deprec_speed[True-None] 4.0891ms 3.5100ms 284.8966 Ops/s 279.2383 Ops/s $\color{#35bf28}+2.03\%$
test_redq_deprec_speed[True-backward] 8.0169ms 7.8178ms 127.9140 Ops/s 125.8033 Ops/s $\color{#35bf28}+1.68\%$
test_redq_deprec_speed[reduce-overhead-None] 4.2623ms 3.5176ms 284.2842 Ops/s 278.1043 Ops/s $\color{#35bf28}+2.22\%$
test_redq_deprec_speed[reduce-overhead-backward] 8.6467ms 7.8308ms 127.7011 Ops/s 125.2991 Ops/s $\color{#35bf28}+1.92\%$
test_td3_speed[False-None] 32.2790ms 7.8141ms 127.9739 Ops/s 129.0423 Ops/s $\color{#d91a1a}-0.83\%$
test_td3_speed[False-backward] 11.2242ms 9.9912ms 100.0879 Ops/s 98.5224 Ops/s $\color{#35bf28}+1.59\%$
test_td3_speed[True-None] 2.0147ms 1.9084ms 524.0063 Ops/s 503.4777 Ops/s $\color{#35bf28}+4.08\%$
test_td3_speed[True-backward] 3.5878ms 3.5233ms 283.8281 Ops/s 279.0328 Ops/s $\color{#35bf28}+1.72\%$
test_td3_speed[reduce-overhead-None] 2.1878ms 1.9093ms 523.7499 Ops/s 503.5176 Ops/s $\color{#35bf28}+4.02\%$
test_td3_speed[reduce-overhead-backward] 3.9997ms 3.4806ms 287.3028 Ops/s 279.4101 Ops/s $\color{#35bf28}+2.82\%$
test_cql_speed[False-None] 38.3249ms 34.9823ms 28.5859 Ops/s 28.2266 Ops/s $\color{#35bf28}+1.27\%$
test_cql_speed[False-backward] 47.1367ms 44.5045ms 22.4697 Ops/s 22.0382 Ops/s $\color{#35bf28}+1.96\%$
test_cql_speed[True-None] 16.2691ms 15.2243ms 65.6844 Ops/s 64.3894 Ops/s $\color{#35bf28}+2.01\%$
test_cql_speed[True-backward] 24.4449ms 21.4987ms 46.5145 Ops/s 45.5053 Ops/s $\color{#35bf28}+2.22\%$
test_cql_speed[reduce-overhead-None] 16.4927ms 15.2642ms 65.5130 Ops/s 64.1231 Ops/s $\color{#35bf28}+2.17\%$
test_cql_speed[reduce-overhead-backward] 22.3724ms 21.6651ms 46.1571 Ops/s 45.7297 Ops/s $\color{#35bf28}+0.93\%$
test_a2c_speed[False-None] 8.2114ms 6.9933ms 142.9934 Ops/s 140.0789 Ops/s $\color{#35bf28}+2.08\%$
test_a2c_speed[False-backward] 14.7141ms 13.7638ms 72.6545 Ops/s 71.1617 Ops/s $\color{#35bf28}+2.10\%$
test_a2c_speed[True-None] 3.6046ms 3.2852ms 304.3946 Ops/s 299.8929 Ops/s $\color{#35bf28}+1.50\%$
test_a2c_speed[True-backward] 9.9190ms 9.5588ms 104.6162 Ops/s 103.4296 Ops/s $\color{#35bf28}+1.15\%$
test_a2c_speed[reduce-overhead-None] 3.6504ms 3.2881ms 304.1235 Ops/s 299.6899 Ops/s $\color{#35bf28}+1.48\%$
test_a2c_speed[reduce-overhead-backward] 10.1574ms 9.5686ms 104.5086 Ops/s 103.1269 Ops/s $\color{#35bf28}+1.34\%$
test_ppo_speed[False-None] 8.3856ms 7.2716ms 137.5220 Ops/s 134.8254 Ops/s $\color{#35bf28}+2.00\%$
test_ppo_speed[False-backward] 15.0939ms 14.1538ms 70.6525 Ops/s 69.0706 Ops/s $\color{#35bf28}+2.29\%$
test_ppo_speed[True-None] 3.9814ms 3.6608ms 273.1663 Ops/s 267.3169 Ops/s $\color{#35bf28}+2.19\%$
test_ppo_speed[True-backward] 9.9739ms 9.4425ms 105.9045 Ops/s 105.1934 Ops/s $\color{#35bf28}+0.68\%$
test_ppo_speed[reduce-overhead-None] 4.3623ms 3.6652ms 272.8367 Ops/s 261.9883 Ops/s $\color{#35bf28}+4.14\%$
test_ppo_speed[reduce-overhead-backward] 10.3148ms 9.4684ms 105.6144 Ops/s 104.8475 Ops/s $\color{#35bf28}+0.73\%$
test_reinforce_speed[False-None] 7.2494ms 6.3886ms 156.5283 Ops/s 153.7750 Ops/s $\color{#35bf28}+1.79\%$
test_reinforce_speed[False-backward] 11.4477ms 9.5792ms 104.3927 Ops/s 103.5066 Ops/s $\color{#35bf28}+0.86\%$
test_reinforce_speed[True-None] 2.9956ms 2.6033ms 384.1300 Ops/s 377.8198 Ops/s $\color{#35bf28}+1.67\%$
test_reinforce_speed[True-backward] 9.5829ms 8.4324ms 118.5903 Ops/s 117.7530 Ops/s $\color{#35bf28}+0.71\%$
test_reinforce_speed[reduce-overhead-None] 3.0805ms 2.5969ms 385.0779 Ops/s 375.7357 Ops/s $\color{#35bf28}+2.49\%$
test_reinforce_speed[reduce-overhead-backward] 8.7982ms 8.3970ms 119.0900 Ops/s 117.3259 Ops/s $\color{#35bf28}+1.50\%$
test_iql_speed[False-None] 32.0032ms 31.5883ms 31.6572 Ops/s 30.9282 Ops/s $\color{#35bf28}+2.36\%$
test_iql_speed[False-backward] 45.8016ms 44.1677ms 22.6410 Ops/s 22.5180 Ops/s $\color{#35bf28}+0.55\%$
test_iql_speed[True-None] 14.9567ms 13.1600ms 75.9880 Ops/s 75.8510 Ops/s $\color{#35bf28}+0.18\%$
test_iql_speed[True-backward] 25.6875ms 23.7961ms 42.0238 Ops/s 41.5100 Ops/s $\color{#35bf28}+1.24\%$
test_iql_speed[reduce-overhead-None] 15.4067ms 13.1224ms 76.2055 Ops/s 75.0384 Ops/s $\color{#35bf28}+1.56\%$
test_iql_speed[reduce-overhead-backward] 24.5924ms 23.5990ms 42.3747 Ops/s 41.6926 Ops/s $\color{#35bf28}+1.64\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 7.8979ms 4.8857ms 204.6801 Ops/s 196.2882 Ops/s $\color{#35bf28}+4.28\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 1.0051ms 0.4782ms 2.0911 KOps/s 2.0977 KOps/s $\color{#d91a1a}-0.31\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.6578ms 0.4513ms 2.2157 KOps/s 2.2038 KOps/s $\color{#35bf28}+0.54\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 5.1657ms 4.8253ms 207.2395 Ops/s 204.1685 Ops/s $\color{#35bf28}+1.50\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.9109ms 0.4674ms 2.1394 KOps/s 884.0062 Ops/s $\textbf{\color{#35bf28}+142.01\%}$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.6306ms 0.4421ms 2.2618 KOps/s 2.2291 KOps/s $\color{#35bf28}+1.47\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-sampler6-10000] 1.9178ms 1.6070ms 622.2917 Ops/s 612.6850 Ops/s $\color{#35bf28}+1.57\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-sampler7-10000] 2.0452ms 1.5177ms 658.8863 Ops/s 648.4717 Ops/s $\color{#35bf28}+1.61\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 5.2989ms 5.0052ms 199.7939 Ops/s 190.6060 Ops/s $\color{#35bf28}+4.82\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 0.8579ms 0.6055ms 1.6516 KOps/s 1.6154 KOps/s $\color{#35bf28}+2.24\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.7980ms 0.5756ms 1.7372 KOps/s 1.7125 KOps/s $\color{#35bf28}+1.45\%$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 7.8749ms 4.9062ms 203.8240 Ops/s 194.8205 Ops/s $\color{#35bf28}+4.62\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 2.5848ms 0.4806ms 2.0809 KOps/s 2.0524 KOps/s $\color{#35bf28}+1.39\%$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.6662ms 0.4535ms 2.2052 KOps/s 2.2084 KOps/s $\color{#d91a1a}-0.15\%$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 5.1715ms 4.7989ms 208.3808 Ops/s 199.0358 Ops/s $\color{#35bf28}+4.70\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.7043ms 0.4711ms 2.1228 KOps/s 2.1239 KOps/s $\color{#d91a1a}-0.05\%$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 7.3053ms 0.4536ms 2.2045 KOps/s 2.2098 KOps/s $\color{#d91a1a}-0.24\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 5.2733ms 5.0144ms 199.4268 Ops/s 192.3044 Ops/s $\color{#35bf28}+3.70\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 1.3002ms 0.6100ms 1.6393 KOps/s 1.6339 KOps/s $\color{#35bf28}+0.33\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.7459ms 0.5773ms 1.7323 KOps/s 1.6979 KOps/s $\color{#35bf28}+2.02\%$
test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] 6.7540ms 4.1800ms 239.2323 Ops/s 232.3989 Ops/s $\color{#35bf28}+2.94\%$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] 17.1573ms 12.9391ms 77.2852 Ops/s 75.2602 Ops/s $\color{#35bf28}+2.69\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] 1.7797ms 1.2544ms 797.1689 Ops/s 759.0832 Ops/s $\textbf{\color{#35bf28}+5.02\%}$
test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] 0.3418s 10.9293ms 91.4976 Ops/s 239.7535 Ops/s $\textbf{\color{#d91a1a}-61.84\%}$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] 17.7496ms 12.9676ms 77.1154 Ops/s 75.1776 Ops/s $\color{#35bf28}+2.58\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] 6.7147ms 1.3857ms 721.6552 Ops/s 724.1087 Ops/s $\color{#d91a1a}-0.34\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] 5.5081ms 4.3231ms 231.3181 Ops/s 37.7422 Ops/s $\textbf{\color{#35bf28}+512.89\%}$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] 17.2801ms 13.0207ms 76.8008 Ops/s 73.4667 Ops/s $\color{#35bf28}+4.54\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] 5.9911ms 1.5244ms 655.9835 Ops/s 673.6951 Ops/s $\color{#d91a1a}-2.63\%$

vmoens added a commit that referenced this pull request Sep 17, 2024
@vmoens
[Feature] RB compability with compile
74f3906 
ghstack-source-id: 33433a9eb9aa83e3ca603a56c7aa2bb066f1b9da
Pull Request resolved: #2426
@vmoens
Update
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[ghstack-poisoned]
vmoens added a commit that referenced this pull request Sep 17, 2024
@vmoens
[Feature] RB compability with compile
694528f 
ghstack-source-id: 65f013f0ea3531ce0b6f778bc771bcc845d961d1
Pull Request resolved: #2426
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of GPU Benchmark Tests

Total Benchmarks: 149. Improved: $\large\color{#35bf28}15$. Worsened: $\large\color{#d91a1a}5$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_single 0.1036s 0.1018s 9.8249 Ops/s 9.8670 Ops/s $\color{#d91a1a}-0.43\%$
test_sync 89.3994ms 87.0710ms 11.4849 Ops/s 11.3383 Ops/s $\color{#35bf28}+1.29\%$
test_async 0.2604s 84.5743ms 11.8239 Ops/s 12.0116 Ops/s $\color{#d91a1a}-1.56\%$
test_single_pixels 0.1084s 0.1080s 9.2604 Ops/s 9.3006 Ops/s $\color{#d91a1a}-0.43\%$
test_sync_pixels 71.7855ms 70.5214ms 14.1801 Ops/s 14.1185 Ops/s $\color{#35bf28}+0.44\%$
test_async_pixels 0.2021s 66.3508ms 15.0714 Ops/s 15.0553 Ops/s $\color{#35bf28}+0.11\%$
test_simple 0.7398s 0.7253s 1.3787 Ops/s 1.3290 Ops/s $\color{#35bf28}+3.73\%$
test_transformed 0.9566s 0.9501s 1.0525 Ops/s 1.0382 Ops/s $\color{#35bf28}+1.37\%$
test_serial 2.1193s 2.0718s 0.4827 Ops/s 0.4912 Ops/s $\color{#d91a1a}-1.73\%$
test_parallel 1.8573s 1.8407s 0.5433 Ops/s 0.5358 Ops/s $\color{#35bf28}+1.40\%$
test_step_mdp_speed[True-True-True-True-True] 0.1848ms 35.6284μs 28.0675 KOps/s 27.8658 KOps/s $\color{#35bf28}+0.72\%$
test_step_mdp_speed[True-True-True-True-False] 55.3310μs 20.5130μs 48.7497 KOps/s 48.4277 KOps/s $\color{#35bf28}+0.66\%$
test_step_mdp_speed[True-True-True-False-True] 45.4510μs 19.7832μs 50.5478 KOps/s 48.7690 KOps/s $\color{#35bf28}+3.65\%$
test_step_mdp_speed[True-True-True-False-False] 38.0910μs 11.6314μs 85.9745 KOps/s 84.7535 KOps/s $\color{#35bf28}+1.44\%$
test_step_mdp_speed[True-True-False-True-True] 72.9420μs 37.7241μs 26.5083 KOps/s 26.4843 KOps/s $\color{#35bf28}+0.09\%$
test_step_mdp_speed[True-True-False-True-False] 47.0910μs 22.3404μs 44.7619 KOps/s 43.8857 KOps/s $\color{#35bf28}+2.00\%$
test_step_mdp_speed[True-True-False-False-True] 55.7220μs 22.4009μs 44.6410 KOps/s 45.3678 KOps/s $\color{#d91a1a}-1.60\%$
test_step_mdp_speed[True-True-False-False-False] 50.8010μs 13.7039μs 72.9721 KOps/s 72.6055 KOps/s $\color{#35bf28}+0.50\%$
test_step_mdp_speed[True-False-True-True-True] 73.7610μs 40.3216μs 24.8006 KOps/s 24.8588 KOps/s $\color{#d91a1a}-0.23\%$
test_step_mdp_speed[True-False-True-True-False] 43.6710μs 24.8496μs 40.2422 KOps/s 40.2032 KOps/s $\color{#35bf28}+0.10\%$
test_step_mdp_speed[True-False-True-False-True] 63.1620μs 22.6778μs 44.0960 KOps/s 45.0370 KOps/s $\color{#d91a1a}-2.09\%$
test_step_mdp_speed[True-False-True-False-False] 43.7810μs 13.7477μs 72.7393 KOps/s 72.5380 KOps/s $\color{#35bf28}+0.28\%$
test_step_mdp_speed[True-False-False-True-True] 68.5620μs 42.2892μs 23.6467 KOps/s 23.6644 KOps/s $\color{#d91a1a}-0.07\%$
test_step_mdp_speed[True-False-False-True-False] 56.0910μs 26.4666μs 37.7834 KOps/s 37.5948 KOps/s $\color{#35bf28}+0.50\%$
test_step_mdp_speed[True-False-False-False-True] 52.4510μs 24.2210μs 41.2865 KOps/s 41.5255 KOps/s $\color{#d91a1a}-0.58\%$
test_step_mdp_speed[True-False-False-False-False] 50.1310μs 15.6728μs 63.8046 KOps/s 62.8542 KOps/s $\color{#35bf28}+1.51\%$
test_step_mdp_speed[False-True-True-True-True] 70.1820μs 40.1355μs 24.9156 KOps/s 24.7894 KOps/s $\color{#35bf28}+0.51\%$
test_step_mdp_speed[False-True-True-True-False] 58.2310μs 24.7609μs 40.3863 KOps/s 39.5658 KOps/s $\color{#35bf28}+2.07\%$
test_step_mdp_speed[False-True-True-False-True] 55.8810μs 25.8924μs 38.6214 KOps/s 39.6375 KOps/s $\color{#d91a1a}-2.56\%$
test_step_mdp_speed[False-True-True-False-False] 38.5710μs 15.2011μs 65.7849 KOps/s 64.2801 KOps/s $\color{#35bf28}+2.34\%$
test_step_mdp_speed[False-True-False-True-True] 72.9720μs 41.9072μs 23.8623 KOps/s 23.9696 KOps/s $\color{#d91a1a}-0.45\%$
test_step_mdp_speed[False-True-False-True-False] 54.7710μs 26.3901μs 37.8931 KOps/s 37.1065 KOps/s $\color{#35bf28}+2.12\%$
test_step_mdp_speed[False-True-False-False-True] 3.5592ms 27.4954μs 36.3698 KOps/s 36.3641 KOps/s $\color{#35bf28}+0.02\%$
test_step_mdp_speed[False-True-False-False-False] 42.1310μs 17.3407μs 57.6679 KOps/s 57.3170 KOps/s $\color{#35bf28}+0.61\%$
test_step_mdp_speed[False-False-True-True-True] 79.1520μs 43.6488μs 22.9101 KOps/s 22.5131 KOps/s $\color{#35bf28}+1.76\%$
test_step_mdp_speed[False-False-True-True-False] 55.0610μs 28.4097μs 35.1992 KOps/s 34.2951 KOps/s $\color{#35bf28}+2.64\%$
test_step_mdp_speed[False-False-True-False-True] 55.3820μs 27.5875μs 36.2483 KOps/s 36.3613 KOps/s $\color{#d91a1a}-0.31\%$
test_step_mdp_speed[False-False-True-False-False] 48.7410μs 17.0952μs 58.4959 KOps/s 57.5235 KOps/s $\color{#35bf28}+1.69\%$
test_step_mdp_speed[False-False-False-True-True] 81.5320μs 45.3623μs 22.0447 KOps/s 21.6560 KOps/s $\color{#35bf28}+1.80\%$
test_step_mdp_speed[False-False-False-True-False] 71.2210μs 29.9799μs 33.3556 KOps/s 32.4400 KOps/s $\color{#35bf28}+2.82\%$
test_step_mdp_speed[False-False-False-False-True] 52.0510μs 27.9375μs 35.7941 KOps/s 35.1026 KOps/s $\color{#35bf28}+1.97\%$
test_step_mdp_speed[False-False-False-False-False] 47.4210μs 18.8610μs 53.0194 KOps/s 52.0081 KOps/s $\color{#35bf28}+1.94\%$
test_values[generalized_advantage_estimate-True-True] 25.9757ms 24.5649ms 40.7085 Ops/s 42.8252 Ops/s $\color{#d91a1a}-4.94\%$
test_values[vec_generalized_advantage_estimate-True-True] 0.1086s 3.0540ms 327.4419 Ops/s 344.7722 Ops/s $\textbf{\color{#d91a1a}-5.03\%}$
test_values[td0_return_estimate-False-False] 95.8920μs 65.4893μs 15.2697 KOps/s 15.2303 KOps/s $\color{#35bf28}+0.26\%$
test_values[td1_return_estimate-False-False] 57.3846ms 53.5467ms 18.6753 Ops/s 18.9755 Ops/s $\color{#d91a1a}-1.58\%$
test_values[vec_td1_return_estimate-False-False] 1.3488ms 1.0615ms 942.0204 Ops/s 947.3363 Ops/s $\color{#d91a1a}-0.56\%$
test_values[td_lambda_return_estimate-True-False] 89.6038ms 84.8194ms 11.7898 Ops/s 11.9884 Ops/s $\color{#d91a1a}-1.66\%$
test_values[vec_td_lambda_return_estimate-True-False] 1.3883ms 1.0591ms 944.1592 Ops/s 953.4763 Ops/s $\color{#d91a1a}-0.98\%$
test_gae_speed[generalized_advantage_estimate-False-1-512] 23.4873ms 23.3693ms 42.7912 Ops/s 42.8921 Ops/s $\color{#d91a1a}-0.24\%$
test_gae_speed[vec_generalized_advantage_estimate-True-1-512] 0.9810ms 0.7064ms 1.4157 KOps/s 1.4275 KOps/s $\color{#d91a1a}-0.83\%$
test_gae_speed[vec_generalized_advantage_estimate-False-1-512] 0.7142ms 0.6459ms 1.5482 KOps/s 1.5525 KOps/s $\color{#d91a1a}-0.28\%$
test_gae_speed[vec_generalized_advantage_estimate-True-32-512] 1.4903ms 1.4524ms 688.5018 Ops/s 693.2611 Ops/s $\color{#d91a1a}-0.69\%$
test_gae_speed[vec_generalized_advantage_estimate-False-32-512] 0.7203ms 0.6622ms 1.5101 KOps/s 1.5206 KOps/s $\color{#d91a1a}-0.69\%$
test_dqn_speed[False-None] 6.9769ms 1.3014ms 768.3782 Ops/s 723.0953 Ops/s $\textbf{\color{#35bf28}+6.26\%}$
test_dqn_speed[False-backward] 1.9324ms 1.8316ms 545.9727 Ops/s 552.9544 Ops/s $\color{#d91a1a}-1.26\%$
test_dqn_speed[True-None] 0.7467ms 0.5486ms 1.8228 KOps/s 1.7818 KOps/s $\color{#35bf28}+2.30\%$
test_dqn_speed[True-backward] 1.0191ms 0.9817ms 1.0187 KOps/s 838.5104 Ops/s $\textbf{\color{#35bf28}+21.49\%}$
test_dqn_speed[reduce-overhead-None] 0.9231ms 0.5546ms 1.8030 KOps/s 1.7567 KOps/s $\color{#35bf28}+2.64\%$
test_dqn_speed[reduce-overhead-backward] 1.0178ms 0.9859ms 1.0143 KOps/s 1.0176 KOps/s $\color{#d91a1a}-0.33\%$
test_ddpg_speed[False-None] 3.3269ms 2.6583ms 376.1837 Ops/s 373.1850 Ops/s $\color{#35bf28}+0.80\%$
test_ddpg_speed[False-backward] 3.9527ms 3.8782ms 257.8543 Ops/s 256.7565 Ops/s $\color{#35bf28}+0.43\%$
test_ddpg_speed[True-None] 1.5992ms 1.2299ms 813.0685 Ops/s 820.8133 Ops/s $\color{#d91a1a}-0.94\%$
test_ddpg_speed[True-backward] 2.2721ms 2.1927ms 456.0538 Ops/s 456.8327 Ops/s $\color{#d91a1a}-0.17\%$
test_ddpg_speed[reduce-overhead-None] 1.5995ms 1.2416ms 805.4064 Ops/s 819.0041 Ops/s $\color{#d91a1a}-1.66\%$
test_ddpg_speed[reduce-overhead-backward] 2.2480ms 2.1908ms 456.4516 Ops/s 458.2327 Ops/s $\color{#d91a1a}-0.39\%$
test_sac_speed[False-None] 7.8329ms 7.4597ms 134.0530 Ops/s 134.5867 Ops/s $\color{#d91a1a}-0.40\%$
test_sac_speed[False-backward] 10.9844ms 10.7080ms 93.3885 Ops/s 94.3460 Ops/s $\color{#d91a1a}-1.01\%$
test_sac_speed[True-None] 2.4178ms 1.9974ms 500.6426 Ops/s 497.6937 Ops/s $\color{#35bf28}+0.59\%$
test_sac_speed[True-backward] 4.0090ms 3.9161ms 255.3587 Ops/s 244.5579 Ops/s $\color{#35bf28}+4.42\%$
test_sac_speed[reduce-overhead-None] 2.3752ms 2.0073ms 498.1873 Ops/s 493.1668 Ops/s $\color{#35bf28}+1.02\%$
test_sac_speed[reduce-overhead-backward] 3.9810ms 3.8987ms 256.4961 Ops/s 252.0557 Ops/s $\color{#35bf28}+1.76\%$
test_redq_speed[False-None] 10.9025ms 10.0261ms 99.7396 Ops/s 101.2224 Ops/s $\color{#d91a1a}-1.46\%$
test_redq_speed[False-backward] 18.3181ms 17.2993ms 57.8059 Ops/s 58.0554 Ops/s $\color{#d91a1a}-0.43\%$
test_redq_speed[True-None] 3.6945ms 3.3751ms 296.2903 Ops/s 279.2065 Ops/s $\textbf{\color{#35bf28}+6.12\%}$
test_redq_speed[True-backward] 8.6341ms 8.3101ms 120.3351 Ops/s 116.2389 Ops/s $\color{#35bf28}+3.52\%$
test_redq_speed[reduce-overhead-None] 3.7749ms 3.3506ms 298.4558 Ops/s 281.5190 Ops/s $\textbf{\color{#35bf28}+6.02\%}$
test_redq_speed[reduce-overhead-backward] 9.3871ms 8.3360ms 119.9613 Ops/s 118.6213 Ops/s $\color{#35bf28}+1.13\%$
test_redq_deprec_speed[False-None] 10.7918ms 10.2261ms 97.7892 Ops/s 93.9116 Ops/s $\color{#35bf28}+4.13\%$
test_redq_deprec_speed[False-backward] 15.1515ms 14.6854ms 68.0949 Ops/s 65.0067 Ops/s $\color{#35bf28}+4.75\%$
test_redq_deprec_speed[True-None] 3.5047ms 3.1094ms 321.6066 Ops/s 301.9357 Ops/s $\textbf{\color{#35bf28}+6.51\%}$
test_redq_deprec_speed[True-backward] 6.9551ms 6.6840ms 149.6109 Ops/s 141.4464 Ops/s $\textbf{\color{#35bf28}+5.77\%}$
test_redq_deprec_speed[reduce-overhead-None] 3.5516ms 3.1374ms 318.7369 Ops/s 308.1619 Ops/s $\color{#35bf28}+3.43\%$
test_redq_deprec_speed[reduce-overhead-backward] 6.9542ms 6.6896ms 149.4857 Ops/s 140.7235 Ops/s $\textbf{\color{#35bf28}+6.23\%}$
test_td3_speed[False-None] 7.5444ms 7.3651ms 135.7755 Ops/s 134.2348 Ops/s $\color{#35bf28}+1.15\%$
test_td3_speed[False-backward] 10.6366ms 10.2637ms 97.4308 Ops/s 96.0416 Ops/s $\color{#35bf28}+1.45\%$
test_td3_speed[True-None] 2.0747ms 2.0361ms 491.1251 Ops/s 482.2346 Ops/s $\color{#35bf28}+1.84\%$
test_td3_speed[True-backward] 4.0282ms 3.8561ms 259.3262 Ops/s 256.2128 Ops/s $\color{#35bf28}+1.22\%$
test_td3_speed[reduce-overhead-None] 2.0721ms 2.0275ms 493.2197 Ops/s 483.6917 Ops/s $\color{#35bf28}+1.97\%$
test_td3_speed[reduce-overhead-backward] 3.9511ms 3.8386ms 260.5090 Ops/s 258.1930 Ops/s $\color{#35bf28}+0.90\%$
test_cql_speed[False-None] 26.6539ms 24.1824ms 41.3524 Ops/s 40.4828 Ops/s $\color{#35bf28}+2.15\%$
test_cql_speed[False-backward] 38.3618ms 34.1152ms 29.3125 Ops/s 29.5573 Ops/s $\color{#d91a1a}-0.83\%$
test_cql_speed[True-None] 11.2266ms 10.8316ms 92.3228 Ops/s 94.1392 Ops/s $\color{#d91a1a}-1.93\%$
test_cql_speed[True-backward] 16.9726ms 16.3231ms 61.2627 Ops/s 62.4583 Ops/s $\color{#d91a1a}-1.91\%$
test_cql_speed[reduce-overhead-None] 11.2267ms 10.7270ms 93.2230 Ops/s 93.1649 Ops/s $\color{#35bf28}+0.06\%$
test_cql_speed[reduce-overhead-backward] 17.0723ms 16.2192ms 61.6552 Ops/s 62.3585 Ops/s $\color{#d91a1a}-1.13\%$
test_a2c_speed[False-None] 5.7757ms 5.2179ms 191.6477 Ops/s 187.4182 Ops/s $\color{#35bf28}+2.26\%$
test_a2c_speed[False-backward] 11.7953ms 11.4509ms 87.3296 Ops/s 86.4707 Ops/s $\color{#35bf28}+0.99\%$
test_a2c_speed[True-None] 3.1633ms 3.0268ms 330.3830 Ops/s 324.2458 Ops/s $\color{#35bf28}+1.89\%$
test_a2c_speed[True-backward] 8.7994ms 8.4615ms 118.1819 Ops/s 110.6028 Ops/s $\textbf{\color{#35bf28}+6.85\%}$
test_a2c_speed[reduce-overhead-None] 3.3865ms 3.0204ms 331.0824 Ops/s 334.1178 Ops/s $\color{#d91a1a}-0.91\%$
test_a2c_speed[reduce-overhead-backward] 8.7718ms 8.4116ms 118.8836 Ops/s 117.2822 Ops/s $\color{#35bf28}+1.37\%$
test_ppo_speed[False-None] 6.1381ms 5.5130ms 181.3888 Ops/s 177.5046 Ops/s $\color{#35bf28}+2.19\%$
test_ppo_speed[False-backward] 12.2331ms 11.9881ms 83.4162 Ops/s 82.1189 Ops/s $\color{#35bf28}+1.58\%$
test_ppo_speed[True-None] 3.5624ms 3.4163ms 292.7143 Ops/s 293.3727 Ops/s $\color{#d91a1a}-0.22\%$
test_ppo_speed[True-backward] 8.4943ms 8.0477ms 124.2590 Ops/s 122.1261 Ops/s $\color{#35bf28}+1.75\%$
test_ppo_speed[reduce-overhead-None] 3.5752ms 3.4078ms 293.4467 Ops/s 293.0196 Ops/s $\color{#35bf28}+0.15\%$
test_ppo_speed[reduce-overhead-backward] 8.3711ms 8.1027ms 123.4152 Ops/s 121.4074 Ops/s $\color{#35bf28}+1.65\%$
test_reinforce_speed[False-None] 6.0919ms 4.3639ms 229.1549 Ops/s 229.5303 Ops/s $\color{#d91a1a}-0.16\%$
test_reinforce_speed[False-backward] 7.3641ms 7.0970ms 140.9047 Ops/s 141.0111 Ops/s $\color{#d91a1a}-0.08\%$
test_reinforce_speed[True-None] 2.5681ms 2.1711ms 460.5916 Ops/s 447.9360 Ops/s $\color{#35bf28}+2.83\%$
test_reinforce_speed[True-backward] 7.4798ms 6.9691ms 143.4897 Ops/s 142.0635 Ops/s $\color{#35bf28}+1.00\%$
test_reinforce_speed[reduce-overhead-None] 2.3278ms 2.1837ms 457.9457 Ops/s 453.8810 Ops/s $\color{#35bf28}+0.90\%$
test_reinforce_speed[reduce-overhead-backward] 7.1726ms 6.9590ms 143.6979 Ops/s 144.2760 Ops/s $\color{#d91a1a}-0.40\%$
test_iql_speed[False-None] 24.4695ms 19.4444ms 51.4287 Ops/s 54.4171 Ops/s $\textbf{\color{#d91a1a}-5.49\%}$
test_iql_speed[False-backward] 30.0144ms 29.2855ms 34.1466 Ops/s 34.8840 Ops/s $\color{#d91a1a}-2.11\%$
test_iql_speed[True-None] 8.2116ms 7.7175ms 129.5751 Ops/s 128.4216 Ops/s $\color{#35bf28}+0.90\%$
test_iql_speed[True-backward] 16.8725ms 16.2187ms 61.6571 Ops/s 59.5682 Ops/s $\color{#35bf28}+3.51\%$
test_iql_speed[reduce-overhead-None] 9.4887ms 7.8869ms 126.7917 Ops/s 129.7603 Ops/s $\color{#d91a1a}-2.29\%$
test_iql_speed[reduce-overhead-backward] 16.6501ms 16.2525ms 61.5290 Ops/s 61.3377 Ops/s $\color{#35bf28}+0.31\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 6.6817ms 6.5531ms 152.6006 Ops/s 151.3241 Ops/s $\color{#35bf28}+0.84\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 0.5265ms 0.2423ms 4.1277 KOps/s 4.2384 KOps/s $\color{#d91a1a}-2.61\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.6331ms 0.2208ms 4.5284 KOps/s 3.2698 KOps/s $\textbf{\color{#35bf28}+38.49\%}$
test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 6.7265ms 6.4753ms 154.4323 Ops/s 154.2648 Ops/s $\color{#35bf28}+0.11\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 2.3268ms 0.2365ms 4.2290 KOps/s 4.3481 KOps/s $\color{#d91a1a}-2.74\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.4334ms 0.2102ms 4.7579 KOps/s 3.3434 KOps/s $\textbf{\color{#35bf28}+42.31\%}$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-sampler6-10000] 1.3695ms 1.2068ms 828.6333 Ops/s 794.2204 Ops/s $\color{#35bf28}+4.33\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-sampler7-10000] 1.2882ms 1.1152ms 896.7395 Ops/s 845.1430 Ops/s $\textbf{\color{#35bf28}+6.11\%}$
test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 6.7091ms 6.5863ms 151.8293 Ops/s 149.7119 Ops/s $\color{#35bf28}+1.41\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 1.0533ms 0.4721ms 2.1184 KOps/s 2.6791 KOps/s $\textbf{\color{#d91a1a}-20.93\%}$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.6314ms 0.4532ms 2.2064 KOps/s 2.2654 KOps/s $\color{#d91a1a}-2.60\%$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 6.8937ms 6.5308ms 153.1213 Ops/s 152.9491 Ops/s $\color{#35bf28}+0.11\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 0.5138ms 0.2429ms 4.1170 KOps/s 2.6476 KOps/s $\textbf{\color{#35bf28}+55.50\%}$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.4170ms 0.2223ms 4.4981 KOps/s 2.7544 KOps/s $\textbf{\color{#35bf28}+63.30\%}$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 6.8089ms 6.5280ms 153.1856 Ops/s 154.3221 Ops/s $\color{#d91a1a}-0.74\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.5840ms 0.2328ms 4.2955 KOps/s 3.1732 KOps/s $\textbf{\color{#35bf28}+35.37\%}$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.4207ms 0.2128ms 4.6991 KOps/s 4.5252 KOps/s $\color{#35bf28}+3.84\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 6.9936ms 6.7084ms 149.0669 Ops/s 149.8951 Ops/s $\color{#d91a1a}-0.55\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 0.7754ms 0.3818ms 2.6189 KOps/s 2.6390 KOps/s $\color{#d91a1a}-0.76\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.5932ms 0.3598ms 2.7790 KOps/s 2.8427 KOps/s $\color{#d91a1a}-2.24\%$
test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] 0.4219s 13.6710ms 73.1477 Ops/s 186.3365 Ops/s $\textbf{\color{#d91a1a}-60.74\%}$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] 21.3040ms 15.7612ms 63.4470 Ops/s 64.0655 Ops/s $\color{#d91a1a}-0.97\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] 2.3301ms 1.1973ms 835.2078 Ops/s 822.9209 Ops/s $\color{#35bf28}+1.49\%$
test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] 9.5988ms 5.4108ms 184.8149 Ops/s 190.5728 Ops/s $\color{#d91a1a}-3.02\%$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] 21.4871ms 15.5757ms 64.2025 Ops/s 63.5525 Ops/s $\color{#35bf28}+1.02\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] 2.3427ms 1.1921ms 838.8368 Ops/s 832.5178 Ops/s $\color{#35bf28}+0.76\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] 0.3546s 12.5903ms 79.4264 Ops/s 33.3953 Ops/s $\textbf{\color{#35bf28}+137.84\%}$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] 21.5990ms 15.8040ms 63.2752 Ops/s 63.5858 Ops/s $\color{#d91a1a}-0.49\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] 9.4404ms 1.5941ms 627.2940 Ops/s 795.1057 Ops/s $\textbf{\color{#d91a1a}-21.11\%}$

@vmoens
Update
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[ghstack-poisoned]
vmoens added a commit that referenced this pull request Sep 17, 2024
@vmoens
[Feature] RB compability with compile
4b22ffe 
ghstack-source-id: f3bc11cd46440629f8e0fb51799c683a2679c0b9
Pull Request resolved: #2426
@vmoens
Update
baeb8c9 
[ghstack-poisoned]
vmoens added a commit that referenced this pull request Sep 17, 2024
@vmoens
[Feature] RB compability with compile
34bf31f 
ghstack-source-id: d79df3dc9462e05c5d26ba8f2510796d8f245c37
Pull Request resolved: #2426
@vmoens
Update
0f1c06a 
[ghstack-poisoned]
vmoens added a commit that referenced this pull request Sep 17, 2024
@vmoens
[Feature] RB compability with compile
11b287e 
ghstack-source-id: 2f65c39e339ce808813ec977ce0121d6fb6057de
Pull Request resolved: #2426
@kurtamohler kurtamohler mentioned this pull request Oct 18, 2024
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