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[BugFix] Fix typo in weight assignment in PRB #2241

Merged
merged 1 commit into from
Jun 20, 2024
Merged

[BugFix] Fix typo in weight assignment in PRB #2241

merged 1 commit into from
Jun 20, 2024

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@vmoens vmoens commented Jun 20, 2024 •
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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/rl/2241

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

❗ 1 Active SEVs

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❌ 8 New Failures, 2 Unrelated Failures

As of commit 98c9869 with merge base 9b1ebb2 (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 Jun 20, 2024
@vmoens vmoens added the bug Something isn't working label Jun 20, 2024
@vmoens vmoens merged commit 1d729e8 into main Jun 20, 2024
37 of 47 checks passed
@vmoens vmoens deleted the fix-weight-prb branch June 20, 2024 16:33
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 91. Improved: $\large\color{#35bf28}2$. Worsened: $\large\color{#d91a1a}6$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_single 0.1096s 57.6220ms 17.3545 Ops/s 17.7822 Ops/s $\color{#d91a1a}-2.41\%$
test_sync 35.7560ms 30.4917ms 32.7958 Ops/s 32.9476 Ops/s $\color{#d91a1a}-0.46\%$
test_async 54.5722ms 27.8440ms 35.9143 Ops/s 34.7015 Ops/s $\color{#35bf28}+3.50\%$
test_simple 0.3737s 0.3714s 2.6925 Ops/s 2.6400 Ops/s $\color{#35bf28}+1.99\%$
test_transformed 0.5231s 0.5206s 1.9208 Ops/s 1.8807 Ops/s $\color{#35bf28}+2.13\%$
test_serial 1.3087s 1.2518s 0.7988 Ops/s 0.7823 Ops/s $\color{#35bf28}+2.11\%$
test_parallel 1.1334s 1.0694s 0.9351 Ops/s 0.9337 Ops/s $\color{#35bf28}+0.15\%$
test_step_mdp_speed[True-True-True-True-True] 0.1512ms 22.9554μs 43.5627 KOps/s 44.9673 KOps/s $\color{#d91a1a}-3.12\%$
test_step_mdp_speed[True-True-True-True-False] 44.1720μs 13.0594μs 76.5732 KOps/s 76.4908 KOps/s $\color{#35bf28}+0.11\%$
test_step_mdp_speed[True-True-True-False-True] 34.0630μs 13.1479μs 76.0577 KOps/s 76.8165 KOps/s $\color{#d91a1a}-0.99\%$
test_step_mdp_speed[True-True-True-False-False] 33.4420μs 7.6553μs 130.6287 KOps/s 129.1267 KOps/s $\color{#35bf28}+1.16\%$
test_step_mdp_speed[True-True-False-True-True] 55.2330μs 23.7453μs 42.1136 KOps/s 42.5508 KOps/s $\color{#d91a1a}-1.03\%$
test_step_mdp_speed[True-True-False-True-False] 37.0690μs 14.3389μs 69.7402 KOps/s 70.4638 KOps/s $\color{#d91a1a}-1.03\%$
test_step_mdp_speed[True-True-False-False-True] 49.6730μs 14.3665μs 69.6065 KOps/s 70.4076 KOps/s $\color{#d91a1a}-1.14\%$
test_step_mdp_speed[True-True-False-False-False] 27.1300μs 8.8777μs 112.6412 KOps/s 112.9021 KOps/s $\color{#d91a1a}-0.23\%$
test_step_mdp_speed[True-False-True-True-True] 57.5580μs 25.0740μs 39.8819 KOps/s 40.9309 KOps/s $\color{#d91a1a}-2.56\%$
test_step_mdp_speed[True-False-True-True-False] 48.9710μs 15.5907μs 64.1407 KOps/s 64.4602 KOps/s $\color{#d91a1a}-0.50\%$
test_step_mdp_speed[True-False-True-False-True] 46.0260μs 14.4293μs 69.3033 KOps/s 70.1842 KOps/s $\color{#d91a1a}-1.26\%$
test_step_mdp_speed[True-False-True-False-False] 26.9900μs 8.9246μs 112.0492 KOps/s 112.3416 KOps/s $\color{#d91a1a}-0.26\%$
test_step_mdp_speed[True-False-False-True-True] 78.7470μs 26.5526μs 37.6611 KOps/s 38.7602 KOps/s $\color{#d91a1a}-2.84\%$
test_step_mdp_speed[True-False-False-True-False] 46.3660μs 16.8618μs 59.3058 KOps/s 59.5883 KOps/s $\color{#d91a1a}-0.47\%$
test_step_mdp_speed[True-False-False-False-True] 47.4290μs 15.5064μs 64.4893 KOps/s 65.5827 KOps/s $\color{#d91a1a}-1.67\%$
test_step_mdp_speed[True-False-False-False-False] 33.6820μs 10.1700μs 98.3284 KOps/s 98.9431 KOps/s $\color{#d91a1a}-0.62\%$
test_step_mdp_speed[False-True-True-True-True] 56.1940μs 25.3154μs 39.5017 KOps/s 40.7859 KOps/s $\color{#d91a1a}-3.15\%$
test_step_mdp_speed[False-True-True-True-False] 42.5090μs 15.7502μs 63.4914 KOps/s 63.7212 KOps/s $\color{#d91a1a}-0.36\%$
test_step_mdp_speed[False-True-True-False-True] 36.5880μs 16.7325μs 59.7638 KOps/s 60.6006 KOps/s $\color{#d91a1a}-1.38\%$
test_step_mdp_speed[False-True-True-False-False] 33.3620μs 10.1509μs 98.5133 KOps/s 99.7196 KOps/s $\color{#d91a1a}-1.21\%$
test_step_mdp_speed[False-True-False-True-True] 57.1170μs 26.2098μs 38.1537 KOps/s 38.6331 KOps/s $\color{#d91a1a}-1.24\%$
test_step_mdp_speed[False-True-False-True-False] 44.8930μs 16.9150μs 59.1193 KOps/s 59.7443 KOps/s $\color{#d91a1a}-1.05\%$
test_step_mdp_speed[False-True-False-False-True] 57.2770μs 17.7833μs 56.2326 KOps/s 56.7780 KOps/s $\color{#d91a1a}-0.96\%$
test_step_mdp_speed[False-True-False-False-False] 40.6740μs 11.3034μs 88.4691 KOps/s 89.0631 KOps/s $\color{#d91a1a}-0.67\%$
test_step_mdp_speed[False-False-True-True-True] 68.5560μs 27.6601μs 36.1532 KOps/s 36.7346 KOps/s $\color{#d91a1a}-1.58\%$
test_step_mdp_speed[False-False-True-True-False] 45.3730μs 18.2791μs 54.7074 KOps/s 55.5825 KOps/s $\color{#d91a1a}-1.57\%$
test_step_mdp_speed[False-False-True-False-True] 51.1950μs 17.7689μs 56.2782 KOps/s 57.2464 KOps/s $\color{#d91a1a}-1.69\%$
test_step_mdp_speed[False-False-True-False-False] 44.7440μs 11.3508μs 88.0992 KOps/s 88.5829 KOps/s $\color{#d91a1a}-0.55\%$
test_step_mdp_speed[False-False-False-True-True] 41.2870μs 28.5912μs 34.9758 KOps/s 34.6318 KOps/s $\color{#35bf28}+0.99\%$
test_step_mdp_speed[False-False-False-True-False] 53.8300μs 19.2224μs 52.0225 KOps/s 52.1123 KOps/s $\color{#d91a1a}-0.17\%$
test_step_mdp_speed[False-False-False-False-True] 42.5690μs 18.7227μs 53.4111 KOps/s 54.7963 KOps/s $\color{#d91a1a}-2.53\%$
test_step_mdp_speed[False-False-False-False-False] 62.1160μs 12.4525μs 80.3049 KOps/s 80.9877 KOps/s $\color{#d91a1a}-0.84\%$
test_values[generalized_advantage_estimate-True-True] 14.1833ms 11.5151ms 86.8424 Ops/s 107.3906 Ops/s $\textbf{\color{#d91a1a}-19.13\%}$
test_values[vec_generalized_advantage_estimate-True-True] 47.3474ms 35.4567ms 28.2034 Ops/s 28.4435 Ops/s $\color{#d91a1a}-0.84\%$
test_values[td0_return_estimate-False-False] 0.2240ms 0.1684ms 5.9381 KOps/s 6.0558 KOps/s $\color{#d91a1a}-1.94\%$
test_values[td1_return_estimate-False-False] 35.2612ms 24.3505ms 41.0670 Ops/s 43.5728 Ops/s $\textbf{\color{#d91a1a}-5.75\%}$
test_values[vec_td1_return_estimate-False-False] 37.1439ms 35.2422ms 28.3751 Ops/s 28.3353 Ops/s $\color{#35bf28}+0.14\%$
test_values[td_lambda_return_estimate-True-False] 34.9684ms 34.6790ms 28.8359 Ops/s 30.1634 Ops/s $\color{#d91a1a}-4.40\%$
test_values[vec_td_lambda_return_estimate-True-False] 36.3784ms 35.1761ms 28.4284 Ops/s 28.3369 Ops/s $\color{#35bf28}+0.32\%$
test_gae_speed[generalized_advantage_estimate-False-1-512] 10.9587ms 8.5725ms 116.6517 Ops/s 121.9971 Ops/s $\color{#d91a1a}-4.38\%$
test_gae_speed[vec_generalized_advantage_estimate-True-1-512] 2.1983ms 1.9587ms 510.5420 Ops/s 523.6447 Ops/s $\color{#d91a1a}-2.50\%$
test_gae_speed[vec_generalized_advantage_estimate-False-1-512] 0.5764ms 0.3619ms 2.7635 KOps/s 2.8708 KOps/s $\color{#d91a1a}-3.74\%$
test_gae_speed[vec_generalized_advantage_estimate-True-32-512] 51.4793ms 46.1917ms 21.6489 Ops/s 22.5335 Ops/s $\color{#d91a1a}-3.93\%$
test_gae_speed[vec_generalized_advantage_estimate-False-32-512] 3.5374ms 3.0245ms 330.6374 Ops/s 331.9288 Ops/s $\color{#d91a1a}-0.39\%$
test_dqn_speed 6.9642ms 1.3580ms 736.4007 Ops/s 727.7495 Ops/s $\color{#35bf28}+1.19\%$
test_ddpg_speed 3.1862ms 2.8606ms 349.5718 Ops/s 346.6168 Ops/s $\color{#35bf28}+0.85\%$
test_sac_speed 9.9452ms 8.4369ms 118.5269 Ops/s 118.1959 Ops/s $\color{#35bf28}+0.28\%$
test_redq_speed 14.5866ms 13.5529ms 73.7852 Ops/s 73.8247 Ops/s $\color{#d91a1a}-0.05\%$
test_redq_deprec_speed 98.1315ms 14.8557ms 67.3142 Ops/s 73.9091 Ops/s $\textbf{\color{#d91a1a}-8.92\%}$
test_td3_speed 10.1937ms 8.4152ms 118.8322 Ops/s 118.0654 Ops/s $\color{#35bf28}+0.65\%$
test_cql_speed 42.5067ms 36.9949ms 27.0307 Ops/s 27.2906 Ops/s $\color{#d91a1a}-0.95\%$
test_a2c_speed 8.5547ms 7.4982ms 133.3647 Ops/s 133.6829 Ops/s $\color{#d91a1a}-0.24\%$
test_ppo_speed 8.7575ms 7.7551ms 128.9472 Ops/s 129.1948 Ops/s $\color{#d91a1a}-0.19\%$
test_reinforce_speed 7.8780ms 6.6385ms 150.6375 Ops/s 150.4552 Ops/s $\color{#35bf28}+0.12\%$
test_iql_speed 33.9324ms 32.9743ms 30.3266 Ops/s 30.2336 Ops/s $\color{#35bf28}+0.31\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 5.3292ms 3.4961ms 286.0333 Ops/s 284.9079 Ops/s $\color{#35bf28}+0.40\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 0.7465ms 0.4978ms 2.0090 KOps/s 2.0174 KOps/s $\color{#d91a1a}-0.42\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.7716ms 0.4746ms 2.1073 KOps/s 2.1052 KOps/s $\color{#35bf28}+0.10\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 4.5496ms 3.5103ms 284.8720 Ops/s 284.4200 Ops/s $\color{#35bf28}+0.16\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.7982ms 0.4886ms 2.0465 KOps/s 2.0403 KOps/s $\color{#35bf28}+0.31\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.7663ms 0.4705ms 2.1256 KOps/s 2.1183 KOps/s $\color{#35bf28}+0.34\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-sampler6-10000] 2.4459ms 1.7504ms 571.3142 Ops/s 584.6933 Ops/s $\color{#d91a1a}-2.29\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-sampler7-10000] 2.3086ms 1.6590ms 602.7775 Ops/s 611.4049 Ops/s $\color{#d91a1a}-1.41\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 4.1019ms 3.5991ms 277.8465 Ops/s 277.8646 Ops/s $-0.01\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 1.1886ms 0.6326ms 1.5807 KOps/s 1.3829 KOps/s $\textbf{\color{#35bf28}+14.30\%}$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 1.0657ms 0.6118ms 1.6345 KOps/s 1.6311 KOps/s $\color{#35bf28}+0.21\%$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 4.0578ms 3.4818ms 287.2100 Ops/s 283.7138 Ops/s $\color{#35bf28}+1.23\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 0.7616ms 0.5028ms 1.9890 KOps/s 1.9908 KOps/s $\color{#d91a1a}-0.09\%$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 3.5216ms 0.4798ms 2.0843 KOps/s 2.1064 KOps/s $\color{#d91a1a}-1.05\%$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 5.1973ms 3.5363ms 282.7800 Ops/s 279.0532 Ops/s $\color{#35bf28}+1.34\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.7612ms 0.5011ms 1.9956 KOps/s 1.9955 KOps/s $+0.00\%$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.6340ms 0.4701ms 2.1274 KOps/s 2.0949 KOps/s $\color{#35bf28}+1.55\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 5.4617ms 3.6292ms 275.5425 Ops/s 272.4072 Ops/s $\color{#35bf28}+1.15\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 1.2052ms 0.6353ms 1.5740 KOps/s 1.5876 KOps/s $\color{#d91a1a}-0.86\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.8755ms 0.6180ms 1.6182 KOps/s 1.6186 KOps/s $\color{#d91a1a}-0.02\%$
test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] 0.1193s 8.1196ms 123.1585 Ops/s 165.9817 Ops/s $\textbf{\color{#d91a1a}-25.80\%}$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] 15.6738ms 12.7972ms 78.1420 Ops/s 68.6709 Ops/s $\textbf{\color{#35bf28}+13.79\%}$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] 4.5423ms 1.1751ms 850.9827 Ops/s 952.8801 Ops/s $\textbf{\color{#d91a1a}-10.69\%}$
test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] 0.1075s 5.7666ms 173.4123 Ops/s 173.6895 Ops/s $\color{#d91a1a}-0.16\%$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] 15.7500ms 12.8272ms 77.9594 Ops/s 80.6650 Ops/s $\color{#d91a1a}-3.35\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] 3.5786ms 1.1071ms 903.2577 Ops/s 951.5607 Ops/s $\textbf{\color{#d91a1a}-5.08\%}$
test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] 0.1085s 5.9440ms 168.2375 Ops/s 168.6770 Ops/s $\color{#d91a1a}-0.26\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] 15.5264ms 12.9081ms 77.4707 Ops/s 79.7328 Ops/s $\color{#d91a1a}-2.84\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] 1.6660ms 1.2184ms 820.7628 Ops/s 806.4349 Ops/s $\color{#35bf28}+1.78\%$

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

Total Benchmarks: 94. Improved: $\large\color{#35bf28}4$. Worsened: $\large\color{#d91a1a}6$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_single 0.1174s 0.1171s 8.5369 Ops/s 8.5931 Ops/s $\color{#d91a1a}-0.65\%$
test_sync 0.1056s 0.1032s 9.6914 Ops/s 9.6655 Ops/s $\color{#35bf28}+0.27\%$
test_async 0.1957s 98.5080ms 10.1515 Ops/s 10.3562 Ops/s $\color{#d91a1a}-1.98\%$
test_single_pixels 0.1270s 0.1246s 8.0251 Ops/s 8.0804 Ops/s $\color{#d91a1a}-0.68\%$
test_sync_pixels 83.2901ms 79.3338ms 12.6050 Ops/s 12.4252 Ops/s $\color{#35bf28}+1.45\%$
test_async_pixels 0.1539s 66.5512ms 15.0260 Ops/s 15.2601 Ops/s $\color{#d91a1a}-1.53\%$
test_simple 0.8886s 0.8321s 1.2018 Ops/s 1.1810 Ops/s $\color{#35bf28}+1.76\%$
test_transformed 1.1365s 1.0802s 0.9257 Ops/s 0.9343 Ops/s $\color{#d91a1a}-0.91\%$
test_serial 2.5783s 2.5378s 0.3940 Ops/s 0.3855 Ops/s $\color{#35bf28}+2.23\%$
test_parallel 2.4771s 2.4354s 0.4106 Ops/s 0.4184 Ops/s $\color{#d91a1a}-1.86\%$
test_step_mdp_speed[True-True-True-True-True] 0.2305ms 32.2891μs 30.9702 KOps/s 31.7186 KOps/s $\color{#d91a1a}-2.36\%$
test_step_mdp_speed[True-True-True-True-False] 0.1523ms 18.6207μs 53.7036 KOps/s 53.4509 KOps/s $\color{#35bf28}+0.47\%$
test_step_mdp_speed[True-True-True-False-True] 0.1398ms 18.5857μs 53.8049 KOps/s 55.1575 KOps/s $\color{#d91a1a}-2.45\%$
test_step_mdp_speed[True-True-True-False-False] 41.8910μs 10.6788μs 93.6434 KOps/s 94.5134 KOps/s $\color{#d91a1a}-0.92\%$
test_step_mdp_speed[True-True-False-True-True] 60.5910μs 34.0581μs 29.3616 KOps/s 30.5720 KOps/s $\color{#d91a1a}-3.96\%$
test_step_mdp_speed[True-True-False-True-False] 46.2110μs 20.3081μs 49.2415 KOps/s 50.4283 KOps/s $\color{#d91a1a}-2.35\%$
test_step_mdp_speed[True-True-False-False-True] 0.2141ms 20.0746μs 49.8142 KOps/s 50.5338 KOps/s $\color{#d91a1a}-1.42\%$
test_step_mdp_speed[True-True-False-False-False] 0.2149ms 12.4630μs 80.2375 KOps/s 81.3574 KOps/s $\color{#d91a1a}-1.38\%$
test_step_mdp_speed[True-False-True-True-True] 67.3410μs 35.9226μs 27.8376 KOps/s 28.6326 KOps/s $\color{#d91a1a}-2.78\%$
test_step_mdp_speed[True-False-True-True-False] 0.2221ms 21.9800μs 45.4960 KOps/s 46.7881 KOps/s $\color{#d91a1a}-2.76\%$
test_step_mdp_speed[True-False-True-False-True] 0.2146ms 20.0974μs 49.7576 KOps/s 50.6391 KOps/s $\color{#d91a1a}-1.74\%$
test_step_mdp_speed[True-False-True-False-False] 0.1084ms 12.5661μs 79.5792 KOps/s 81.3098 KOps/s $\color{#d91a1a}-2.13\%$
test_step_mdp_speed[True-False-False-True-True] 86.9720μs 37.4393μs 26.7099 KOps/s 26.9074 KOps/s $\color{#d91a1a}-0.73\%$
test_step_mdp_speed[True-False-False-True-False] 52.3910μs 23.8525μs 41.9244 KOps/s 41.7069 KOps/s $\color{#35bf28}+0.52\%$
test_step_mdp_speed[True-False-False-False-True] 55.6310μs 21.8273μs 45.8142 KOps/s 46.8503 KOps/s $\color{#d91a1a}-2.21\%$
test_step_mdp_speed[True-False-False-False-False] 0.1461ms 14.2464μs 70.1934 KOps/s 70.7368 KOps/s $\color{#d91a1a}-0.77\%$
test_step_mdp_speed[False-True-True-True-True] 90.7020μs 36.2138μs 27.6138 KOps/s 27.9335 KOps/s $\color{#d91a1a}-1.14\%$
test_step_mdp_speed[False-True-True-True-False] 55.4110μs 22.2679μs 44.9077 KOps/s 44.8776 KOps/s $\color{#35bf28}+0.07\%$
test_step_mdp_speed[False-True-True-False-True] 49.1710μs 23.8602μs 41.9108 KOps/s 42.2896 KOps/s $\color{#d91a1a}-0.90\%$
test_step_mdp_speed[False-True-True-False-False] 0.1517ms 14.3244μs 69.8109 KOps/s 71.0407 KOps/s $\color{#d91a1a}-1.73\%$
test_step_mdp_speed[False-True-False-True-True] 71.7020μs 37.2127μs 26.8726 KOps/s 27.2732 KOps/s $\color{#d91a1a}-1.47\%$
test_step_mdp_speed[False-True-False-True-False] 59.7210μs 23.8468μs 41.9343 KOps/s 42.4037 KOps/s $\color{#d91a1a}-1.11\%$
test_step_mdp_speed[False-True-False-False-True] 56.3820μs 25.2417μs 39.6170 KOps/s 40.5222 KOps/s $\color{#d91a1a}-2.23\%$
test_step_mdp_speed[False-True-False-False-False] 42.7610μs 15.9527μs 62.6854 KOps/s 63.3811 KOps/s $\color{#d91a1a}-1.10\%$
test_step_mdp_speed[False-False-True-True-True] 70.5510μs 39.0072μs 25.6363 KOps/s 26.3240 KOps/s $\color{#d91a1a}-2.61\%$
test_step_mdp_speed[False-False-True-True-False] 62.7820μs 25.2422μs 39.6163 KOps/s 39.9991 KOps/s $\color{#d91a1a}-0.96\%$
test_step_mdp_speed[False-False-True-False-True] 52.6810μs 25.3010μs 39.5241 KOps/s 40.2559 KOps/s $\color{#d91a1a}-1.82\%$
test_step_mdp_speed[False-False-True-False-False] 43.1210μs 16.0338μs 62.3682 KOps/s 63.8437 KOps/s $\color{#d91a1a}-2.31\%$
test_step_mdp_speed[False-False-False-True-True] 68.0110μs 41.4909μs 24.1017 KOps/s 24.2152 KOps/s $\color{#d91a1a}-0.47\%$
test_step_mdp_speed[False-False-False-True-False] 0.1637ms 27.2512μs 36.6956 KOps/s 36.6610 KOps/s $\color{#35bf28}+0.09\%$
test_step_mdp_speed[False-False-False-False-True] 57.1410μs 26.5006μs 37.7350 KOps/s 38.1336 KOps/s $\color{#d91a1a}-1.05\%$
test_step_mdp_speed[False-False-False-False-False] 87.8420μs 17.6090μs 56.7890 KOps/s 57.7007 KOps/s $\color{#d91a1a}-1.58\%$
test_values[generalized_advantage_estimate-True-True] 28.7325ms 27.7257ms 36.0676 Ops/s 34.2221 Ops/s $\textbf{\color{#35bf28}+5.39\%}$
test_values[vec_generalized_advantage_estimate-True-True] 98.8086ms 2.9136ms 343.2127 Ops/s 342.0711 Ops/s $\color{#35bf28}+0.33\%$
test_values[td0_return_estimate-False-False] 0.1106ms 70.0563μs 14.2742 KOps/s 13.8970 KOps/s $\color{#35bf28}+2.71\%$
test_values[td1_return_estimate-False-False] 64.2604ms 60.7477ms 16.4615 Ops/s 15.8243 Ops/s $\color{#35bf28}+4.03\%$
test_values[vec_td1_return_estimate-False-False] 1.4007ms 1.1368ms 879.6514 Ops/s 872.6100 Ops/s $\color{#35bf28}+0.81\%$
test_values[td_lambda_return_estimate-True-False] 0.1018s 99.3754ms 10.0629 Ops/s 10.1380 Ops/s $\color{#d91a1a}-0.74\%$
test_values[vec_td_lambda_return_estimate-True-False] 1.3926ms 1.1303ms 884.6847 Ops/s 876.1722 Ops/s $\color{#35bf28}+0.97\%$
test_gae_speed[generalized_advantage_estimate-False-1-512] 28.0535ms 27.5798ms 36.2584 Ops/s 36.3147 Ops/s $\color{#d91a1a}-0.16\%$
test_gae_speed[vec_generalized_advantage_estimate-True-1-512] 1.0105ms 0.7771ms 1.2869 KOps/s 1.2791 KOps/s $\color{#35bf28}+0.61\%$
test_gae_speed[vec_generalized_advantage_estimate-False-1-512] 0.9440ms 0.7258ms 1.3779 KOps/s 1.3679 KOps/s $\color{#35bf28}+0.73\%$
test_gae_speed[vec_generalized_advantage_estimate-True-32-512] 1.7129ms 1.5148ms 660.1418 Ops/s 657.3908 Ops/s $\color{#35bf28}+0.42\%$
test_gae_speed[vec_generalized_advantage_estimate-False-32-512] 0.8952ms 0.7374ms 1.3560 KOps/s 1.3216 KOps/s $\color{#35bf28}+2.61\%$
test_dqn_speed 2.1959ms 1.5212ms 657.3743 Ops/s 682.8644 Ops/s $\color{#d91a1a}-3.73\%$
test_ddpg_speed 3.4450ms 3.0293ms 330.1132 Ops/s 332.2942 Ops/s $\color{#d91a1a}-0.66\%$
test_sac_speed 9.3670ms 8.7300ms 114.5470 Ops/s 117.2552 Ops/s $\color{#d91a1a}-2.31\%$
test_redq_speed 0.1015s 11.8445ms 84.4271 Ops/s 90.4854 Ops/s $\textbf{\color{#d91a1a}-6.70\%}$
test_redq_deprec_speed 12.1894ms 11.6948ms 85.5083 Ops/s 85.6446 Ops/s $\color{#d91a1a}-0.16\%$
test_td3_speed 9.4881ms 8.6695ms 115.3474 Ops/s 117.2001 Ops/s $\color{#d91a1a}-1.58\%$
test_cql_speed 29.4741ms 26.7245ms 37.4188 Ops/s 37.9916 Ops/s $\color{#d91a1a}-1.51\%$
test_a2c_speed 6.2021ms 5.8224ms 171.7504 Ops/s 177.6807 Ops/s $\color{#d91a1a}-3.34\%$
test_ppo_speed 6.4449ms 6.0939ms 164.0980 Ops/s 167.1344 Ops/s $\color{#d91a1a}-1.82\%$
test_reinforce_speed 4.9882ms 4.6271ms 216.1201 Ops/s 217.2341 Ops/s $\color{#d91a1a}-0.51\%$
test_iql_speed 20.6450ms 20.1430ms 49.6451 Ops/s 51.0678 Ops/s $\color{#d91a1a}-2.79\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 5.0474ms 4.6305ms 215.9590 Ops/s 212.7323 Ops/s $\color{#35bf28}+1.52\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 0.1021s 0.3894ms 2.5680 KOps/s 3.1513 KOps/s $\textbf{\color{#d91a1a}-18.51\%}$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.4858ms 0.2984ms 3.3507 KOps/s 3.3701 KOps/s $\color{#d91a1a}-0.57\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 5.0404ms 4.6198ms 216.4581 Ops/s 214.2293 Ops/s $\color{#35bf28}+1.04\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.5078ms 0.3227ms 3.0991 KOps/s 3.1736 KOps/s $\color{#d91a1a}-2.35\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.5089ms 0.3058ms 3.2705 KOps/s 3.3838 KOps/s $\color{#d91a1a}-3.35\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-sampler6-10000] 2.1124ms 1.7015ms 587.7202 Ops/s 617.6923 Ops/s $\color{#d91a1a}-4.85\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-sampler7-10000] 1.9322ms 1.5781ms 633.6631 Ops/s 658.3072 Ops/s $\color{#d91a1a}-3.74\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 5.1047ms 4.7939ms 208.5992 Ops/s 207.7116 Ops/s $\color{#35bf28}+0.43\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 0.9463ms 0.5643ms 1.7720 KOps/s 1.8005 KOps/s $\color{#d91a1a}-1.58\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.9689ms 0.5481ms 1.8243 KOps/s 2.0667 KOps/s $\textbf{\color{#d91a1a}-11.73\%}$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 4.9558ms 4.6590ms 214.6387 Ops/s 214.5014 Ops/s $\color{#35bf28}+0.06\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 1.2244ms 0.4272ms 2.3406 KOps/s 3.0560 KOps/s $\textbf{\color{#d91a1a}-23.41\%}$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.5265ms 0.2942ms 3.3990 KOps/s 3.3521 KOps/s $\color{#35bf28}+1.40\%$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 4.9844ms 4.6259ms 216.1726 Ops/s 214.7442 Ops/s $\color{#35bf28}+0.67\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.7206ms 0.3187ms 3.1373 KOps/s 3.0814 KOps/s $\color{#35bf28}+1.82\%$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 9.4858ms 0.3037ms 3.2930 KOps/s 3.3610 KOps/s $\color{#d91a1a}-2.02\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 5.0973ms 4.7994ms 208.3611 Ops/s 207.2956 Ops/s $\color{#35bf28}+0.51\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 0.7162ms 0.4728ms 2.1151 KOps/s 1.7964 KOps/s $\textbf{\color{#35bf28}+17.74\%}$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.8227ms 0.4473ms 2.2355 KOps/s 1.8286 KOps/s $\textbf{\color{#35bf28}+22.25\%}$
test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] 0.1502s 8.2560ms 121.1245 Ops/s 123.3842 Ops/s $\color{#d91a1a}-1.83\%$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] 22.0504ms 16.9874ms 58.8673 Ops/s 57.7941 Ops/s $\color{#35bf28}+1.86\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] 2.1420ms 0.9410ms 1.0627 KOps/s 1.0291 KOps/s $\color{#35bf28}+3.27\%$
test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] 0.1220s 10.0640ms 99.3642 Ops/s 126.7061 Ops/s $\textbf{\color{#d91a1a}-21.58\%}$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] 22.7527ms 17.4623ms 57.2661 Ops/s 57.2842 Ops/s $\color{#d91a1a}-0.03\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] 2.0293ms 0.9590ms 1.0428 KOps/s 1.0019 KOps/s $\color{#35bf28}+4.08\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] 0.1215s 7.8085ms 128.0656 Ops/s 96.4375 Ops/s $\textbf{\color{#35bf28}+32.80\%}$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] 22.3896ms 17.1844ms 58.1923 Ops/s 57.3999 Ops/s $\color{#35bf28}+1.38\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] 8.3926ms 1.2336ms 810.6468 Ops/s 899.2847 Ops/s $\textbf{\color{#d91a1a}-9.86\%}$

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