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[BugFix] Fix exploration in losses #1898

Merged
merged 1 commit into from
Feb 11, 2024
Merged

[BugFix] Fix exploration in losses #1898

merged 1 commit into from
Feb 11, 2024

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@vmoens vmoens commented Feb 11, 2024

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pytorch-bot bot commented Feb 11, 2024 •
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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/rl/1898

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

✅ You can merge normally! (3 Unrelated Failures)

As of commit 107e875 with merge base 2cfd9b6 (image):

FLAKY - The following jobs failed but were likely due to flakiness present on trunk:

This comment was automatically generated by Dr. CI and updates every 15 minutes.

@facebook-github-bot facebook-github-bot added the CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. label Feb 11, 2024
@vmoens vmoens added the bug Something isn't working label Feb 11, 2024
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 89. Improved: $\large\color{#35bf28}10$. Worsened: $\large\color{#d91a1a}3$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_single 0.1413s 67.9473ms 14.7173 Ops/s 15.3519 Ops/s $\color{#d91a1a}-4.13\%$
test_sync 52.6561ms 37.5277ms 26.6470 Ops/s 28.2904 Ops/s $\textbf{\color{#d91a1a}-5.81\%}$
test_async 65.0110ms 33.4904ms 29.8593 Ops/s 29.0470 Ops/s $\color{#35bf28}+2.80\%$
test_simple 0.5111s 0.4427s 2.2590 Ops/s 2.2018 Ops/s $\color{#35bf28}+2.60\%$
test_transformed 0.6824s 0.6095s 1.6407 Ops/s 1.5946 Ops/s $\color{#35bf28}+2.89\%$
test_serial 1.4835s 1.4154s 0.7065 Ops/s 0.6734 Ops/s $\color{#35bf28}+4.92\%$
test_parallel 1.4701s 1.3929s 0.7179 Ops/s 0.6990 Ops/s $\color{#35bf28}+2.70\%$
test_step_mdp_speed[True-True-True-True-True] 0.2031ms 21.3703μs 46.7939 KOps/s 47.0020 KOps/s $\color{#d91a1a}-0.44\%$
test_step_mdp_speed[True-True-True-True-False] 40.9860μs 13.0284μs 76.7553 KOps/s 76.1730 KOps/s $\color{#35bf28}+0.76\%$
test_step_mdp_speed[True-True-True-False-True] 65.0910μs 12.5876μs 79.4432 KOps/s 80.4584 KOps/s $\color{#d91a1a}-1.26\%$
test_step_mdp_speed[True-True-True-False-False] 30.9280μs 7.7114μs 129.6775 KOps/s 129.5513 KOps/s $\color{#35bf28}+0.10\%$
test_step_mdp_speed[True-True-False-True-True] 81.2120μs 22.8887μs 43.6897 KOps/s 44.3705 KOps/s $\color{#d91a1a}-1.53\%$
test_step_mdp_speed[True-True-False-True-False] 37.0400μs 14.4031μs 69.4297 KOps/s 69.9679 KOps/s $\color{#d91a1a}-0.77\%$
test_step_mdp_speed[True-True-False-False-True] 66.5240μs 13.8223μs 72.3471 KOps/s 74.1988 KOps/s $\color{#d91a1a}-2.50\%$
test_step_mdp_speed[True-True-False-False-False] 40.1850μs 8.9120μs 112.2080 KOps/s 112.4166 KOps/s $\color{#d91a1a}-0.19\%$
test_step_mdp_speed[True-False-True-True-True] 68.2270μs 24.2081μs 41.3086 KOps/s 41.9621 KOps/s $\color{#d91a1a}-1.56\%$
test_step_mdp_speed[True-False-True-True-False] 50.2030μs 15.7105μs 63.6518 KOps/s 63.3226 KOps/s $\color{#35bf28}+0.52\%$
test_step_mdp_speed[True-False-True-False-True] 56.0640μs 13.8817μs 72.0371 KOps/s 74.1026 KOps/s $\color{#d91a1a}-2.79\%$
test_step_mdp_speed[True-False-True-False-False] 34.9260μs 9.0208μs 110.8548 KOps/s 111.6259 KOps/s $\color{#d91a1a}-0.69\%$
test_step_mdp_speed[True-False-False-True-True] 0.1109ms 25.3481μs 39.4507 KOps/s 39.9162 KOps/s $\color{#d91a1a}-1.17\%$
test_step_mdp_speed[True-False-False-True-False] 62.3160μs 17.0403μs 58.6845 KOps/s 58.8203 KOps/s $\color{#d91a1a}-0.23\%$
test_step_mdp_speed[True-False-False-False-True] 36.9090μs 15.1220μs 66.1287 KOps/s 67.9927 KOps/s $\color{#d91a1a}-2.74\%$
test_step_mdp_speed[True-False-False-False-False] 0.1021ms 10.3957μs 96.1933 KOps/s 99.2145 KOps/s $\color{#d91a1a}-3.05\%$
test_step_mdp_speed[False-True-True-True-True] 61.1150μs 24.1778μs 41.3602 KOps/s 41.4250 KOps/s $\color{#d91a1a}-0.16\%$
test_step_mdp_speed[False-True-True-True-False] 77.6550μs 15.5884μs 64.1504 KOps/s 63.5477 KOps/s $\color{#35bf28}+0.95\%$
test_step_mdp_speed[False-True-True-False-True] 71.7540μs 15.9348μs 62.7555 KOps/s 62.6597 KOps/s $\color{#35bf28}+0.15\%$
test_step_mdp_speed[False-True-True-False-False] 60.7140μs 9.9716μs 100.2848 KOps/s 99.1684 KOps/s $\color{#35bf28}+1.13\%$
test_step_mdp_speed[False-True-False-True-True] 37.6100μs 25.4613μs 39.2753 KOps/s 39.5820 KOps/s $\color{#d91a1a}-0.77\%$
test_step_mdp_speed[False-True-False-True-False] 74.6700μs 16.8224μs 59.4444 KOps/s 59.0523 KOps/s $\color{#35bf28}+0.66\%$
test_step_mdp_speed[False-True-False-False-True] 68.9590μs 17.3399μs 57.6705 KOps/s 58.9308 KOps/s $\color{#d91a1a}-2.14\%$
test_step_mdp_speed[False-True-False-False-False] 73.4570μs 11.1805μs 89.4412 KOps/s 86.3863 KOps/s $\color{#35bf28}+3.54\%$
test_step_mdp_speed[False-False-True-True-True] 70.5010μs 26.5804μs 37.6216 KOps/s 37.9666 KOps/s $\color{#d91a1a}-0.91\%$
test_step_mdp_speed[False-False-True-True-False] 76.4820μs 18.1420μs 55.1206 KOps/s 54.5332 KOps/s $\color{#35bf28}+1.08\%$
test_step_mdp_speed[False-False-True-False-True] 42.5390μs 17.3189μs 57.7405 KOps/s 57.8689 KOps/s $\color{#d91a1a}-0.22\%$
test_step_mdp_speed[False-False-True-False-False] 0.1101ms 11.2185μs 89.1384 KOps/s 87.5479 KOps/s $\color{#35bf28}+1.82\%$
test_step_mdp_speed[False-False-False-True-True] 75.6080μs 27.5128μs 36.3468 KOps/s 36.4625 KOps/s $\color{#d91a1a}-0.32\%$
test_step_mdp_speed[False-False-False-True-False] 71.5340μs 18.9668μs 52.7236 KOps/s 52.2393 KOps/s $\color{#35bf28}+0.93\%$
test_step_mdp_speed[False-False-False-False-True] 45.2150μs 18.1873μs 54.9834 KOps/s 55.2599 KOps/s $\color{#d91a1a}-0.50\%$
test_step_mdp_speed[False-False-False-False-False] 35.7270μs 12.3199μs 81.1693 KOps/s 80.9134 KOps/s $\color{#35bf28}+0.32\%$
test_values[generalized_advantage_estimate-True-True] 12.1366ms 9.4525ms 105.7921 Ops/s 105.0923 Ops/s $\color{#35bf28}+0.67\%$
test_values[vec_generalized_advantage_estimate-True-True] 36.5673ms 33.4585ms 29.8878 Ops/s 28.0404 Ops/s $\textbf{\color{#35bf28}+6.59\%}$
test_values[td0_return_estimate-False-False] 0.2524ms 0.1851ms 5.4029 KOps/s 5.5880 KOps/s $\color{#d91a1a}-3.31\%$
test_values[td1_return_estimate-False-False] 23.9410ms 23.2186ms 43.0690 Ops/s 42.4699 Ops/s $\color{#35bf28}+1.41\%$
test_values[vec_td1_return_estimate-False-False] 35.5925ms 33.5225ms 29.8307 Ops/s 28.1193 Ops/s $\textbf{\color{#35bf28}+6.09\%}$
test_values[td_lambda_return_estimate-True-False] 37.0139ms 33.6246ms 29.7401 Ops/s 30.1105 Ops/s $\color{#d91a1a}-1.23\%$
test_values[vec_td_lambda_return_estimate-True-False] 35.3377ms 33.5888ms 29.7718 Ops/s 28.1375 Ops/s $\textbf{\color{#35bf28}+5.81\%}$
test_gae_speed[generalized_advantage_estimate-False-1-512] 8.1497ms 7.9795ms 125.3212 Ops/s 120.0107 Ops/s $\color{#35bf28}+4.43\%$
test_gae_speed[vec_generalized_advantage_estimate-True-1-512] 2.3804ms 2.0080ms 498.0115 Ops/s 529.5910 Ops/s $\textbf{\color{#d91a1a}-5.96\%}$
test_gae_speed[vec_generalized_advantage_estimate-False-1-512] 0.5742ms 0.3464ms 2.8869 KOps/s 2.8102 KOps/s $\color{#35bf28}+2.73\%$
test_gae_speed[vec_generalized_advantage_estimate-True-32-512] 42.1962ms 41.5399ms 24.0732 Ops/s 21.1898 Ops/s $\textbf{\color{#35bf28}+13.61\%}$
test_gae_speed[vec_generalized_advantage_estimate-False-32-512] 3.5934ms 3.0320ms 329.8145 Ops/s 325.6808 Ops/s $\color{#35bf28}+1.27\%$
test_dqn_speed 1.8605ms 1.3643ms 732.9833 Ops/s 718.6996 Ops/s $\color{#35bf28}+1.99\%$
test_ddpg_speed 3.9942ms 2.8586ms 349.8195 Ops/s 358.4081 Ops/s $\color{#d91a1a}-2.40\%$
test_sac_speed 11.9210ms 8.9596ms 111.6116 Ops/s 112.1395 Ops/s $\color{#d91a1a}-0.47\%$
test_redq_speed 17.4682ms 13.8697ms 72.0998 Ops/s 71.0920 Ops/s $\color{#35bf28}+1.42\%$
test_redq_deprec_speed 15.0641ms 14.4769ms 69.0754 Ops/s 67.3391 Ops/s $\color{#35bf28}+2.58\%$
test_td3_speed 9.8681ms 8.8267ms 113.2920 Ops/s 108.4744 Ops/s $\color{#35bf28}+4.44\%$
test_cql_speed 39.8579ms 37.4360ms 26.7122 Ops/s 26.5060 Ops/s $\color{#35bf28}+0.78\%$
test_a2c_speed 8.1414ms 7.6289ms 131.0807 Ops/s 127.6891 Ops/s $\color{#35bf28}+2.66\%$
test_ppo_speed 8.9556ms 7.8324ms 127.6752 Ops/s 125.3305 Ops/s $\color{#35bf28}+1.87\%$
test_reinforce_speed 8.0522ms 6.8175ms 146.6812 Ops/s 145.4443 Ops/s $\color{#35bf28}+0.85\%$
test_iql_speed 36.8346ms 33.4901ms 29.8596 Ops/s 29.5914 Ops/s $\color{#35bf28}+0.91\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 3.1562ms 2.8779ms 347.4773 Ops/s 330.7379 Ops/s $\textbf{\color{#35bf28}+5.06\%}$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 0.8278ms 0.5271ms 1.8971 KOps/s 1.8861 KOps/s $\color{#35bf28}+0.58\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.7467ms 0.4991ms 2.0037 KOps/s 1.9958 KOps/s $\color{#35bf28}+0.40\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 4.3230ms 2.9422ms 339.8841 Ops/s 333.2569 Ops/s $\color{#35bf28}+1.99\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.6297ms 0.5137ms 1.9466 KOps/s 1.9054 KOps/s $\color{#35bf28}+2.16\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.6522ms 0.4899ms 2.0413 KOps/s 1.9913 KOps/s $\color{#35bf28}+2.51\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 3.1465ms 2.9925ms 334.1673 Ops/s 317.4279 Ops/s $\textbf{\color{#35bf28}+5.27\%}$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 0.8438ms 0.6477ms 1.5440 KOps/s 1.5179 KOps/s $\color{#35bf28}+1.72\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.8774ms 0.6163ms 1.6226 KOps/s 1.5856 KOps/s $\color{#35bf28}+2.33\%$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 3.1879ms 2.8763ms 347.6724 Ops/s 320.5599 Ops/s $\textbf{\color{#35bf28}+8.46\%}$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 0.8539ms 0.5271ms 1.8971 KOps/s 1.8442 KOps/s $\color{#35bf28}+2.87\%$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.7760ms 0.4987ms 2.0053 KOps/s 1.9528 KOps/s $\color{#35bf28}+2.68\%$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 3.2463ms 2.9387ms 340.2828 Ops/s 316.4096 Ops/s $\textbf{\color{#35bf28}+7.55\%}$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.6362ms 0.5127ms 1.9506 KOps/s 1.8691 KOps/s $\color{#35bf28}+4.36\%$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.7117ms 0.4922ms 2.0319 KOps/s 1.9627 KOps/s $\color{#35bf28}+3.52\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 4.2567ms 2.9990ms 333.4428 Ops/s 307.5377 Ops/s $\textbf{\color{#35bf28}+8.42\%}$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 0.7727ms 0.6491ms 1.5406 KOps/s 1.5206 KOps/s $\color{#35bf28}+1.31\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.8272ms 0.6255ms 1.5988 KOps/s 1.5960 KOps/s $\color{#35bf28}+0.18\%$
test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] 0.1307s 9.1170ms 109.6858 Ops/s 112.7122 Ops/s $\color{#d91a1a}-2.69\%$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] 17.4715ms 13.7189ms 72.8924 Ops/s 71.1260 Ops/s $\color{#35bf28}+2.48\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] 6.2990ms 2.6589ms 376.0999 Ops/s 385.4751 Ops/s $\color{#d91a1a}-2.43\%$
test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] 0.1146s 10.6870ms 93.5712 Ops/s 114.4955 Ops/s $\textbf{\color{#d91a1a}-18.28\%}$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] 18.0012ms 13.8494ms 72.2054 Ops/s 61.3713 Ops/s $\textbf{\color{#35bf28}+17.65\%}$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] 3.7133ms 2.5348ms 394.5083 Ops/s 378.9099 Ops/s $\color{#35bf28}+4.12\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] 0.1151s 8.9918ms 111.2120 Ops/s 112.2667 Ops/s $\color{#d91a1a}-0.94\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] 16.9962ms 13.9754ms 71.5541 Ops/s 69.7735 Ops/s $\color{#35bf28}+2.55\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] 4.2217ms 2.8563ms 350.1075 Ops/s 355.5665 Ops/s $\color{#d91a1a}-1.54\%$

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$\color{#35bf28}\textsf{\Large✔\kern{0.2cm}\normalsize OK}$ Result of GPU Benchmark Tests

Total Benchmarks: 92. Improved: $\large\color{#35bf28}2$. Worsened: $\large\color{#d91a1a}0$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_single 0.1220s 0.1191s 8.3988 Ops/s 8.4871 Ops/s $\color{#d91a1a}-1.04\%$
test_sync 0.1716s 0.1028s 9.7315 Ops/s 9.7118 Ops/s $\color{#35bf28}+0.20\%$
test_async 0.2547s 92.0749ms 10.8607 Ops/s 10.9221 Ops/s $\color{#d91a1a}-0.56\%$
test_single_pixels 0.1434s 0.1429s 6.9994 Ops/s 7.3240 Ops/s $\color{#d91a1a}-4.43\%$
test_sync_pixels 83.3938ms 80.9820ms 12.3484 Ops/s 12.3094 Ops/s $\color{#35bf28}+0.32\%$
test_async_pixels 0.2024s 75.8110ms 13.1907 Ops/s 12.8617 Ops/s $\color{#35bf28}+2.56\%$
test_simple 0.9248s 0.8518s 1.1740 Ops/s 1.2032 Ops/s $\color{#d91a1a}-2.43\%$
test_transformed 1.1671s 1.0987s 0.9102 Ops/s 0.9299 Ops/s $\color{#d91a1a}-2.12\%$
test_serial 2.5579s 2.4822s 0.4029 Ops/s 0.4164 Ops/s $\color{#d91a1a}-3.26\%$
test_parallel 2.3045s 2.1311s 0.4692 Ops/s 0.4800 Ops/s $\color{#d91a1a}-2.23\%$
test_step_mdp_speed[True-True-True-True-True] 0.3445ms 32.7022μs 30.5790 KOps/s 30.9501 KOps/s $\color{#d91a1a}-1.20\%$
test_step_mdp_speed[True-True-True-True-False] 0.2035ms 19.9219μs 50.1961 KOps/s 51.6945 KOps/s $\color{#d91a1a}-2.90\%$
test_step_mdp_speed[True-True-True-False-True] 40.8800μs 18.9939μs 52.6485 KOps/s 54.0855 KOps/s $\color{#d91a1a}-2.66\%$
test_step_mdp_speed[True-True-True-False-False] 0.2206ms 11.4126μs 87.6228 KOps/s 89.7045 KOps/s $\color{#d91a1a}-2.32\%$
test_step_mdp_speed[True-True-False-True-True] 0.2402ms 35.0614μs 28.5214 KOps/s 29.0250 KOps/s $\color{#d91a1a}-1.74\%$
test_step_mdp_speed[True-True-False-True-False] 0.2180ms 22.0960μs 45.2571 KOps/s 46.9955 KOps/s $\color{#d91a1a}-3.70\%$
test_step_mdp_speed[True-True-False-False-True] 40.5500μs 20.9133μs 47.8164 KOps/s 49.3142 KOps/s $\color{#d91a1a}-3.04\%$
test_step_mdp_speed[True-True-False-False-False] 38.2910μs 13.2934μs 75.2255 KOps/s 76.7469 KOps/s $\color{#d91a1a}-1.98\%$
test_step_mdp_speed[True-False-True-True-True] 0.2461ms 37.3609μs 26.7659 KOps/s 27.4808 KOps/s $\color{#d91a1a}-2.60\%$
test_step_mdp_speed[True-False-True-True-False] 44.6300μs 23.9031μs 41.8355 KOps/s 43.3863 KOps/s $\color{#d91a1a}-3.57\%$
test_step_mdp_speed[True-False-True-False-True] 0.2206ms 20.8126μs 48.0478 KOps/s 49.6612 KOps/s $\color{#d91a1a}-3.25\%$
test_step_mdp_speed[True-False-True-False-False] 0.1999ms 13.2051μs 75.7286 KOps/s 76.4928 KOps/s $\color{#d91a1a}-1.00\%$
test_step_mdp_speed[True-False-False-True-True] 0.2363ms 38.9366μs 25.6828 KOps/s 26.4882 KOps/s $\color{#d91a1a}-3.04\%$
test_step_mdp_speed[True-False-False-True-False] 44.4910μs 25.6701μs 38.9558 KOps/s 39.4336 KOps/s $\color{#d91a1a}-1.21\%$
test_step_mdp_speed[True-False-False-False-True] 0.2097ms 22.6637μs 44.1234 KOps/s 45.8811 KOps/s $\color{#d91a1a}-3.83\%$
test_step_mdp_speed[True-False-False-False-False] 0.1983ms 15.0006μs 66.6640 KOps/s 67.1000 KOps/s $\color{#d91a1a}-0.65\%$
test_step_mdp_speed[False-True-True-True-True] 0.2278ms 36.9768μs 27.0440 KOps/s 27.8128 KOps/s $\color{#d91a1a}-2.76\%$
test_step_mdp_speed[False-True-True-True-False] 46.3810μs 23.6905μs 42.2110 KOps/s 43.1153 KOps/s $\color{#d91a1a}-2.10\%$
test_step_mdp_speed[False-True-True-False-True] 0.2408ms 24.9421μs 40.0929 KOps/s 41.9149 KOps/s $\color{#d91a1a}-4.35\%$
test_step_mdp_speed[False-True-True-False-False] 0.2092ms 15.1846μs 65.8563 KOps/s 67.9268 KOps/s $\color{#d91a1a}-3.05\%$
test_step_mdp_speed[False-True-False-True-True] 70.1910μs 38.8621μs 25.7320 KOps/s 26.2549 KOps/s $\color{#d91a1a}-1.99\%$
test_step_mdp_speed[False-True-False-True-False] 0.2373ms 26.0036μs 38.4563 KOps/s 39.5994 KOps/s $\color{#d91a1a}-2.89\%$
test_step_mdp_speed[False-True-False-False-True] 0.2407ms 26.3653μs 37.9286 KOps/s 39.1062 KOps/s $\color{#d91a1a}-3.01\%$
test_step_mdp_speed[False-True-False-False-False] 47.1500μs 17.0322μs 58.7125 KOps/s 60.2764 KOps/s $\color{#d91a1a}-2.59\%$
test_step_mdp_speed[False-False-True-True-True] 0.2540ms 40.8470μs 24.4816 KOps/s 25.2693 KOps/s $\color{#d91a1a}-3.12\%$
test_step_mdp_speed[False-False-True-True-False] 0.2229ms 27.7949μs 35.9779 KOps/s 37.2718 KOps/s $\color{#d91a1a}-3.47\%$
test_step_mdp_speed[False-False-True-False-True] 0.2170ms 26.3697μs 37.9223 KOps/s 38.7011 KOps/s $\color{#d91a1a}-2.01\%$
test_step_mdp_speed[False-False-True-False-False] 40.4600μs 16.9887μs 58.8627 KOps/s 60.9117 KOps/s $\color{#d91a1a}-3.36\%$
test_step_mdp_speed[False-False-False-True-True] 0.2410ms 42.2175μs 23.6868 KOps/s 24.5001 KOps/s $\color{#d91a1a}-3.32\%$
test_step_mdp_speed[False-False-False-True-False] 0.2540ms 29.5045μs 33.8931 KOps/s 34.8497 KOps/s $\color{#d91a1a}-2.74\%$
test_step_mdp_speed[False-False-False-False-True] 0.2301ms 28.0387μs 35.6649 KOps/s 36.6964 KOps/s $\color{#d91a1a}-2.81\%$
test_step_mdp_speed[False-False-False-False-False] 0.2072ms 18.5972μs 53.7714 KOps/s 54.4902 KOps/s $\color{#d91a1a}-1.32\%$
test_values[generalized_advantage_estimate-True-True] 25.1558ms 24.4674ms 40.8707 Ops/s 42.1100 Ops/s $\color{#d91a1a}-2.94\%$
test_values[vec_generalized_advantage_estimate-True-True] 88.9054ms 3.3438ms 299.0566 Ops/s 308.3832 Ops/s $\color{#d91a1a}-3.02\%$
test_values[td0_return_estimate-False-False] 0.1004ms 62.4579μs 16.0108 KOps/s 16.5428 KOps/s $\color{#d91a1a}-3.22\%$
test_values[td1_return_estimate-False-False] 56.9652ms 52.2007ms 19.1568 Ops/s 19.6225 Ops/s $\color{#d91a1a}-2.37\%$
test_values[vec_td1_return_estimate-False-False] 2.0859ms 1.7650ms 566.5786 Ops/s 570.5089 Ops/s $\color{#d91a1a}-0.69\%$
test_values[td_lambda_return_estimate-True-False] 83.7220ms 83.2368ms 12.0139 Ops/s 12.2381 Ops/s $\color{#d91a1a}-1.83\%$
test_values[vec_td_lambda_return_estimate-True-False] 3.9963ms 1.7989ms 555.9050 Ops/s 558.5684 Ops/s $\color{#d91a1a}-0.48\%$
test_gae_speed[generalized_advantage_estimate-False-1-512] 23.7822ms 23.3319ms 42.8597 Ops/s 43.8335 Ops/s $\color{#d91a1a}-2.22\%$
test_gae_speed[vec_generalized_advantage_estimate-True-1-512] 0.8984ms 0.7044ms 1.4197 KOps/s 1.4213 KOps/s $\color{#d91a1a}-0.12\%$
test_gae_speed[vec_generalized_advantage_estimate-False-1-512] 0.7209ms 0.6546ms 1.5277 KOps/s 1.5459 KOps/s $\color{#d91a1a}-1.17\%$
test_gae_speed[vec_generalized_advantage_estimate-True-32-512] 1.6012ms 1.4558ms 686.9130 Ops/s 691.6232 Ops/s $\color{#d91a1a}-0.68\%$
test_gae_speed[vec_generalized_advantage_estimate-False-32-512] 0.9486ms 0.6752ms 1.4809 KOps/s 1.5080 KOps/s $\color{#d91a1a}-1.80\%$
test_dqn_speed 8.0398ms 1.4647ms 682.7569 Ops/s 688.2164 Ops/s $\color{#d91a1a}-0.79\%$
test_ddpg_speed 4.6386ms 2.8967ms 345.2192 Ops/s 357.4223 Ops/s $\color{#d91a1a}-3.41\%$
test_sac_speed 9.3397ms 8.8188ms 113.3947 Ops/s 116.6904 Ops/s $\color{#d91a1a}-2.82\%$
test_redq_speed 11.6263ms 10.8295ms 92.3403 Ops/s 91.9025 Ops/s $\color{#35bf28}+0.48\%$
test_redq_deprec_speed 13.2042ms 12.3157ms 81.1970 Ops/s 84.7741 Ops/s $\color{#d91a1a}-4.22\%$
test_td3_speed 17.6260ms 8.9343ms 111.9288 Ops/s 113.8952 Ops/s $\color{#d91a1a}-1.73\%$
test_cql_speed 27.0829ms 25.9469ms 38.5402 Ops/s 37.8449 Ops/s $\color{#35bf28}+1.84\%$
test_a2c_speed 5.9837ms 5.2294ms 191.2273 Ops/s 181.6829 Ops/s $\textbf{\color{#35bf28}+5.25\%}$
test_ppo_speed 6.3894ms 5.4922ms 182.0774 Ops/s 174.7492 Ops/s $\color{#35bf28}+4.19\%$
test_reinforce_speed 6.1430ms 4.2650ms 234.4653 Ops/s 224.7197 Ops/s $\color{#35bf28}+4.34\%$
test_iql_speed 21.1694ms 19.5621ms 51.1193 Ops/s 49.9260 Ops/s $\color{#35bf28}+2.39\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 3.7855ms 3.5559ms 281.2201 Ops/s 283.4109 Ops/s $\color{#d91a1a}-0.77\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 0.7895ms 0.5906ms 1.6932 KOps/s 1.7091 KOps/s $\color{#d91a1a}-0.93\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.8275ms 0.5689ms 1.7578 KOps/s 1.7557 KOps/s $\color{#35bf28}+0.12\%$
test_rb_sample[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 3.8745ms 3.5918ms 278.4098 Ops/s 283.6886 Ops/s $\color{#d91a1a}-1.86\%$
test_rb_sample[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.8050ms 0.5672ms 1.7631 KOps/s 1.7346 KOps/s $\color{#35bf28}+1.65\%$
test_rb_sample[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.6822ms 0.5424ms 1.8435 KOps/s 1.7886 KOps/s $\color{#35bf28}+3.07\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 3.9309ms 3.7131ms 269.3203 Ops/s 271.6676 Ops/s $\color{#d91a1a}-0.86\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 1.0061ms 0.6951ms 1.4387 KOps/s 1.4017 KOps/s $\color{#35bf28}+2.64\%$
test_rb_sample[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.8110ms 0.6674ms 1.4983 KOps/s 1.4890 KOps/s $\color{#35bf28}+0.63\%$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-RandomSampler-4000] 3.7234ms 3.5571ms 281.1313 Ops/s 282.1640 Ops/s $\color{#d91a1a}-0.37\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-10000] 0.9016ms 0.5905ms 1.6936 KOps/s 1.7687 KOps/s $\color{#d91a1a}-4.25\%$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-10000] 0.8059ms 0.5651ms 1.7697 KOps/s 1.8308 KOps/s $\color{#d91a1a}-3.34\%$
test_rb_iterate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-4000] 3.9221ms 3.6007ms 277.7237 Ops/s 281.5873 Ops/s $\color{#d91a1a}-1.37\%$
test_rb_iterate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-10000] 0.9117ms 0.5831ms 1.7148 KOps/s 1.7247 KOps/s $\color{#d91a1a}-0.57\%$
test_rb_iterate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-10000] 0.7210ms 0.5605ms 1.7840 KOps/s 1.7745 KOps/s $\color{#35bf28}+0.54\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-ListStorage-None-4000] 3.9453ms 3.7395ms 267.4130 Ops/s 272.2990 Ops/s $\color{#d91a1a}-1.79\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-10000] 0.9682ms 0.7112ms 1.4061 KOps/s 1.3934 KOps/s $\color{#35bf28}+0.92\%$
test_rb_iterate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-10000] 0.9434ms 0.6949ms 1.4390 KOps/s 1.4396 KOps/s $\color{#d91a1a}-0.04\%$
test_rb_populate[TensorDictReplayBuffer-ListStorage-RandomSampler-400] 0.1236s 10.2655ms 97.4141 Ops/s 97.9701 Ops/s $\color{#d91a1a}-0.57\%$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-RandomSampler-400] 18.8967ms 16.4628ms 60.7428 Ops/s 61.5145 Ops/s $\color{#d91a1a}-1.25\%$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-RandomSampler-400] 7.2047ms 3.2320ms 309.4105 Ops/s 320.0474 Ops/s $\color{#d91a1a}-3.32\%$
test_rb_populate[TensorDictReplayBuffer-ListStorage-SamplerWithoutReplacement-400] 0.1162s 9.9776ms 100.2243 Ops/s 100.6688 Ops/s $\color{#d91a1a}-0.44\%$
test_rb_populate[TensorDictReplayBuffer-LazyMemmapStorage-SamplerWithoutReplacement-400] 18.7660ms 16.3905ms 61.0108 Ops/s 54.5046 Ops/s $\textbf{\color{#35bf28}+11.94\%}$
test_rb_populate[TensorDictReplayBuffer-LazyTensorStorage-SamplerWithoutReplacement-400] 7.3007ms 3.1594ms 316.5199 Ops/s 326.0892 Ops/s $\color{#d91a1a}-2.93\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-ListStorage-None-400] 0.1196s 10.3549ms 96.5730 Ops/s 98.1502 Ops/s $\color{#d91a1a}-1.61\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyMemmapStorage-None-400] 19.0120ms 16.6018ms 60.2345 Ops/s 60.3848 Ops/s $\color{#d91a1a}-0.25\%$
test_rb_populate[TensorDictPrioritizedReplayBuffer-LazyTensorStorage-None-400] 8.3218ms 3.4513ms 289.7424 Ops/s 296.0346 Ops/s $\color{#d91a1a}-2.13\%$

@vmoens vmoens merged commit 1bd5ec6 into main Feb 11, 2024
64 of 67 checks passed
@vmoens vmoens deleted the fix-loss-exploration branch February 27, 2024 00:47
vmoens added a commit that referenced this pull request Feb 28, 2024
@vmoens
[BugFix] Fix exploration in losses (#1898)
c75a7b7
@vmoens vmoens mentioned this pull request Feb 28, 2024
Closed
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