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[Feature] intersection for assert_close #1078

Merged
merged 1 commit into from
Nov 7, 2024
Merged

[Feature] intersection for assert_close #1078

merged 1 commit into from
Nov 7, 2024

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@vmoens vmoens commented Nov 7, 2024 •
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vmoens added a commit that referenced this pull request Nov 7, 2024
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[Feature] intersection for assert_close
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ghstack-source-id: 3ae83c4ef90a9377405aebbf1761ace1a39417b1
Pull Request resolved: #1078
@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 Nov 7, 2024
@vmoens vmoens merged commit 5cf207a into gh/vmoens/35/base Nov 7, 2024
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@vmoens vmoens deleted the gh/vmoens/35/head branch November 7, 2024 10:10
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 217. Improved: $\large\color{#35bf28}26$. Worsened: $\large\color{#d91a1a}11$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 70.4110μs 17.5104μs 57.1091 KOps/s 54.9051 KOps/s $\color{#35bf28}+4.01\%$
test_plain_set_stack_nested 50.6140μs 18.0212μs 55.4902 KOps/s 53.8576 KOps/s $\color{#35bf28}+3.03\%$
test_plain_set_nested_inplace 78.4760μs 19.5953μs 51.0326 KOps/s 48.1463 KOps/s $\textbf{\color{#35bf28}+5.99\%}$
test_plain_set_stack_nested_inplace 73.7370μs 19.6234μs 50.9595 KOps/s 47.7196 KOps/s $\textbf{\color{#35bf28}+6.79\%}$
test_items 49.1610μs 4.1597μs 240.4033 KOps/s 236.2977 KOps/s $\color{#35bf28}+1.74\%$
test_items_nested 0.8502ms 0.3425ms 2.9196 KOps/s 2.9349 KOps/s $\color{#d91a1a}-0.52\%$
test_items_nested_locked 0.7845ms 0.3405ms 2.9365 KOps/s 2.9746 KOps/s $\color{#d91a1a}-1.28\%$
test_items_nested_leaf 0.1237ms 71.4296μs 13.9998 KOps/s 13.9658 KOps/s $\color{#35bf28}+0.24\%$
test_items_stack_nested 0.9002ms 0.3467ms 2.8843 KOps/s 2.9031 KOps/s $\color{#d91a1a}-0.65\%$
test_items_stack_nested_leaf 0.1298ms 74.5357μs 13.4164 KOps/s 13.6018 KOps/s $\color{#d91a1a}-1.36\%$
test_items_stack_nested_locked 0.5376ms 0.3455ms 2.8941 KOps/s 2.9562 KOps/s $\color{#d91a1a}-2.10\%$
test_keys 29.3550μs 3.5095μs 284.9377 KOps/s 283.6602 KOps/s $\color{#35bf28}+0.45\%$
test_keys_nested 0.3700ms 0.1361ms 7.3469 KOps/s 7.4075 KOps/s $\color{#d91a1a}-0.82\%$
test_keys_nested_locked 0.7576ms 0.1422ms 7.0299 KOps/s 7.1087 KOps/s $\color{#d91a1a}-1.11\%$
test_keys_nested_leaf 0.2026ms 0.1174ms 8.5208 KOps/s 8.6013 KOps/s $\color{#d91a1a}-0.94\%$
test_keys_stack_nested 0.3800ms 0.1379ms 7.2529 KOps/s 7.4380 KOps/s $\color{#d91a1a}-2.49\%$
test_keys_stack_nested_leaf 0.3144ms 0.1171ms 8.5417 KOps/s 8.7365 KOps/s $\color{#d91a1a}-2.23\%$
test_keys_stack_nested_locked 0.3667ms 0.1420ms 7.0423 KOps/s 7.2505 KOps/s $\color{#d91a1a}-2.87\%$
test_values 9.0688μs 1.0416μs 960.0246 KOps/s 962.3016 KOps/s $\color{#d91a1a}-0.24\%$
test_values_nested 0.1318ms 55.1109μs 18.1452 KOps/s 18.2633 KOps/s $\color{#d91a1a}-0.65\%$
test_values_nested_locked 0.1382ms 55.5146μs 18.0133 KOps/s 18.3543 KOps/s $\color{#d91a1a}-1.86\%$
test_values_nested_leaf 0.1592ms 60.4533μs 16.5417 KOps/s 16.1056 KOps/s $\color{#35bf28}+2.71\%$
test_values_stack_nested 0.1052ms 57.3120μs 17.4484 KOps/s 17.7028 KOps/s $\color{#d91a1a}-1.44\%$
test_values_stack_nested_leaf 0.1606ms 61.1289μs 16.3589 KOps/s 16.5560 KOps/s $\color{#d91a1a}-1.19\%$
test_values_stack_nested_locked 0.1265ms 57.0562μs 17.5266 KOps/s 17.7721 KOps/s $\color{#d91a1a}-1.38\%$
test_membership 5.7077μs 0.7529μs 1.3282 MOps/s 1.1160 MOps/s $\textbf{\color{#35bf28}+19.01\%}$
test_membership_nested 50.0330μs 2.7493μs 363.7333 KOps/s 355.8650 KOps/s $\color{#35bf28}+2.21\%$
test_membership_nested_leaf 30.7570μs 2.7612μs 362.1580 KOps/s 353.0754 KOps/s $\color{#35bf28}+2.57\%$
test_membership_stacked_nested 52.1670μs 2.7366μs 365.4200 KOps/s 361.6743 KOps/s $\color{#35bf28}+1.04\%$
test_membership_stacked_nested_leaf 23.3930μs 2.7593μs 362.4045 KOps/s 351.7767 KOps/s $\color{#35bf28}+3.02\%$
test_membership_nested_last 35.3260μs 4.0835μs 244.8853 KOps/s 236.8240 KOps/s $\color{#35bf28}+3.40\%$
test_membership_nested_leaf_last 24.2050μs 4.1180μs 242.8381 KOps/s 240.1128 KOps/s $\color{#35bf28}+1.13\%$
test_membership_stacked_nested_last 50.9450μs 5.3109μs 188.2914 KOps/s 110.5211 KOps/s $\textbf{\color{#35bf28}+70.37\%}$
test_membership_stacked_nested_leaf_last 47.7290μs 5.1942μs 192.5232 KOps/s 114.9693 KOps/s $\textbf{\color{#35bf28}+67.46\%}$
test_nested_getleaf 67.1150μs 10.9019μs 91.7275 KOps/s 95.1180 KOps/s $\color{#d91a1a}-3.56\%$
test_nested_get 31.9890μs 10.3574μs 96.5495 KOps/s 95.9231 KOps/s $\color{#35bf28}+0.65\%$
test_stacked_getleaf 59.1590μs 10.5822μs 94.4981 KOps/s 92.8159 KOps/s $\color{#35bf28}+1.81\%$
test_stacked_get 53.8300μs 10.2575μs 97.4893 KOps/s 98.6343 KOps/s $\color{#d91a1a}-1.16\%$
test_nested_getitemleaf 39.0220μs 11.2187μs 89.1370 KOps/s 89.4148 KOps/s $\color{#d91a1a}-0.31\%$
test_nested_getitem 50.3340μs 10.5811μs 94.5085 KOps/s 96.1897 KOps/s $\color{#d91a1a}-1.75\%$
test_stacked_getitemleaf 58.0880μs 11.1532μs 89.6603 KOps/s 91.4272 KOps/s $\color{#d91a1a}-1.93\%$
test_stacked_getitem 31.4890μs 10.6092μs 94.2579 KOps/s 95.5274 KOps/s $\color{#d91a1a}-1.33\%$
test_lock_nested 1.5121ms 0.4505ms 2.2197 KOps/s 2.1924 KOps/s $\color{#35bf28}+1.25\%$
test_lock_stack_nested 0.6380ms 0.4176ms 2.3945 KOps/s 2.4219 KOps/s $\color{#d91a1a}-1.13\%$
test_unlock_nested 1.1954ms 0.3751ms 2.6659 KOps/s 2.6768 KOps/s $\color{#d91a1a}-0.41\%$
test_unlock_stack_nested 0.7782ms 0.3382ms 2.9565 KOps/s 3.0256 KOps/s $\color{#d91a1a}-2.29\%$
test_flatten_speed 0.2106ms 93.8246μs 10.6582 KOps/s 10.9495 KOps/s $\color{#d91a1a}-2.66\%$
test_unflatten_speed 0.5798ms 0.4825ms 2.0724 KOps/s 2.0840 KOps/s $\color{#d91a1a}-0.56\%$
test_common_ops 4.1376ms 0.8144ms 1.2278 KOps/s 1.2385 KOps/s $\color{#d91a1a}-0.86\%$
test_creation 29.6750μs 2.0946μs 477.4164 KOps/s 466.8326 KOps/s $\color{#35bf28}+2.27\%$
test_creation_empty 26.2090μs 10.3109μs 96.9852 KOps/s 78.6322 KOps/s $\textbf{\color{#35bf28}+23.34\%}$
test_creation_nested_1 48.6510μs 13.3103μs 75.1297 KOps/s 64.1273 KOps/s $\textbf{\color{#35bf28}+17.16\%}$
test_creation_nested_2 81.9020μs 17.3175μs 57.7449 KOps/s 50.2341 KOps/s $\textbf{\color{#35bf28}+14.95\%}$
test_clone 0.1772ms 13.3777μs 74.7515 KOps/s 76.1069 KOps/s $\color{#d91a1a}-1.78\%$
test_getitem[int] 1.6421ms 12.7236μs 78.5938 KOps/s 79.3115 KOps/s $\color{#d91a1a}-0.90\%$
test_getitem[slice_int] 0.1536ms 24.5222μs 40.7793 KOps/s 40.9137 KOps/s $\color{#d91a1a}-0.33\%$
test_getitem[range] 0.1781ms 50.7266μs 19.7135 KOps/s 20.5372 KOps/s $\color{#d91a1a}-4.01\%$
test_getitem[tuple] 0.1820ms 19.9066μs 50.2345 KOps/s 50.4832 KOps/s $\color{#d91a1a}-0.49\%$
test_getitem[list] 0.3923ms 46.1813μs 21.6538 KOps/s 22.9391 KOps/s $\textbf{\color{#d91a1a}-5.60\%}$
test_setitem_dim[int] 83.5260μs 26.2299μs 38.1244 KOps/s 38.0245 KOps/s $\color{#35bf28}+0.26\%$
test_setitem_dim[slice_int] 97.4610μs 51.8491μs 19.2867 KOps/s 19.0932 KOps/s $\color{#35bf28}+1.01\%$
test_setitem_dim[range] 0.1926ms 77.0951μs 12.9710 KOps/s 13.6525 KOps/s $\color{#d91a1a}-4.99\%$
test_setitem_dim[tuple] 76.6230μs 41.2797μs 24.2250 KOps/s 24.2898 KOps/s $\color{#d91a1a}-0.27\%$
test_setitem 0.2004ms 20.6001μs 48.5435 KOps/s 45.6964 KOps/s $\textbf{\color{#35bf28}+6.23\%}$
test_set 0.1885ms 20.1333μs 49.6690 KOps/s 47.2386 KOps/s $\textbf{\color{#35bf28}+5.14\%}$
test_set_shared 1.3740ms 0.1774ms 5.6384 KOps/s 5.6456 KOps/s $\color{#d91a1a}-0.13\%$
test_update 0.2024ms 22.4560μs 44.5315 KOps/s 39.5104 KOps/s $\textbf{\color{#35bf28}+12.71\%}$
test_update_nested 0.2447ms 32.8018μs 30.4862 KOps/s 28.9504 KOps/s $\textbf{\color{#35bf28}+5.30\%}$
test_update__nested 0.8406ms 33.8553μs 29.5375 KOps/s 31.0271 KOps/s $\color{#d91a1a}-4.80\%$
test_set_nested 0.2038ms 21.9433μs 45.5721 KOps/s 42.9382 KOps/s $\textbf{\color{#35bf28}+6.13\%}$
test_set_nested_new 0.2309ms 26.9773μs 37.0682 KOps/s 35.7726 KOps/s $\color{#35bf28}+3.62\%$
test_select 0.2773ms 42.7705μs 23.3806 KOps/s 22.7519 KOps/s $\color{#35bf28}+2.76\%$
test_select_nested 0.1300ms 60.1235μs 16.6324 KOps/s 16.0977 KOps/s $\color{#35bf28}+3.32\%$
test_exclude_nested 0.1650ms 74.4674μs 13.4287 KOps/s 13.0692 KOps/s $\color{#35bf28}+2.75\%$
test_empty[True] 0.4980ms 0.3532ms 2.8315 KOps/s 2.8113 KOps/s $\color{#35bf28}+0.72\%$
test_empty[False] 15.9022μs 1.2119μs 825.1188 KOps/s 815.0928 KOps/s $\color{#35bf28}+1.23\%$
test_unbind_speed 0.4650ms 0.2743ms 3.6462 KOps/s 3.7143 KOps/s $\color{#d91a1a}-1.83\%$
test_unbind_speed_stack0 0.4554ms 0.2618ms 3.8202 KOps/s 3.8733 KOps/s $\color{#d91a1a}-1.37\%$
test_unbind_speed_stack1 0.1168s 0.7472ms 1.3383 KOps/s 1.4299 KOps/s $\textbf{\color{#d91a1a}-6.40\%}$
test_split 0.1133s 1.7587ms 568.5958 Ops/s 566.9729 Ops/s $\color{#35bf28}+0.29\%$
test_chunk 0.1143s 1.7563ms 569.3739 Ops/s 563.0014 Ops/s $\color{#35bf28}+1.13\%$
test_consolidate_njt[False-None] 9.3864ms 8.7594ms 114.1626 Ops/s 120.8257 Ops/s $\textbf{\color{#d91a1a}-5.51\%}$
test_creation[device0] 3.3875ms 95.4549μs 10.4762 KOps/s 10.6706 KOps/s $\color{#d91a1a}-1.82\%$
test_creation_from_tensor 0.3212ms 95.3846μs 10.4839 KOps/s 10.2102 KOps/s $\color{#35bf28}+2.68\%$
test_add_one[memmap_tensor0] 0.5461ms 5.2387μs 190.8888 KOps/s 201.0165 KOps/s $\textbf{\color{#d91a1a}-5.04\%}$
test_contiguous[memmap_tensor0] 24.7660μs 0.5205μs 1.9213 MOps/s 1.9615 MOps/s $\color{#d91a1a}-2.05\%$
test_stack[memmap_tensor0] 73.2970μs 3.8045μs 262.8453 KOps/s 280.2827 KOps/s $\textbf{\color{#d91a1a}-6.22\%}$
test_memmaptd_index 1.1204ms 0.2446ms 4.0886 KOps/s 4.2188 KOps/s $\color{#d91a1a}-3.09\%$
test_memmaptd_index_astensor 0.8183ms 0.3243ms 3.0839 KOps/s 3.1511 KOps/s $\color{#d91a1a}-2.13\%$
test_memmaptd_index_op 1.0861ms 0.5955ms 1.6792 KOps/s 1.5944 KOps/s $\textbf{\color{#35bf28}+5.32\%}$
test_serialize_model 0.2333s 0.1420s 7.0443 Ops/s 8.4472 Ops/s $\textbf{\color{#d91a1a}-16.61\%}$
test_serialize_model_pickle 0.4432s 0.3936s 2.5405 Ops/s 2.5062 Ops/s $\color{#35bf28}+1.37\%$
test_serialize_weights 0.1235s 0.1177s 8.4979 Ops/s 8.7595 Ops/s $\color{#d91a1a}-2.99\%$
test_serialize_weights_returnearly 0.1858s 0.1621s 6.1686 Ops/s 6.4004 Ops/s $\color{#d91a1a}-3.62\%$
test_serialize_weights_pickle 0.5871s 0.4362s 2.2925 Ops/s 2.4549 Ops/s $\textbf{\color{#d91a1a}-6.61\%}$
test_serialize_weights_filesystem 0.1533s 0.1472s 6.7931 Ops/s 7.0814 Ops/s $\color{#d91a1a}-4.07\%$
test_serialize_model_filesystem 0.2630s 0.1642s 6.0911 Ops/s 6.4005 Ops/s $\color{#d91a1a}-4.83\%$
test_reshape_pytree 81.7920μs 26.9431μs 37.1153 KOps/s 34.6004 KOps/s $\textbf{\color{#35bf28}+7.27\%}$
test_reshape_td 86.0910μs 33.8448μs 29.5466 KOps/s 29.8931 KOps/s $\color{#d91a1a}-1.16\%$
test_view_pytree 86.4300μs 27.5423μs 36.3078 KOps/s 34.7735 KOps/s $\color{#35bf28}+4.41\%$
test_view_td 0.1012ms 38.5173μs 25.9624 KOps/s 26.0558 KOps/s $\color{#d91a1a}-0.36\%$
test_unbind_pytree 75.2900μs 30.3570μs 32.9414 KOps/s 33.4463 KOps/s $\color{#d91a1a}-1.51\%$
test_unbind_td 0.3661ms 39.6879μs 25.1966 KOps/s 25.6477 KOps/s $\color{#d91a1a}-1.76\%$
test_split_pytree 74.9790μs 30.4738μs 32.8151 KOps/s 33.1302 KOps/s $\color{#d91a1a}-0.95\%$
test_split_td 0.2315ms 44.7573μs 22.3427 KOps/s 22.3356 KOps/s $\color{#35bf28}+0.03\%$
test_add_pytree 0.1064ms 36.4779μs 27.4139 KOps/s 27.7740 KOps/s $\color{#d91a1a}-1.30\%$
test_add_td 0.1227ms 56.3619μs 17.7425 KOps/s 16.9446 KOps/s $\color{#35bf28}+4.71\%$
test_compile_add_one_nested[tensordict-compile] 0.1466ms 64.2046μs 15.5752 KOps/s 15.7887 KOps/s $\color{#d91a1a}-1.35\%$
test_compile_add_one_nested[tensordict-eager] 0.3938ms 0.1622ms 6.1637 KOps/s 6.2315 KOps/s $\color{#d91a1a}-1.09\%$
test_compile_add_one_nested[pytree-compile] 0.1418ms 48.2861μs 20.7099 KOps/s 21.7248 KOps/s $\color{#d91a1a}-4.67\%$
test_compile_add_one_nested[pytree-eager] 0.1991ms 0.1206ms 8.2944 KOps/s 8.3154 KOps/s $\color{#d91a1a}-0.25\%$
test_compile_copy_nested[tensordict-compile] 72.0850μs 26.0838μs 38.3380 KOps/s 38.8211 KOps/s $\color{#d91a1a}-1.24\%$
test_compile_copy_nested[tensordict-eager] 0.1110ms 53.4605μs 18.7054 KOps/s 17.9149 KOps/s $\color{#35bf28}+4.41\%$
test_compile_copy_nested[pytree-compile] 0.1424ms 79.8128μs 12.5293 KOps/s 12.3291 KOps/s $\color{#35bf28}+1.62\%$
test_compile_copy_nested[pytree-eager] 0.1376ms 68.4290μs 14.6137 KOps/s 14.5820 KOps/s $\color{#35bf28}+0.22\%$
test_compile_add_one_flat[tensordict-compile] 0.2041ms 0.1077ms 9.2889 KOps/s 9.2560 KOps/s $\color{#35bf28}+0.36\%$
test_compile_add_one_flat[tensordict-eager] 0.3903ms 0.2013ms 4.9676 KOps/s 5.0477 KOps/s $\color{#d91a1a}-1.59\%$
test_compile_add_one_flat[tensorclass-compile] 0.1103ms 47.2556μs 21.1615 KOps/s 21.1521 KOps/s $\color{#35bf28}+0.04\%$
test_compile_add_one_flat[tensorclass-eager] 0.5161ms 61.8962μs 16.1561 KOps/s 15.9525 KOps/s $\color{#35bf28}+1.28\%$
test_compile_add_one_flat[pytree-compile] 0.3903ms 0.1051ms 9.5174 KOps/s 9.6584 KOps/s $\color{#d91a1a}-1.46\%$
test_compile_add_one_flat[pytree-eager] 0.3456ms 0.2045ms 4.8907 KOps/s 4.8969 KOps/s $\color{#d91a1a}-0.13\%$
test_compile_add_self_flat[tensordict-eager] 0.4026ms 0.2106ms 4.7493 KOps/s 4.7422 KOps/s $\color{#35bf28}+0.15\%$
test_compile_add_self_flat[tensordict-compile] 0.1946ms 0.1099ms 9.0956 KOps/s 9.3980 KOps/s $\color{#d91a1a}-3.22\%$
test_compile_add_self_flat[tensorclass-eager] 1.5357ms 57.2895μs 17.4552 KOps/s 18.2919 KOps/s $\color{#d91a1a}-4.57\%$
test_compile_add_self_flat[tensorclass-compile] 97.7820μs 47.9541μs 20.8533 KOps/s 21.4146 KOps/s $\color{#d91a1a}-2.62\%$
test_compile_add_self_flat[pytree-eager] 0.3317ms 0.1652ms 6.0537 KOps/s 6.1924 KOps/s $\color{#d91a1a}-2.24\%$
test_compile_add_self_flat[pytree-compile] 0.1974ms 0.1052ms 9.5080 KOps/s 9.5415 KOps/s $\color{#d91a1a}-0.35\%$
test_compile_copy_flat[tensordict-compile] 0.1115ms 21.1873μs 47.1980 KOps/s 45.5611 KOps/s $\color{#35bf28}+3.59\%$
test_compile_copy_flat[tensordict-eager] 0.1367ms 58.9928μs 16.9512 KOps/s 17.0532 KOps/s $\color{#d91a1a}-0.60\%$
test_compile_copy_flat[pytree-compile] 0.2118ms 85.8567μs 11.6473 KOps/s 11.4893 KOps/s $\color{#35bf28}+1.38\%$
test_compile_copy_flat[pytree-eager] 0.1244ms 72.2520μs 13.8404 KOps/s 13.7860 KOps/s $\color{#35bf28}+0.40\%$
test_compile_assign_and_add[tensordict-compile] 0.3165ms 0.2147ms 4.6568 KOps/s 4.7762 KOps/s $\color{#d91a1a}-2.50\%$
test_compile_assign_and_add[tensordict-eager] 1.6401ms 1.3049ms 766.3520 Ops/s 767.0459 Ops/s $\color{#d91a1a}-0.09\%$
test_compile_assign_and_add[pytree-compile] 0.2914ms 0.2068ms 4.8353 KOps/s 4.8553 KOps/s $\color{#d91a1a}-0.41\%$
test_compile_assign_and_add[pytree-eager] 1.0134ms 0.7898ms 1.2661 KOps/s 1.2702 KOps/s $\color{#d91a1a}-0.33\%$
test_compile_assign_and_add_stack[compile] 0.8711ms 0.4748ms 2.1062 KOps/s 2.0697 KOps/s $\color{#35bf28}+1.77\%$
test_compile_assign_and_add_stack[eager] 3.4363ms 2.6891ms 371.8653 Ops/s 357.7998 Ops/s $\color{#35bf28}+3.93\%$
test_compile_indexing[tensor-tensordict-compile] 86.3910μs 37.5930μs 26.6007 KOps/s 27.3722 KOps/s $\color{#d91a1a}-2.82\%$
test_compile_indexing[tensor-tensordict-eager] 0.6073ms 34.2140μs 29.2278 KOps/s 29.6288 KOps/s $\color{#d91a1a}-1.35\%$
test_compile_indexing[tensor-tensorclass-compile] 94.3260μs 30.4124μs 32.8814 KOps/s 32.9412 KOps/s $\color{#d91a1a}-0.18\%$
test_compile_indexing[tensor-tensorclass-eager] 65.2420μs 24.1024μs 41.4896 KOps/s 37.0586 KOps/s $\textbf{\color{#35bf28}+11.96\%}$
test_compile_indexing[tensor-pytree-compile] 74.5890μs 30.9747μs 32.2844 KOps/s 31.4034 KOps/s $\color{#35bf28}+2.81\%$
test_compile_indexing[tensor-pytree-eager] 2.6155ms 24.1127μs 41.4720 KOps/s 41.0482 KOps/s $\color{#35bf28}+1.03\%$
test_compile_indexing[slice-tensordict-compile] 0.1082ms 53.4179μs 18.7203 KOps/s 19.1678 KOps/s $\color{#d91a1a}-2.33\%$
test_compile_indexing[slice-tensordict-eager] 0.4944ms 19.0725μs 52.4314 KOps/s 49.8983 KOps/s $\textbf{\color{#35bf28}+5.08\%}$
test_compile_indexing[slice-tensorclass-compile] 0.1240ms 45.2246μs 22.1118 KOps/s 22.3926 KOps/s $\color{#d91a1a}-1.25\%$
test_compile_indexing[slice-tensorclass-eager] 73.6870μs 18.9290μs 52.8291 KOps/s 50.8269 KOps/s $\color{#35bf28}+3.94\%$
test_compile_indexing[slice-pytree-compile] 0.1096ms 45.2803μs 22.0847 KOps/s 21.9144 KOps/s $\color{#35bf28}+0.78\%$
test_compile_indexing[slice-pytree-eager] 64.9910μs 18.9914μs 52.6555 KOps/s 50.9854 KOps/s $\color{#35bf28}+3.28\%$
test_compile_indexing[int-tensordict-compile] 0.1148ms 55.0539μs 18.1640 KOps/s 18.6566 KOps/s $\color{#d91a1a}-2.64\%$
test_compile_indexing[int-tensordict-eager] 1.0606ms 19.2592μs 51.9232 KOps/s 51.3887 KOps/s $\color{#35bf28}+1.04\%$
test_compile_indexing[int-tensorclass-compile] 0.1602ms 45.4149μs 22.0192 KOps/s 21.9463 KOps/s $\color{#35bf28}+0.33\%$
test_compile_indexing[int-tensorclass-eager] 63.8090μs 19.0408μs 52.5188 KOps/s 51.0800 KOps/s $\color{#35bf28}+2.82\%$
test_compile_indexing[int-pytree-compile] 0.1007ms 45.1155μs 22.1653 KOps/s 21.8955 KOps/s $\color{#35bf28}+1.23\%$
test_compile_indexing[int-pytree-eager] 80.1890μs 18.9749μs 52.7013 KOps/s 52.1701 KOps/s $\color{#35bf28}+1.02\%$
test_mod_add[eager] 75.4100μs 26.5404μs 37.6784 KOps/s 35.5643 KOps/s $\textbf{\color{#35bf28}+5.94\%}$
test_mod_add[compile] 97.5510μs 47.4627μs 21.0692 KOps/s 21.5414 KOps/s $\color{#d91a1a}-2.19\%$
test_mod_add[compile-overhead] 0.1083ms 46.0938μs 21.6949 KOps/s 21.2814 KOps/s $\color{#35bf28}+1.94\%$
test_mod_wrap[eager] 0.4438ms 0.2148ms 4.6561 KOps/s 4.3193 KOps/s $\textbf{\color{#35bf28}+7.80\%}$
test_mod_wrap[compile] 1.8285ms 0.2073ms 4.8247 KOps/s 4.7874 KOps/s $\color{#35bf28}+0.78\%$
test_mod_wrap[compile-overhead] 1.7710ms 0.2066ms 4.8406 KOps/s 4.8030 KOps/s $\color{#35bf28}+0.78\%$
test_mod_wrap_and_backward[eager] 15.5419ms 11.9981ms 83.3465 Ops/s 83.4327 Ops/s $\color{#d91a1a}-0.10\%$
test_mod_wrap_and_backward[compile] 20.0563ms 13.3668ms 74.8120 Ops/s 69.8325 Ops/s $\textbf{\color{#35bf28}+7.13\%}$
test_mod_wrap_and_backward[compile-overhead] 16.9536ms 13.3273ms 75.0341 Ops/s 71.5134 Ops/s $\color{#35bf28}+4.92\%$
test_seq_add[eager] 0.3169ms 92.2121μs 10.8446 KOps/s 10.1140 KOps/s $\textbf{\color{#35bf28}+7.22\%}$
test_seq_add[compile] 0.1515ms 61.7013μs 16.2071 KOps/s 16.3422 KOps/s $\color{#d91a1a}-0.83\%$
test_seq_add[compile-overhead] 0.1673ms 60.6011μs 16.5014 KOps/s 16.5142 KOps/s $\color{#d91a1a}-0.08\%$
test_seq_wrap[eager] 0.5965ms 0.3926ms 2.5473 KOps/s 2.4777 KOps/s $\color{#35bf28}+2.81\%$
test_seq_wrap[compile] 0.9703ms 0.2305ms 4.3389 KOps/s 4.2655 KOps/s $\color{#35bf28}+1.72\%$
test_seq_wrap[compile-overhead] 0.3503ms 0.2315ms 4.3200 KOps/s 4.2463 KOps/s $\color{#35bf28}+1.74\%$
test_func_call_runtime[False-eager] 0.9469ms 0.5520ms 1.8115 KOps/s 1.8236 KOps/s $\color{#d91a1a}-0.66\%$
test_func_call_runtime[False-compile] 0.5427ms 0.4403ms 2.2710 KOps/s 2.3132 KOps/s $\color{#d91a1a}-1.82\%$
test_func_call_runtime[False-compile-overhead] 1.0285ms 0.4430ms 2.2572 KOps/s 2.2968 KOps/s $\color{#d91a1a}-1.73\%$
test_func_call_runtime[True-eager] 0.8917ms 0.7712ms 1.2967 KOps/s 1.3258 KOps/s $\color{#d91a1a}-2.19\%$
test_func_call_runtime[True-compile] 0.9047ms 0.4770ms 2.0963 KOps/s 2.1158 KOps/s $\color{#d91a1a}-0.92\%$
test_func_call_runtime[True-compile-overhead] 0.5662ms 0.4714ms 2.1214 KOps/s 2.1040 KOps/s $\color{#35bf28}+0.83\%$
test_func_call_cm_runtime[False-eager] 0.7116ms 0.5446ms 1.8361 KOps/s 1.8545 KOps/s $\color{#d91a1a}-0.99\%$
test_func_call_cm_runtime[False-compile] 1.0945ms 0.4360ms 2.2938 KOps/s 2.3114 KOps/s $\color{#d91a1a}-0.76\%$
test_func_call_cm_runtime[False-compile-overhead] 0.5568ms 0.4379ms 2.2835 KOps/s 2.2700 KOps/s $\color{#35bf28}+0.60\%$
test_func_call_cm_runtime[True-eager] 1.1289ms 0.8941ms 1.1184 KOps/s 1.1169 KOps/s $\color{#35bf28}+0.14\%$
test_func_call_cm_runtime[True-compile] 0.5865ms 0.5028ms 1.9887 KOps/s 1.9869 KOps/s $\color{#35bf28}+0.09\%$
test_func_call_cm_runtime[True-compile-overhead] 0.6924ms 0.5014ms 1.9943 KOps/s 2.0148 KOps/s $\color{#d91a1a}-1.02\%$
test_vmap_func_call_cm_runtime[eager] 2.4051ms 1.8877ms 529.7358 Ops/s 524.4247 Ops/s $\color{#35bf28}+1.01\%$
test_vmap_func_call_cm_runtime[compile] 0.8919ms 0.5296ms 1.8882 KOps/s 1.8976 KOps/s $\color{#d91a1a}-0.50\%$
test_vmap_func_call_cm_runtime[compile-overhead] 1.2981ms 0.5282ms 1.8932 KOps/s 1.9056 KOps/s $\color{#d91a1a}-0.65\%$
test_distributed 0.3420ms 0.1275ms 7.8459 KOps/s 7.7003 KOps/s $\color{#35bf28}+1.89\%$
test_tdmodule 79.5970μs 17.8968μs 55.8758 KOps/s 49.0705 KOps/s $\textbf{\color{#35bf28}+13.87\%}$
test_tdmodule_dispatch 68.7780μs 35.9387μs 27.8252 KOps/s 25.4912 KOps/s $\textbf{\color{#35bf28}+9.16\%}$
test_tdseq 41.0270μs 21.3152μs 46.9149 KOps/s 42.3243 KOps/s $\textbf{\color{#35bf28}+10.85\%}$
test_tdseq_dispatch 64.4600μs 41.5470μs 24.0691 KOps/s 21.9119 KOps/s $\textbf{\color{#35bf28}+9.85\%}$
test_instantiation_functorch 1.7989ms 1.5425ms 648.2993 Ops/s 638.4870 Ops/s $\color{#35bf28}+1.54\%$
test_exec_functorch 0.4418ms 0.1814ms 5.5115 KOps/s 4.6966 KOps/s $\textbf{\color{#35bf28}+17.35\%}$
test_exec_functional_call 0.2758ms 0.1709ms 5.8518 KOps/s 5.6466 KOps/s $\color{#35bf28}+3.63\%$
test_exec_td_decorator 0.5465ms 0.2289ms 4.3695 KOps/s 4.3530 KOps/s $\color{#35bf28}+0.38\%$
test_vmap_mlp_speed_decorator[True-True] 1.1223ms 0.6412ms 1.5596 KOps/s 1.5563 KOps/s $\color{#35bf28}+0.21\%$
test_vmap_mlp_speed_decorator[True-False] 1.1928ms 0.6431ms 1.5551 KOps/s 1.5290 KOps/s $\color{#35bf28}+1.70\%$
test_vmap_mlp_speed_decorator[False-True] 0.7976ms 0.5289ms 1.8909 KOps/s 1.8914 KOps/s $\color{#d91a1a}-0.03\%$
test_vmap_mlp_speed_decorator[False-False] 0.7236ms 0.5270ms 1.8977 KOps/s 1.8634 KOps/s $\color{#35bf28}+1.84\%$
test_to_module_speed[True] 2.1068ms 1.3030ms 767.4419 Ops/s 778.9239 Ops/s $\color{#d91a1a}-1.47\%$
test_to_module_speed[False] 1.8611ms 1.2626ms 792.0377 Ops/s 795.0806 Ops/s $\color{#d91a1a}-0.38\%$
test_tc_init 0.1289ms 44.8888μs 22.2773 KOps/s 21.6130 KOps/s $\color{#35bf28}+3.07\%$
test_tc_init_nested 0.1885ms 90.8169μs 11.0112 KOps/s 10.7293 KOps/s $\color{#35bf28}+2.63\%$
test_tc_first_layer_tensor 29.7650μs 1.5228μs 656.6861 KOps/s 672.6572 KOps/s $\color{#d91a1a}-2.37\%$
test_tc_first_layer_nontensor 30.8780μs 4.6925μs 213.1039 KOps/s 211.4435 KOps/s $\color{#35bf28}+0.79\%$
test_tc_second_layer_tensor 43.1100μs 2.8274μs 353.6815 KOps/s 353.6848 KOps/s $-0.00\%$
test_tc_second_layer_nontensor 62.5270μs 6.0381μs 165.6150 KOps/s 162.3365 KOps/s $\color{#35bf28}+2.02\%$
test_unbind 0.2275s 13.2668ms 75.3759 Ops/s 79.2905 Ops/s $\color{#d91a1a}-4.94\%$
test_full_like 9.2420ms 8.1030ms 123.4110 Ops/s 138.2602 Ops/s $\textbf{\color{#d91a1a}-10.74\%}$
test_zeros_like 10.1242ms 6.6459ms 150.4681 Ops/s 352.7069 Ops/s $\textbf{\color{#d91a1a}-57.34\%}$
test_ones_like 10.2824ms 7.6406ms 130.8805 Ops/s 315.5730 Ops/s $\textbf{\color{#d91a1a}-58.53\%}$
test_clone 15.2007ms 9.3771ms 106.6424 Ops/s 198.1181 Ops/s $\textbf{\color{#d91a1a}-46.17\%}$
test_squeeze 59.8620μs 11.9897μs 83.4046 KOps/s 82.0893 KOps/s $\color{#35bf28}+1.60\%$
test_unsqueeze 0.3014ms 90.8841μs 11.0030 KOps/s 11.2200 KOps/s $\color{#d91a1a}-1.93\%$
test_split 0.3417ms 0.1878ms 5.3236 KOps/s 5.1849 KOps/s $\color{#35bf28}+2.67\%$
test_permute 0.3316ms 0.2173ms 4.6011 KOps/s 4.4835 KOps/s $\color{#35bf28}+2.62\%$
test_stack 26.3230ms 24.7907ms 40.3378 Ops/s 40.2489 Ops/s $\color{#35bf28}+0.22\%$
test_cat 29.1687ms 24.7041ms 40.4791 Ops/s 40.6100 Ops/s $\color{#d91a1a}-0.32\%$

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}36$. Worsened: $\large\color{#d91a1a}5$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 37.1300μs 10.1540μs 98.4838 KOps/s 82.6698 KOps/s $\textbf{\color{#35bf28}+19.13\%}$
test_plain_set_stack_nested 41.5800μs 10.3152μs 96.9443 KOps/s 83.5646 KOps/s $\textbf{\color{#35bf28}+16.01\%}$
test_plain_set_nested_inplace 48.9310μs 11.0838μs 90.2217 KOps/s 77.4517 KOps/s $\textbf{\color{#35bf28}+16.49\%}$
test_plain_set_stack_nested_inplace 42.9910μs 11.0678μs 90.3519 KOps/s 77.5510 KOps/s $\textbf{\color{#35bf28}+16.51\%}$
test_items 24.9000μs 2.8635μs 349.2275 KOps/s 343.4556 KOps/s $\color{#35bf28}+1.68\%$
test_items_nested 0.4510ms 0.3207ms 3.1185 KOps/s 3.1451 KOps/s $\color{#d91a1a}-0.85\%$
test_items_nested_locked 0.3808ms 0.3225ms 3.1012 KOps/s 3.1227 KOps/s $\color{#d91a1a}-0.69\%$
test_items_nested_leaf 85.6020μs 58.7426μs 17.0234 KOps/s 17.2771 KOps/s $\color{#d91a1a}-1.47\%$
test_items_stack_nested 0.3965ms 0.3219ms 3.1068 KOps/s 3.1168 KOps/s $\color{#d91a1a}-0.32\%$
test_items_stack_nested_leaf 92.4420μs 60.1867μs 16.6150 KOps/s 16.8368 KOps/s $\color{#d91a1a}-1.32\%$
test_items_stack_nested_locked 0.3779ms 0.3256ms 3.0716 KOps/s 3.1281 KOps/s $\color{#d91a1a}-1.81\%$
test_keys 26.2000μs 3.4676μs 288.3848 KOps/s 290.2968 KOps/s $\color{#d91a1a}-0.66\%$
test_keys_nested 0.1176ms 70.0270μs 14.2802 KOps/s 14.2248 KOps/s $\color{#35bf28}+0.39\%$
test_keys_nested_locked 0.7405ms 75.5559μs 13.2352 KOps/s 13.2188 KOps/s $\color{#35bf28}+0.12\%$
test_keys_nested_leaf 99.6120μs 61.3006μs 16.3131 KOps/s 16.2690 KOps/s $\color{#35bf28}+0.27\%$
test_keys_stack_nested 0.1134ms 71.0699μs 14.0707 KOps/s 14.0244 KOps/s $\color{#35bf28}+0.33\%$
test_keys_stack_nested_leaf 96.7220μs 62.0121μs 16.1259 KOps/s 16.0758 KOps/s $\color{#35bf28}+0.31\%$
test_keys_stack_nested_locked 0.1227ms 76.6528μs 13.0458 KOps/s 13.1293 KOps/s $\color{#d91a1a}-0.64\%$
test_values 6.2935μs 0.8451μs 1.1833 MOps/s 1.1646 MOps/s $\color{#35bf28}+1.60\%$
test_values_nested 61.5010μs 31.2146μs 32.0362 KOps/s 32.0366 KOps/s $-0.00\%$
test_values_nested_locked 62.3510μs 32.7966μs 30.4909 KOps/s 30.5560 KOps/s $\color{#d91a1a}-0.21\%$
test_values_nested_leaf 71.3010μs 33.5293μs 29.8247 KOps/s 29.7877 KOps/s $\color{#35bf28}+0.12\%$
test_values_stack_nested 77.5020μs 31.9632μs 31.2860 KOps/s 31.4777 KOps/s $\color{#d91a1a}-0.61\%$
test_values_stack_nested_leaf 66.4510μs 34.5583μs 28.9366 KOps/s 28.8912 KOps/s $\color{#35bf28}+0.16\%$
test_values_stack_nested_locked 56.4610μs 33.7518μs 29.6280 KOps/s 29.9184 KOps/s $\color{#d91a1a}-0.97\%$
test_membership 2.0345μs 0.5080μs 1.9684 MOps/s 1.9090 MOps/s $\color{#35bf28}+3.11\%$
test_membership_nested 16.8100μs 1.9138μs 522.5085 KOps/s 525.3668 KOps/s $\color{#d91a1a}-0.54\%$
test_membership_nested_leaf 13.6167μs 1.8755μs 533.1919 KOps/s 515.1189 KOps/s $\color{#35bf28}+3.51\%$
test_membership_stacked_nested 26.6410μs 2.0037μs 499.0777 KOps/s 510.1405 KOps/s $\color{#d91a1a}-2.17\%$
test_membership_stacked_nested_leaf 38.0110μs 1.9767μs 505.8899 KOps/s 507.8603 KOps/s $\color{#d91a1a}-0.39\%$
test_membership_nested_last 48.1210μs 2.8252μs 353.9510 KOps/s 354.8827 KOps/s $\color{#d91a1a}-0.26\%$
test_membership_nested_leaf_last 30.5910μs 2.8074μs 356.2017 KOps/s 353.1765 KOps/s $\color{#35bf28}+0.86\%$
test_membership_stacked_nested_last 25.2110μs 2.8360μs 352.6042 KOps/s 355.0950 KOps/s $\color{#d91a1a}-0.70\%$
test_membership_stacked_nested_leaf_last 32.0110μs 2.8324μs 353.0626 KOps/s 358.2391 KOps/s $\color{#d91a1a}-1.44\%$
test_nested_getleaf 38.8410μs 6.0235μs 166.0168 KOps/s 168.2635 KOps/s $\color{#d91a1a}-1.34\%$
test_nested_get 35.6100μs 5.7137μs 175.0191 KOps/s 176.6083 KOps/s $\color{#d91a1a}-0.90\%$
test_stacked_getleaf 53.0610μs 6.0254μs 165.9649 KOps/s 166.8888 KOps/s $\color{#d91a1a}-0.55\%$
test_stacked_get 29.6810μs 5.7180μs 174.8878 KOps/s 174.7048 KOps/s $\color{#35bf28}+0.10\%$
test_nested_getitemleaf 54.9310μs 6.0895μs 164.2161 KOps/s 164.3046 KOps/s $\color{#d91a1a}-0.05\%$
test_nested_getitem 36.5500μs 5.7808μs 172.9870 KOps/s 172.7248 KOps/s $\color{#35bf28}+0.15\%$
test_stacked_getitemleaf 30.8210μs 6.0852μs 164.3343 KOps/s 163.8908 KOps/s $\color{#35bf28}+0.27\%$
test_stacked_getitem 31.9200μs 5.7687μs 173.3498 KOps/s 173.8754 KOps/s $\color{#d91a1a}-0.30\%$
test_lock_nested 0.7240ms 0.3652ms 2.7380 KOps/s 2.7185 KOps/s $\color{#35bf28}+0.72\%$
test_lock_stack_nested 0.4087ms 0.3377ms 2.9609 KOps/s 2.9897 KOps/s $\color{#d91a1a}-0.96\%$
test_unlock_nested 0.6183ms 0.3067ms 3.2610 KOps/s 3.2708 KOps/s $\color{#d91a1a}-0.30\%$
test_unlock_stack_nested 0.3320ms 0.2767ms 3.6140 KOps/s 3.6656 KOps/s $\color{#d91a1a}-1.41\%$
test_flatten_speed 94.7010μs 72.2409μs 13.8426 KOps/s 13.9028 KOps/s $\color{#d91a1a}-0.43\%$
test_unflatten_speed 0.3447ms 0.2883ms 3.4690 KOps/s 3.4622 KOps/s $\color{#35bf28}+0.20\%$
test_common_ops 1.4889ms 0.5495ms 1.8197 KOps/s 1.5870 KOps/s $\textbf{\color{#35bf28}+14.66\%}$
test_creation 97.1220μs 1.4983μs 667.4240 KOps/s 674.7508 KOps/s $\color{#d91a1a}-1.09\%$
test_creation_empty 54.8810μs 6.6389μs 150.6279 KOps/s 98.2875 KOps/s $\textbf{\color{#35bf28}+53.25\%}$
test_creation_nested_1 32.9200μs 8.1066μs 123.3560 KOps/s 83.6683 KOps/s $\textbf{\color{#35bf28}+47.43\%}$
test_creation_nested_2 41.5300μs 10.6307μs 94.0674 KOps/s 70.1945 KOps/s $\textbf{\color{#35bf28}+34.01\%}$
test_clone 88.7010μs 9.4995μs 105.2691 KOps/s 96.8553 KOps/s $\textbf{\color{#35bf28}+8.69\%}$
test_getitem[int] 1.8014ms 10.4867μs 95.3587 KOps/s 93.5972 KOps/s $\color{#35bf28}+1.88\%$
test_getitem[slice_int] 0.1095ms 21.6504μs 46.1885 KOps/s 46.7051 KOps/s $\color{#d91a1a}-1.11\%$
test_getitem[range] 0.1357ms 37.2853μs 26.8202 KOps/s 27.4749 KOps/s $\color{#d91a1a}-2.38\%$
test_getitem[tuple] 0.1118ms 17.7983μs 56.1852 KOps/s 55.1522 KOps/s $\color{#35bf28}+1.87\%$
test_getitem[list] 0.2656ms 32.0100μs 31.2402 KOps/s 30.7690 KOps/s $\color{#35bf28}+1.53\%$
test_setitem_dim[int] 36.4700μs 17.4493μs 57.3088 KOps/s 53.1021 KOps/s $\textbf{\color{#35bf28}+7.92\%}$
test_setitem_dim[slice_int] 73.4810μs 38.8271μs 25.7552 KOps/s 26.1031 KOps/s $\color{#d91a1a}-1.33\%$
test_setitem_dim[range] 85.4920μs 52.5906μs 19.0148 KOps/s 19.3731 KOps/s $\color{#d91a1a}-1.85\%$
test_setitem_dim[tuple] 51.8410μs 30.2823μs 33.0226 KOps/s 31.5778 KOps/s $\color{#35bf28}+4.58\%$
test_setitem 95.7020μs 13.2720μs 75.3463 KOps/s 62.2823 KOps/s $\textbf{\color{#35bf28}+20.98\%}$
test_set 93.3610μs 12.9009μs 77.5141 KOps/s 63.9527 KOps/s $\textbf{\color{#35bf28}+21.21\%}$
test_set_shared 1.4942ms 0.1462ms 6.8414 KOps/s 6.7944 KOps/s $\color{#35bf28}+0.69\%$
test_update 0.5450ms 15.0275μs 66.5448 KOps/s 50.9896 KOps/s $\textbf{\color{#35bf28}+30.51\%}$
test_update_nested 0.1066ms 19.7470μs 50.6407 KOps/s 41.1250 KOps/s $\textbf{\color{#35bf28}+23.14\%}$
test_update__nested 1.1549ms 22.7880μs 43.8827 KOps/s 40.7182 KOps/s $\textbf{\color{#35bf28}+7.77\%}$
test_set_nested 85.9820μs 14.1755μs 70.5442 KOps/s 58.8379 KOps/s $\textbf{\color{#35bf28}+19.90\%}$
test_set_nested_new 95.4510μs 16.5061μs 60.5836 KOps/s 51.9305 KOps/s $\textbf{\color{#35bf28}+16.66\%}$
test_select 0.1061ms 27.2825μs 36.6535 KOps/s 33.1195 KOps/s $\textbf{\color{#35bf28}+10.67\%}$
test_select_nested 0.1196ms 42.0928μs 23.7570 KOps/s 23.9031 KOps/s $\color{#d91a1a}-0.61\%$
test_exclude_nested 95.6620μs 59.8920μs 16.6967 KOps/s 16.7785 KOps/s $\color{#d91a1a}-0.49\%$
test_empty[True] 1.0404ms 0.2558ms 3.9091 KOps/s 3.9341 KOps/s $\color{#d91a1a}-0.63\%$
test_empty[False] 3.8981μs 0.7414μs 1.3488 MOps/s 1.3226 MOps/s $\color{#35bf28}+1.98\%$
test_to 84.4910μs 54.0794μs 18.4913 KOps/s 17.9370 KOps/s $\color{#35bf28}+3.09\%$
test_to_nonblocking 93.8720μs 45.5589μs 21.9496 KOps/s 21.9437 KOps/s $\color{#35bf28}+0.03\%$
test_unbind_speed 0.9401ms 0.2296ms 4.3554 KOps/s 4.2813 KOps/s $\color{#35bf28}+1.73\%$
test_unbind_speed_stack0 0.2943ms 0.2302ms 4.3437 KOps/s 4.2951 KOps/s $\color{#35bf28}+1.13\%$
test_unbind_speed_stack1 93.8058ms 0.6508ms 1.5366 KOps/s 1.5246 KOps/s $\color{#35bf28}+0.79\%$
test_split 95.3257ms 1.6632ms 601.2618 Ops/s 600.2201 Ops/s $\color{#35bf28}+0.17\%$
test_chunk 95.3769ms 1.6853ms 593.3770 Ops/s 594.6535 Ops/s $\color{#d91a1a}-0.21\%$
test_consolidate[False-None] 97.8973ms 2.8971ms 345.1685 Ops/s 339.4132 Ops/s $\color{#35bf28}+1.70\%$
test_consolidate[default-None] 1.7535ms 1.6279ms 614.2922 Ops/s 616.4519 Ops/s $\color{#d91a1a}-0.35\%$
test_consolidate[reduce-overhead-None] 1.7815ms 1.6680ms 599.5164 Ops/s 603.1582 Ops/s $\color{#d91a1a}-0.60\%$
test_consolidate_njt[False-None] 6.7728ms 6.6280ms 150.8759 Ops/s 151.2445 Ops/s $\color{#d91a1a}-0.24\%$
test_to[False-False-None] 1.7594ms 1.6646ms 600.7350 Ops/s 597.9667 Ops/s $\color{#35bf28}+0.46\%$
test_to[True-False-None] 1.5971ms 1.2957ms 771.7695 Ops/s 757.3622 Ops/s $\color{#35bf28}+1.90\%$
test_to[within-False-None] 4.4048ms 4.1000ms 243.9047 Ops/s 247.5184 Ops/s $\color{#d91a1a}-1.46\%$
test_to[True-default-None] 5.2470ms 4.9655ms 201.3911 Ops/s 190.0147 Ops/s $\textbf{\color{#35bf28}+5.99\%}$
test_to_njt[False-False-None] 7.0795ms 6.9390ms 144.1134 Ops/s 144.9614 Ops/s $\color{#d91a1a}-0.58\%$
test_to_njt[True-False-None] 5.6519ms 5.5272ms 180.9222 Ops/s 184.3105 Ops/s $\color{#d91a1a}-1.84\%$
test_to_njt[within-False-None] 12.3351ms 12.1874ms 82.0521 Ops/s 83.3147 Ops/s $\color{#d91a1a}-1.52\%$
test_creation[device0] 0.5350ms 78.6010μs 12.7225 KOps/s 12.7221 KOps/s $+0.00\%$
test_creation_from_tensor 0.6241ms 82.3343μs 12.1456 KOps/s 12.0314 KOps/s $\color{#35bf28}+0.95\%$
test_add_one[memmap_tensor0] 0.2292ms 6.4518μs 154.9951 KOps/s 153.1174 KOps/s $\color{#35bf28}+1.23\%$
test_contiguous[memmap_tensor0] 1.9780μs 0.4402μs 2.2716 MOps/s 2.2627 MOps/s $\color{#35bf28}+0.39\%$
test_stack[memmap_tensor0] 36.3500μs 4.4547μs 224.4828 KOps/s 224.6867 KOps/s $\color{#d91a1a}-0.09\%$
test_memmaptd_index 2.3179ms 0.2506ms 3.9910 KOps/s 3.9761 KOps/s $\color{#35bf28}+0.37\%$
test_memmaptd_index_astensor 0.5678ms 0.3086ms 3.2401 KOps/s 3.2515 KOps/s $\color{#d91a1a}-0.35\%$
test_memmaptd_index_op 0.9763ms 0.5547ms 1.8027 KOps/s 1.6278 KOps/s $\textbf{\color{#35bf28}+10.75\%}$
test_serialize_model 0.1309s 0.1302s 7.6784 Ops/s 7.6538 Ops/s $\color{#35bf28}+0.32\%$
test_serialize_model_pickle 1.3493s 1.2149s 0.8231 Ops/s 0.8169 Ops/s $\color{#35bf28}+0.76\%$
test_serialize_weights 0.4544s 0.1763s 5.6736 Ops/s 7.7178 Ops/s $\textbf{\color{#d91a1a}-26.49\%}$
test_serialize_weights_returnearly 0.3487s 52.6934ms 18.9777 Ops/s 13.9779 Ops/s $\textbf{\color{#35bf28}+35.77\%}$
test_serialize_weights_pickle 1.3800s 1.2185s 0.8207 Ops/s 0.8140 Ops/s $\color{#35bf28}+0.82\%$
test_reshape_pytree 56.7110μs 22.3069μs 44.8292 KOps/s 43.2765 KOps/s $\color{#35bf28}+3.59\%$
test_reshape_td 53.2410μs 26.2464μs 38.1005 KOps/s 36.2379 KOps/s $\textbf{\color{#35bf28}+5.14\%}$
test_view_pytree 54.4510μs 22.2482μs 44.9474 KOps/s 43.8982 KOps/s $\color{#35bf28}+2.39\%$
test_view_td 66.8710μs 29.3839μs 34.0322 KOps/s 31.1152 KOps/s $\textbf{\color{#35bf28}+9.37\%}$
test_unbind_pytree 58.5500μs 28.1056μs 35.5801 KOps/s 35.7272 KOps/s $\color{#d91a1a}-0.41\%$
test_unbind_td 0.9231ms 35.0534μs 28.5279 KOps/s 27.9881 KOps/s $\color{#35bf28}+1.93\%$
test_split_pytree 60.8710μs 30.3566μs 32.9418 KOps/s 32.3344 KOps/s $\color{#35bf28}+1.88\%$
test_split_td 1.1677ms 40.2031μs 24.8737 KOps/s 24.1434 KOps/s $\color{#35bf28}+3.02\%$
test_add_pytree 72.6310μs 33.3765μs 29.9612 KOps/s 29.6214 KOps/s $\color{#35bf28}+1.15\%$
test_add_td 80.5710μs 44.0590μs 22.6969 KOps/s 20.1705 KOps/s $\textbf{\color{#35bf28}+12.52\%}$
test_compile_add_one_nested[tensordict-compile] 0.1728ms 0.1177ms 8.4956 KOps/s 8.2172 KOps/s $\color{#35bf28}+3.39\%$
test_compile_add_one_nested[tensordict-eager] 0.2207ms 0.1230ms 8.1321 KOps/s 8.0534 KOps/s $\color{#35bf28}+0.98\%$
test_compile_add_one_nested[pytree-compile] 0.1428ms 96.5013μs 10.3626 KOps/s 9.9300 KOps/s $\color{#35bf28}+4.36\%$
test_compile_add_one_nested[pytree-eager] 1.7804ms 0.1501ms 6.6614 KOps/s 6.5352 KOps/s $\color{#35bf28}+1.93\%$
test_compile_copy_nested[tensordict-compile] 75.4420μs 22.8651μs 43.7348 KOps/s 44.4778 KOps/s $\color{#d91a1a}-1.67\%$
test_compile_copy_nested[tensordict-eager] 57.6310μs 26.5754μs 37.6288 KOps/s 36.9817 KOps/s $\color{#35bf28}+1.75\%$
test_compile_copy_nested[pytree-compile] 0.2430ms 64.1766μs 15.5820 KOps/s 15.3427 KOps/s $\color{#35bf28}+1.56\%$
test_compile_copy_nested[pytree-eager] 86.1610μs 49.3798μs 20.2512 KOps/s 19.9673 KOps/s $\color{#35bf28}+1.42\%$
test_compile_add_one_flat[tensordict-compile] 0.1834ms 0.1426ms 7.0140 KOps/s 7.0097 KOps/s $\color{#35bf28}+0.06\%$
test_compile_add_one_flat[tensordict-eager] 0.3008ms 0.2066ms 4.8396 KOps/s 4.8676 KOps/s $\color{#d91a1a}-0.58\%$
test_compile_add_one_flat[tensorclass-compile] 0.1568ms 97.8617μs 10.2185 KOps/s 10.2613 KOps/s $\color{#d91a1a}-0.42\%$
test_compile_add_one_flat[tensorclass-eager] 0.1200ms 50.5119μs 19.7973 KOps/s 19.7777 KOps/s $\color{#35bf28}+0.10\%$
test_compile_add_one_flat[pytree-compile] 0.1929ms 0.1434ms 6.9730 KOps/s 7.0134 KOps/s $\color{#d91a1a}-0.58\%$
test_compile_add_one_flat[pytree-eager] 0.5265ms 0.4809ms 2.0796 KOps/s 2.0032 KOps/s $\color{#35bf28}+3.82\%$
test_compile_add_self_flat[tensordict-eager] 0.3758ms 0.2469ms 4.0510 KOps/s 4.0598 KOps/s $\color{#d91a1a}-0.22\%$
test_compile_add_self_flat[tensordict-compile] 0.1805ms 0.1436ms 6.9643 KOps/s 6.7403 KOps/s $\color{#35bf28}+3.32\%$
test_compile_add_self_flat[tensorclass-eager] 0.1495ms 60.7910μs 16.4498 KOps/s 16.0604 KOps/s $\color{#35bf28}+2.42\%$
test_compile_add_self_flat[tensorclass-compile] 0.1498ms 98.3143μs 10.1715 KOps/s 9.9001 KOps/s $\color{#35bf28}+2.74\%$
test_compile_add_self_flat[pytree-eager] 0.4533ms 0.4147ms 2.4111 KOps/s 2.3532 KOps/s $\color{#35bf28}+2.46\%$
test_compile_add_self_flat[pytree-compile] 0.1949ms 0.1393ms 7.1787 KOps/s 6.8380 KOps/s $\color{#35bf28}+4.98\%$
test_compile_copy_flat[tensordict-compile] 70.1310μs 19.2506μs 51.9464 KOps/s 53.2355 KOps/s $\color{#d91a1a}-2.42\%$
test_compile_copy_flat[tensordict-eager] 0.1157ms 26.5667μs 37.6410 KOps/s 37.2649 KOps/s $\color{#35bf28}+1.01\%$
test_compile_copy_flat[pytree-compile] 0.1034ms 69.4352μs 14.4019 KOps/s 14.3772 KOps/s $\color{#35bf28}+0.17\%$
test_compile_copy_flat[pytree-eager] 87.7110μs 51.7849μs 19.3107 KOps/s 19.1791 KOps/s $\color{#35bf28}+0.69\%$
test_compile_assign_and_add[tensordict-compile] 1.6395ms 0.4442ms 2.2513 KOps/s 2.2252 KOps/s $\color{#35bf28}+1.18\%$
test_compile_assign_and_add[tensordict-eager] 2.7127ms 2.5634ms 390.1074 Ops/s 386.3010 Ops/s $\color{#35bf28}+0.99\%$
test_compile_assign_and_add[pytree-compile] 1.6266ms 0.4371ms 2.2879 KOps/s 2.2642 KOps/s $\color{#35bf28}+1.05\%$
test_compile_assign_and_add[pytree-eager] 2.6914ms 2.6146ms 382.4646 Ops/s 379.6278 Ops/s $\color{#35bf28}+0.75\%$
test_compile_indexing[tensor-tensordict-compile] 0.4053ms 0.1136ms 8.8057 KOps/s 8.8124 KOps/s $\color{#d91a1a}-0.08\%$
test_compile_indexing[tensor-tensordict-eager] 0.5571ms 77.9440μs 12.8297 KOps/s 12.6303 KOps/s $\color{#35bf28}+1.58\%$
test_compile_indexing[tensor-tensorclass-compile] 0.3616ms 0.1058ms 9.4482 KOps/s 9.3877 KOps/s $\color{#35bf28}+0.64\%$
test_compile_indexing[tensor-tensorclass-eager] 0.1100ms 68.3832μs 14.6235 KOps/s 14.0572 KOps/s $\color{#35bf28}+4.03\%$
test_compile_indexing[tensor-pytree-compile] 0.2043ms 0.1060ms 9.4349 KOps/s 9.4480 KOps/s $\color{#d91a1a}-0.14\%$
test_compile_indexing[tensor-pytree-eager] 0.1088ms 67.5844μs 14.7963 KOps/s 14.6422 KOps/s $\color{#35bf28}+1.05\%$
test_compile_indexing[slice-tensordict-compile] 0.1466ms 99.6690μs 10.0332 KOps/s 9.6933 KOps/s $\color{#35bf28}+3.51\%$
test_compile_indexing[slice-tensordict-eager] 0.1437ms 17.5855μs 56.8649 KOps/s 44.9052 KOps/s $\textbf{\color{#35bf28}+26.63\%}$
test_compile_indexing[slice-tensorclass-compile] 0.1276ms 95.8894μs 10.4287 KOps/s 10.3342 KOps/s $\color{#35bf28}+0.91\%$
test_compile_indexing[slice-tensorclass-eager] 46.9010μs 16.0691μs 62.2312 KOps/s 60.0822 KOps/s $\color{#35bf28}+3.58\%$
test_compile_indexing[slice-pytree-compile] 0.1583ms 96.8449μs 10.3258 KOps/s 10.2100 KOps/s $\color{#35bf28}+1.13\%$
test_compile_indexing[slice-pytree-eager] 46.9210μs 16.0302μs 62.3821 KOps/s 60.1940 KOps/s $\color{#35bf28}+3.64\%$
test_compile_indexing[int-tensordict-compile] 0.1804ms 0.1025ms 9.7560 KOps/s 9.7759 KOps/s $\color{#d91a1a}-0.20\%$
test_compile_indexing[int-tensordict-eager] 0.5841ms 17.0476μs 58.6594 KOps/s 54.9651 KOps/s $\textbf{\color{#35bf28}+6.72\%}$
test_compile_indexing[int-tensorclass-compile] 0.1403ms 98.4024μs 10.1624 KOps/s 9.9267 KOps/s $\color{#35bf28}+2.37\%$
test_compile_indexing[int-tensorclass-eager] 78.7110μs 15.7422μs 63.5236 KOps/s 60.9937 KOps/s $\color{#35bf28}+4.15\%$
test_compile_indexing[int-pytree-compile] 0.2247ms 97.0885μs 10.2999 KOps/s 10.2089 KOps/s $\color{#35bf28}+0.89\%$
test_compile_indexing[int-pytree-eager] 48.0610μs 15.9904μs 62.5376 KOps/s 60.4050 KOps/s $\color{#35bf28}+3.53\%$
test_mod_add[eager] 74.0310μs 29.8692μs 33.4793 KOps/s 29.9958 KOps/s $\textbf{\color{#35bf28}+11.61\%}$
test_mod_add[compile] 0.2141ms 75.1120μs 13.3134 KOps/s 12.5770 KOps/s $\textbf{\color{#35bf28}+5.86\%}$
test_mod_add[compile-overhead] 0.3192ms 0.1629ms 6.1395 KOps/s 5.8702 KOps/s $\color{#35bf28}+4.59\%$
test_mod_wrap[eager] 0.3270ms 0.2493ms 4.0117 KOps/s 4.0341 KOps/s $\color{#d91a1a}-0.56\%$
test_mod_wrap[compile] 1.5744ms 0.2793ms 3.5806 KOps/s 3.4650 KOps/s $\color{#35bf28}+3.34\%$
test_mod_wrap[compile-overhead] 8.1331ms 4.2472ms 235.4465 Ops/s 237.0145 Ops/s $\color{#d91a1a}-0.66\%$
test_mod_wrap_and_backward[eager] 1.5662ms 1.4427ms 693.1566 Ops/s 686.0125 Ops/s $\color{#35bf28}+1.04\%$
test_mod_wrap_and_backward[compile] 1.4883ms 1.3540ms 738.5606 Ops/s 724.5415 Ops/s $\color{#35bf28}+1.93\%$
test_mod_wrap_and_backward[compile-overhead] 1.5124ms 1.0274ms 973.3347 Ops/s 973.7381 Ops/s $\color{#d91a1a}-0.04\%$
test_seq_add[eager] 0.1455ms 93.9174μs 10.6477 KOps/s 9.8408 KOps/s $\textbf{\color{#35bf28}+8.20\%}$
test_seq_add[compile] 0.3245ms 85.2847μs 11.7254 KOps/s 11.5437 KOps/s $\color{#35bf28}+1.57\%$
test_seq_add[compile-overhead] 0.1769ms 0.1255ms 7.9662 KOps/s 7.8526 KOps/s $\color{#35bf28}+1.45\%$
test_seq_wrap[eager] 0.4595ms 0.3755ms 2.6629 KOps/s 2.5606 KOps/s $\color{#35bf28}+4.00\%$
test_seq_wrap[compile] 0.3653ms 0.2955ms 3.3844 KOps/s 3.3145 KOps/s $\color{#35bf28}+2.11\%$
test_seq_wrap[compile-overhead] 0.2667ms 0.2179ms 4.5897 KOps/s 4.5167 KOps/s $\color{#35bf28}+1.62\%$
test_func_call_runtime[False-eager] 0.8052ms 0.7404ms 1.3506 KOps/s 1.3104 KOps/s $\color{#35bf28}+3.07\%$
test_func_call_runtime[False-compile] 1.0692ms 0.7286ms 1.3725 KOps/s 1.3243 KOps/s $\color{#35bf28}+3.64\%$
test_func_call_runtime[False-compile-overhead] 0.4056ms 0.3558ms 2.8102 KOps/s 2.7845 KOps/s $\color{#35bf28}+0.92\%$
test_func_call_runtime[True-eager] 0.9626ms 0.8988ms 1.1126 KOps/s 1.0846 KOps/s $\color{#35bf28}+2.59\%$
test_func_call_runtime[True-compile] 0.8036ms 0.7466ms 1.3393 KOps/s 1.2944 KOps/s $\color{#35bf28}+3.47\%$
test_func_call_runtime[True-compile-overhead] 0.4269ms 0.3780ms 2.6455 KOps/s 2.6563 KOps/s $\color{#d91a1a}-0.41\%$
test_func_call_cm_runtime[False-eager] 0.8162ms 0.7340ms 1.3624 KOps/s 1.3233 KOps/s $\color{#35bf28}+2.95\%$
test_func_call_cm_runtime[False-compile] 0.9570ms 0.7352ms 1.3602 KOps/s 1.3229 KOps/s $\color{#35bf28}+2.82\%$
test_func_call_cm_runtime[False-compile-overhead] 0.4467ms 0.3575ms 2.7972 KOps/s 2.7812 KOps/s $\color{#35bf28}+0.58\%$
test_func_call_cm_runtime[True-eager] 1.0974ms 0.9991ms 1.0009 KOps/s 974.5474 Ops/s $\color{#35bf28}+2.70\%$
test_func_call_cm_runtime[True-compile] 0.8318ms 0.7807ms 1.2809 KOps/s 1.2467 KOps/s $\color{#35bf28}+2.74\%$
test_func_call_cm_runtime[True-compile-overhead] 0.4541ms 0.4041ms 2.4747 KOps/s 2.4590 KOps/s $\color{#35bf28}+0.64\%$
test_vmap_func_call_cm_runtime[eager] 2.5301ms 2.0502ms 487.7643 Ops/s 485.5176 Ops/s $\color{#35bf28}+0.46\%$
test_vmap_func_call_cm_runtime[compile] 0.8703ms 0.7963ms 1.2558 KOps/s 1.2217 KOps/s $\color{#35bf28}+2.79\%$
test_vmap_func_call_cm_runtime[compile-overhead] 0.4951ms 0.4043ms 2.4734 KOps/s 2.4567 KOps/s $\color{#35bf28}+0.68\%$
test_distributed 2.6820ms 0.2700ms 3.7040 KOps/s 8.1718 KOps/s $\textbf{\color{#d91a1a}-54.67\%}$
test_tdmodule 42.3300μs 12.9181μs 77.4107 KOps/s 66.6035 KOps/s $\textbf{\color{#35bf28}+16.23\%}$
test_tdmodule_dispatch 59.7010μs 25.3322μs 39.4754 KOps/s 34.1782 KOps/s $\textbf{\color{#35bf28}+15.50\%}$
test_tdseq 33.1710μs 14.3635μs 69.6210 KOps/s 60.4271 KOps/s $\textbf{\color{#35bf28}+15.21\%}$
test_tdseq_dispatch 47.8610μs 27.9416μs 35.7889 KOps/s 30.2651 KOps/s $\textbf{\color{#35bf28}+18.25\%}$
test_instantiation_functorch 1.6609ms 1.5263ms 655.1624 Ops/s 650.6488 Ops/s $\color{#35bf28}+0.69\%$
test_exec_functorch 0.2189ms 0.1444ms 6.9253 KOps/s 6.7086 KOps/s $\color{#35bf28}+3.23\%$
test_exec_functional_call 0.2508ms 0.1381ms 7.2385 KOps/s 6.9436 KOps/s $\color{#35bf28}+4.25\%$
test_exec_td_decorator 0.3633ms 0.1820ms 5.4944 KOps/s 5.3079 KOps/s $\color{#35bf28}+3.51\%$
test_vmap_mlp_speed_decorator[True-True] 0.7951ms 0.6638ms 1.5064 KOps/s 1.4940 KOps/s $\color{#35bf28}+0.83\%$
test_vmap_mlp_speed_decorator[True-False] 0.8386ms 0.6613ms 1.5122 KOps/s 1.4918 KOps/s $\color{#35bf28}+1.37\%$
test_vmap_mlp_speed_decorator[False-True] 0.6909ms 0.5823ms 1.7175 KOps/s 1.7141 KOps/s $\color{#35bf28}+0.20\%$
test_vmap_mlp_speed_decorator[False-False] 0.6872ms 0.5822ms 1.7177 KOps/s 1.7138 KOps/s $\color{#35bf28}+0.23\%$
test_vmap_transformer_speed_decorator[True-True] 19.2951ms 19.0777ms 52.4171 Ops/s 52.8064 Ops/s $\color{#d91a1a}-0.74\%$
test_vmap_transformer_speed_decorator[True-False] 19.5875ms 19.0805ms 52.4095 Ops/s 52.7127 Ops/s $\color{#d91a1a}-0.58\%$
test_vmap_transformer_speed_decorator[False-True] 19.9009ms 19.0539ms 52.4826 Ops/s 53.1978 Ops/s $\color{#d91a1a}-1.34\%$
test_vmap_transformer_speed_decorator[False-False] 19.1782ms 19.0055ms 52.6165 Ops/s 53.0641 Ops/s $\color{#d91a1a}-0.84\%$
test_to_module_speed[True] 1.0707ms 0.9392ms 1.0648 KOps/s 1.0559 KOps/s $\color{#35bf28}+0.84\%$
test_to_module_speed[False] 1.4046ms 0.9128ms 1.0955 KOps/s 1.0888 KOps/s $\color{#35bf28}+0.61\%$
test_tc_init 59.6510μs 33.8333μs 29.5567 KOps/s 27.3859 KOps/s $\textbf{\color{#35bf28}+7.93\%}$
test_tc_init_nested 0.1609ms 67.2766μs 14.8640 KOps/s 13.8990 KOps/s $\textbf{\color{#35bf28}+6.94\%}$
test_tc_first_layer_tensor 3.9857μs 0.7016μs 1.4254 MOps/s 1.4384 MOps/s $\color{#d91a1a}-0.91\%$
test_tc_first_layer_nontensor 28.2600μs 2.3183μs 431.3436 KOps/s 434.0386 KOps/s $\color{#d91a1a}-0.62\%$
test_tc_second_layer_tensor 8.5600μs 1.4517μs 688.8510 KOps/s 696.5152 KOps/s $\color{#d91a1a}-1.10\%$
test_tc_second_layer_nontensor 30.4700μs 3.0618μs 326.6016 KOps/s 327.9481 KOps/s $\color{#d91a1a}-0.41\%$
test_unbind 0.2419s 10.0431ms 99.5708 Ops/s 152.2534 Ops/s $\textbf{\color{#d91a1a}-34.60\%}$
test_full_like 9.3498ms 9.0935ms 109.9684 Ops/s 107.9376 Ops/s $\color{#35bf28}+1.88\%$
test_zeros_like 9.2813ms 7.2239ms 138.4288 Ops/s 116.1026 Ops/s $\textbf{\color{#35bf28}+19.23\%}$
test_ones_like 5.4452ms 4.3172ms 231.6340 Ops/s 233.0551 Ops/s $\color{#d91a1a}-0.61\%$
test_clone 11.3027ms 9.0198ms 110.8673 Ops/s 159.0962 Ops/s $\textbf{\color{#d91a1a}-30.31\%}$
test_squeeze 53.9410μs 9.2749μs 107.8184 KOps/s 106.9090 KOps/s $\color{#35bf28}+0.85\%$
test_unsqueeze 0.1240ms 70.6326μs 14.1578 KOps/s 13.8374 KOps/s $\color{#35bf28}+2.32\%$
test_split 0.3890ms 0.1579ms 6.3321 KOps/s 6.1325 KOps/s $\color{#35bf28}+3.26\%$
test_permute 0.2364ms 0.1774ms 5.6375 KOps/s 5.6296 KOps/s $\color{#35bf28}+0.14\%$
test_stack 50.9813ms 50.6547ms 19.7415 Ops/s 19.7354 Ops/s $\color{#35bf28}+0.03\%$
test_cat 50.7971ms 50.4687ms 19.8143 Ops/s 23.6468 Ops/s $\textbf{\color{#d91a1a}-16.21\%}$

vmoens added a commit that referenced this pull request Nov 14, 2024
@vmoens
[Feature] intersection for assert_close
8583392 
ghstack-source-id: 3ae83c4ef90a9377405aebbf1761ace1a39417b1
Pull Request resolved: #1078

(cherry picked from commit 84d31db)
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@vmoens @facebook-github-bot