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Merged
merged 11 commits into from
Sep 9, 2024
Merged

[Quality] Expose private classmethods #982

merged 11 commits into from
Sep 9, 2024

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@vmoens vmoens commented Sep 9, 2024 •
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@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 Sep 9, 2024
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 222. Improved: $\large\color{#35bf28}11$. Worsened: $\large\color{#d91a1a}23$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 59.5510μs 19.5805μs 51.0713 KOps/s 50.5064 KOps/s $\color{#35bf28}+1.12\%$
test_plain_set_stack_nested 55.6640μs 20.0274μs 49.9316 KOps/s 49.8603 KOps/s $\color{#35bf28}+0.14\%$
test_plain_set_nested_inplace 66.8140μs 21.5509μs 46.4018 KOps/s 46.7189 KOps/s $\color{#d91a1a}-0.68\%$
test_plain_set_stack_nested_inplace 94.1760μs 21.3787μs 46.7754 KOps/s 47.5077 KOps/s $\color{#d91a1a}-1.54\%$
test_items 27.1910μs 4.1635μs 240.1828 KOps/s 243.2361 KOps/s $\color{#d91a1a}-1.26\%$
test_items_nested 0.4068ms 0.3418ms 2.9256 KOps/s 3.0441 KOps/s $\color{#d91a1a}-3.90\%$
test_items_nested_locked 0.3929ms 0.3421ms 2.9234 KOps/s 3.0351 KOps/s $\color{#d91a1a}-3.68\%$
test_items_nested_leaf 0.1908ms 85.2456μs 11.7308 KOps/s 11.8224 KOps/s $\color{#d91a1a}-0.77\%$
test_items_stack_nested 0.4189ms 0.3436ms 2.9107 KOps/s 3.0021 KOps/s $\color{#d91a1a}-3.05\%$
test_items_stack_nested_leaf 0.1643ms 86.1726μs 11.6046 KOps/s 11.9396 KOps/s $\color{#d91a1a}-2.81\%$
test_items_stack_nested_locked 0.5010ms 0.3442ms 2.9054 KOps/s 3.0024 KOps/s $\color{#d91a1a}-3.23\%$
test_keys 25.0970μs 3.5403μs 282.4628 KOps/s 283.2967 KOps/s $\color{#d91a1a}-0.29\%$
test_keys_nested 0.1843ms 98.7359μs 10.1280 KOps/s 10.1305 KOps/s $\color{#d91a1a}-0.02\%$
test_keys_nested_locked 1.9100ms 0.1036ms 9.6510 KOps/s 9.6884 KOps/s $\color{#d91a1a}-0.39\%$
test_keys_nested_leaf 0.1591ms 81.3866μs 12.2870 KOps/s 11.9188 KOps/s $\color{#35bf28}+3.09\%$
test_keys_stack_nested 0.1760ms 95.7807μs 10.4405 KOps/s 10.4012 KOps/s $\color{#35bf28}+0.38\%$
test_keys_stack_nested_leaf 0.1566ms 82.0803μs 12.1832 KOps/s 12.4300 KOps/s $\color{#d91a1a}-1.99\%$
test_keys_stack_nested_locked 0.2233ms 0.1043ms 9.5854 KOps/s 9.9655 KOps/s $\color{#d91a1a}-3.81\%$
test_values 23.4130μs 1.2149μs 823.1257 KOps/s 910.8996 KOps/s $\textbf{\color{#d91a1a}-9.64\%}$
test_values_nested 91.6910μs 47.6833μs 20.9717 KOps/s 20.8063 KOps/s $\color{#35bf28}+0.79\%$
test_values_nested_locked 94.0850μs 47.5416μs 21.0342 KOps/s 20.8463 KOps/s $\color{#35bf28}+0.90\%$
test_values_nested_leaf 76.1220μs 41.9195μs 23.8553 KOps/s 23.5215 KOps/s $\color{#35bf28}+1.42\%$
test_values_stack_nested 0.1291ms 47.6815μs 20.9725 KOps/s 20.7609 KOps/s $\color{#35bf28}+1.02\%$
test_values_stack_nested_leaf 89.1160μs 42.7091μs 23.4142 KOps/s 24.0973 KOps/s $\color{#d91a1a}-2.83\%$
test_values_stack_nested_locked 90.7090μs 48.0646μs 20.8053 KOps/s 20.5527 KOps/s $\color{#35bf28}+1.23\%$
test_membership 17.3720μs 0.8548μs 1.1699 MOps/s 1.4383 MOps/s $\textbf{\color{#d91a1a}-18.66\%}$
test_membership_nested 25.6980μs 2.6602μs 375.9124 KOps/s 393.2169 KOps/s $\color{#d91a1a}-4.40\%$
test_membership_nested_leaf 46.4970μs 2.6528μs 376.9590 KOps/s 387.8234 KOps/s $\color{#d91a1a}-2.80\%$
test_membership_stacked_nested 30.2060μs 2.6254μs 380.8930 KOps/s 385.6293 KOps/s $\color{#d91a1a}-1.23\%$
test_membership_stacked_nested_leaf 22.2220μs 2.6410μs 378.6507 KOps/s 386.3033 KOps/s $\color{#d91a1a}-1.98\%$
test_membership_nested_last 35.0760μs 3.8712μs 258.3202 KOps/s 268.4946 KOps/s $\color{#d91a1a}-3.79\%$
test_membership_nested_leaf_last 43.8010μs 3.8713μs 258.3116 KOps/s 266.0248 KOps/s $\color{#d91a1a}-2.90\%$
test_membership_stacked_nested_last 32.1100μs 3.8334μs 260.8620 KOps/s 170.2254 KOps/s $\textbf{\color{#35bf28}+53.25\%}$
test_membership_stacked_nested_leaf_last 20.4470μs 3.8487μs 259.8267 KOps/s 169.5771 KOps/s $\textbf{\color{#35bf28}+53.22\%}$
test_nested_getleaf 45.6250μs 10.8106μs 92.5017 KOps/s 94.0072 KOps/s $\color{#d91a1a}-1.60\%$
test_nested_get 71.1740μs 10.0382μs 99.6198 KOps/s 99.6832 KOps/s $\color{#d91a1a}-0.06\%$
test_stacked_getleaf 43.2010μs 10.7610μs 92.9285 KOps/s 92.3191 KOps/s $\color{#35bf28}+0.66\%$
test_stacked_get 34.7350μs 10.3440μs 96.6749 KOps/s 99.2541 KOps/s $\color{#d91a1a}-2.60\%$
test_nested_getitemleaf 40.1950μs 11.0268μs 90.6884 KOps/s 90.8784 KOps/s $\color{#d91a1a}-0.21\%$
test_nested_getitem 44.4930μs 10.3661μs 96.4683 KOps/s 98.1170 KOps/s $\color{#d91a1a}-1.68\%$
test_stacked_getitemleaf 37.4400μs 11.0773μs 90.2749 KOps/s 90.4944 KOps/s $\color{#d91a1a}-0.24\%$
test_stacked_getitem 68.4460μs 10.2595μs 97.4704 KOps/s 97.6299 KOps/s $\color{#d91a1a}-0.16\%$
test_lock_nested 97.1362ms 0.5910ms 1.6921 KOps/s 2.0951 KOps/s $\textbf{\color{#d91a1a}-19.23\%}$
test_lock_stack_nested 0.7033ms 0.4591ms 2.1780 KOps/s 2.2725 KOps/s $\color{#d91a1a}-4.16\%$
test_unlock_nested 0.1026s 0.5212ms 1.9188 KOps/s 2.4561 KOps/s $\textbf{\color{#d91a1a}-21.88\%}$
test_unlock_stack_nested 0.6128ms 0.3742ms 2.6723 KOps/s 2.7430 KOps/s $\color{#d91a1a}-2.58\%$
test_flatten_speed 0.2465ms 0.1043ms 9.5885 KOps/s 9.5192 KOps/s $\color{#35bf28}+0.73\%$
test_unflatten_speed 0.5990ms 0.4606ms 2.1709 KOps/s 2.2154 KOps/s $\color{#d91a1a}-2.01\%$
test_common_ops 4.9871ms 1.1134ms 898.1236 Ops/s 901.3979 Ops/s $\color{#d91a1a}-0.36\%$
test_creation 61.6850μs 2.1602μs 462.9214 KOps/s 482.6016 KOps/s $\color{#d91a1a}-4.08\%$
test_creation_empty 0.1001ms 16.2252μs 61.6324 KOps/s 58.9320 KOps/s $\color{#35bf28}+4.58\%$
test_creation_nested_1 58.5800μs 19.2244μs 52.0171 KOps/s 50.1674 KOps/s $\color{#35bf28}+3.69\%$
test_creation_nested_2 70.4820μs 23.3672μs 42.7951 KOps/s 41.2938 KOps/s $\color{#35bf28}+3.64\%$
test_clone 0.2158ms 17.3472μs 57.6461 KOps/s 57.1815 KOps/s $\color{#35bf28}+0.81\%$
test_getitem[int] 1.1381ms 16.5982μs 60.2473 KOps/s 58.0362 KOps/s $\color{#35bf28}+3.81\%$
test_getitem[slice_int] 0.1629ms 30.8625μs 32.4018 KOps/s 33.5959 KOps/s $\color{#d91a1a}-3.55\%$
test_getitem[range] 0.2061ms 59.1013μs 16.9201 KOps/s 17.2618 KOps/s $\color{#d91a1a}-1.98\%$
test_getitem[tuple] 0.1522ms 25.6251μs 39.0243 KOps/s 39.8266 KOps/s $\color{#d91a1a}-2.01\%$
test_getitem[list] 0.1908ms 53.5422μs 18.6769 KOps/s 18.4273 KOps/s $\color{#35bf28}+1.35\%$
test_setitem_dim[int] 81.1620μs 38.8837μs 25.7177 KOps/s 26.1760 KOps/s $\color{#d91a1a}-1.75\%$
test_setitem_dim[slice_int] 0.1085ms 67.4184μs 14.8327 KOps/s 14.9177 KOps/s $\color{#d91a1a}-0.57\%$
test_setitem_dim[range] 0.1433ms 92.0924μs 10.8587 KOps/s 10.8460 KOps/s $\color{#35bf28}+0.12\%$
test_setitem_dim[tuple] 0.1010ms 55.5306μs 18.0081 KOps/s 17.8016 KOps/s $\color{#35bf28}+1.16\%$
test_setitem 0.2302ms 28.7382μs 34.7969 KOps/s 34.2579 KOps/s $\color{#35bf28}+1.57\%$
test_set 0.2503ms 28.4309μs 35.1730 KOps/s 34.6527 KOps/s $\color{#35bf28}+1.50\%$
test_set_shared 3.5864ms 0.2233ms 4.4786 KOps/s 4.6017 KOps/s $\color{#d91a1a}-2.68\%$
test_update 0.3175ms 34.7860μs 28.7472 KOps/s 28.6172 KOps/s $\color{#35bf28}+0.45\%$
test_update_nested 1.1339ms 45.0683μs 22.1886 KOps/s 21.8401 KOps/s $\color{#35bf28}+1.60\%$
test_update__nested 0.2014ms 34.4564μs 29.0222 KOps/s 28.7393 KOps/s $\color{#35bf28}+0.98\%$
test_set_nested 0.2106ms 30.3892μs 32.9065 KOps/s 31.7806 KOps/s $\color{#35bf28}+3.54\%$
test_set_nested_new 0.1928ms 35.4155μs 28.2362 KOps/s 26.2918 KOps/s $\textbf{\color{#35bf28}+7.40\%}$
test_select 0.2491ms 53.0071μs 18.8654 KOps/s 18.5190 KOps/s $\color{#35bf28}+1.87\%$
test_select_nested 0.1255ms 61.0555μs 16.3785 KOps/s 16.3947 KOps/s $\color{#d91a1a}-0.10\%$
test_exclude_nested 0.1622ms 76.5498μs 13.0634 KOps/s 13.0467 KOps/s $\color{#35bf28}+0.13\%$
test_empty[True] 0.5301ms 0.3206ms 3.1196 KOps/s 3.1745 KOps/s $\color{#d91a1a}-1.73\%$
test_empty[False] 12.3105μs 1.2224μs 818.0380 KOps/s 870.3258 KOps/s $\textbf{\color{#d91a1a}-6.01\%}$
test_unbind_speed 0.5424ms 0.2976ms 3.3602 KOps/s 3.3989 KOps/s $\color{#d91a1a}-1.14\%$
test_unbind_speed_stack0 0.4762ms 0.2983ms 3.3522 KOps/s 3.5316 KOps/s $\textbf{\color{#d91a1a}-5.08\%}$
test_unbind_speed_stack1 0.1113s 0.8672ms 1.1531 KOps/s 1.3987 KOps/s $\textbf{\color{#d91a1a}-17.56\%}$
test_split 0.1066s 2.2880ms 437.0703 Ops/s 446.6236 Ops/s $\color{#d91a1a}-2.14\%$
test_chunk 3.2941ms 2.0827ms 480.1417 Ops/s 448.5219 Ops/s $\textbf{\color{#35bf28}+7.05\%}$
test_creation[device0] 0.2981ms 0.1211ms 8.2574 KOps/s 8.4806 KOps/s $\color{#d91a1a}-2.63\%$
test_creation_from_tensor 0.3168ms 0.1202ms 8.3221 KOps/s 8.4545 KOps/s $\color{#d91a1a}-1.57\%$
test_add_one[memmap_tensor0] 0.4814ms 7.4567μs 134.1073 KOps/s 131.8616 KOps/s $\color{#35bf28}+1.70\%$
test_contiguous[memmap_tensor0] 41.9880μs 2.0045μs 498.8776 KOps/s 533.0490 KOps/s $\textbf{\color{#d91a1a}-6.41\%}$
test_stack[memmap_tensor0] 0.1450ms 6.0337μs 165.7371 KOps/s 164.2608 KOps/s $\color{#35bf28}+0.90\%$
test_memmaptd_index 1.4103ms 0.4199ms 2.3815 KOps/s 2.5081 KOps/s $\textbf{\color{#d91a1a}-5.05\%}$
test_memmaptd_index_astensor 1.2134ms 0.5067ms 1.9735 KOps/s 2.0981 KOps/s $\textbf{\color{#d91a1a}-5.94\%}$
test_memmaptd_index_op 2.1082ms 1.0320ms 969.0027 Ops/s 992.3289 Ops/s $\color{#d91a1a}-2.35\%$
test_serialize_model 0.2285s 0.1358s 7.3640 Ops/s 8.4150 Ops/s $\textbf{\color{#d91a1a}-12.49\%}$
test_serialize_model_pickle 0.4747s 0.4018s 2.4890 Ops/s 2.4971 Ops/s $\color{#d91a1a}-0.32\%$
test_serialize_weights 0.1391s 0.1200s 8.3306 Ops/s 7.6195 Ops/s $\textbf{\color{#35bf28}+9.33\%}$
test_serialize_weights_returnearly 0.2764s 0.1760s 5.6811 Ops/s 6.2575 Ops/s $\textbf{\color{#d91a1a}-9.21\%}$
test_serialize_weights_pickle 0.5435s 0.4134s 2.4192 Ops/s 2.1958 Ops/s $\textbf{\color{#35bf28}+10.18\%}$
test_serialize_weights_filesystem 0.1488s 0.1460s 6.8476 Ops/s 6.9956 Ops/s $\color{#d91a1a}-2.12\%$
test_serialize_model_filesystem 0.1559s 0.1497s 6.6815 Ops/s 5.9629 Ops/s $\textbf{\color{#35bf28}+12.05\%}$
test_reshape_pytree 76.2310μs 38.7647μs 25.7967 KOps/s 26.0940 KOps/s $\color{#d91a1a}-1.14\%$
test_reshape_td 0.1492ms 45.7253μs 21.8697 KOps/s 21.5474 KOps/s $\color{#35bf28}+1.50\%$
test_view_pytree 0.1752ms 39.9550μs 25.0282 KOps/s 25.7795 KOps/s $\color{#d91a1a}-2.91\%$
test_view_td 0.1147ms 52.1771μs 19.1655 KOps/s 19.9227 KOps/s $\color{#d91a1a}-3.80\%$
test_unbind_pytree 0.1023ms 36.4718μs 27.4184 KOps/s 27.4198 KOps/s $-0.00\%$
test_unbind_td 0.3360ms 44.4546μs 22.4948 KOps/s 21.9910 KOps/s $\color{#35bf28}+2.29\%$
test_split_pytree 79.8390μs 37.8652μs 26.4094 KOps/s 26.4340 KOps/s $\color{#d91a1a}-0.09\%$
test_split_td 0.4859ms 58.9631μs 16.9597 KOps/s 17.2846 KOps/s $\color{#d91a1a}-1.88\%$
test_add_pytree 0.1012ms 44.7037μs 22.3695 KOps/s 22.5017 KOps/s $\color{#d91a1a}-0.59\%$
test_add_td 0.1849ms 77.1820μs 12.9564 KOps/s 12.5380 KOps/s $\color{#35bf28}+3.34\%$
test_compile_add_one_nested[tensordict-compile] 0.1224ms 58.4185μs 17.1179 KOps/s 17.5199 KOps/s $\color{#d91a1a}-2.29\%$
test_compile_add_one_nested[tensordict-eager] 0.3737ms 0.1932ms 5.1751 KOps/s 5.3056 KOps/s $\color{#d91a1a}-2.46\%$
test_compile_add_one_nested[pytree-compile] 0.1403ms 57.7489μs 17.3164 KOps/s 17.6825 KOps/s $\color{#d91a1a}-2.07\%$
test_compile_add_one_nested[pytree-eager] 0.3251ms 0.1407ms 7.1093 KOps/s 7.3285 KOps/s $\color{#d91a1a}-2.99\%$
test_compile_copy_nested[tensordict-compile] 92.2010μs 20.5618μs 48.6338 KOps/s 48.7208 KOps/s $\color{#d91a1a}-0.18\%$
test_compile_copy_nested[tensordict-eager] 0.1323ms 68.2919μs 14.6430 KOps/s 14.6993 KOps/s $\color{#d91a1a}-0.38\%$
test_compile_copy_nested[pytree-compile] 0.1669ms 75.5966μs 13.2281 KOps/s 13.0619 KOps/s $\color{#35bf28}+1.27\%$
test_compile_copy_nested[pytree-eager] 0.1441ms 68.1856μs 14.6659 KOps/s 14.9063 KOps/s $\color{#d91a1a}-1.61\%$
test_compile_add_one_flat[tensordict-compile] 0.3066ms 0.1817ms 5.5043 KOps/s 5.6714 KOps/s $\color{#d91a1a}-2.95\%$
test_compile_add_one_flat[tensordict-eager] 0.3375ms 0.1996ms 5.0100 KOps/s 5.2985 KOps/s $\textbf{\color{#d91a1a}-5.45\%}$
test_compile_add_one_flat[tensorclass-compile] 0.1874ms 47.3662μs 21.1121 KOps/s 22.2482 KOps/s $\textbf{\color{#d91a1a}-5.11\%}$
test_compile_add_one_flat[tensorclass-eager] 0.6736ms 71.0643μs 14.0718 KOps/s 14.1029 KOps/s $\color{#d91a1a}-0.22\%$
test_compile_add_one_flat[pytree-compile] 0.3196ms 0.1801ms 5.5526 KOps/s 5.6710 KOps/s $\color{#d91a1a}-2.09\%$
test_compile_add_one_flat[pytree-eager] 0.5823ms 0.2961ms 3.3774 KOps/s 3.5628 KOps/s $\textbf{\color{#d91a1a}-5.20\%}$
test_compile_add_self_flat[tensordict-eager] 0.3979ms 0.2098ms 4.7667 KOps/s 4.8378 KOps/s $\color{#d91a1a}-1.47\%$
test_compile_add_self_flat[tensordict-compile] 0.3648ms 0.1839ms 5.4383 KOps/s 5.6288 KOps/s $\color{#d91a1a}-3.38\%$
test_compile_add_self_flat[tensorclass-eager] 0.1385ms 66.6612μs 15.0012 KOps/s 15.5474 KOps/s $\color{#d91a1a}-3.51\%$
test_compile_add_self_flat[tensorclass-compile] 0.1513ms 50.5426μs 19.7853 KOps/s 23.3099 KOps/s $\textbf{\color{#d91a1a}-15.12\%}$
test_compile_add_self_flat[pytree-eager] 0.4640ms 0.2426ms 4.1216 KOps/s 4.3508 KOps/s $\textbf{\color{#d91a1a}-5.27\%}$
test_compile_add_self_flat[pytree-compile] 0.3840ms 0.1859ms 5.3797 KOps/s 5.5978 KOps/s $\color{#d91a1a}-3.90\%$
test_compile_copy_flat[tensordict-compile] 0.2181ms 0.1073ms 9.3234 KOps/s 9.6881 KOps/s $\color{#d91a1a}-3.76\%$
test_compile_copy_flat[tensordict-eager] 0.1199ms 58.2878μs 17.1563 KOps/s 16.9970 KOps/s $\color{#35bf28}+0.94\%$
test_compile_copy_flat[pytree-compile] 0.1497ms 76.8159μs 13.0181 KOps/s 13.0821 KOps/s $\color{#d91a1a}-0.49\%$
test_compile_copy_flat[pytree-eager] 0.1374ms 68.4094μs 14.6179 KOps/s 14.5705 KOps/s $\color{#35bf28}+0.32\%$
test_compile_assign_and_add[tensordict-compile] 0.4265ms 0.2016ms 4.9602 KOps/s 4.9267 KOps/s $\color{#35bf28}+0.68\%$
test_compile_assign_and_add[tensordict-eager] 2.7218ms 1.7237ms 580.1604 Ops/s 587.0589 Ops/s $\color{#d91a1a}-1.18\%$
test_compile_assign_and_add[pytree-compile] 0.3354ms 0.1950ms 5.1292 KOps/s 5.0704 KOps/s $\color{#35bf28}+1.16\%$
test_compile_assign_and_add[pytree-eager] 1.9305ms 1.1429ms 874.9754 Ops/s 916.8663 Ops/s $\color{#d91a1a}-4.57\%$
test_compile_assign_and_add_stack[compile] 0.5585ms 0.4260ms 2.3473 KOps/s 2.2706 KOps/s $\color{#35bf28}+3.37\%$
test_compile_assign_and_add_stack[eager] 4.9191ms 3.7500ms 266.6655 Ops/s 271.4374 Ops/s $\color{#d91a1a}-1.76\%$
test_compile_indexing[tensor-tensordict-compile] 0.1021ms 34.9508μs 28.6116 KOps/s 27.7960 KOps/s $\color{#35bf28}+2.93\%$
test_compile_indexing[tensor-tensordict-eager] 1.1488ms 48.1841μs 20.7537 KOps/s 20.4932 KOps/s $\color{#35bf28}+1.27\%$
test_compile_indexing[tensor-tensorclass-compile] 75.2200μs 30.5119μs 32.7741 KOps/s 32.8081 KOps/s $\color{#d91a1a}-0.10\%$
test_compile_indexing[tensor-tensorclass-eager] 76.0110μs 28.2395μs 35.4114 KOps/s 35.2023 KOps/s $\color{#35bf28}+0.59\%$
test_compile_indexing[tensor-pytree-compile] 78.8570μs 31.0036μs 32.2544 KOps/s 30.8446 KOps/s $\color{#35bf28}+4.57\%$
test_compile_indexing[tensor-pytree-eager] 82.4440μs 29.1150μs 34.3466 KOps/s 35.5539 KOps/s $\color{#d91a1a}-3.40\%$
test_compile_indexing[slice-tensordict-compile] 0.1597ms 76.4174μs 13.0860 KOps/s 13.1367 KOps/s $\color{#d91a1a}-0.39\%$
test_compile_indexing[slice-tensordict-eager] 0.5859ms 27.6931μs 36.1100 KOps/s 36.1070 KOps/s $+0.01\%$
test_compile_indexing[slice-tensorclass-compile] 0.1521ms 69.3734μs 14.4147 KOps/s 14.3110 KOps/s $\color{#35bf28}+0.72\%$
test_compile_indexing[slice-tensorclass-eager] 69.9810μs 23.4829μs 42.5842 KOps/s 42.3190 KOps/s $\color{#35bf28}+0.63\%$
test_compile_indexing[slice-pytree-compile] 0.2034ms 70.2461μs 14.2357 KOps/s 14.7157 KOps/s $\color{#d91a1a}-3.26\%$
test_compile_indexing[slice-pytree-eager] 58.4290μs 23.0509μs 43.3823 KOps/s 41.9240 KOps/s $\color{#35bf28}+3.48\%$
test_compile_indexing[int-tensordict-compile] 0.1985ms 76.4009μs 13.0888 KOps/s 13.5583 KOps/s $\color{#d91a1a}-3.46\%$
test_compile_indexing[int-tensordict-eager] 1.0849ms 27.8213μs 35.9436 KOps/s 36.9451 KOps/s $\color{#d91a1a}-2.71\%$
test_compile_indexing[int-tensorclass-compile] 0.1532ms 70.0474μs 14.2761 KOps/s 14.7741 KOps/s $\color{#d91a1a}-3.37\%$
test_compile_indexing[int-tensorclass-eager] 68.5680μs 22.9389μs 43.5941 KOps/s 42.6407 KOps/s $\color{#35bf28}+2.24\%$
test_compile_indexing[int-pytree-compile] 0.1975ms 70.0304μs 14.2795 KOps/s 14.6874 KOps/s $\color{#d91a1a}-2.78\%$
test_compile_indexing[int-pytree-eager] 70.9430μs 23.0430μs 43.3972 KOps/s 43.3676 KOps/s $\color{#35bf28}+0.07\%$
test_mod_add[eager] 71.7340μs 23.0506μs 43.3829 KOps/s 43.6399 KOps/s $\color{#d91a1a}-0.59\%$
test_mod_add[compile] 0.1034ms 38.5784μs 25.9213 KOps/s 24.4637 KOps/s $\textbf{\color{#35bf28}+5.96\%}$
test_mod_add[compile-overhead] 0.1130ms 38.4335μs 26.0190 KOps/s 24.6941 KOps/s $\textbf{\color{#35bf28}+5.37\%}$
test_mod_wrap[eager] 0.4247ms 0.2071ms 4.8295 KOps/s 4.7364 KOps/s $\color{#35bf28}+1.97\%$
test_mod_wrap[compile] 0.5212ms 0.2345ms 4.2647 KOps/s 4.1823 KOps/s $\color{#35bf28}+1.97\%$
test_mod_wrap[compile-overhead] 0.4238ms 0.2308ms 4.3333 KOps/s 4.2178 KOps/s $\color{#35bf28}+2.74\%$
test_mod_wrap_and_backward[eager] 13.7993ms 11.9643ms 83.5823 Ops/s 91.7370 Ops/s $\textbf{\color{#d91a1a}-8.89\%}$
test_mod_wrap_and_backward[compile] 14.3704ms 12.5222ms 79.8584 Ops/s 89.8958 Ops/s $\textbf{\color{#d91a1a}-11.17\%}$
test_mod_wrap_and_backward[compile-overhead] 17.7771ms 11.8806ms 84.1709 Ops/s 90.3789 Ops/s $\textbf{\color{#d91a1a}-6.87\%}$
test_seq_add[eager] 0.2194ms 86.0054μs 11.6272 KOps/s 11.9432 KOps/s $\color{#d91a1a}-2.65\%$
test_seq_add[compile] 0.1486ms 64.5851μs 15.4835 KOps/s 15.4313 KOps/s $\color{#35bf28}+0.34\%$
test_seq_add[compile-overhead] 0.1338ms 62.0506μs 16.1159 KOps/s 15.7732 KOps/s $\color{#35bf28}+2.17\%$
test_seq_wrap[eager] 0.6152ms 0.3780ms 2.6452 KOps/s 2.7096 KOps/s $\color{#d91a1a}-2.37\%$
test_seq_wrap[compile] 0.5395ms 0.2751ms 3.6351 KOps/s 3.6724 KOps/s $\color{#d91a1a}-1.02\%$
test_seq_wrap[compile-overhead] 0.4033ms 0.2706ms 3.6955 KOps/s 3.6490 KOps/s $\color{#35bf28}+1.28\%$
test_func_call_runtime[False-eager] 0.7987ms 0.5321ms 1.8795 KOps/s 1.8855 KOps/s $\color{#d91a1a}-0.32\%$
test_func_call_runtime[False-compile] 0.9915ms 0.5113ms 1.9558 KOps/s 1.9729 KOps/s $\color{#d91a1a}-0.86\%$
test_func_call_runtime[False-compile-overhead] 0.8254ms 0.5123ms 1.9520 KOps/s 1.9653 KOps/s $\color{#d91a1a}-0.68\%$
test_func_call_runtime[True-eager] 1.0777ms 0.7480ms 1.3369 KOps/s 1.3339 KOps/s $\color{#35bf28}+0.23\%$
test_func_call_runtime[True-compile] 0.6700ms 0.5182ms 1.9297 KOps/s 1.9373 KOps/s $\color{#d91a1a}-0.39\%$
test_func_call_runtime[True-compile-overhead] 0.7153ms 0.5230ms 1.9121 KOps/s 1.9132 KOps/s $\color{#d91a1a}-0.06\%$
test_func_call_cm_runtime[False-eager] 1.0223ms 0.5315ms 1.8814 KOps/s 1.9221 KOps/s $\color{#d91a1a}-2.12\%$
test_func_call_cm_runtime[False-compile] 0.7892ms 0.5157ms 1.9392 KOps/s 1.9667 KOps/s $\color{#d91a1a}-1.40\%$
test_func_call_cm_runtime[False-compile-overhead] 0.6742ms 0.5092ms 1.9637 KOps/s 1.9656 KOps/s $\color{#d91a1a}-0.10\%$
test_func_call_cm_runtime[True-eager] 1.1329ms 0.8818ms 1.1341 KOps/s 1.1340 KOps/s $+0.01\%$
test_func_call_cm_runtime[True-compile] 1.0282ms 0.7522ms 1.3293 KOps/s 1.3302 KOps/s $\color{#d91a1a}-0.07\%$
test_func_call_cm_runtime[True-compile-overhead] 1.3260ms 0.7506ms 1.3322 KOps/s 1.3320 KOps/s $\color{#35bf28}+0.02\%$
test_vmap_func_call_cm_runtime[eager] 4.4275ms 1.9023ms 525.6699 Ops/s 522.1019 Ops/s $\color{#35bf28}+0.68\%$
test_vmap_func_call_cm_runtime[compile] 3.2193ms 1.9715ms 507.2382 Ops/s 512.4731 Ops/s $\color{#d91a1a}-1.02\%$
test_vmap_func_call_cm_runtime[compile-overhead] 3.0035ms 1.9607ms 510.0287 Ops/s 512.3353 Ops/s $\color{#d91a1a}-0.45\%$
test_distributed 0.2906ms 0.1269ms 7.8831 KOps/s 7.7129 KOps/s $\color{#35bf28}+2.21\%$
test_tdmodule 42.6490μs 15.6454μs 63.9164 KOps/s 60.9932 KOps/s $\color{#35bf28}+4.79\%$
test_tdmodule_dispatch 62.2760μs 33.2933μs 30.0361 KOps/s 29.4622 KOps/s $\color{#35bf28}+1.95\%$
test_tdseq 49.2320μs 19.0451μs 52.5068 KOps/s 53.3752 KOps/s $\color{#d91a1a}-1.63\%$
test_tdseq_dispatch 69.4690μs 39.1592μs 25.5368 KOps/s 26.0489 KOps/s $\color{#d91a1a}-1.97\%$
test_instantiation_functorch 1.9682ms 1.6597ms 602.5104 Ops/s 628.4174 Ops/s $\color{#d91a1a}-4.12\%$
test_instantiation_td 3.4757ms 1.2139ms 823.8159 Ops/s 834.7495 Ops/s $\color{#d91a1a}-1.31\%$
test_exec_functorch 0.3424ms 0.1878ms 5.3251 KOps/s 5.4223 KOps/s $\color{#d91a1a}-1.79\%$
test_exec_functional_call 0.3294ms 0.1756ms 5.6958 KOps/s 5.6095 KOps/s $\color{#35bf28}+1.54\%$
test_exec_td 0.9338ms 0.1708ms 5.8549 KOps/s 5.8620 KOps/s $\color{#d91a1a}-0.12\%$
test_exec_td_decorator 0.9892ms 0.2250ms 4.4448 KOps/s 4.3789 KOps/s $\color{#35bf28}+1.50\%$
test_vmap_mlp_speed[True-True] 0.9776ms 0.6300ms 1.5872 KOps/s 1.5774 KOps/s $\color{#35bf28}+0.62\%$
test_vmap_mlp_speed[True-False] 0.9175ms 0.6292ms 1.5894 KOps/s 1.5720 KOps/s $\color{#35bf28}+1.11\%$
test_vmap_mlp_speed[False-True] 0.8916ms 0.4959ms 2.0166 KOps/s 2.0122 KOps/s $\color{#35bf28}+0.22\%$
test_vmap_mlp_speed[False-False] 0.6890ms 0.4910ms 2.0367 KOps/s 1.9937 KOps/s $\color{#35bf28}+2.15\%$
test_vmap_mlp_speed_decorator[True-True] 1.6035ms 0.6142ms 1.6282 KOps/s 1.5952 KOps/s $\color{#35bf28}+2.07\%$
test_vmap_mlp_speed_decorator[True-False] 0.8347ms 0.6103ms 1.6386 KOps/s 1.5891 KOps/s $\color{#35bf28}+3.12\%$
test_vmap_mlp_speed_decorator[False-True] 0.8663ms 0.5100ms 1.9607 KOps/s 1.9392 KOps/s $\color{#35bf28}+1.11\%$
test_vmap_mlp_speed_decorator[False-False] 0.7602ms 0.5088ms 1.9654 KOps/s 1.9464 KOps/s $\color{#35bf28}+0.98\%$
test_to_module_speed[True] 1.5810ms 1.3051ms 766.2309 Ops/s 757.9427 Ops/s $\color{#35bf28}+1.09\%$
test_to_module_speed[False] 1.4658ms 1.2697ms 787.6067 Ops/s 787.7855 Ops/s $\color{#d91a1a}-0.02\%$
test_tc_init 0.1022ms 42.8725μs 23.3250 KOps/s 24.0137 KOps/s $\color{#d91a1a}-2.87\%$
test_tc_init_nested 0.7709ms 84.5088μs 11.8331 KOps/s 12.0710 KOps/s $\color{#d91a1a}-1.97\%$
test_tc_first_layer_tensor 40.3250μs 1.5849μs 630.9393 KOps/s 643.4912 KOps/s $\color{#d91a1a}-1.95\%$
test_tc_first_layer_nontensor 41.4170μs 4.8135μs 207.7509 KOps/s 201.1544 KOps/s $\color{#35bf28}+3.28\%$
test_tc_second_layer_tensor 55.3330μs 2.9709μs 336.6034 KOps/s 342.5170 KOps/s $\color{#d91a1a}-1.73\%$
test_tc_second_layer_nontensor 45.3370μs 6.1914μs 161.5141 KOps/s 160.9164 KOps/s $\color{#35bf28}+0.37\%$
test_unbind 0.5175s 14.5183ms 68.8785 Ops/s 68.6673 Ops/s $\color{#35bf28}+0.31\%$
test_full_like 11.6612ms 8.7149ms 114.7458 Ops/s 100.4292 Ops/s $\textbf{\color{#35bf28}+14.26\%}$
test_zeros_like 15.1384ms 7.3431ms 136.1817 Ops/s 281.3661 Ops/s $\textbf{\color{#d91a1a}-51.60\%}$
test_ones_like 14.0123ms 8.1008ms 123.4449 Ops/s 254.7185 Ops/s $\textbf{\color{#d91a1a}-51.54\%}$
test_clone 15.6680ms 9.9190ms 100.8164 Ops/s 148.9623 Ops/s $\textbf{\color{#d91a1a}-32.32\%}$
test_squeeze 84.9680μs 12.3798μs 80.7767 KOps/s 78.3414 KOps/s $\color{#35bf28}+3.11\%$
test_unsqueeze 0.1758ms 93.1412μs 10.7364 KOps/s 11.1011 KOps/s $\color{#d91a1a}-3.29\%$
test_split 0.5128ms 0.1929ms 5.1837 KOps/s 5.0041 KOps/s $\color{#35bf28}+3.59\%$
test_permute 0.4647ms 0.2218ms 4.5081 KOps/s 4.5586 KOps/s $\color{#d91a1a}-1.11\%$
test_stack 33.1898ms 27.3764ms 36.5278 Ops/s 33.6550 Ops/s $\textbf{\color{#35bf28}+8.54\%}$
test_cat 31.4926ms 27.8940ms 35.8501 Ops/s 34.5311 Ops/s $\color{#35bf28}+3.82\%$

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}6$. Worsened: $\large\color{#d91a1a}16$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 0.1248ms 14.8749μs 67.2275 KOps/s 68.9106 KOps/s $\color{#d91a1a}-2.44\%$
test_plain_set_stack_nested 41.1310μs 14.8114μs 67.5158 KOps/s 69.4973 KOps/s $\color{#d91a1a}-2.85\%$
test_plain_set_nested_inplace 0.1857ms 15.7252μs 63.5924 KOps/s 65.1430 KOps/s $\color{#d91a1a}-2.38\%$
test_plain_set_stack_nested_inplace 44.4810μs 15.8520μs 63.0835 KOps/s 65.3035 KOps/s $\color{#d91a1a}-3.40\%$
test_items 23.6710μs 2.8218μs 354.3854 KOps/s 352.0583 KOps/s $\color{#35bf28}+0.66\%$
test_items_nested 0.3671ms 0.3204ms 3.1213 KOps/s 3.1498 KOps/s $\color{#d91a1a}-0.91\%$
test_items_nested_locked 0.3844ms 0.3229ms 3.0966 KOps/s 3.1151 KOps/s $\color{#d91a1a}-0.59\%$
test_items_nested_leaf 91.5920μs 62.7333μs 15.9405 KOps/s 15.8864 KOps/s $\color{#35bf28}+0.34\%$
test_items_stack_nested 0.4728ms 0.3275ms 3.0535 KOps/s 3.1388 KOps/s $\color{#d91a1a}-2.72\%$
test_items_stack_nested_leaf 88.2120μs 64.2213μs 15.5712 KOps/s 15.7901 KOps/s $\color{#d91a1a}-1.39\%$
test_items_stack_nested_locked 0.3791ms 0.3260ms 3.0677 KOps/s 3.0944 KOps/s $\color{#d91a1a}-0.86\%$
test_keys 23.6310μs 3.3886μs 295.1056 KOps/s 295.9035 KOps/s $\color{#d91a1a}-0.27\%$
test_keys_nested 85.8420μs 54.8111μs 18.2445 KOps/s 18.0811 KOps/s $\color{#35bf28}+0.90\%$
test_keys_nested_locked 2.6924ms 59.6896μs 16.7533 KOps/s 16.4297 KOps/s $\color{#35bf28}+1.97\%$
test_keys_nested_leaf 0.2158ms 45.5882μs 21.9355 KOps/s 21.5271 KOps/s $\color{#35bf28}+1.90\%$
test_keys_stack_nested 0.2457ms 53.3027μs 18.7608 KOps/s 18.1454 KOps/s $\color{#35bf28}+3.39\%$
test_keys_stack_nested_leaf 0.2487ms 46.8858μs 21.3284 KOps/s 21.5754 KOps/s $\color{#d91a1a}-1.14\%$
test_keys_stack_nested_locked 0.2050ms 60.5353μs 16.5193 KOps/s 16.8640 KOps/s $\color{#d91a1a}-2.04\%$
test_values 4.2800μs 0.8025μs 1.2461 MOps/s 1.2446 MOps/s $\color{#35bf28}+0.12\%$
test_values_nested 0.2154ms 27.3075μs 36.6200 KOps/s 36.5982 KOps/s $\color{#35bf28}+0.06\%$
test_values_nested_locked 54.0810μs 29.6711μs 33.7028 KOps/s 34.1960 KOps/s $\color{#d91a1a}-1.44\%$
test_values_nested_leaf 57.9610μs 23.9642μs 41.7288 KOps/s 41.4066 KOps/s $\color{#35bf28}+0.78\%$
test_values_stack_nested 90.9720μs 27.9084μs 35.8315 KOps/s 35.5074 KOps/s $\color{#35bf28}+0.91\%$
test_values_stack_nested_leaf 50.7610μs 24.6273μs 40.6054 KOps/s 39.7745 KOps/s $\color{#35bf28}+2.09\%$
test_values_stack_nested_locked 0.1162ms 30.0273μs 33.3031 KOps/s 33.3458 KOps/s $\color{#d91a1a}-0.13\%$
test_membership 1.6776μs 0.4792μs 2.0867 MOps/s 2.1021 MOps/s $\color{#d91a1a}-0.73\%$
test_membership_nested 18.8305μs 1.7919μs 558.0647 KOps/s 566.0778 KOps/s $\color{#d91a1a}-1.42\%$
test_membership_nested_leaf 10.9570μs 1.7383μs 575.2690 KOps/s 579.1523 KOps/s $\color{#d91a1a}-0.67\%$
test_membership_stacked_nested 29.4110μs 1.8148μs 551.0136 KOps/s 558.3540 KOps/s $\color{#d91a1a}-1.31\%$
test_membership_stacked_nested_leaf 28.0900μs 1.7855μs 560.0589 KOps/s 556.3377 KOps/s $\color{#35bf28}+0.67\%$
test_membership_nested_last 31.6510μs 2.5985μs 384.8329 KOps/s 385.7854 KOps/s $\color{#d91a1a}-0.25\%$
test_membership_nested_leaf_last 32.1000μs 2.6345μs 379.5834 KOps/s 386.5984 KOps/s $\color{#d91a1a}-1.81\%$
test_membership_stacked_nested_last 33.3610μs 3.2438μs 308.2836 KOps/s 387.5550 KOps/s $\textbf{\color{#d91a1a}-20.45\%}$
test_membership_stacked_nested_leaf_last 35.6710μs 3.2142μs 311.1159 KOps/s 390.7668 KOps/s $\textbf{\color{#d91a1a}-20.38\%}$
test_nested_getleaf 36.2810μs 6.1191μs 163.4239 KOps/s 164.9591 KOps/s $\color{#d91a1a}-0.93\%$
test_nested_get 31.5600μs 5.7807μs 172.9887 KOps/s 173.9493 KOps/s $\color{#d91a1a}-0.55\%$
test_stacked_getleaf 39.5910μs 6.0659μs 164.8551 KOps/s 165.5940 KOps/s $\color{#d91a1a}-0.45\%$
test_stacked_get 29.0400μs 5.6357μs 177.4401 KOps/s 176.9499 KOps/s $\color{#35bf28}+0.28\%$
test_nested_getitemleaf 30.5310μs 6.1406μs 162.8499 KOps/s 162.9813 KOps/s $\color{#d91a1a}-0.08\%$
test_nested_getitem 30.2910μs 5.7376μs 174.2900 KOps/s 174.6931 KOps/s $\color{#d91a1a}-0.23\%$
test_stacked_getitemleaf 31.1100μs 6.1173μs 163.4696 KOps/s 165.4915 KOps/s $\color{#d91a1a}-1.22\%$
test_stacked_getitem 37.6310μs 5.6523μs 176.9191 KOps/s 177.3978 KOps/s $\color{#d91a1a}-0.27\%$
test_lock_nested 3.2926ms 0.4127ms 2.4229 KOps/s 2.4468 KOps/s $\color{#d91a1a}-0.97\%$
test_lock_stack_nested 0.5071ms 0.3803ms 2.6298 KOps/s 2.7164 KOps/s $\color{#d91a1a}-3.19\%$
test_unlock_nested 0.7818ms 0.3526ms 2.8364 KOps/s 2.8567 KOps/s $\color{#d91a1a}-0.71\%$
test_unlock_stack_nested 0.4520ms 0.3191ms 3.1341 KOps/s 3.2369 KOps/s $\color{#d91a1a}-3.18\%$
test_flatten_speed 0.2577ms 80.1686μs 12.4737 KOps/s 12.6990 KOps/s $\color{#d91a1a}-1.77\%$
test_unflatten_speed 0.3202ms 0.2848ms 3.5109 KOps/s 3.5280 KOps/s $\color{#d91a1a}-0.49\%$
test_common_ops 1.6979ms 1.2671ms 789.1826 Ops/s 805.1936 Ops/s $\color{#d91a1a}-1.99\%$
test_creation 34.5010μs 1.5020μs 665.7953 KOps/s 681.2213 KOps/s $\color{#d91a1a}-2.26\%$
test_creation_empty 47.1110μs 17.4584μs 57.2790 KOps/s 61.5662 KOps/s $\textbf{\color{#d91a1a}-6.96\%}$
test_creation_nested_1 65.6810μs 18.9195μs 52.8556 KOps/s 55.5292 KOps/s $\color{#d91a1a}-4.81\%$
test_creation_nested_2 0.2026ms 21.6747μs 46.1367 KOps/s 48.2788 KOps/s $\color{#d91a1a}-4.44\%$
test_clone 0.2388ms 28.7817μs 34.7443 KOps/s 35.7818 KOps/s $\color{#d91a1a}-2.90\%$
test_getitem[int] 1.3547ms 15.5530μs 64.2964 KOps/s 65.0581 KOps/s $\color{#d91a1a}-1.17\%$
test_getitem[slice_int] 0.1725ms 27.4658μs 36.4089 KOps/s 37.3609 KOps/s $\color{#d91a1a}-2.55\%$
test_getitem[range] 0.2698ms 0.1074ms 9.3075 KOps/s 9.3122 KOps/s $\color{#d91a1a}-0.05\%$
test_getitem[tuple] 98.8858ms 29.6311μs 33.7484 KOps/s 42.8135 KOps/s $\textbf{\color{#d91a1a}-21.17\%}$
test_getitem[list] 0.2529ms 96.5129μs 10.3613 KOps/s 10.5172 KOps/s $\color{#d91a1a}-1.48\%$
test_setitem_dim[int] 0.1857ms 51.5049μs 19.4156 KOps/s 19.9948 KOps/s $\color{#d91a1a}-2.90\%$
test_setitem_dim[slice_int] 0.2077ms 74.1988μs 13.4773 KOps/s 13.5440 KOps/s $\color{#d91a1a}-0.49\%$
test_setitem_dim[range] 0.2747ms 0.1334ms 7.4976 KOps/s 7.5606 KOps/s $\color{#d91a1a}-0.83\%$
test_setitem_dim[tuple] 0.1349ms 66.9341μs 14.9401 KOps/s 15.1280 KOps/s $\color{#d91a1a}-1.24\%$
test_setitem 0.2218ms 41.9827μs 23.8193 KOps/s 24.2355 KOps/s $\color{#d91a1a}-1.72\%$
test_set 0.1948ms 41.5856μs 24.0468 KOps/s 24.8134 KOps/s $\color{#d91a1a}-3.09\%$
test_set_shared 0.3135ms 50.5755μs 19.7724 KOps/s 20.1794 KOps/s $\color{#d91a1a}-2.02\%$
test_update 0.2029ms 51.7076μs 19.3395 KOps/s 20.2748 KOps/s $\color{#d91a1a}-4.61\%$
test_update_nested 0.3498ms 58.0910μs 17.2144 KOps/s 17.8914 KOps/s $\color{#d91a1a}-3.78\%$
test_update__nested 0.2085ms 58.2589μs 17.1648 KOps/s 17.4129 KOps/s $\color{#d91a1a}-1.43\%$
test_set_nested 0.1948ms 43.9003μs 22.7789 KOps/s 23.7334 KOps/s $\color{#d91a1a}-4.02\%$
test_set_nested_new 0.1951ms 47.6868μs 20.9702 KOps/s 21.9006 KOps/s $\color{#d91a1a}-4.25\%$
test_select 0.2094ms 61.0265μs 16.3863 KOps/s 17.0127 KOps/s $\color{#d91a1a}-3.68\%$
test_select_nested 0.5233ms 42.4614μs 23.5508 KOps/s 23.9938 KOps/s $\color{#d91a1a}-1.85\%$
test_exclude_nested 97.1520μs 59.7800μs 16.7280 KOps/s 16.8627 KOps/s $\color{#d91a1a}-0.80\%$
test_empty[True] 0.2827ms 0.2471ms 4.0478 KOps/s 4.0504 KOps/s $\color{#d91a1a}-0.07\%$
test_empty[False] 3.6561μs 0.7399μs 1.3515 MOps/s 1.4118 MOps/s $\color{#d91a1a}-4.27\%$
test_to 93.0820μs 25.2383μs 39.6223 KOps/s 40.8035 KOps/s $\color{#d91a1a}-2.90\%$
test_to_nonblocking 53.6010μs 24.5213μs 40.7808 KOps/s 42.7863 KOps/s $\color{#d91a1a}-4.69\%$
test_unbind_speed 1.1044ms 0.2768ms 3.6128 KOps/s 3.6634 KOps/s $\color{#d91a1a}-1.38\%$
test_unbind_speed_stack0 0.3166ms 0.2723ms 3.6723 KOps/s 3.7597 KOps/s $\color{#d91a1a}-2.33\%$
test_unbind_speed_stack1 97.7814ms 0.7101ms 1.4083 KOps/s 1.4393 KOps/s $\color{#d91a1a}-2.15\%$
test_split 0.1015s 2.2171ms 451.0466 Ops/s 458.0612 Ops/s $\color{#d91a1a}-1.53\%$
test_chunk 0.1006s 2.2241ms 449.6210 Ops/s 459.6788 Ops/s $\color{#d91a1a}-2.19\%$
test_creation[device0] 0.3497ms 0.1257ms 7.9562 KOps/s 7.9598 KOps/s $\color{#d91a1a}-0.05\%$
test_creation_from_tensor 0.3476ms 0.1276ms 7.8396 KOps/s 7.8323 KOps/s $\color{#35bf28}+0.09\%$
test_add_one[memmap_tensor0] 0.1336ms 8.3442μs 119.8439 KOps/s 121.3736 KOps/s $\color{#d91a1a}-1.26\%$
test_contiguous[memmap_tensor0] 30.2010μs 2.2597μs 442.5303 KOps/s 452.3759 KOps/s $\color{#d91a1a}-2.18\%$
test_stack[memmap_tensor0] 32.8110μs 6.5653μs 152.3168 KOps/s 158.7394 KOps/s $\color{#d91a1a}-4.05\%$
test_memmaptd_index 1.3017ms 0.4238ms 2.3594 KOps/s 2.3769 KOps/s $\color{#d91a1a}-0.73\%$
test_memmaptd_index_astensor 0.7186ms 0.4728ms 2.1148 KOps/s 2.1145 KOps/s $\color{#35bf28}+0.01\%$
test_memmaptd_index_op 1.4265ms 1.0257ms 974.9326 Ops/s 988.7392 Ops/s $\color{#d91a1a}-1.40\%$
test_serialize_model 0.1304s 0.1298s 7.7024 Ops/s 7.6790 Ops/s $\color{#35bf28}+0.30\%$
test_serialize_model_pickle 1.3472s 1.2128s 0.8245 Ops/s 0.8237 Ops/s $\color{#35bf28}+0.10\%$
test_serialize_weights 0.1299s 0.1290s 7.7543 Ops/s 7.7316 Ops/s $\color{#35bf28}+0.29\%$
test_serialize_weights_returnearly 55.0636ms 47.2688ms 21.1556 Ops/s 15.6155 Ops/s $\textbf{\color{#35bf28}+35.48\%}$
test_serialize_weights_pickle 1.3564s 1.2145s 0.8234 Ops/s 0.8206 Ops/s $\color{#35bf28}+0.33\%$
test_reshape_pytree 0.1462ms 35.8822μs 27.8689 KOps/s 28.7396 KOps/s $\color{#d91a1a}-3.03\%$
test_reshape_td 0.1414ms 41.7484μs 23.9530 KOps/s 25.0145 KOps/s $\color{#d91a1a}-4.24\%$
test_view_pytree 0.1278ms 35.6816μs 28.0256 KOps/s 28.4900 KOps/s $\color{#d91a1a}-1.63\%$
test_view_td 0.1697ms 46.8016μs 21.3668 KOps/s 21.9913 KOps/s $\color{#d91a1a}-2.84\%$
test_unbind_pytree 0.1597ms 34.1160μs 29.3117 KOps/s 29.8465 KOps/s $\color{#d91a1a}-1.79\%$
test_unbind_td 0.3689ms 42.3218μs 23.6285 KOps/s 24.0077 KOps/s $\color{#d91a1a}-1.58\%$
test_split_pytree 0.3275ms 46.6207μs 21.4497 KOps/s 21.9521 KOps/s $\color{#d91a1a}-2.29\%$
test_split_td 0.2120ms 55.8519μs 17.9045 KOps/s 18.0093 KOps/s $\color{#d91a1a}-0.58\%$
test_add_pytree 0.2138ms 56.2293μs 17.7843 KOps/s 18.1707 KOps/s $\color{#d91a1a}-2.13\%$
test_add_td 0.2407ms 91.1571μs 10.9701 KOps/s 11.1736 KOps/s $\color{#d91a1a}-1.82\%$
test_compile_add_one_nested[tensordict-compile] 0.4006ms 0.2047ms 4.8847 KOps/s 4.7612 KOps/s $\color{#35bf28}+2.59\%$
test_compile_add_one_nested[tensordict-eager] 0.3149ms 0.1563ms 6.3978 KOps/s 6.4178 KOps/s $\color{#d91a1a}-0.31\%$
test_compile_add_one_nested[pytree-compile] 0.3100ms 0.1442ms 6.9360 KOps/s 6.7636 KOps/s $\color{#35bf28}+2.55\%$
test_compile_add_one_nested[pytree-eager] 0.3626ms 0.1803ms 5.5469 KOps/s 5.6673 KOps/s $\color{#d91a1a}-2.12\%$
test_compile_copy_nested[tensordict-compile] 0.2151ms 20.8658μs 47.9254 KOps/s 48.0142 KOps/s $\color{#d91a1a}-0.18\%$
test_compile_copy_nested[tensordict-eager] 0.2261ms 42.9571μs 23.2790 KOps/s 23.1935 KOps/s $\color{#35bf28}+0.37\%$
test_compile_copy_nested[pytree-compile] 0.2214ms 64.4761μs 15.5096 KOps/s 15.3917 KOps/s $\color{#35bf28}+0.77\%$
test_compile_copy_nested[pytree-eager] 0.2004ms 50.0624μs 19.9751 KOps/s 20.1333 KOps/s $\color{#d91a1a}-0.79\%$
test_compile_add_one_flat[tensordict-compile] 0.4295ms 0.3196ms 3.1285 KOps/s 3.1438 KOps/s $\color{#d91a1a}-0.48\%$
test_compile_add_one_flat[tensordict-eager] 0.4245ms 0.2091ms 4.7815 KOps/s 4.8015 KOps/s $\color{#d91a1a}-0.42\%$
test_compile_add_one_flat[tensorclass-compile] 0.2707ms 0.1269ms 7.8815 KOps/s 7.7739 KOps/s $\color{#35bf28}+1.38\%$
test_compile_add_one_flat[tensorclass-eager] 0.2127ms 61.1961μs 16.3409 KOps/s 16.7711 KOps/s $\color{#d91a1a}-2.57\%$
test_compile_add_one_flat[pytree-compile] 0.4458ms 0.3200ms 3.1253 KOps/s 3.1483 KOps/s $\color{#d91a1a}-0.73\%$
test_compile_add_one_flat[pytree-eager] 0.8073ms 0.6257ms 1.5981 KOps/s 1.7117 KOps/s $\textbf{\color{#d91a1a}-6.64\%}$
test_compile_add_self_flat[tensordict-eager] 0.3827ms 0.2494ms 4.0091 KOps/s 4.0291 KOps/s $\color{#d91a1a}-0.50\%$
test_compile_add_self_flat[tensordict-compile] 0.4455ms 0.3217ms 3.1087 KOps/s 3.1096 KOps/s $\color{#d91a1a}-0.03\%$
test_compile_add_self_flat[tensorclass-eager] 0.2214ms 71.3162μs 14.0221 KOps/s 14.2146 KOps/s $\color{#d91a1a}-1.35\%$
test_compile_add_self_flat[tensorclass-compile] 0.2705ms 0.1280ms 7.8139 KOps/s 7.5744 KOps/s $\color{#35bf28}+3.16\%$
test_compile_add_self_flat[pytree-eager] 0.6871ms 0.5194ms 1.9254 KOps/s 1.9738 KOps/s $\color{#d91a1a}-2.45\%$
test_compile_add_self_flat[pytree-compile] 0.4679ms 0.3185ms 3.1399 KOps/s 3.1338 KOps/s $\color{#35bf28}+0.19\%$
test_compile_copy_flat[tensordict-compile] 0.1808ms 18.6812μs 53.5297 KOps/s 51.3280 KOps/s $\color{#35bf28}+4.29\%$
test_compile_copy_flat[tensordict-eager] 60.8110μs 26.6777μs 37.4844 KOps/s 36.8846 KOps/s $\color{#35bf28}+1.63\%$
test_compile_copy_flat[pytree-compile] 0.1853ms 69.6579μs 14.3559 KOps/s 14.2982 KOps/s $\color{#35bf28}+0.40\%$
test_compile_copy_flat[pytree-eager] 79.4310μs 51.5103μs 19.4136 KOps/s 19.3787 KOps/s $\color{#35bf28}+0.18\%$
test_compile_assign_and_add[tensordict-compile] 2.3341ms 0.8070ms 1.2392 KOps/s 1.1447 KOps/s $\textbf{\color{#35bf28}+8.25\%}$
test_compile_assign_and_add[tensordict-eager] 3.4430ms 3.1788ms 314.5871 Ops/s 322.9717 Ops/s $\color{#d91a1a}-2.60\%$
test_compile_assign_and_add[pytree-compile] 2.2892ms 0.7981ms 1.2530 KOps/s 1.1609 KOps/s $\textbf{\color{#35bf28}+7.93\%}$
test_compile_assign_and_add[pytree-eager] 3.6389ms 3.2281ms 309.7759 Ops/s 332.5546 Ops/s $\textbf{\color{#d91a1a}-6.85\%}$
test_compile_indexing[tensor-tensordict-compile] 0.3028ms 0.1127ms 8.8720 KOps/s 8.8378 KOps/s $\color{#35bf28}+0.39\%$
test_compile_indexing[tensor-tensordict-eager] 0.2466ms 65.0728μs 15.3674 KOps/s 15.4243 KOps/s $\color{#d91a1a}-0.37\%$
test_compile_indexing[tensor-tensorclass-compile] 0.3116ms 0.1026ms 9.7425 KOps/s 9.4164 KOps/s $\color{#35bf28}+3.46\%$
test_compile_indexing[tensor-tensorclass-eager] 0.2550ms 45.6600μs 21.9010 KOps/s 22.9164 KOps/s $\color{#d91a1a}-4.43\%$
test_compile_indexing[tensor-pytree-compile] 0.2970ms 0.1095ms 9.1354 KOps/s 9.7615 KOps/s $\textbf{\color{#d91a1a}-6.41\%}$
test_compile_indexing[tensor-pytree-eager] 0.2244ms 45.5997μs 21.9300 KOps/s 23.8467 KOps/s $\textbf{\color{#d91a1a}-8.04\%}$
test_compile_indexing[slice-tensordict-compile] 0.2865ms 0.1367ms 7.3136 KOps/s 7.3561 KOps/s $\color{#d91a1a}-0.58\%$
test_compile_indexing[slice-tensordict-eager] 0.1616ms 25.4016μs 39.3675 KOps/s 39.4392 KOps/s $\color{#d91a1a}-0.18\%$
test_compile_indexing[slice-tensorclass-compile] 0.3172ms 0.1317ms 7.5939 KOps/s 7.7394 KOps/s $\color{#d91a1a}-1.88\%$
test_compile_indexing[slice-tensorclass-eager] 97.4820μs 20.8856μs 47.8800 KOps/s 49.0836 KOps/s $\color{#d91a1a}-2.45\%$
test_compile_indexing[slice-pytree-compile] 0.3011ms 0.1334ms 7.4956 KOps/s 7.6779 KOps/s $\color{#d91a1a}-2.37\%$
test_compile_indexing[slice-pytree-eager] 0.1946ms 21.0602μs 47.4829 KOps/s 48.3725 KOps/s $\color{#d91a1a}-1.84\%$
test_compile_indexing[int-tensordict-compile] 0.3330ms 0.1454ms 6.8759 KOps/s 7.3247 KOps/s $\textbf{\color{#d91a1a}-6.13\%}$
test_compile_indexing[int-tensordict-eager] 0.5349ms 24.8252μs 40.2817 KOps/s 40.0306 KOps/s $\color{#35bf28}+0.63\%$
test_compile_indexing[int-tensorclass-compile] 0.3136ms 0.1379ms 7.2517 KOps/s 7.6448 KOps/s $\textbf{\color{#d91a1a}-5.14\%}$
test_compile_indexing[int-tensorclass-eager] 0.1519ms 21.0834μs 47.4306 KOps/s 48.6631 KOps/s $\color{#d91a1a}-2.53\%$
test_compile_indexing[int-pytree-compile] 0.3082ms 0.1379ms 7.2534 KOps/s 7.6566 KOps/s $\textbf{\color{#d91a1a}-5.27\%}$
test_compile_indexing[int-pytree-eager] 0.1671ms 21.0263μs 47.5595 KOps/s 40.5087 KOps/s $\textbf{\color{#35bf28}+17.41\%}$
test_mod_add[eager] 0.2138ms 34.7562μs 28.7718 KOps/s 31.9202 KOps/s $\textbf{\color{#d91a1a}-9.86\%}$
test_mod_add[compile] 0.2598ms 75.4323μs 13.2569 KOps/s 14.4094 KOps/s $\textbf{\color{#d91a1a}-8.00\%}$
test_mod_add[compile-overhead] 0.2585ms 0.1325ms 7.5477 KOps/s 6.6820 KOps/s $\textbf{\color{#35bf28}+12.96\%}$
test_mod_wrap[eager] 0.4244ms 0.2517ms 3.9734 KOps/s 4.2242 KOps/s $\textbf{\color{#d91a1a}-5.94\%}$
test_mod_wrap[compile] 0.4463ms 0.2798ms 3.5743 KOps/s 3.5377 KOps/s $\color{#35bf28}+1.03\%$
test_mod_wrap[compile-overhead] 7.8061ms 4.1308ms 242.0851 Ops/s 249.3734 Ops/s $\color{#d91a1a}-2.92\%$
test_mod_wrap_and_backward[eager] 1.5831ms 1.2999ms 769.2718 Ops/s 720.9330 Ops/s $\textbf{\color{#35bf28}+6.71\%}$
test_mod_wrap_and_backward[compile] 2.6990ms 1.2952ms 772.0948 Ops/s 756.0161 Ops/s $\color{#35bf28}+2.13\%$
test_mod_wrap_and_backward[compile-overhead] 1.2968ms 0.8814ms 1.1346 KOps/s 1.1099 KOps/s $\color{#35bf28}+2.22\%$
test_seq_add[eager] 0.4892ms 97.7719μs 10.2279 KOps/s 10.3955 KOps/s $\color{#d91a1a}-1.61\%$
test_seq_add[compile] 0.5985ms 81.4574μs 12.2764 KOps/s 12.5347 KOps/s $\color{#d91a1a}-2.06\%$
test_seq_add[compile-overhead] 0.2658ms 0.1130ms 8.8483 KOps/s 8.6556 KOps/s $\color{#35bf28}+2.23\%$
test_seq_wrap[eager] 0.7967ms 0.3734ms 2.6780 KOps/s 2.5904 KOps/s $\color{#35bf28}+3.38\%$
test_seq_wrap[compile] 0.4461ms 0.2998ms 3.3353 KOps/s 3.2107 KOps/s $\color{#35bf28}+3.88\%$
test_seq_wrap[compile-overhead] 0.3491ms 0.2050ms 4.8784 KOps/s 4.8547 KOps/s $\color{#35bf28}+0.49\%$
test_func_call_runtime[False-eager] 0.8992ms 0.7101ms 1.4083 KOps/s 1.3955 KOps/s $\color{#35bf28}+0.92\%$
test_func_call_runtime[False-compile] 1.0116ms 0.7742ms 1.2917 KOps/s 1.2795 KOps/s $\color{#35bf28}+0.96\%$
test_func_call_runtime[False-compile-overhead] 0.4890ms 0.3477ms 2.8762 KOps/s 2.8625 KOps/s $\color{#35bf28}+0.48\%$
test_func_call_runtime[True-eager] 1.0411ms 0.8638ms 1.1577 KOps/s 1.1174 KOps/s $\color{#35bf28}+3.60\%$
test_func_call_runtime[True-compile] 0.9627ms 0.8092ms 1.2358 KOps/s 1.2218 KOps/s $\color{#35bf28}+1.14\%$
test_func_call_runtime[True-compile-overhead] 0.5082ms 0.3804ms 2.6288 KOps/s 2.6346 KOps/s $\color{#d91a1a}-0.22\%$
test_func_call_cm_runtime[False-eager] 0.8794ms 0.7054ms 1.4176 KOps/s 1.4252 KOps/s $\color{#d91a1a}-0.53\%$
test_func_call_cm_runtime[False-compile] 0.9853ms 0.7761ms 1.2886 KOps/s 1.2651 KOps/s $\color{#35bf28}+1.85\%$
test_func_call_cm_runtime[False-compile-overhead] 1.1867ms 0.3499ms 2.8577 KOps/s 2.8562 KOps/s $\color{#35bf28}+0.05\%$
test_func_call_cm_runtime[True-eager] 1.1941ms 0.9931ms 1.0070 KOps/s 1.0250 KOps/s $\color{#d91a1a}-1.75\%$
test_func_call_cm_runtime[True-compile] 1.0054ms 0.8298ms 1.2050 KOps/s 1.1885 KOps/s $\color{#35bf28}+1.39\%$
test_func_call_cm_runtime[True-compile-overhead] 0.5341ms 0.4038ms 2.4764 KOps/s 2.4553 KOps/s $\color{#35bf28}+0.86\%$
test_vmap_func_call_cm_runtime[eager] 2.6037ms 1.9957ms 501.0730 Ops/s 498.3665 Ops/s $\color{#35bf28}+0.54\%$
test_vmap_func_call_cm_runtime[compile] 1.0938ms 0.8650ms 1.1561 KOps/s 1.1671 KOps/s $\color{#d91a1a}-0.94\%$
test_vmap_func_call_cm_runtime[compile-overhead] 0.5425ms 0.4090ms 2.4447 KOps/s 2.4366 KOps/s $\color{#35bf28}+0.34\%$
test_distributed 4.6046ms 0.2437ms 4.1033 KOps/s 8.5551 KOps/s $\textbf{\color{#d91a1a}-52.04\%}$
test_tdmodule 0.1381ms 15.4088μs 64.8980 KOps/s 67.7662 KOps/s $\color{#d91a1a}-4.23\%$
test_tdmodule_dispatch 67.2110μs 31.1128μs 32.1411 KOps/s 32.5804 KOps/s $\color{#d91a1a}-1.35\%$
test_tdseq 35.0510μs 16.0079μs 62.4692 KOps/s 63.4949 KOps/s $\color{#d91a1a}-1.62\%$
test_tdseq_dispatch 52.8210μs 33.1137μs 30.1989 KOps/s 31.1005 KOps/s $\color{#d91a1a}-2.90\%$
test_instantiation_functorch 2.0186ms 1.8238ms 548.3127 Ops/s 546.8873 Ops/s $\color{#35bf28}+0.26\%$
test_instantiation_td 1.8091ms 1.1832ms 845.1315 Ops/s 839.9280 Ops/s $\color{#35bf28}+0.62\%$
test_exec_functorch 0.3541ms 0.2059ms 4.8573 KOps/s 4.8586 KOps/s $\color{#d91a1a}-0.03\%$
test_exec_functional_call 0.3514ms 0.2025ms 4.9381 KOps/s 4.9708 KOps/s $\color{#d91a1a}-0.66\%$
test_exec_td 0.3422ms 0.2061ms 4.8516 KOps/s 4.8044 KOps/s $\color{#35bf28}+0.98\%$
test_exec_td_decorator 0.5423ms 0.2496ms 4.0064 KOps/s 3.9671 KOps/s $\color{#35bf28}+0.99\%$
test_vmap_mlp_speed[True-True] 0.8284ms 0.6647ms 1.5045 KOps/s 1.4823 KOps/s $\color{#35bf28}+1.50\%$
test_vmap_mlp_speed[True-False] 0.8546ms 0.6579ms 1.5199 KOps/s 1.4865 KOps/s $\color{#35bf28}+2.25\%$
test_vmap_mlp_speed[False-True] 0.7210ms 0.5478ms 1.8256 KOps/s 1.7914 KOps/s $\color{#35bf28}+1.91\%$
test_vmap_mlp_speed[False-False] 0.7226ms 0.5499ms 1.8185 KOps/s 1.8047 KOps/s $\color{#35bf28}+0.76\%$
test_vmap_mlp_speed_decorator[True-True] 1.2819ms 0.6512ms 1.5356 KOps/s 1.5282 KOps/s $\color{#35bf28}+0.49\%$
test_vmap_mlp_speed_decorator[True-False] 0.7973ms 0.6502ms 1.5379 KOps/s 1.5441 KOps/s $\color{#d91a1a}-0.40\%$
test_vmap_mlp_speed_decorator[False-True] 0.7449ms 0.5672ms 1.7632 KOps/s 1.7746 KOps/s $\color{#d91a1a}-0.64\%$
test_vmap_mlp_speed_decorator[False-False] 0.7468ms 0.5669ms 1.7639 KOps/s 1.7741 KOps/s $\color{#d91a1a}-0.57\%$
test_vmap_transformer_speed[True-True] 8.2496ms 7.9887ms 125.1768 Ops/s 124.8297 Ops/s $\color{#35bf28}+0.28\%$
test_vmap_transformer_speed[True-False] 8.2947ms 7.9775ms 125.3526 Ops/s 125.5927 Ops/s $\color{#d91a1a}-0.19\%$
test_vmap_transformer_speed[False-True] 8.3980ms 7.9388ms 125.9630 Ops/s 128.8030 Ops/s $\color{#d91a1a}-2.20\%$
test_vmap_transformer_speed[False-False] 8.0526ms 7.8014ms 128.1814 Ops/s 128.5977 Ops/s $\color{#d91a1a}-0.32\%$
test_vmap_transformer_speed_decorator[True-True] 19.5781ms 18.8323ms 53.1003 Ops/s 53.6710 Ops/s $\color{#d91a1a}-1.06\%$
test_vmap_transformer_speed_decorator[True-False] 19.0028ms 18.7419ms 53.3563 Ops/s 53.6218 Ops/s $\color{#d91a1a}-0.50\%$
test_vmap_transformer_speed_decorator[False-True] 19.4607ms 18.7221ms 53.4128 Ops/s 53.0444 Ops/s $\color{#35bf28}+0.69\%$
test_vmap_transformer_speed_decorator[False-False] 18.8811ms 18.5859ms 53.8044 Ops/s 53.5908 Ops/s $\color{#35bf28}+0.40\%$
test_to_module_speed[True] 1.4919ms 0.9399ms 1.0639 KOps/s 1.0702 KOps/s $\color{#d91a1a}-0.59\%$
test_to_module_speed[False] 1.2741ms 0.9122ms 1.0963 KOps/s 1.1035 KOps/s $\color{#d91a1a}-0.65\%$
test_tc_init 62.4220μs 35.1375μs 28.4596 KOps/s 27.7593 KOps/s $\color{#35bf28}+2.52\%$
test_tc_init_nested 0.1880ms 71.7077μs 13.9455 KOps/s 13.8423 KOps/s $\color{#35bf28}+0.75\%$
test_tc_first_layer_tensor 12.5503μs 0.6652μs 1.5032 MOps/s 1.4998 MOps/s $\color{#35bf28}+0.23\%$
test_tc_first_layer_nontensor 37.2610μs 2.2269μs 449.0647 KOps/s 452.1151 KOps/s $\color{#d91a1a}-0.67\%$
test_tc_second_layer_tensor 8.8102μs 1.3495μs 741.0343 KOps/s 733.8272 KOps/s $\color{#35bf28}+0.98\%$
test_tc_second_layer_nontensor 34.4110μs 2.9029μs 344.4798 KOps/s 342.3245 KOps/s $\color{#35bf28}+0.63\%$
test_unbind 0.2016s 12.3696ms 80.8431 Ops/s 93.0557 Ops/s $\textbf{\color{#d91a1a}-13.12\%}$
test_full_like 0.7623ms 0.5762ms 1.7354 KOps/s 1.7292 KOps/s $\color{#35bf28}+0.36\%$
test_zeros_like 0.3407ms 0.1982ms 5.0451 KOps/s 5.0433 KOps/s $\color{#35bf28}+0.03\%$
test_ones_like 0.3533ms 0.1983ms 5.0437 KOps/s 5.0463 KOps/s $\color{#d91a1a}-0.05\%$
test_clone 0.5570ms 0.4141ms 2.4150 KOps/s 2.4092 KOps/s $\color{#35bf28}+0.24\%$
test_squeeze 0.1408ms 9.6254μs 103.8921 KOps/s 101.4889 KOps/s $\color{#35bf28}+2.37\%$
test_unsqueeze 0.2195ms 72.1342μs 13.8630 KOps/s 14.0527 KOps/s $\color{#d91a1a}-1.35\%$
test_split 0.4456ms 0.1553ms 6.4386 KOps/s 6.4295 KOps/s $\color{#35bf28}+0.14\%$
test_permute 0.3156ms 0.1766ms 5.6640 KOps/s 5.6855 KOps/s $\color{#d91a1a}-0.38\%$
test_stack 1.3555ms 0.8844ms 1.1307 KOps/s 1.1225 KOps/s $\color{#35bf28}+0.73\%$
test_cat 1.3764ms 1.2329ms 811.0718 Ops/s 811.1889 Ops/s $\color{#d91a1a}-0.01\%$

@vmoens vmoens added the Quality label Sep 9, 2024
@vmoens vmoens merged commit f9e76e8 into main Sep 9, 2024
@vmoens vmoens deleted the fix-split-update_-tc branch September 9, 2024 17:19
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