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[Versioning] v0.6.1 #1072

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merged 1 commit into from
Nov 4, 2024
Merged

[Versioning] v0.6.1 #1072

merged 1 commit into from
Nov 4, 2024

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@vmoens vmoens commented Nov 4, 2024 •
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2b117a9 
[ghstack-poisoned]
vmoens added a commit that referenced this pull request Nov 4, 2024
@vmoens
[Versioning] v0.6.1
20d94b8 
ghstack-source-id: a899c95c12a3b1b986ed429b6507711c4126189e
Pull Request resolved: #1072
@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 4, 2024
@vmoens vmoens merged commit 2b117a9 into gh/vmoens/35/base Nov 4, 2024
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vmoens added a commit that referenced this pull request Nov 4, 2024
@vmoens
[Versioning] v0.6.1
f12d31d 
ghstack-source-id: a899c95c12a3b1b986ed429b6507711c4126189e
Pull Request resolved: #1072
@vmoens vmoens deleted the gh/vmoens/35/head branch November 4, 2024 13:13
vmoens added a commit that referenced this pull request Nov 4, 2024
@vmoens
[Versioning] v0.6.1
80dedb3 
ghstack-source-id: a899c95c12a3b1b986ed429b6507711c4126189e
Pull Request resolved: #1072

(cherry picked from commit f12d31d)
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 217. Improved: $\large\color{#35bf28}33$. Worsened: $\large\color{#d91a1a}11$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 40.6250μs 17.1584μs 58.2806 KOps/s 52.7423 KOps/s $\textbf{\color{#35bf28}+10.50\%}$
test_plain_set_stack_nested 65.5120μs 17.3276μs 57.7114 KOps/s 52.4996 KOps/s $\textbf{\color{#35bf28}+9.93\%}$
test_plain_set_nested_inplace 48.1890μs 18.8747μs 52.9811 KOps/s 48.8148 KOps/s $\textbf{\color{#35bf28}+8.53\%}$
test_plain_set_stack_nested_inplace 78.9160μs 19.0455μs 52.5057 KOps/s 48.8696 KOps/s $\textbf{\color{#35bf28}+7.44\%}$
test_items 23.6240μs 4.2024μs 237.9592 KOps/s 233.3797 KOps/s $\color{#35bf28}+1.96\%$
test_items_nested 0.7047ms 0.3432ms 2.9137 KOps/s 2.9177 KOps/s $\color{#d91a1a}-0.14\%$
test_items_nested_locked 0.6391ms 0.3454ms 2.8956 KOps/s 2.9501 KOps/s $\color{#d91a1a}-1.85\%$
test_items_nested_leaf 0.1392ms 72.3845μs 13.8151 KOps/s 13.6558 KOps/s $\color{#35bf28}+1.17\%$
test_items_stack_nested 0.7142ms 0.3474ms 2.8789 KOps/s 2.9224 KOps/s $\color{#d91a1a}-1.49\%$
test_items_stack_nested_leaf 0.1351ms 76.4830μs 13.0748 KOps/s 13.2787 KOps/s $\color{#d91a1a}-1.54\%$
test_items_stack_nested_locked 0.6404ms 0.3491ms 2.8644 KOps/s 2.8989 KOps/s $\color{#d91a1a}-1.19\%$
test_keys 20.8090μs 3.5548μs 281.3118 KOps/s 277.5179 KOps/s $\color{#35bf28}+1.37\%$
test_keys_nested 0.2958ms 0.1361ms 7.3454 KOps/s 7.1907 KOps/s $\color{#35bf28}+2.15\%$
test_keys_nested_locked 2.1816ms 0.1414ms 7.0706 KOps/s 7.0014 KOps/s $\color{#35bf28}+0.99\%$
test_keys_nested_leaf 0.1982ms 0.1171ms 8.5379 KOps/s 8.6437 KOps/s $\color{#d91a1a}-1.22\%$
test_keys_stack_nested 0.2322ms 0.1348ms 7.4195 KOps/s 7.3370 KOps/s $\color{#35bf28}+1.12\%$
test_keys_stack_nested_leaf 0.1925ms 0.1157ms 8.6451 KOps/s 8.6175 KOps/s $\color{#35bf28}+0.32\%$
test_keys_stack_nested_locked 0.2383ms 0.1412ms 7.0803 KOps/s 7.0554 KOps/s $\color{#35bf28}+0.35\%$
test_values 9.6624μs 1.0337μs 967.4235 KOps/s 964.4775 KOps/s $\color{#35bf28}+0.31\%$
test_values_nested 0.1324ms 55.8405μs 17.9082 KOps/s 17.9561 KOps/s $\color{#d91a1a}-0.27\%$
test_values_nested_locked 0.1077ms 55.6803μs 17.9597 KOps/s 18.1171 KOps/s $\color{#d91a1a}-0.87\%$
test_values_nested_leaf 0.1206ms 60.7518μs 16.4604 KOps/s 15.9033 KOps/s $\color{#35bf28}+3.50\%$
test_values_stack_nested 0.1166ms 57.3568μs 17.4347 KOps/s 16.2986 KOps/s $\textbf{\color{#35bf28}+6.97\%}$
test_values_stack_nested_leaf 0.1178ms 60.1625μs 16.6216 KOps/s 16.6550 KOps/s $\color{#d91a1a}-0.20\%$
test_values_stack_nested_locked 0.1599ms 57.3552μs 17.4352 KOps/s 17.4837 KOps/s $\color{#d91a1a}-0.28\%$
test_membership 13.7960μs 0.9155μs 1.0923 MOps/s 1.1161 MOps/s $\color{#d91a1a}-2.13\%$
test_membership_nested 54.3720μs 2.8734μs 348.0249 KOps/s 365.8537 KOps/s $\color{#d91a1a}-4.87\%$
test_membership_nested_leaf 67.8160μs 2.8163μs 355.0761 KOps/s 363.0575 KOps/s $\color{#d91a1a}-2.20\%$
test_membership_stacked_nested 47.6190μs 2.7971μs 357.5142 KOps/s 367.6419 KOps/s $\color{#d91a1a}-2.75\%$
test_membership_stacked_nested_leaf 17.9730μs 2.8167μs 355.0203 KOps/s 364.3280 KOps/s $\color{#d91a1a}-2.55\%$
test_membership_nested_last 79.2980μs 4.2254μs 236.6658 KOps/s 242.2528 KOps/s $\color{#d91a1a}-2.31\%$
test_membership_nested_leaf_last 50.7950μs 4.1805μs 239.2070 KOps/s 240.8631 KOps/s $\color{#d91a1a}-0.69\%$
test_membership_stacked_nested_last 23.0330μs 4.1402μs 241.5324 KOps/s 161.8911 KOps/s $\textbf{\color{#35bf28}+49.19\%}$
test_membership_stacked_nested_leaf_last 26.9400μs 4.0979μs 244.0268 KOps/s 163.2636 KOps/s $\textbf{\color{#35bf28}+49.47\%}$
test_nested_getleaf 41.4870μs 10.9034μs 91.7142 KOps/s 94.6388 KOps/s $\color{#d91a1a}-3.09\%$
test_nested_get 54.8020μs 10.3378μs 96.7327 KOps/s 100.1605 KOps/s $\color{#d91a1a}-3.42\%$
test_stacked_getleaf 53.8300μs 10.8910μs 91.8190 KOps/s 94.5992 KOps/s $\color{#d91a1a}-2.94\%$
test_stacked_get 95.7980μs 10.3595μs 96.5293 KOps/s 100.4727 KOps/s $\color{#d91a1a}-3.92\%$
test_nested_getitemleaf 64.7920μs 11.7518μs 85.0932 KOps/s 90.5349 KOps/s $\textbf{\color{#d91a1a}-6.01\%}$
test_nested_getitem 53.0490μs 10.4579μs 95.6215 KOps/s 96.6036 KOps/s $\color{#d91a1a}-1.02\%$
test_stacked_getitemleaf 30.8580μs 11.1400μs 89.7668 KOps/s 91.2541 KOps/s $\color{#d91a1a}-1.63\%$
test_stacked_getitem 64.3390μs 10.5242μs 95.0188 KOps/s 97.6026 KOps/s $\color{#d91a1a}-2.65\%$
test_lock_nested 4.5521ms 0.4569ms 2.1888 KOps/s 2.1909 KOps/s $\color{#d91a1a}-0.10\%$
test_lock_stack_nested 0.6290ms 0.4118ms 2.4285 KOps/s 2.4140 KOps/s $\color{#35bf28}+0.60\%$
test_unlock_nested 0.9928ms 0.3764ms 2.6569 KOps/s 2.6577 KOps/s $\color{#d91a1a}-0.03\%$
test_unlock_stack_nested 0.5151ms 0.3324ms 3.0082 KOps/s 2.9950 KOps/s $\color{#35bf28}+0.44\%$
test_flatten_speed 0.1661ms 93.0623μs 10.7455 KOps/s 10.6870 KOps/s $\color{#35bf28}+0.55\%$
test_unflatten_speed 0.7848ms 0.4652ms 2.1497 KOps/s 2.1563 KOps/s $\color{#d91a1a}-0.30\%$
test_common_ops 4.1601ms 0.7780ms 1.2853 KOps/s 1.1893 KOps/s $\textbf{\color{#35bf28}+8.07\%}$
test_creation 40.1520μs 2.1016μs 475.8272 KOps/s 465.9196 KOps/s $\color{#35bf28}+2.13\%$
test_creation_empty 45.6350μs 10.1683μs 98.3449 KOps/s 73.8043 KOps/s $\textbf{\color{#35bf28}+33.25\%}$
test_creation_nested_1 50.0330μs 12.7488μs 78.4388 KOps/s 60.9607 KOps/s $\textbf{\color{#35bf28}+28.67\%}$
test_creation_nested_2 54.1710μs 17.0649μs 58.5997 KOps/s 48.0597 KOps/s $\textbf{\color{#35bf28}+21.93\%}$
test_clone 0.1666ms 13.2899μs 75.2453 KOps/s 74.3197 KOps/s $\color{#35bf28}+1.25\%$
test_getitem[int] 0.9796ms 12.7452μs 78.4612 KOps/s 77.9628 KOps/s $\color{#35bf28}+0.64\%$
test_getitem[slice_int] 0.1634ms 25.1628μs 39.7412 KOps/s 40.1837 KOps/s $\color{#d91a1a}-1.10\%$
test_getitem[range] 0.3265ms 50.1391μs 19.9445 KOps/s 20.4085 KOps/s $\color{#d91a1a}-2.27\%$
test_getitem[tuple] 0.1618ms 20.2745μs 49.3229 KOps/s 48.9412 KOps/s $\color{#35bf28}+0.78\%$
test_getitem[list] 0.4190ms 46.4827μs 21.5134 KOps/s 22.2251 KOps/s $\color{#d91a1a}-3.20\%$
test_setitem_dim[int] 54.8620μs 26.0368μs 38.4071 KOps/s 39.1376 KOps/s $\color{#d91a1a}-1.87\%$
test_setitem_dim[slice_int] 0.1376ms 54.6514μs 18.2978 KOps/s 19.4438 KOps/s $\textbf{\color{#d91a1a}-5.89\%}$
test_setitem_dim[range] 0.1287ms 76.8670μs 13.0095 KOps/s 13.3370 KOps/s $\color{#d91a1a}-2.46\%$
test_setitem_dim[tuple] 93.8050μs 41.8070μs 23.9194 KOps/s 24.5067 KOps/s $\color{#d91a1a}-2.40\%$
test_setitem 0.1742ms 19.9506μs 50.1238 KOps/s 46.1868 KOps/s $\textbf{\color{#35bf28}+8.52\%}$
test_set 0.1693ms 19.1202μs 52.3008 KOps/s 47.6706 KOps/s $\textbf{\color{#35bf28}+9.71\%}$
test_set_shared 2.4304ms 0.1779ms 5.6216 KOps/s 5.7713 KOps/s $\color{#d91a1a}-2.59\%$
test_update 0.1907ms 21.6371μs 46.2170 KOps/s 40.1972 KOps/s $\textbf{\color{#35bf28}+14.98\%}$
test_update_nested 0.2037ms 32.0851μs 31.1671 KOps/s 28.8216 KOps/s $\textbf{\color{#35bf28}+8.14\%}$
test_update__nested 1.0777ms 33.2096μs 30.1118 KOps/s 30.9739 KOps/s $\color{#d91a1a}-2.78\%$
test_set_nested 0.1950ms 21.7496μs 45.9779 KOps/s 43.5638 KOps/s $\textbf{\color{#35bf28}+5.54\%}$
test_set_nested_new 0.2045ms 26.3838μs 37.9021 KOps/s 36.2456 KOps/s $\color{#35bf28}+4.57\%$
test_select 0.2191ms 42.1569μs 23.7209 KOps/s 22.3241 KOps/s $\textbf{\color{#35bf28}+6.26\%}$
test_select_nested 0.1321ms 60.2389μs 16.6006 KOps/s 16.7526 KOps/s $\color{#d91a1a}-0.91\%$
test_exclude_nested 0.3692ms 75.0010μs 13.3331 KOps/s 13.4738 KOps/s $\color{#d91a1a}-1.04\%$
test_empty[True] 0.6963ms 0.3487ms 2.8680 KOps/s 2.8529 KOps/s $\color{#35bf28}+0.53\%$
test_empty[False] 12.1025μs 1.2943μs 772.6311 KOps/s 828.5754 KOps/s $\textbf{\color{#d91a1a}-6.75\%}$
test_unbind_speed 0.5738ms 0.2679ms 3.7326 KOps/s 3.8242 KOps/s $\color{#d91a1a}-2.39\%$
test_unbind_speed_stack0 0.4032ms 0.2575ms 3.8840 KOps/s 3.8936 KOps/s $\color{#d91a1a}-0.25\%$
test_unbind_speed_stack1 0.1156s 0.7802ms 1.2816 KOps/s 1.4130 KOps/s $\textbf{\color{#d91a1a}-9.30\%}$
test_split 0.1111s 1.7632ms 567.1527 Ops/s 552.4067 Ops/s $\color{#35bf28}+2.67\%$
test_chunk 1.7568ms 1.6016ms 624.3837 Ops/s 552.8162 Ops/s $\textbf{\color{#35bf28}+12.95\%}$
test_consolidate_njt[False-None] 0.1243s 9.2964ms 107.5680 Ops/s 114.8861 Ops/s $\textbf{\color{#d91a1a}-6.37\%}$
test_creation[device0] 0.2862ms 92.6147μs 10.7974 KOps/s 10.7795 KOps/s $\color{#35bf28}+0.17\%$
test_creation_from_tensor 4.8996ms 96.6267μs 10.3491 KOps/s 10.2410 KOps/s $\color{#35bf28}+1.06\%$
test_add_one[memmap_tensor0] 0.2568ms 4.9067μs 203.8023 KOps/s 207.0933 KOps/s $\color{#d91a1a}-1.59\%$
test_contiguous[memmap_tensor0] 12.8040μs 0.5011μs 1.9955 MOps/s 1.9848 MOps/s $\color{#35bf28}+0.54\%$
test_stack[memmap_tensor0] 73.9080μs 3.4097μs 293.2849 KOps/s 288.1371 KOps/s $\color{#35bf28}+1.79\%$
test_memmaptd_index 1.2916ms 0.2445ms 4.0900 KOps/s 4.1464 KOps/s $\color{#d91a1a}-1.36\%$
test_memmaptd_index_astensor 0.6889ms 0.3225ms 3.1011 KOps/s 3.1202 KOps/s $\color{#d91a1a}-0.61\%$
test_memmaptd_index_op 1.1671ms 0.5781ms 1.7299 KOps/s 1.5815 KOps/s $\textbf{\color{#35bf28}+9.38\%}$
test_serialize_model 0.1244s 0.1201s 8.3248 Ops/s 8.4042 Ops/s $\color{#d91a1a}-0.94\%$
test_serialize_model_pickle 0.4460s 0.3986s 2.5089 Ops/s 2.4888 Ops/s $\color{#35bf28}+0.81\%$
test_serialize_weights 0.2371s 0.1348s 7.4207 Ops/s 7.2356 Ops/s $\color{#35bf28}+2.56\%$
test_serialize_weights_returnearly 0.3144s 0.1799s 5.5579 Ops/s 6.2258 Ops/s $\textbf{\color{#d91a1a}-10.73\%}$
test_serialize_weights_pickle 0.4568s 0.4048s 2.4705 Ops/s 2.4051 Ops/s $\color{#35bf28}+2.72\%$
test_serialize_weights_filesystem 0.1497s 0.1467s 6.8185 Ops/s 6.6930 Ops/s $\color{#35bf28}+1.87\%$
test_serialize_model_filesystem 0.1624s 0.1533s 6.5236 Ops/s 5.6051 Ops/s $\textbf{\color{#35bf28}+16.39\%}$
test_reshape_pytree 67.4750μs 26.5126μs 37.7179 KOps/s 36.8825 KOps/s $\color{#35bf28}+2.27\%$
test_reshape_td 89.0060μs 32.2845μs 30.9746 KOps/s 30.6930 KOps/s $\color{#35bf28}+0.92\%$
test_view_pytree 69.0090μs 26.4607μs 37.7919 KOps/s 36.8940 KOps/s $\color{#35bf28}+2.43\%$
test_view_td 0.1091ms 37.4728μs 26.6860 KOps/s 26.8158 KOps/s $\color{#d91a1a}-0.48\%$
test_unbind_pytree 75.8510μs 29.9130μs 33.4302 KOps/s 33.1698 KOps/s $\color{#35bf28}+0.79\%$
test_unbind_td 0.3455ms 38.5605μs 25.9333 KOps/s 26.0113 KOps/s $\color{#d91a1a}-0.30\%$
test_split_pytree 0.1061ms 29.7535μs 33.6095 KOps/s 33.8923 KOps/s $\color{#d91a1a}-0.83\%$
test_split_td 0.1216s 56.9765μs 17.5511 KOps/s 22.5205 KOps/s $\textbf{\color{#d91a1a}-22.07\%}$
test_add_pytree 0.1100ms 36.4329μs 27.4477 KOps/s 27.3969 KOps/s $\color{#35bf28}+0.19\%$
test_add_td 0.1704ms 52.8631μs 18.9168 KOps/s 15.9509 KOps/s $\textbf{\color{#35bf28}+18.59\%}$
test_compile_add_one_nested[tensordict-compile] 0.1501ms 68.3839μs 14.6233 KOps/s 15.5390 KOps/s $\textbf{\color{#d91a1a}-5.89\%}$
test_compile_add_one_nested[tensordict-eager] 0.4191ms 0.1634ms 6.1212 KOps/s 6.1853 KOps/s $\color{#d91a1a}-1.04\%$
test_compile_add_one_nested[pytree-compile] 0.1307ms 47.5273μs 21.0406 KOps/s 21.0838 KOps/s $\color{#d91a1a}-0.21\%$
test_compile_add_one_nested[pytree-eager] 0.2315ms 0.1188ms 8.4183 KOps/s 8.3454 KOps/s $\color{#35bf28}+0.87\%$
test_compile_copy_nested[tensordict-compile] 88.1330μs 26.6512μs 37.5217 KOps/s 37.7653 KOps/s $\color{#d91a1a}-0.65\%$
test_compile_copy_nested[tensordict-eager] 0.1220ms 54.0378μs 18.5056 KOps/s 18.4063 KOps/s $\color{#35bf28}+0.54\%$
test_compile_copy_nested[pytree-compile] 0.1486ms 78.8938μs 12.6753 KOps/s 12.5503 KOps/s $\color{#35bf28}+1.00\%$
test_compile_copy_nested[pytree-eager] 0.1553ms 68.4044μs 14.6190 KOps/s 14.5761 KOps/s $\color{#35bf28}+0.29\%$
test_compile_add_one_flat[tensordict-compile] 0.1949ms 0.1079ms 9.2703 KOps/s 9.3163 KOps/s $\color{#d91a1a}-0.49\%$
test_compile_add_one_flat[tensordict-eager] 0.4169ms 0.2017ms 4.9580 KOps/s 5.0601 KOps/s $\color{#d91a1a}-2.02\%$
test_compile_add_one_flat[tensorclass-compile] 0.1304ms 47.4954μs 21.0547 KOps/s 21.8301 KOps/s $\color{#d91a1a}-3.55\%$
test_compile_add_one_flat[tensorclass-eager] 0.5040ms 63.4874μs 15.7512 KOps/s 16.1348 KOps/s $\color{#d91a1a}-2.38\%$
test_compile_add_one_flat[pytree-compile] 0.2084ms 0.1061ms 9.4276 KOps/s 9.5870 KOps/s $\color{#d91a1a}-1.66\%$
test_compile_add_one_flat[pytree-eager] 0.3590ms 0.1981ms 5.0482 KOps/s 4.8217 KOps/s $\color{#35bf28}+4.70\%$
test_compile_add_self_flat[tensordict-eager] 0.4241ms 0.2134ms 4.6871 KOps/s 4.7379 KOps/s $\color{#d91a1a}-1.07\%$
test_compile_add_self_flat[tensordict-compile] 0.2283ms 0.1090ms 9.1771 KOps/s 9.3286 KOps/s $\color{#d91a1a}-1.62\%$
test_compile_add_self_flat[tensorclass-eager] 0.2071ms 56.0511μs 17.8409 KOps/s 18.3696 KOps/s $\color{#d91a1a}-2.88\%$
test_compile_add_self_flat[tensorclass-compile] 0.1221ms 49.3955μs 20.2448 KOps/s 21.5297 KOps/s $\textbf{\color{#d91a1a}-5.97\%}$
test_compile_add_self_flat[pytree-eager] 0.3196ms 0.1612ms 6.2044 KOps/s 6.1515 KOps/s $\color{#35bf28}+0.86\%$
test_compile_add_self_flat[pytree-compile] 6.2805ms 0.1083ms 9.2355 KOps/s 9.6845 KOps/s $\color{#d91a1a}-4.64\%$
test_compile_copy_flat[tensordict-compile] 72.4950μs 21.3822μs 46.7679 KOps/s 46.8468 KOps/s $\color{#d91a1a}-0.17\%$
test_compile_copy_flat[tensordict-eager] 0.1245ms 58.0931μs 17.2137 KOps/s 16.4221 KOps/s $\color{#35bf28}+4.82\%$
test_compile_copy_flat[pytree-compile] 0.1601ms 81.3600μs 12.2910 KOps/s 11.8786 KOps/s $\color{#35bf28}+3.47\%$
test_compile_copy_flat[pytree-eager] 0.1779ms 68.5043μs 14.5976 KOps/s 14.1987 KOps/s $\color{#35bf28}+2.81\%$
test_compile_assign_and_add[tensordict-compile] 0.3435ms 0.2123ms 4.7093 KOps/s 4.7466 KOps/s $\color{#d91a1a}-0.79\%$
test_compile_assign_and_add[tensordict-eager] 1.6355ms 1.3037ms 767.0606 Ops/s 755.3999 Ops/s $\color{#35bf28}+1.54\%$
test_compile_assign_and_add[pytree-compile] 0.3171ms 0.2094ms 4.7763 KOps/s 4.8708 KOps/s $\color{#d91a1a}-1.94\%$
test_compile_assign_and_add[pytree-eager] 1.2232ms 0.7847ms 1.2743 KOps/s 1.2552 KOps/s $\color{#35bf28}+1.52\%$
test_compile_assign_and_add_stack[compile] 0.7043ms 0.4770ms 2.0964 KOps/s 2.1765 KOps/s $\color{#d91a1a}-3.68\%$
test_compile_assign_and_add_stack[eager] 3.3333ms 2.6155ms 382.3375 Ops/s 253.0705 Ops/s $\textbf{\color{#35bf28}+51.08\%}$
test_compile_indexing[tensor-tensordict-compile] 99.4250μs 37.8404μs 26.4268 KOps/s 26.5267 KOps/s $\color{#d91a1a}-0.38\%$
test_compile_indexing[tensor-tensordict-eager] 0.6294ms 32.1587μs 31.0958 KOps/s 29.0060 KOps/s $\textbf{\color{#35bf28}+7.20\%}$
test_compile_indexing[tensor-tensorclass-compile] 0.1079ms 30.3884μs 32.9073 KOps/s 32.4289 KOps/s $\color{#35bf28}+1.48\%$
test_compile_indexing[tensor-tensorclass-eager] 0.1843ms 23.5482μs 42.4661 KOps/s 43.2588 KOps/s $\color{#d91a1a}-1.83\%$
test_compile_indexing[tensor-pytree-compile] 76.6920μs 30.9327μs 32.3283 KOps/s 31.5490 KOps/s $\color{#35bf28}+2.47\%$
test_compile_indexing[tensor-pytree-eager] 73.8280μs 23.0981μs 43.2936 KOps/s 42.5197 KOps/s $\color{#35bf28}+1.82\%$
test_compile_indexing[slice-tensordict-compile] 0.2458ms 54.0521μs 18.5007 KOps/s 18.7416 KOps/s $\color{#d91a1a}-1.29\%$
test_compile_indexing[slice-tensordict-eager] 0.4639ms 19.4130μs 51.5119 KOps/s 47.9488 KOps/s $\textbf{\color{#35bf28}+7.43\%}$
test_compile_indexing[slice-tensorclass-compile] 0.1188ms 46.0924μs 21.6955 KOps/s 21.8231 KOps/s $\color{#d91a1a}-0.58\%$
test_compile_indexing[slice-tensorclass-eager] 74.8690μs 18.4250μs 54.2742 KOps/s 51.8297 KOps/s $\color{#35bf28}+4.72\%$
test_compile_indexing[slice-pytree-compile] 0.1260ms 46.5914μs 21.4632 KOps/s 21.3253 KOps/s $\color{#35bf28}+0.65\%$
test_compile_indexing[slice-pytree-eager] 60.6230μs 18.5246μs 53.9823 KOps/s 52.6876 KOps/s $\color{#35bf28}+2.46\%$
test_compile_indexing[int-tensordict-compile] 0.2626ms 55.6508μs 17.9692 KOps/s 18.3535 KOps/s $\color{#d91a1a}-2.09\%$
test_compile_indexing[int-tensordict-eager] 0.8659ms 19.4148μs 51.5070 KOps/s 50.2521 KOps/s $\color{#35bf28}+2.50\%$
test_compile_indexing[int-tensorclass-compile] 0.1936ms 46.6390μs 21.4413 KOps/s 21.5567 KOps/s $\color{#d91a1a}-0.54\%$
test_compile_indexing[int-tensorclass-eager] 62.5160μs 18.6534μs 53.6096 KOps/s 53.2360 KOps/s $\color{#35bf28}+0.70\%$
test_compile_indexing[int-pytree-compile] 0.1341ms 46.7815μs 21.3760 KOps/s 21.5175 KOps/s $\color{#d91a1a}-0.66\%$
test_compile_indexing[int-pytree-eager] 82.6140μs 18.5584μs 53.8841 KOps/s 53.3345 KOps/s $\color{#35bf28}+1.03\%$
test_mod_add[eager] 0.1031ms 25.7915μs 38.7725 KOps/s 35.4727 KOps/s $\textbf{\color{#35bf28}+9.30\%}$
test_mod_add[compile] 0.1921ms 47.5040μs 21.0508 KOps/s 21.6099 KOps/s $\color{#d91a1a}-2.59\%$
test_mod_add[compile-overhead] 0.1156ms 47.9819μs 20.8412 KOps/s 21.4610 KOps/s $\color{#d91a1a}-2.89\%$
test_mod_wrap[eager] 0.3990ms 0.2263ms 4.4181 KOps/s 4.3700 KOps/s $\color{#35bf28}+1.10\%$
test_mod_wrap[compile] 2.0455ms 0.2106ms 4.7476 KOps/s 4.7182 KOps/s $\color{#35bf28}+0.62\%$
test_mod_wrap[compile-overhead] 2.3272ms 0.2096ms 4.7710 KOps/s 4.7823 KOps/s $\color{#d91a1a}-0.24\%$
test_mod_wrap_and_backward[eager] 21.8281ms 12.5535ms 79.6588 Ops/s 82.6943 Ops/s $\color{#d91a1a}-3.67\%$
test_mod_wrap_and_backward[compile] 16.9114ms 13.2396ms 75.5308 Ops/s 77.5451 Ops/s $\color{#d91a1a}-2.60\%$
test_mod_wrap_and_backward[compile-overhead] 17.0945ms 13.5140ms 73.9976 Ops/s 73.7779 Ops/s $\color{#35bf28}+0.30\%$
test_seq_add[eager] 0.1843ms 91.7857μs 10.8949 KOps/s 10.1461 KOps/s $\textbf{\color{#35bf28}+7.38\%}$
test_seq_add[compile] 0.1291ms 64.9900μs 15.3870 KOps/s 16.0402 KOps/s $\color{#d91a1a}-4.07\%$
test_seq_add[compile-overhead] 0.1448ms 62.2994μs 16.0515 KOps/s 16.7222 KOps/s $\color{#d91a1a}-4.01\%$
test_seq_wrap[eager] 0.6058ms 0.4029ms 2.4819 KOps/s 2.3884 KOps/s $\color{#35bf28}+3.92\%$
test_seq_wrap[compile] 0.4566ms 0.2357ms 4.2436 KOps/s 4.2388 KOps/s $\color{#35bf28}+0.11\%$
test_seq_wrap[compile-overhead] 0.4703ms 0.2365ms 4.2276 KOps/s 4.2927 KOps/s $\color{#d91a1a}-1.52\%$
test_func_call_runtime[False-eager] 1.1101ms 0.5941ms 1.6834 KOps/s 1.7177 KOps/s $\color{#d91a1a}-2.00\%$
test_func_call_runtime[False-compile] 0.7037ms 0.4371ms 2.2876 KOps/s 2.2660 KOps/s $\color{#35bf28}+0.95\%$
test_func_call_runtime[False-compile-overhead] 0.8793ms 0.4398ms 2.2738 KOps/s 2.3026 KOps/s $\color{#d91a1a}-1.25\%$
test_func_call_runtime[True-eager] 1.1932ms 0.8033ms 1.2449 KOps/s 1.2610 KOps/s $\color{#d91a1a}-1.28\%$
test_func_call_runtime[True-compile] 0.6779ms 0.4788ms 2.0884 KOps/s 2.1045 KOps/s $\color{#d91a1a}-0.76\%$
test_func_call_runtime[True-compile-overhead] 0.6820ms 0.4800ms 2.0832 KOps/s 2.1143 KOps/s $\color{#d91a1a}-1.47\%$
test_func_call_cm_runtime[False-eager] 1.0650ms 0.5815ms 1.7196 KOps/s 1.7456 KOps/s $\color{#d91a1a}-1.49\%$
test_func_call_cm_runtime[False-compile] 0.8856ms 0.4355ms 2.2960 KOps/s 2.3124 KOps/s $\color{#d91a1a}-0.71\%$
test_func_call_cm_runtime[False-compile-overhead] 0.5889ms 0.4376ms 2.2854 KOps/s 2.2878 KOps/s $\color{#d91a1a}-0.11\%$
test_func_call_cm_runtime[True-eager] 1.4969ms 0.9417ms 1.0619 KOps/s 1.0790 KOps/s $\color{#d91a1a}-1.58\%$
test_func_call_cm_runtime[True-compile] 0.7875ms 0.5084ms 1.9668 KOps/s 1.9948 KOps/s $\color{#d91a1a}-1.41\%$
test_func_call_cm_runtime[True-compile-overhead] 0.7033ms 0.5032ms 1.9874 KOps/s 1.9979 KOps/s $\color{#d91a1a}-0.53\%$
test_vmap_func_call_cm_runtime[eager] 2.6863ms 1.9845ms 503.9135 Ops/s 505.2186 Ops/s $\color{#d91a1a}-0.26\%$
test_vmap_func_call_cm_runtime[compile] 1.0814ms 0.5390ms 1.8551 KOps/s 1.8856 KOps/s $\color{#d91a1a}-1.62\%$
test_vmap_func_call_cm_runtime[compile-overhead] 0.7173ms 0.5360ms 1.8655 KOps/s 1.8482 KOps/s $\color{#35bf28}+0.94\%$
test_distributed 0.4918ms 0.1268ms 7.8890 KOps/s 7.6506 KOps/s $\color{#35bf28}+3.12\%$
test_tdmodule 72.1840μs 20.0631μs 49.8427 KOps/s 47.6101 KOps/s $\color{#35bf28}+4.69\%$
test_tdmodule_dispatch 0.1061ms 35.4651μs 28.1967 KOps/s 24.1775 KOps/s $\textbf{\color{#35bf28}+16.62\%}$
test_tdseq 41.6580μs 21.2308μs 47.1013 KOps/s 41.5570 KOps/s $\textbf{\color{#35bf28}+13.34\%}$
test_tdseq_dispatch 86.1810μs 42.6418μs 23.4512 KOps/s 21.2705 KOps/s $\textbf{\color{#35bf28}+10.25\%}$
test_instantiation_functorch 1.9008ms 1.5620ms 640.2108 Ops/s 639.6578 Ops/s $\color{#35bf28}+0.09\%$
test_exec_functorch 0.3375ms 0.1861ms 5.3739 KOps/s 5.4799 KOps/s $\color{#d91a1a}-1.94\%$
test_exec_functional_call 0.4538ms 0.1844ms 5.4240 KOps/s 5.8038 KOps/s $\textbf{\color{#d91a1a}-6.54\%}$
test_exec_td_decorator 0.6317ms 0.2402ms 4.1635 KOps/s 4.4160 KOps/s $\textbf{\color{#d91a1a}-5.72\%}$
test_vmap_mlp_speed_decorator[True-True] 1.1257ms 0.6594ms 1.5166 KOps/s 1.5479 KOps/s $\color{#d91a1a}-2.02\%$
test_vmap_mlp_speed_decorator[True-False] 0.9760ms 0.6598ms 1.5155 KOps/s 1.5447 KOps/s $\color{#d91a1a}-1.89\%$
test_vmap_mlp_speed_decorator[False-True] 0.7972ms 0.5392ms 1.8546 KOps/s 1.9011 KOps/s $\color{#d91a1a}-2.45\%$
test_vmap_mlp_speed_decorator[False-False] 0.7777ms 0.5368ms 1.8628 KOps/s 1.9011 KOps/s $\color{#d91a1a}-2.01\%$
test_to_module_speed[True] 2.1121ms 1.3104ms 763.1264 Ops/s 761.2349 Ops/s $\color{#35bf28}+0.25\%$
test_to_module_speed[False] 2.0077ms 1.2643ms 790.9234 Ops/s 793.2066 Ops/s $\color{#d91a1a}-0.29\%$
test_tc_init 0.1241ms 43.0278μs 23.2408 KOps/s 20.4240 KOps/s $\textbf{\color{#35bf28}+13.79\%}$
test_tc_init_nested 0.1394ms 85.2975μs 11.7237 KOps/s 10.0357 KOps/s $\textbf{\color{#35bf28}+16.82\%}$
test_tc_first_layer_tensor 18.2340μs 1.5240μs 656.1827 KOps/s 658.4102 KOps/s $\color{#d91a1a}-0.34\%$
test_tc_first_layer_nontensor 33.5120μs 4.7058μs 212.5046 KOps/s 206.1823 KOps/s $\color{#35bf28}+3.07\%$
test_tc_second_layer_tensor 28.1020μs 2.8122μs 355.5945 KOps/s 361.3598 KOps/s $\color{#d91a1a}-1.60\%$
test_tc_second_layer_nontensor 79.3390μs 5.9992μs 166.6896 KOps/s 162.8665 KOps/s $\color{#35bf28}+2.35\%$
test_unbind 0.2523s 14.3922ms 69.4820 Ops/s 65.9153 Ops/s $\textbf{\color{#35bf28}+5.41\%}$
test_full_like 11.3466ms 9.1762ms 108.9776 Ops/s 103.3152 Ops/s $\textbf{\color{#35bf28}+5.48\%}$
test_zeros_like 5.6351ms 3.5556ms 281.2472 Ops/s 280.7879 Ops/s $\color{#35bf28}+0.16\%$
test_ones_like 4.9040ms 4.0107ms 249.3299 Ops/s 243.1663 Ops/s $\color{#35bf28}+2.53\%$
test_clone 9.0144ms 6.3598ms 157.2378 Ops/s 155.2748 Ops/s $\color{#35bf28}+1.26\%$
test_squeeze 69.5900μs 11.7043μs 85.4390 KOps/s 84.7411 KOps/s $\color{#35bf28}+0.82\%$
test_unsqueeze 0.1641ms 88.6437μs 11.2811 KOps/s 11.4003 KOps/s $\color{#d91a1a}-1.05\%$
test_split 0.5320ms 0.1929ms 5.1845 KOps/s 5.0797 KOps/s $\color{#35bf28}+2.06\%$
test_permute 0.4649ms 0.2299ms 4.3498 KOps/s 4.4731 KOps/s $\color{#d91a1a}-2.76\%$
test_stack 31.4410ms 27.7327ms 36.0585 Ops/s 35.7753 Ops/s $\color{#35bf28}+0.79\%$
test_cat 29.6466ms 27.3724ms 36.5331 Ops/s 35.7598 Ops/s $\color{#35bf28}+2.16\%$

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}7$. Worsened: $\large\color{#d91a1a}18$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 36.5210μs 11.4003μs 87.7172 KOps/s 88.8863 KOps/s $\color{#d91a1a}-1.32\%$
test_plain_set_stack_nested 35.2510μs 11.5148μs 86.8444 KOps/s 88.7211 KOps/s $\color{#d91a1a}-2.12\%$
test_plain_set_nested_inplace 63.7910μs 12.2496μs 81.6350 KOps/s 82.5517 KOps/s $\color{#d91a1a}-1.11\%$
test_plain_set_stack_nested_inplace 0.3978ms 12.3076μs 81.2507 KOps/s 82.4431 KOps/s $\color{#d91a1a}-1.45\%$
test_items 25.7900μs 2.8640μs 349.1650 KOps/s 338.9081 KOps/s $\color{#35bf28}+3.03\%$
test_items_nested 0.6874ms 0.3206ms 3.1194 KOps/s 3.1229 KOps/s $\color{#d91a1a}-0.11\%$
test_items_nested_locked 0.6959ms 0.3246ms 3.0811 KOps/s 3.0871 KOps/s $\color{#d91a1a}-0.19\%$
test_items_nested_leaf 0.4341ms 58.5068μs 17.0920 KOps/s 17.1363 KOps/s $\color{#d91a1a}-0.26\%$
test_items_stack_nested 0.7034ms 0.3217ms 3.1085 KOps/s 3.1356 KOps/s $\color{#d91a1a}-0.86\%$
test_items_stack_nested_leaf 91.5820μs 58.3266μs 17.1448 KOps/s 17.1899 KOps/s $\color{#d91a1a}-0.26\%$
test_items_stack_nested_locked 0.6995ms 0.3222ms 3.1036 KOps/s 3.0902 KOps/s $\color{#35bf28}+0.43\%$
test_keys 0.3757ms 3.4712μs 288.0824 KOps/s 288.1452 KOps/s $\color{#d91a1a}-0.02\%$
test_keys_nested 0.4454ms 70.8322μs 14.1179 KOps/s 14.0773 KOps/s $\color{#35bf28}+0.29\%$
test_keys_nested_locked 2.5264ms 76.0468μs 13.1498 KOps/s 13.0434 KOps/s $\color{#35bf28}+0.82\%$
test_keys_nested_leaf 0.4306ms 62.0045μs 16.1279 KOps/s 16.0068 KOps/s $\color{#35bf28}+0.76\%$
test_keys_stack_nested 0.1073ms 70.9416μs 14.0961 KOps/s 13.9562 KOps/s $\color{#35bf28}+1.00\%$
test_keys_stack_nested_leaf 0.4317ms 61.6166μs 16.2294 KOps/s 16.0843 KOps/s $\color{#35bf28}+0.90\%$
test_keys_stack_nested_locked 0.4499ms 75.7353μs 13.2039 KOps/s 12.9058 KOps/s $\color{#35bf28}+2.31\%$
test_values 62.7178μs 0.8408μs 1.1894 MOps/s 1.1733 MOps/s $\color{#35bf28}+1.37\%$
test_values_nested 0.4191ms 31.1509μs 32.1018 KOps/s 31.8012 KOps/s $\color{#35bf28}+0.95\%$
test_values_nested_locked 0.4069ms 33.8426μs 29.5486 KOps/s 30.4959 KOps/s $\color{#d91a1a}-3.11\%$
test_values_nested_leaf 0.4251ms 33.8485μs 29.5434 KOps/s 29.4742 KOps/s $\color{#35bf28}+0.23\%$
test_values_stack_nested 64.2310μs 31.3530μs 31.8949 KOps/s 31.7744 KOps/s $\color{#35bf28}+0.38\%$
test_values_stack_nested_leaf 0.4221ms 34.0596μs 29.3603 KOps/s 29.1096 KOps/s $\color{#35bf28}+0.86\%$
test_values_stack_nested_locked 0.4076ms 34.1371μs 29.2936 KOps/s 30.2508 KOps/s $\color{#d91a1a}-3.16\%$
test_membership 19.0554μs 0.5115μs 1.9552 MOps/s 1.9640 MOps/s $\color{#d91a1a}-0.45\%$
test_membership_nested 0.1945ms 1.8853μs 530.4245 KOps/s 536.6182 KOps/s $\color{#d91a1a}-1.15\%$
test_membership_nested_leaf 16.2505μs 1.8829μs 531.0844 KOps/s 537.5625 KOps/s $\color{#d91a1a}-1.21\%$
test_membership_stacked_nested 32.6200μs 1.9561μs 511.2146 KOps/s 512.7883 KOps/s $\color{#d91a1a}-0.31\%$
test_membership_stacked_nested_leaf 28.5300μs 1.9600μs 510.2084 KOps/s 507.5000 KOps/s $\color{#35bf28}+0.53\%$
test_membership_nested_last 0.4005ms 2.7916μs 358.2169 KOps/s 360.0025 KOps/s $\color{#d91a1a}-0.50\%$
test_membership_nested_leaf_last 34.7310μs 2.7942μs 357.8849 KOps/s 357.9707 KOps/s $\color{#d91a1a}-0.02\%$
test_membership_stacked_nested_last 25.5010μs 2.8185μs 354.7966 KOps/s 359.0390 KOps/s $\color{#d91a1a}-1.18\%$
test_membership_stacked_nested_leaf_last 0.4034ms 2.7618μs 362.0853 KOps/s 358.2217 KOps/s $\color{#35bf28}+1.08\%$
test_nested_getleaf 38.8910μs 5.9779μs 167.2828 KOps/s 166.8331 KOps/s $\color{#35bf28}+0.27\%$
test_nested_get 46.4310μs 5.6920μs 175.6843 KOps/s 175.7490 KOps/s $\color{#d91a1a}-0.04\%$
test_stacked_getleaf 41.8300μs 5.9973μs 166.7414 KOps/s 167.3772 KOps/s $\color{#d91a1a}-0.38\%$
test_stacked_get 57.0310μs 5.6486μs 177.0352 KOps/s 175.5337 KOps/s $\color{#35bf28}+0.86\%$
test_nested_getitemleaf 30.4810μs 6.1045μs 163.8129 KOps/s 164.1673 KOps/s $\color{#d91a1a}-0.22\%$
test_nested_getitem 57.3810μs 5.7435μs 174.1087 KOps/s 172.4887 KOps/s $\color{#35bf28}+0.94\%$
test_stacked_getitemleaf 64.9510μs 6.0697μs 164.7540 KOps/s 164.2418 KOps/s $\color{#35bf28}+0.31\%$
test_stacked_getitem 32.0910μs 5.7492μs 173.9387 KOps/s 171.8004 KOps/s $\color{#35bf28}+1.24\%$
test_lock_nested 6.8105ms 0.3740ms 2.6740 KOps/s 2.7449 KOps/s $\color{#d91a1a}-2.59\%$
test_lock_stack_nested 0.4830ms 0.3365ms 2.9716 KOps/s 2.9971 KOps/s $\color{#d91a1a}-0.85\%$
test_unlock_nested 0.6676ms 0.3113ms 3.2125 KOps/s 3.3462 KOps/s $\color{#d91a1a}-4.00\%$
test_unlock_stack_nested 0.3361ms 0.2777ms 3.6008 KOps/s 3.6944 KOps/s $\color{#d91a1a}-2.54\%$
test_flatten_speed 0.4514ms 73.5657μs 13.5933 KOps/s 13.6404 KOps/s $\color{#d91a1a}-0.35\%$
test_unflatten_speed 0.6687ms 0.2942ms 3.3989 KOps/s 3.4419 KOps/s $\color{#d91a1a}-1.25\%$
test_common_ops 1.7210ms 0.6073ms 1.6467 KOps/s 1.6938 KOps/s $\color{#d91a1a}-2.78\%$
test_creation 0.1412ms 1.4795μs 675.8919 KOps/s 689.1809 KOps/s $\color{#d91a1a}-1.93\%$
test_creation_empty 41.7010μs 9.0186μs 110.8815 KOps/s 117.5131 KOps/s $\textbf{\color{#d91a1a}-5.64\%}$
test_creation_nested_1 39.7700μs 10.5829μs 94.4921 KOps/s 99.1936 KOps/s $\color{#d91a1a}-4.74\%$
test_creation_nested_2 0.3930ms 13.3258μs 75.0423 KOps/s 79.3159 KOps/s $\textbf{\color{#d91a1a}-5.39\%}$
test_clone 49.0110μs 9.9921μs 100.0787 KOps/s 99.5146 KOps/s $\color{#35bf28}+0.57\%$
test_getitem[int] 1.4992ms 10.4704μs 95.5074 KOps/s 95.8626 KOps/s $\color{#d91a1a}-0.37\%$
test_getitem[slice_int] 93.0076ms 30.4645μs 32.8250 KOps/s 47.5370 KOps/s $\textbf{\color{#d91a1a}-30.95\%}$
test_getitem[range] 0.1342ms 37.7214μs 26.5102 KOps/s 26.2012 KOps/s $\color{#35bf28}+1.18\%$
test_getitem[tuple] 0.1122ms 17.9184μs 55.8085 KOps/s 54.5995 KOps/s $\color{#35bf28}+2.21\%$
test_getitem[list] 0.4203ms 33.7833μs 29.6004 KOps/s 29.6793 KOps/s $\color{#d91a1a}-0.27\%$
test_setitem_dim[int] 39.3910μs 18.5588μs 53.8828 KOps/s 53.4682 KOps/s $\color{#35bf28}+0.78\%$
test_setitem_dim[slice_int] 64.7210μs 37.7845μs 26.4659 KOps/s 26.4479 KOps/s $\color{#35bf28}+0.07\%$
test_setitem_dim[range] 78.5510μs 53.9796μs 18.5255 KOps/s 18.5316 KOps/s $\color{#d91a1a}-0.03\%$
test_setitem_dim[tuple] 54.9320μs 32.1305μs 31.1230 KOps/s 31.1684 KOps/s $\color{#d91a1a}-0.15\%$
test_setitem 81.2410μs 15.4345μs 64.7901 KOps/s 68.5058 KOps/s $\textbf{\color{#d91a1a}-5.42\%}$
test_set 0.4017ms 14.8829μs 67.1912 KOps/s 70.9847 KOps/s $\textbf{\color{#d91a1a}-5.34\%}$
test_set_shared 1.6201ms 0.1462ms 6.8390 KOps/s 6.8211 KOps/s $\color{#35bf28}+0.26\%$
test_update 0.2505ms 17.9801μs 55.6169 KOps/s 56.8144 KOps/s $\color{#d91a1a}-2.11\%$
test_update_nested 0.4132ms 22.4025μs 44.6378 KOps/s 45.2886 KOps/s $\color{#d91a1a}-1.44\%$
test_update__nested 1.1490ms 24.3304μs 41.1008 KOps/s 43.7552 KOps/s $\textbf{\color{#d91a1a}-6.07\%}$
test_set_nested 85.3120μs 15.4645μs 64.6640 KOps/s 65.1606 KOps/s $\color{#d91a1a}-0.76\%$
test_set_nested_new 0.3987ms 17.8393μs 56.0560 KOps/s 55.7556 KOps/s $\color{#35bf28}+0.54\%$
test_select 91.1220μs 29.7398μs 33.6250 KOps/s 33.4284 KOps/s $\color{#35bf28}+0.59\%$
test_select_nested 0.4199ms 41.9564μs 23.8343 KOps/s 23.9190 KOps/s $\color{#d91a1a}-0.35\%$
test_exclude_nested 0.4371ms 59.9344μs 16.6849 KOps/s 16.8598 KOps/s $\color{#d91a1a}-1.04\%$
test_empty[True] 0.6347ms 0.2580ms 3.8767 KOps/s 3.9055 KOps/s $\color{#d91a1a}-0.74\%$
test_empty[False] 38.4587μs 0.7474μs 1.3380 MOps/s 1.3214 MOps/s $\color{#35bf28}+1.26\%$
test_to 85.7810μs 59.1624μs 16.9026 KOps/s 16.7493 KOps/s $\color{#35bf28}+0.92\%$
test_to_nonblocking 97.1820μs 53.8961μs 18.5542 KOps/s 19.2731 KOps/s $\color{#d91a1a}-3.73\%$
test_unbind_speed 0.6202ms 0.2328ms 4.2959 KOps/s 4.4062 KOps/s $\color{#d91a1a}-2.50\%$
test_unbind_speed_stack0 0.6199ms 0.2341ms 4.2715 KOps/s 4.4449 KOps/s $\color{#d91a1a}-3.90\%$
test_unbind_speed_stack1 93.6649ms 0.6554ms 1.5258 KOps/s 1.6866 KOps/s $\textbf{\color{#d91a1a}-9.53\%}$
test_split 94.2928ms 1.7478ms 572.1594 Ops/s 627.8630 Ops/s $\textbf{\color{#d91a1a}-8.87\%}$
test_chunk 1.8531ms 1.4823ms 674.6465 Ops/s 627.4971 Ops/s $\textbf{\color{#35bf28}+7.51\%}$
test_consolidate[False-None] 97.4791ms 2.9050ms 344.2297 Ops/s 343.0403 Ops/s $\color{#35bf28}+0.35\%$
test_consolidate[default-None] 1.7627ms 1.6660ms 600.2418 Ops/s 599.3785 Ops/s $\color{#35bf28}+0.14\%$
test_consolidate[reduce-overhead-None] 1.7661ms 1.6974ms 589.1345 Ops/s 589.7977 Ops/s $\color{#d91a1a}-0.11\%$
test_consolidate_njt[False-None] 6.8196ms 6.7035ms 149.1749 Ops/s 149.5605 Ops/s $\color{#d91a1a}-0.26\%$
test_to[False-False-None] 2.2710ms 2.1771ms 459.3249 Ops/s 426.3046 Ops/s $\textbf{\color{#35bf28}+7.75\%}$
test_to[True-False-None] 1.4123ms 1.3089ms 763.9938 Ops/s 763.7473 Ops/s $\color{#35bf28}+0.03\%$
test_to[within-False-None] 4.3429ms 4.0856ms 244.7626 Ops/s 245.1965 Ops/s $\color{#d91a1a}-0.18\%$
test_to[True-default-None] 5.3231ms 5.1152ms 195.4960 Ops/s 191.9982 Ops/s $\color{#35bf28}+1.82\%$
test_to_njt[False-False-None] 7.9012ms 7.7057ms 129.7733 Ops/s 130.3640 Ops/s $\color{#d91a1a}-0.45\%$
test_to_njt[True-False-None] 5.8083ms 5.6789ms 176.0906 Ops/s 181.0595 Ops/s $\color{#d91a1a}-2.74\%$
test_to_njt[within-False-None] 12.6167ms 12.3350ms 81.0703 Ops/s 80.5804 Ops/s $\color{#35bf28}+0.61\%$
test_creation[device0] 0.3736ms 78.5096μs 12.7373 KOps/s 12.5485 KOps/s $\color{#35bf28}+1.50\%$
test_creation_from_tensor 0.4947ms 82.9810μs 12.0509 KOps/s 11.9139 KOps/s $\color{#35bf28}+1.15\%$
test_add_one[memmap_tensor0] 0.2322ms 6.4945μs 153.9763 KOps/s 148.0090 KOps/s $\color{#35bf28}+4.03\%$
test_contiguous[memmap_tensor0] 1.8381μs 0.4268μs 2.3430 MOps/s 2.3423 MOps/s $\color{#35bf28}+0.03\%$
test_stack[memmap_tensor0] 26.9900μs 4.5408μs 220.2247 KOps/s 221.2852 KOps/s $\color{#d91a1a}-0.48\%$
test_memmaptd_index 1.9596ms 0.2485ms 4.0246 KOps/s 3.9147 KOps/s $\color{#35bf28}+2.81\%$
test_memmaptd_index_astensor 0.5946ms 0.3081ms 3.2457 KOps/s 3.1816 KOps/s $\color{#35bf28}+2.01\%$
test_memmaptd_index_op 1.0076ms 0.5914ms 1.6909 KOps/s 1.6711 KOps/s $\color{#35bf28}+1.19\%$
test_serialize_model 0.1321s 0.1309s 7.6411 Ops/s 5.3702 Ops/s $\textbf{\color{#35bf28}+42.29\%}$
test_serialize_model_pickle 1.3661s 1.1933s 0.8380 Ops/s 0.8217 Ops/s $\color{#35bf28}+1.99\%$
test_serialize_weights 0.1315s 0.1303s 7.6767 Ops/s 7.6887 Ops/s $\color{#d91a1a}-0.16\%$
test_serialize_weights_returnearly 0.3773s 57.0011ms 17.5435 Ops/s 23.1474 Ops/s $\textbf{\color{#d91a1a}-24.21\%}$
test_serialize_weights_pickle 1.3769s 1.2199s 0.8197 Ops/s 0.8196 Ops/s $\color{#35bf28}+0.01\%$
test_reshape_pytree 53.1510μs 22.3570μs 44.7286 KOps/s 43.6599 KOps/s $\color{#35bf28}+2.45\%$
test_reshape_td 53.4910μs 26.7930μs 37.3233 KOps/s 37.0005 KOps/s $\color{#35bf28}+0.87\%$
test_view_pytree 47.0700μs 22.2026μs 45.0398 KOps/s 44.5480 KOps/s $\color{#35bf28}+1.10\%$
test_view_td 59.1710μs 30.8367μs 32.4289 KOps/s 32.3507 KOps/s $\color{#35bf28}+0.24\%$
test_unbind_pytree 65.1210μs 27.9410μs 35.7897 KOps/s 35.7776 KOps/s $\color{#35bf28}+0.03\%$
test_unbind_td 0.6196ms 35.7583μs 27.9655 KOps/s 28.4131 KOps/s $\color{#d91a1a}-1.58\%$
test_split_pytree 62.1720μs 30.5602μs 32.7223 KOps/s 32.6248 KOps/s $\color{#35bf28}+0.30\%$
test_split_td 0.7825ms 38.6669μs 25.8619 KOps/s 25.4350 KOps/s $\color{#35bf28}+1.68\%$
test_add_pytree 79.0910μs 34.0931μs 29.3314 KOps/s 28.9907 KOps/s $\color{#35bf28}+1.18\%$
test_add_td 87.1120μs 48.1745μs 20.7579 KOps/s 20.3721 KOps/s $\color{#35bf28}+1.89\%$
test_compile_add_one_nested[tensordict-compile] 0.1821ms 0.1187ms 8.4215 KOps/s 8.1319 KOps/s $\color{#35bf28}+3.56\%$
test_compile_add_one_nested[tensordict-eager] 0.2229ms 0.1237ms 8.0818 KOps/s 7.9654 KOps/s $\color{#35bf28}+1.46\%$
test_compile_add_one_nested[pytree-compile] 0.2591ms 0.1027ms 9.7355 KOps/s 10.0681 KOps/s $\color{#d91a1a}-3.30\%$
test_compile_add_one_nested[pytree-eager] 1.2536ms 0.1511ms 6.6167 KOps/s 6.4666 KOps/s $\color{#35bf28}+2.32\%$
test_compile_copy_nested[tensordict-compile] 97.7010μs 23.8667μs 41.8993 KOps/s 44.3439 KOps/s $\textbf{\color{#d91a1a}-5.51\%}$
test_compile_copy_nested[tensordict-eager] 57.2710μs 27.0348μs 36.9894 KOps/s 36.7568 KOps/s $\color{#35bf28}+0.63\%$
test_compile_copy_nested[pytree-compile] 0.1009ms 65.2364μs 15.3289 KOps/s 15.4281 KOps/s $\color{#d91a1a}-0.64\%$
test_compile_copy_nested[pytree-eager] 0.2901ms 49.8206μs 20.0720 KOps/s 20.5467 KOps/s $\color{#d91a1a}-2.31\%$
test_compile_add_one_flat[tensordict-compile] 0.1989ms 0.1441ms 6.9414 KOps/s 6.9325 KOps/s $\color{#35bf28}+0.13\%$
test_compile_add_one_flat[tensordict-eager] 0.2921ms 0.2085ms 4.7959 KOps/s 4.8360 KOps/s $\color{#d91a1a}-0.83\%$
test_compile_add_one_flat[tensorclass-compile] 0.1341ms 97.7087μs 10.2345 KOps/s 9.7875 KOps/s $\color{#35bf28}+4.57\%$
test_compile_add_one_flat[tensorclass-eager] 0.1104ms 52.0391μs 19.2163 KOps/s 18.2900 KOps/s $\textbf{\color{#35bf28}+5.06\%}$
test_compile_add_one_flat[pytree-compile] 0.2312ms 0.1454ms 6.8797 KOps/s 6.8637 KOps/s $\color{#35bf28}+0.23\%$
test_compile_add_one_flat[pytree-eager] 0.5496ms 0.4886ms 2.0467 KOps/s 2.0116 KOps/s $\color{#35bf28}+1.74\%$
test_compile_add_self_flat[tensordict-eager] 0.3606ms 0.2458ms 4.0678 KOps/s 4.0489 KOps/s $\color{#35bf28}+0.47\%$
test_compile_add_self_flat[tensordict-compile] 0.1994ms 0.1442ms 6.9352 KOps/s 6.9000 KOps/s $\color{#35bf28}+0.51\%$
test_compile_add_self_flat[tensorclass-eager] 0.1431ms 62.8119μs 15.9205 KOps/s 15.8699 KOps/s $\color{#35bf28}+0.32\%$
test_compile_add_self_flat[tensorclass-compile] 0.1539ms 0.1018ms 9.8236 KOps/s 10.2239 KOps/s $\color{#d91a1a}-3.91\%$
test_compile_add_self_flat[pytree-eager] 0.4616ms 0.4062ms 2.4621 KOps/s 2.3967 KOps/s $\color{#35bf28}+2.73\%$
test_compile_add_self_flat[pytree-compile] 0.2066ms 0.1431ms 6.9874 KOps/s 7.1782 KOps/s $\color{#d91a1a}-2.66\%$
test_compile_copy_flat[tensordict-compile] 56.9510μs 18.8315μs 53.1024 KOps/s 53.3782 KOps/s $\color{#d91a1a}-0.52\%$
test_compile_copy_flat[tensordict-eager] 54.7810μs 28.2366μs 35.4151 KOps/s 36.9522 KOps/s $\color{#d91a1a}-4.16\%$
test_compile_copy_flat[pytree-compile] 0.1922ms 69.7919μs 14.3283 KOps/s 14.2423 KOps/s $\color{#35bf28}+0.60\%$
test_compile_copy_flat[pytree-eager] 94.9220μs 51.6583μs 19.3580 KOps/s 19.2467 KOps/s $\color{#35bf28}+0.58\%$
test_compile_assign_and_add[tensordict-compile] 1.6758ms 0.4548ms 2.1985 KOps/s 2.2104 KOps/s $\color{#d91a1a}-0.54\%$
test_compile_assign_and_add[tensordict-eager] 2.7276ms 2.6458ms 377.9582 Ops/s 375.2026 Ops/s $\color{#35bf28}+0.73\%$
test_compile_assign_and_add[pytree-compile] 1.6392ms 0.4438ms 2.2535 KOps/s 2.2437 KOps/s $\color{#35bf28}+0.44\%$
test_compile_assign_and_add[pytree-eager] 2.8184ms 2.6770ms 373.5482 Ops/s 366.8481 Ops/s $\color{#35bf28}+1.83\%$
test_compile_indexing[tensor-tensordict-compile] 0.5357ms 0.1128ms 8.8672 KOps/s 8.7468 KOps/s $\color{#35bf28}+1.38\%$
test_compile_indexing[tensor-tensordict-eager] 0.5674ms 80.8592μs 12.3672 KOps/s 12.2902 KOps/s $\color{#35bf28}+0.63\%$
test_compile_indexing[tensor-tensorclass-compile] 0.2698ms 0.1060ms 9.4376 KOps/s 9.2579 KOps/s $\color{#35bf28}+1.94\%$
test_compile_indexing[tensor-tensorclass-eager] 0.1116ms 68.3143μs 14.6382 KOps/s 14.6622 KOps/s $\color{#d91a1a}-0.16\%$
test_compile_indexing[tensor-pytree-compile] 0.1608ms 0.1068ms 9.3635 KOps/s 9.3701 KOps/s $\color{#d91a1a}-0.07\%$
test_compile_indexing[tensor-pytree-eager] 0.1970ms 68.3021μs 14.6408 KOps/s 14.7161 KOps/s $\color{#d91a1a}-0.51\%$
test_compile_indexing[slice-tensordict-compile] 0.1509ms 99.9882μs 10.0012 KOps/s 9.9962 KOps/s $\color{#35bf28}+0.05\%$
test_compile_indexing[slice-tensordict-eager] 0.1376ms 17.4049μs 57.4552 KOps/s 56.0181 KOps/s $\color{#35bf28}+2.57\%$
test_compile_indexing[slice-tensorclass-compile] 0.1520ms 96.0379μs 10.4126 KOps/s 10.3160 KOps/s $\color{#35bf28}+0.94\%$
test_compile_indexing[slice-tensorclass-eager] 53.0710μs 15.9249μs 62.7947 KOps/s 63.6695 KOps/s $\color{#d91a1a}-1.37\%$
test_compile_indexing[slice-pytree-compile] 0.1496ms 97.2742μs 10.2802 KOps/s 10.3312 KOps/s $\color{#d91a1a}-0.49\%$
test_compile_indexing[slice-pytree-eager] 65.0020μs 15.8450μs 63.1115 KOps/s 63.0814 KOps/s $\color{#35bf28}+0.05\%$
test_compile_indexing[int-tensordict-compile] 0.1604ms 0.1017ms 9.8319 KOps/s 9.8554 KOps/s $\color{#d91a1a}-0.24\%$
test_compile_indexing[int-tensordict-eager] 0.5583ms 17.2350μs 58.0216 KOps/s 58.2966 KOps/s $\color{#d91a1a}-0.47\%$
test_compile_indexing[int-tensorclass-compile] 0.1469ms 97.3659μs 10.2705 KOps/s 10.2432 KOps/s $\color{#35bf28}+0.27\%$
test_compile_indexing[int-tensorclass-eager] 54.5810μs 16.0206μs 62.4195 KOps/s 63.7949 KOps/s $\color{#d91a1a}-2.16\%$
test_compile_indexing[int-pytree-compile] 0.1469ms 97.4044μs 10.2665 KOps/s 10.3064 KOps/s $\color{#d91a1a}-0.39\%$
test_compile_indexing[int-pytree-eager] 0.1545ms 19.2051μs 52.0696 KOps/s 63.9339 KOps/s $\textbf{\color{#d91a1a}-18.56\%}$
test_mod_add[eager] 74.3320μs 32.2893μs 30.9700 KOps/s 31.1328 KOps/s $\color{#d91a1a}-0.52\%$
test_mod_add[compile] 0.2620ms 80.5249μs 12.4185 KOps/s 12.6275 KOps/s $\color{#d91a1a}-1.65\%$
test_mod_add[compile-overhead] 0.3158ms 0.1639ms 6.1012 KOps/s 5.7740 KOps/s $\textbf{\color{#35bf28}+5.67\%}$
test_mod_wrap[eager] 0.3870ms 0.2504ms 3.9935 KOps/s 3.9670 KOps/s $\color{#35bf28}+0.67\%$
test_mod_wrap[compile] 0.3745ms 0.2872ms 3.4820 KOps/s 3.4595 KOps/s $\color{#35bf28}+0.65\%$
test_mod_wrap[compile-overhead] 7.9367ms 4.0192ms 248.8046 Ops/s 247.2261 Ops/s $\color{#35bf28}+0.64\%$
test_mod_wrap_and_backward[eager] 1.6819ms 1.4756ms 677.7090 Ops/s 685.3810 Ops/s $\color{#d91a1a}-1.12\%$
test_mod_wrap_and_backward[compile] 1.5043ms 1.3833ms 722.9260 Ops/s 718.2080 Ops/s $\color{#35bf28}+0.66\%$
test_mod_wrap_and_backward[compile-overhead] 1.5547ms 1.0349ms 966.2945 Ops/s 953.4488 Ops/s $\color{#35bf28}+1.35\%$
test_seq_add[eager] 0.1393ms 0.1027ms 9.7390 KOps/s 10.3276 KOps/s $\textbf{\color{#d91a1a}-5.70\%}$
test_seq_add[compile] 0.1556ms 88.0453μs 11.3578 KOps/s 11.3594 KOps/s $\color{#d91a1a}-0.01\%$
test_seq_add[compile-overhead] 0.1831ms 0.1291ms 7.7476 KOps/s 7.7411 KOps/s $\color{#35bf28}+0.08\%$
test_seq_wrap[eager] 0.4657ms 0.3884ms 2.5749 KOps/s 2.5343 KOps/s $\color{#35bf28}+1.60\%$
test_seq_wrap[compile] 0.3683ms 0.3018ms 3.3139 KOps/s 3.2874 KOps/s $\color{#35bf28}+0.81\%$
test_seq_wrap[compile-overhead] 0.3046ms 0.2313ms 4.3242 KOps/s 4.4660 KOps/s $\color{#d91a1a}-3.18\%$
test_func_call_runtime[False-eager] 0.8769ms 0.8055ms 1.2414 KOps/s 1.3100 KOps/s $\textbf{\color{#d91a1a}-5.24\%}$
test_func_call_runtime[False-compile] 0.9361ms 0.7986ms 1.2522 KOps/s 1.3222 KOps/s $\textbf{\color{#d91a1a}-5.30\%}$
test_func_call_runtime[False-compile-overhead] 0.4376ms 0.3700ms 2.7025 KOps/s 2.7387 KOps/s $\color{#d91a1a}-1.32\%$
test_func_call_runtime[True-eager] 1.0151ms 0.9154ms 1.0924 KOps/s 1.0639 KOps/s $\color{#35bf28}+2.69\%$
test_func_call_runtime[True-compile] 0.8929ms 0.8258ms 1.2110 KOps/s 1.2827 KOps/s $\textbf{\color{#d91a1a}-5.59\%}$
test_func_call_runtime[True-compile-overhead] 0.4558ms 0.3865ms 2.5876 KOps/s 2.5674 KOps/s $\color{#35bf28}+0.79\%$
test_func_call_cm_runtime[False-eager] 0.9250ms 0.7952ms 1.2576 KOps/s 1.2378 KOps/s $\color{#35bf28}+1.60\%$
test_func_call_cm_runtime[False-compile] 0.8286ms 0.7513ms 1.3309 KOps/s 1.3231 KOps/s $\color{#35bf28}+0.59\%$
test_func_call_cm_runtime[False-compile-overhead] 0.4224ms 0.3673ms 2.7222 KOps/s 2.7215 KOps/s $\color{#35bf28}+0.03\%$
test_func_call_cm_runtime[True-eager] 1.1365ms 1.0114ms 988.7030 Ops/s 974.9448 Ops/s $\color{#35bf28}+1.41\%$
test_func_call_cm_runtime[True-compile] 0.9158ms 0.8228ms 1.2154 KOps/s 1.2283 KOps/s $\color{#d91a1a}-1.05\%$
test_func_call_cm_runtime[True-compile-overhead] 0.4687ms 0.4137ms 2.4174 KOps/s 2.3986 KOps/s $\color{#35bf28}+0.79\%$
test_vmap_func_call_cm_runtime[eager] 2.5268ms 2.0955ms 477.2112 Ops/s 469.2278 Ops/s $\color{#35bf28}+1.70\%$
test_vmap_func_call_cm_runtime[compile] 1.0008ms 0.8662ms 1.1544 KOps/s 1.2147 KOps/s $\color{#d91a1a}-4.96\%$
test_vmap_func_call_cm_runtime[compile-overhead] 0.4770ms 0.4129ms 2.4220 KOps/s 2.3952 KOps/s $\color{#35bf28}+1.12\%$
test_distributed 0.7311ms 0.1229ms 8.1395 KOps/s 8.8847 KOps/s $\textbf{\color{#d91a1a}-8.39\%}$
test_tdmodule 0.5811ms 14.8169μs 67.4905 KOps/s 71.3256 KOps/s $\textbf{\color{#d91a1a}-5.38\%}$
test_tdmodule_dispatch 47.7310μs 28.5914μs 34.9756 KOps/s 34.8897 KOps/s $\color{#35bf28}+0.25\%$
test_tdseq 36.9310μs 15.7977μs 63.3002 KOps/s 64.1435 KOps/s $\color{#d91a1a}-1.31\%$
test_tdseq_dispatch 54.4610μs 31.9125μs 31.3357 KOps/s 31.7148 KOps/s $\color{#d91a1a}-1.20\%$
test_instantiation_functorch 1.7591ms 1.5710ms 636.5536 Ops/s 635.3100 Ops/s $\color{#35bf28}+0.20\%$
test_exec_functorch 0.2068ms 0.1467ms 6.8168 KOps/s 6.6727 KOps/s $\color{#35bf28}+2.16\%$
test_exec_functional_call 0.2113ms 0.1418ms 7.0508 KOps/s 6.9412 KOps/s $\color{#35bf28}+1.58\%$
test_exec_td_decorator 0.3860ms 0.1908ms 5.2422 KOps/s 5.2862 KOps/s $\color{#d91a1a}-0.83\%$
test_vmap_mlp_speed_decorator[True-True] 0.7562ms 0.6804ms 1.4697 KOps/s 1.4546 KOps/s $\color{#35bf28}+1.04\%$
test_vmap_mlp_speed_decorator[True-False] 0.8568ms 0.6845ms 1.4610 KOps/s 1.4540 KOps/s $\color{#35bf28}+0.48\%$
test_vmap_mlp_speed_decorator[False-True] 0.7134ms 0.6082ms 1.6443 KOps/s 1.6596 KOps/s $\color{#d91a1a}-0.92\%$
test_vmap_mlp_speed_decorator[False-False] 0.7862ms 0.6179ms 1.6183 KOps/s 1.6550 KOps/s $\color{#d91a1a}-2.22\%$
test_vmap_transformer_speed_decorator[True-True] 19.8708ms 19.5362ms 51.1870 Ops/s 50.9081 Ops/s $\color{#35bf28}+0.55\%$
test_vmap_transformer_speed_decorator[True-False] 20.2563ms 19.6062ms 51.0043 Ops/s 50.8213 Ops/s $\color{#35bf28}+0.36\%$
test_vmap_transformer_speed_decorator[False-True] 20.3657ms 19.5295ms 51.2045 Ops/s 51.2125 Ops/s $\color{#d91a1a}-0.02\%$
test_vmap_transformer_speed_decorator[False-False] 20.2404ms 19.5785ms 51.0765 Ops/s 51.1461 Ops/s $\color{#d91a1a}-0.14\%$
test_to_module_speed[True] 1.0870ms 0.9415ms 1.0621 KOps/s 1.0376 KOps/s $\color{#35bf28}+2.36\%$
test_to_module_speed[False] 1.3252ms 0.9345ms 1.0701 KOps/s 1.0662 KOps/s $\color{#35bf28}+0.36\%$
test_tc_init 0.1677ms 34.5911μs 28.9091 KOps/s 27.1921 KOps/s $\textbf{\color{#35bf28}+6.31\%}$
test_tc_init_nested 0.1591ms 69.9367μs 14.2986 KOps/s 13.3493 KOps/s $\textbf{\color{#35bf28}+7.11\%}$
test_tc_first_layer_tensor 4.5987μs 0.7034μs 1.4217 MOps/s 1.4391 MOps/s $\color{#d91a1a}-1.21\%$
test_tc_first_layer_nontensor 21.7310μs 2.3045μs 433.9289 KOps/s 427.7962 KOps/s $\color{#35bf28}+1.43\%$
test_tc_second_layer_tensor 17.9002μs 1.4124μs 708.0391 KOps/s 699.1994 KOps/s $\color{#35bf28}+1.26\%$
test_tc_second_layer_nontensor 31.5110μs 3.0366μs 329.3179 KOps/s 326.5097 KOps/s $\color{#35bf28}+0.86\%$
test_unbind 0.2383s 10.0503ms 99.4996 Ops/s 149.9449 Ops/s $\textbf{\color{#d91a1a}-33.64\%}$
test_full_like 12.0698ms 9.1016ms 109.8706 Ops/s 108.6651 Ops/s $\color{#35bf28}+1.11\%$
test_zeros_like 9.1259ms 7.1341ms 140.1711 Ops/s 137.9878 Ops/s $\color{#35bf28}+1.58\%$
test_ones_like 5.2220ms 4.3115ms 231.9386 Ops/s 232.4602 Ops/s $\color{#d91a1a}-0.22\%$
test_clone 6.6039ms 6.2992ms 158.7496 Ops/s 158.9083 Ops/s $\color{#d91a1a}-0.10\%$
test_squeeze 66.9510μs 9.4838μs 105.4427 KOps/s 106.9402 KOps/s $\color{#d91a1a}-1.40\%$
test_unsqueeze 0.1533ms 70.9662μs 14.0912 KOps/s 14.0220 KOps/s $\color{#35bf28}+0.49\%$
test_split 0.3918ms 0.1566ms 6.3869 KOps/s 6.3047 KOps/s $\color{#35bf28}+1.30\%$
test_permute 0.2252ms 0.1796ms 5.5677 KOps/s 5.6246 KOps/s $\color{#d91a1a}-1.01\%$
test_stack 51.8107ms 50.5693ms 19.7749 Ops/s 19.8849 Ops/s $\color{#d91a1a}-0.55\%$
test_cat 50.5184ms 50.2491ms 19.9009 Ops/s 19.9632 Ops/s $\color{#d91a1a}-0.31\%$

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