[Refactor] Use IntEnum for interaction types

[vmoens]

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You can use the syntax close #15213 if this solves the issue #15213

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}32$. Worsened: $\large\color{#d91a1a}15$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	46.0970μs	19.4204μs	51.4923 KOps/s	47.3198 KOps/s	$\textbf{\color{#35bf28}+8.82\%}$
test_plain_set_stack_nested	50.2040μs	19.8492μs	50.3798 KOps/s	46.4635 KOps/s	$\textbf{\color{#35bf28}+8.43\%}$
test_plain_set_nested_inplace	53.7710μs	21.2595μs	47.0378 KOps/s	44.0342 KOps/s	$\textbf{\color{#35bf28}+6.82\%}$
test_plain_set_stack_nested_inplace	56.2760μs	21.3210μs	46.9020 KOps/s	43.8728 KOps/s	$\textbf{\color{#35bf28}+6.90\%}$
test_items	29.2740μs	4.1798μs	239.2460 KOps/s	249.5432 KOps/s	$\color{#d91a1a}-4.13\%$
test_items_nested	0.6360ms	0.3299ms	3.0316 KOps/s	3.0422 KOps/s	$\color{#d91a1a}-0.35\%$
test_items_nested_locked	0.4972ms	0.3298ms	3.0322 KOps/s	3.0513 KOps/s	$\color{#d91a1a}-0.63\%$
test_items_nested_leaf	0.1615ms	86.2459μs	11.5948 KOps/s	11.8367 KOps/s	$\color{#d91a1a}-2.04\%$
test_items_stack_nested	0.4054ms	0.3321ms	3.0109 KOps/s	3.0238 KOps/s	$\color{#d91a1a}-0.42\%$
test_items_stack_nested_leaf	0.1329ms	86.7124μs	11.5324 KOps/s	11.9625 KOps/s	$\color{#d91a1a}-3.60\%$
test_items_stack_nested_locked	0.6124ms	0.3298ms	3.0323 KOps/s	3.0231 KOps/s	$\color{#35bf28}+0.30\%$
test_keys	30.6080μs	3.6129μs	276.7856 KOps/s	282.5521 KOps/s	$\color{#d91a1a}-2.04\%$
test_keys_nested	0.1639ms	97.0415μs	10.3049 KOps/s	10.4422 KOps/s	$\color{#d91a1a}-1.32\%$
test_keys_nested_locked	1.5612ms	0.1029ms	9.7228 KOps/s	9.9328 KOps/s	$\color{#d91a1a}-2.11\%$
test_keys_nested_leaf	0.1385ms	82.7494μs	12.0847 KOps/s	12.3829 KOps/s	$\color{#d91a1a}-2.41\%$
test_keys_stack_nested	0.1647ms	98.7073μs	10.1310 KOps/s	10.3860 KOps/s	$\color{#d91a1a}-2.46\%$
test_keys_stack_nested_leaf	0.1545ms	83.5396μs	11.9704 KOps/s	12.3882 KOps/s	$\color{#d91a1a}-3.37\%$
test_keys_stack_nested_locked	0.1692ms	0.1026ms	9.7464 KOps/s	9.8885 KOps/s	$\color{#d91a1a}-1.44\%$
test_values	6.0334μs	1.0736μs	931.4412 KOps/s	918.6619 KOps/s	$\color{#35bf28}+1.39\%$
test_values_nested	94.1060μs	48.3899μs	20.6655 KOps/s	20.7737 KOps/s	$\color{#d91a1a}-0.52\%$
test_values_nested_locked	0.1050ms	48.1448μs	20.7707 KOps/s	20.6774 KOps/s	$\color{#35bf28}+0.45\%$
test_values_nested_leaf	0.1076ms	42.6908μs	23.4243 KOps/s	23.4539 KOps/s	$\color{#d91a1a}-0.13\%$
test_values_stack_nested	89.6680μs	48.4066μs	20.6583 KOps/s	20.7047 KOps/s	$\color{#d91a1a}-0.22\%$
test_values_stack_nested_leaf	77.2140μs	42.4738μs	23.5439 KOps/s	23.8347 KOps/s	$\color{#d91a1a}-1.22\%$
test_values_stack_nested_locked	94.9170μs	48.5480μs	20.5982 KOps/s	20.2248 KOps/s	$\color{#35bf28}+1.85\%$
test_membership	29.4750μs	0.8525μs	1.1731 MOps/s	1.1950 MOps/s	$\color{#d91a1a}-1.83\%$
test_membership_nested	28.4130μs	2.5901μs	386.0810 KOps/s	389.2657 KOps/s	$\color{#d91a1a}-0.82\%$
test_membership_nested_leaf	28.9140μs	2.5831μs	387.1336 KOps/s	387.4860 KOps/s	$\color{#d91a1a}-0.09\%$
test_membership_stacked_nested	73.7650μs	2.5524μs	391.7883 KOps/s	393.3325 KOps/s	$\color{#d91a1a}-0.39\%$
test_membership_stacked_nested_leaf	39.8840μs	2.5942μs	385.4756 KOps/s	389.8656 KOps/s	$\color{#d91a1a}-1.13\%$
test_membership_nested_last	27.5120μs	3.7751μs	264.8967 KOps/s	265.2980 KOps/s	$\color{#d91a1a}-0.15\%$
test_membership_nested_leaf_last	35.2360μs	3.7810μs	264.4787 KOps/s	260.9538 KOps/s	$\color{#35bf28}+1.35\%$
test_membership_stacked_nested_last	25.4770μs	3.7925μs	263.6753 KOps/s	171.8946 KOps/s	$\textbf{\color{#35bf28}+53.39\%}$
test_membership_stacked_nested_leaf_last	30.2770μs	3.7645μs	265.6370 KOps/s	170.7513 KOps/s	$\textbf{\color{#35bf28}+55.57\%}$
test_nested_getleaf	44.6330μs	10.8575μs	92.1025 KOps/s	94.4631 KOps/s	$\color{#d91a1a}-2.50\%$
test_nested_get	38.0010μs	10.1514μs	98.5083 KOps/s	99.4281 KOps/s	$\color{#d91a1a}-0.93\%$
test_stacked_getleaf	30.8980μs	10.7272μs	93.2209 KOps/s	95.0193 KOps/s	$\color{#d91a1a}-1.89\%$
test_stacked_get	75.4340μs	9.7304μs	102.7708 KOps/s	100.3640 KOps/s	$\color{#35bf28}+2.40\%$
test_nested_getitemleaf	34.4140μs	10.9673μs	91.1805 KOps/s	90.9330 KOps/s	$\color{#35bf28}+0.27\%$
test_nested_getitem	55.9840μs	9.9088μs	100.9201 KOps/s	98.3549 KOps/s	$\color{#35bf28}+2.61\%$
test_stacked_getitemleaf	38.5520μs	10.9052μs	91.6995 KOps/s	92.6345 KOps/s	$\color{#d91a1a}-1.01\%$
test_stacked_getitem	33.5430μs	10.2475μs	97.5850 KOps/s	98.1807 KOps/s	$\color{#d91a1a}-0.61\%$
test_lock_nested	0.1022s	0.6245ms	1.6012 KOps/s	2.0610 KOps/s	$\textbf{\color{#d91a1a}-22.31\%}$
test_lock_stack_nested	0.5876ms	0.4846ms	2.0634 KOps/s	2.2079 KOps/s	$\textbf{\color{#d91a1a}-6.54\%}$
test_unlock_nested	0.1009s	0.5477ms	1.8258 KOps/s	2.4220 KOps/s	$\textbf{\color{#d91a1a}-24.62\%}$
test_unlock_stack_nested	0.5169ms	0.3996ms	2.5023 KOps/s	2.6807 KOps/s	$\textbf{\color{#d91a1a}-6.66\%}$
test_flatten_speed	0.2559ms	0.1064ms	9.4001 KOps/s	9.5609 KOps/s	$\color{#d91a1a}-1.68\%$
test_unflatten_speed	0.8589ms	0.4736ms	2.1115 KOps/s	2.1232 KOps/s	$\color{#d91a1a}-0.55\%$
test_common_ops	4.2851ms	1.1205ms	892.4485 Ops/s	858.4087 Ops/s	$\color{#35bf28}+3.97\%$
test_creation	20.3880μs	2.0832μs	480.0344 KOps/s	471.2161 KOps/s	$\color{#35bf28}+1.87\%$
test_creation_empty	52.8380μs	16.2868μs	61.3993 KOps/s	52.6857 KOps/s	$\textbf{\color{#35bf28}+16.54\%}$
test_creation_nested_1	62.2270μs	19.6462μs	50.9003 KOps/s	45.4853 KOps/s	$\textbf{\color{#35bf28}+11.91\%}$
test_creation_nested_2	64.4500μs	23.6482μs	42.2865 KOps/s	37.4480 KOps/s	$\textbf{\color{#35bf28}+12.92\%}$
test_clone	0.2030ms	17.6449μs	56.6737 KOps/s	57.5838 KOps/s	$\color{#d91a1a}-1.58\%$
test_getitem[int]	1.2835ms	17.7867μs	56.2219 KOps/s	58.0418 KOps/s	$\color{#d91a1a}-3.14\%$
test_getitem[slice_int]	0.1707ms	31.9889μs	31.2609 KOps/s	32.3412 KOps/s	$\color{#d91a1a}-3.34\%$
test_getitem[range]	0.5035ms	61.1561μs	16.3516 KOps/s	16.9198 KOps/s	$\color{#d91a1a}-3.36\%$
test_getitem[tuple]	0.1677ms	26.4541μs	37.8013 KOps/s	39.3879 KOps/s	$\color{#d91a1a}-4.03\%$
test_getitem[list]	0.4397ms	56.5360μs	17.6878 KOps/s	18.2523 KOps/s	$\color{#d91a1a}-3.09\%$
test_setitem_dim[int]	85.8410μs	33.2104μs	30.1111 KOps/s	29.4785 KOps/s	$\color{#35bf28}+2.15\%$
test_setitem_dim[slice_int]	0.1145ms	62.4887μs	16.0029 KOps/s	15.9528 KOps/s	$\color{#35bf28}+0.31\%$
test_setitem_dim[range]	0.1334ms	85.9325μs	11.6370 KOps/s	11.9443 KOps/s	$\color{#d91a1a}-2.57\%$
test_setitem_dim[tuple]	97.1610μs	49.5528μs	20.1805 KOps/s	20.1807 KOps/s	$-0.00\%$
test_setitem	0.2585ms	29.0440μs	34.4306 KOps/s	32.1902 KOps/s	$\textbf{\color{#35bf28}+6.96\%}$
test_set	0.1748ms	28.2571μs	35.3893 KOps/s	32.8568 KOps/s	$\textbf{\color{#35bf28}+7.71\%}$
test_set_shared	2.8256ms	0.2223ms	4.4985 KOps/s	4.4859 KOps/s	$\color{#35bf28}+0.28\%$
test_update	0.2202ms	35.1762μs	28.4283 KOps/s	25.8553 KOps/s	$\textbf{\color{#35bf28}+9.95\%}$
test_update_nested	0.1881ms	45.2124μs	22.1178 KOps/s	20.4580 KOps/s	$\textbf{\color{#35bf28}+8.11\%}$
test_update__nested	0.1921ms	34.8523μs	28.6925 KOps/s	29.0685 KOps/s	$\color{#d91a1a}-1.29\%$
test_set_nested	0.1748ms	31.1238μs	32.1297 KOps/s	30.0923 KOps/s	$\textbf{\color{#35bf28}+6.77\%}$
test_set_nested_new	0.2002ms	36.8937μs	27.1049 KOps/s	26.1973 KOps/s	$\color{#35bf28}+3.46\%$
test_select	0.2164ms	55.2571μs	18.0972 KOps/s	18.1195 KOps/s	$\color{#d91a1a}-0.12\%$
test_select_nested	1.0356ms	65.0259μs	15.3785 KOps/s	16.4418 KOps/s	$\textbf{\color{#d91a1a}-6.47\%}$
test_exclude_nested	0.1707ms	81.6996μs	12.2400 KOps/s	13.0098 KOps/s	$\textbf{\color{#d91a1a}-5.92\%}$
test_empty[True]	0.5012ms	0.3225ms	3.1012 KOps/s	3.1422 KOps/s	$\color{#d91a1a}-1.31\%$
test_empty[False]	9.7683μs	1.4597μs	685.0551 KOps/s	782.8172 KOps/s	$\textbf{\color{#d91a1a}-12.49\%}$
test_unbind_speed	0.4248ms	0.3213ms	3.1122 KOps/s	3.3076 KOps/s	$\textbf{\color{#d91a1a}-5.91\%}$
test_unbind_speed_stack0	0.5120ms	0.3169ms	3.1555 KOps/s	3.4436 KOps/s	$\textbf{\color{#d91a1a}-8.37\%}$
test_unbind_speed_stack1	0.1101s	0.8925ms	1.1204 KOps/s	1.3631 KOps/s	$\textbf{\color{#d91a1a}-17.80\%}$
test_split	0.1008s	2.2941ms	435.8948 Ops/s	446.1048 Ops/s	$\color{#d91a1a}-2.29\%$
test_chunk	3.1965ms	2.0830ms	480.0665 Ops/s	447.1463 Ops/s	$\textbf{\color{#35bf28}+7.36\%}$
test_creation[device0]	0.2972ms	0.1202ms	8.3186 KOps/s	8.4274 KOps/s	$\color{#d91a1a}-1.29\%$
test_creation_from_tensor	4.1505ms	0.1218ms	8.2070 KOps/s	8.3339 KOps/s	$\color{#d91a1a}-1.52\%$
test_add_one[memmap_tensor0]	0.6170ms	7.4213μs	134.7467 KOps/s	136.5835 KOps/s	$\color{#d91a1a}-1.34\%$
test_contiguous[memmap_tensor0]	36.9090μs	1.9601μs	510.1688 KOps/s	544.1024 KOps/s	$\textbf{\color{#d91a1a}-6.24\%}$
test_stack[memmap_tensor0]	0.1124ms	5.8791μs	170.0932 KOps/s	178.1235 KOps/s	$\color{#d91a1a}-4.51\%$
test_memmaptd_index	1.2513ms	0.4118ms	2.4282 KOps/s	2.5080 KOps/s	$\color{#d91a1a}-3.18\%$
test_memmaptd_index_astensor	0.9188ms	0.4799ms	2.0838 KOps/s	2.0846 KOps/s	$\color{#d91a1a}-0.04\%$
test_memmaptd_index_op	1.9467ms	1.0005ms	999.5424 Ops/s	949.7870 Ops/s	$\textbf{\color{#35bf28}+5.24\%}$
test_serialize_model	0.2317s	0.1434s	6.9729 Ops/s	8.1698 Ops/s	$\textbf{\color{#d91a1a}-14.65\%}$
test_serialize_model_pickle	0.4691s	0.4003s	2.4978 Ops/s	2.5043 Ops/s	$\color{#d91a1a}-0.26\%$
test_serialize_weights	0.1340s	0.1251s	7.9913 Ops/s	7.3135 Ops/s	$\textbf{\color{#35bf28}+9.27\%}$
test_serialize_weights_returnearly	0.1880s	0.1652s	6.0531 Ops/s	6.3454 Ops/s	$\color{#d91a1a}-4.61\%$
test_serialize_weights_pickle	0.5957s	0.4629s	2.1603 Ops/s	1.1403 Ops/s	$\textbf{\color{#35bf28}+89.45\%}$
test_serialize_weights_filesystem	0.2539s	0.1620s	6.1730 Ops/s	6.7385 Ops/s	$\textbf{\color{#d91a1a}-8.39\%}$
test_serialize_model_filesystem	0.1696s	0.1529s	6.5383 Ops/s	6.0466 Ops/s	$\textbf{\color{#35bf28}+8.13\%}$
test_reshape_pytree	84.8280μs	38.9291μs	25.6877 KOps/s	24.9752 KOps/s	$\color{#35bf28}+2.85\%$
test_reshape_td	96.5710μs	46.8593μs	21.3405 KOps/s	21.5404 KOps/s	$\color{#d91a1a}-0.93\%$
test_view_pytree	83.5970μs	39.0032μs	25.6389 KOps/s	25.5325 KOps/s	$\color{#35bf28}+0.42\%$
test_view_td	0.1068ms	52.3498μs	19.1023 KOps/s	19.0209 KOps/s	$\color{#35bf28}+0.43\%$
test_unbind_pytree	84.3880μs	36.7492μs	27.2115 KOps/s	27.8865 KOps/s	$\color{#d91a1a}-2.42\%$
test_unbind_td	0.3662ms	47.3110μs	21.1368 KOps/s	22.0461 KOps/s	$\color{#d91a1a}-4.12\%$
test_split_pytree	79.2880μs	38.3531μs	26.0735 KOps/s	26.5109 KOps/s	$\color{#d91a1a}-1.65\%$
test_split_td	0.2364ms	59.2781μs	16.8696 KOps/s	17.3949 KOps/s	$\color{#d91a1a}-3.02\%$
test_add_pytree	0.1112ms	44.3078μs	22.5694 KOps/s	22.0341 KOps/s	$\color{#35bf28}+2.43\%$
test_add_td	0.1718ms	79.3215μs	12.6069 KOps/s	11.5134 KOps/s	$\textbf{\color{#35bf28}+9.50\%}$
test_compile_add_one_nested[tensordict-compile]	0.1457ms	56.5032μs	17.6981 KOps/s	17.6139 KOps/s	$\color{#35bf28}+0.48\%$
test_compile_add_one_nested[tensordict-eager]	1.1739ms	0.1885ms	5.3062 KOps/s	5.2679 KOps/s	$\color{#35bf28}+0.73\%$
test_compile_add_one_nested[pytree-compile]	0.1231ms	56.5601μs	17.6803 KOps/s	17.2043 KOps/s	$\color{#35bf28}+2.77\%$
test_compile_add_one_nested[pytree-eager]	0.2444ms	0.1382ms	7.2349 KOps/s	7.0400 KOps/s	$\color{#35bf28}+2.77\%$
test_compile_copy_nested[tensordict-compile]	0.1019ms	20.5185μs	48.7366 KOps/s	48.8185 KOps/s	$\color{#d91a1a}-0.17\%$
test_compile_copy_nested[tensordict-eager]	0.1587ms	68.3823μs	14.6237 KOps/s	14.9971 KOps/s	$\color{#d91a1a}-2.49\%$
test_compile_copy_nested[pytree-compile]	0.1620ms	75.5576μs	13.2349 KOps/s	12.9760 KOps/s	$\color{#35bf28}+2.00\%$
test_compile_copy_nested[pytree-eager]	0.1318ms	68.2018μs	14.6624 KOps/s	14.2922 KOps/s	$\color{#35bf28}+2.59\%$
test_compile_add_one_flat[tensordict-compile]	0.2994ms	0.1729ms	5.7840 KOps/s	5.7644 KOps/s	$\color{#35bf28}+0.34\%$
test_compile_add_one_flat[tensordict-eager]	0.3584ms	0.1886ms	5.3019 KOps/s	5.2492 KOps/s	$\color{#35bf28}+1.00\%$
test_compile_add_one_flat[tensorclass-compile]	0.1194ms	46.7883μs	21.3729 KOps/s	20.4297 KOps/s	$\color{#35bf28}+4.62\%$
test_compile_add_one_flat[tensorclass-eager]	0.6234ms	71.2774μs	14.0297 KOps/s	13.7869 KOps/s	$\color{#35bf28}+1.76\%$
test_compile_add_one_flat[pytree-compile]	0.3583ms	0.1795ms	5.5703 KOps/s	5.6601 KOps/s	$\color{#d91a1a}-1.59\%$
test_compile_add_one_flat[pytree-eager]	0.6081ms	0.2905ms	3.4421 KOps/s	3.4881 KOps/s	$\color{#d91a1a}-1.32\%$
test_compile_add_self_flat[tensordict-eager]	0.4112ms	0.2018ms	4.9561 KOps/s	4.9500 KOps/s	$\color{#35bf28}+0.12\%$
test_compile_add_self_flat[tensordict-compile]	0.3280ms	0.1783ms	5.6091 KOps/s	5.6746 KOps/s	$\color{#d91a1a}-1.15\%$
test_compile_add_self_flat[tensorclass-eager]	0.1874ms	63.4790μs	15.7532 KOps/s	15.8221 KOps/s	$\color{#d91a1a}-0.44\%$
test_compile_add_self_flat[tensorclass-compile]	0.1043ms	47.7870μs	20.9262 KOps/s	20.3093 KOps/s	$\color{#35bf28}+3.04\%$
test_compile_add_self_flat[pytree-eager]	0.4655ms	0.2343ms	4.2679 KOps/s	4.3148 KOps/s	$\color{#d91a1a}-1.09\%$
test_compile_add_self_flat[pytree-compile]	0.3575ms	0.1762ms	5.6750 KOps/s	5.6897 KOps/s	$\color{#d91a1a}-0.26\%$
test_compile_copy_flat[tensordict-compile]	0.2312ms	0.1013ms	9.8733 KOps/s	9.7232 KOps/s	$\color{#35bf28}+1.54\%$
test_compile_copy_flat[tensordict-eager]	0.1583ms	57.4596μs	17.4035 KOps/s	17.4919 KOps/s	$\color{#d91a1a}-0.51\%$
test_compile_copy_flat[pytree-compile]	0.1642ms	75.9716μs	13.1628 KOps/s	13.0742 KOps/s	$\color{#35bf28}+0.68\%$
test_compile_copy_flat[pytree-eager]	0.1418ms	69.1928μs	14.4524 KOps/s	14.6049 KOps/s	$\color{#d91a1a}-1.04\%$
test_compile_assign_and_add[tensordict-compile]	0.3151ms	0.2002ms	4.9958 KOps/s	5.0846 KOps/s	$\color{#d91a1a}-1.75\%$
test_compile_assign_and_add[tensordict-eager]	2.5583ms	1.6665ms	600.0442 Ops/s	595.3344 Ops/s	$\color{#35bf28}+0.79\%$
test_compile_assign_and_add[pytree-compile]	0.2786ms	0.1937ms	5.1620 KOps/s	5.2021 KOps/s	$\color{#d91a1a}-0.77\%$
test_compile_assign_and_add[pytree-eager]	1.2179ms	1.1059ms	904.2245 Ops/s	919.9146 Ops/s	$\color{#d91a1a}-1.71\%$
test_compile_assign_and_add_stack[compile]	0.7844ms	0.4297ms	2.3272 KOps/s	2.3552 KOps/s	$\color{#d91a1a}-1.19\%$
test_compile_assign_and_add_stack[eager]	4.1664ms	3.8471ms	259.9332 Ops/s	255.5375 Ops/s	$\color{#35bf28}+1.72\%$
test_compile_indexing[tensor-tensordict-compile]	83.2560μs	34.6854μs	28.8305 KOps/s	27.5292 KOps/s	$\color{#35bf28}+4.73\%$
test_compile_indexing[tensor-tensordict-eager]	0.6291ms	48.5016μs	20.6179 KOps/s	20.2995 KOps/s	$\color{#35bf28}+1.57\%$
test_compile_indexing[tensor-tensorclass-compile]	77.8560μs	29.5615μs	33.8278 KOps/s	32.4175 KOps/s	$\color{#35bf28}+4.35\%$
test_compile_indexing[tensor-tensorclass-eager]	2.2043ms	28.8061μs	34.7148 KOps/s	34.3189 KOps/s	$\color{#35bf28}+1.15\%$
test_compile_indexing[tensor-pytree-compile]	91.5110μs	29.8286μs	33.5249 KOps/s	32.3089 KOps/s	$\color{#35bf28}+3.76\%$
test_compile_indexing[tensor-pytree-eager]	89.4370μs	28.6057μs	34.9581 KOps/s	34.7656 KOps/s	$\color{#35bf28}+0.55\%$
test_compile_indexing[slice-tensordict-compile]	0.1567ms	75.0317μs	13.3277 KOps/s	12.9612 KOps/s	$\color{#35bf28}+2.83\%$
test_compile_indexing[slice-tensordict-eager]	0.6272ms	28.0561μs	35.6428 KOps/s	35.7707 KOps/s	$\color{#d91a1a}-0.36\%$
test_compile_indexing[slice-tensorclass-compile]	0.1435ms	70.5019μs	14.1840 KOps/s	14.2219 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_indexing[slice-tensorclass-eager]	87.3330μs	23.4245μs	42.6903 KOps/s	43.3057 KOps/s	$\color{#d91a1a}-1.42\%$
test_compile_indexing[slice-pytree-compile]	0.1562ms	69.9615μs	14.2936 KOps/s	14.3181 KOps/s	$\color{#d91a1a}-0.17\%$
test_compile_indexing[slice-pytree-eager]	83.2860μs	23.5536μs	42.4564 KOps/s	43.0885 KOps/s	$\color{#d91a1a}-1.47\%$
test_compile_indexing[int-tensordict-compile]	0.1492ms	75.1785μs	13.3017 KOps/s	13.2513 KOps/s	$\color{#35bf28}+0.38\%$
test_compile_indexing[int-tensordict-eager]	0.9876ms	27.8992μs	35.8433 KOps/s	36.3125 KOps/s	$\color{#d91a1a}-1.29\%$
test_compile_indexing[int-tensorclass-compile]	0.1497ms	70.3680μs	14.2110 KOps/s	14.2965 KOps/s	$\color{#d91a1a}-0.60\%$
test_compile_indexing[int-tensorclass-eager]	65.3320μs	23.3691μs	42.7915 KOps/s	43.1237 KOps/s	$\color{#d91a1a}-0.77\%$
test_compile_indexing[int-pytree-compile]	0.1585ms	68.9895μs	14.4950 KOps/s	14.3829 KOps/s	$\color{#35bf28}+0.78\%$
test_compile_indexing[int-pytree-eager]	72.9870μs	23.2831μs	42.9496 KOps/s	43.3056 KOps/s	$\color{#d91a1a}-0.82\%$
test_mod_add[eager]	0.1094ms	22.9307μs	43.6096 KOps/s	40.4862 KOps/s	$\textbf{\color{#35bf28}+7.71\%}$
test_mod_add[compile]	0.1020ms	40.6868μs	24.5780 KOps/s	25.4296 KOps/s	$\color{#d91a1a}-3.35\%$
test_mod_add[compile-overhead]	0.1175ms	38.5835μs	25.9178 KOps/s	25.2645 KOps/s	$\color{#35bf28}+2.59\%$
test_mod_wrap[eager]	0.3865ms	0.2162ms	4.6244 KOps/s	4.6592 KOps/s	$\color{#d91a1a}-0.75\%$
test_mod_wrap[compile]	0.3844ms	0.2344ms	4.2655 KOps/s	4.1793 KOps/s	$\color{#35bf28}+2.06\%$
test_mod_wrap[compile-overhead]	0.3408ms	0.2365ms	4.2285 KOps/s	4.1791 KOps/s	$\color{#35bf28}+1.18\%$
test_mod_wrap_and_backward[eager]	12.7846ms	11.3012ms	88.4859 Ops/s	89.8801 Ops/s	$\color{#d91a1a}-1.55\%$
test_mod_wrap_and_backward[compile]	12.5131ms	11.3066ms	88.4437 Ops/s	89.5865 Ops/s	$\color{#d91a1a}-1.28\%$
test_mod_wrap_and_backward[compile-overhead]	12.8004ms	11.3277ms	88.2794 Ops/s	88.4682 Ops/s	$\color{#d91a1a}-0.21\%$
test_seq_add[eager]	0.1625ms	86.0388μs	11.6227 KOps/s	11.0473 KOps/s	$\textbf{\color{#35bf28}+5.21\%}$
test_seq_add[compile]	0.1209ms	63.3090μs	15.7955 KOps/s	15.0324 KOps/s	$\textbf{\color{#35bf28}+5.08\%}$
test_seq_add[compile-overhead]	0.1188ms	62.2181μs	16.0725 KOps/s	15.8007 KOps/s	$\color{#35bf28}+1.72\%$
test_seq_wrap[eager]	0.6361ms	0.3738ms	2.6752 KOps/s	2.5772 KOps/s	$\color{#35bf28}+3.80\%$
test_seq_wrap[compile]	0.4592ms	0.2740ms	3.6503 KOps/s	3.6049 KOps/s	$\color{#35bf28}+1.26\%$
test_seq_wrap[compile-overhead]	0.3688ms	0.2751ms	3.6345 KOps/s	3.6009 KOps/s	$\color{#35bf28}+0.93\%$
test_func_call_runtime[False-eager]	0.7093ms	0.5271ms	1.8972 KOps/s	1.7975 KOps/s	$\textbf{\color{#35bf28}+5.55\%}$
test_func_call_runtime[False-compile]	0.7224ms	0.5111ms	1.9567 KOps/s	2.0020 KOps/s	$\color{#d91a1a}-2.26\%$
test_func_call_runtime[False-compile-overhead]	0.8870ms	0.5103ms	1.9595 KOps/s	1.9806 KOps/s	$\color{#d91a1a}-1.06\%$
test_func_call_runtime[True-eager]	1.3034ms	0.7522ms	1.3294 KOps/s	1.3070 KOps/s	$\color{#35bf28}+1.71\%$
test_func_call_runtime[True-compile]	1.0102ms	0.5237ms	1.9094 KOps/s	1.9730 KOps/s	$\color{#d91a1a}-3.22\%$
test_func_call_runtime[True-compile-overhead]	0.9919ms	0.5245ms	1.9065 KOps/s	1.9587 KOps/s	$\color{#d91a1a}-2.66\%$
test_func_call_cm_runtime[False-eager]	1.0931ms	0.5157ms	1.9391 KOps/s	1.8758 KOps/s	$\color{#35bf28}+3.38\%$
test_func_call_cm_runtime[False-compile]	1.0834ms	0.5108ms	1.9576 KOps/s	1.9810 KOps/s	$\color{#d91a1a}-1.18\%$
test_func_call_cm_runtime[False-compile-overhead]	0.8944ms	0.5088ms	1.9655 KOps/s	1.9988 KOps/s	$\color{#d91a1a}-1.67\%$
test_func_call_cm_runtime[True-eager]	1.3826ms	0.8790ms	1.1376 KOps/s	1.1141 KOps/s	$\color{#35bf28}+2.11\%$
test_func_call_cm_runtime[True-compile]	1.2281ms	0.7499ms	1.3335 KOps/s	1.3014 KOps/s	$\color{#35bf28}+2.47\%$
test_func_call_cm_runtime[True-compile-overhead]	1.2707ms	0.7507ms	1.3321 KOps/s	1.2925 KOps/s	$\color{#35bf28}+3.06\%$
test_vmap_func_call_cm_runtime[eager]	2.8774ms	1.9289ms	518.4189 Ops/s	525.2050 Ops/s	$\color{#d91a1a}-1.29\%$
test_vmap_func_call_cm_runtime[compile]	3.3874ms	2.0383ms	490.6098 Ops/s	507.1329 Ops/s	$\color{#d91a1a}-3.26\%$
test_vmap_func_call_cm_runtime[compile-overhead]	3.3262ms	1.9706ms	507.4624 Ops/s	503.7586 Ops/s	$\color{#35bf28}+0.74\%$
test_distributed	0.3310ms	0.1262ms	7.9232 KOps/s	7.6375 KOps/s	$\color{#35bf28}+3.74\%$
test_tdmodule	35.5860μs	16.0838μs	62.1745 KOps/s	53.0792 KOps/s	$\textbf{\color{#35bf28}+17.14\%}$
test_tdmodule_dispatch	59.4610μs	33.8415μs	29.5495 KOps/s	25.8635 KOps/s	$\textbf{\color{#35bf28}+14.25\%}$
test_tdseq	59.5810μs	19.2920μs	51.8349 KOps/s	47.5407 KOps/s	$\textbf{\color{#35bf28}+9.03\%}$
test_tdseq_dispatch	65.1220μs	39.3341μs	25.4232 KOps/s	23.8099 KOps/s	$\textbf{\color{#35bf28}+6.78\%}$
test_instantiation_functorch	2.1866ms	1.6073ms	622.1713 Ops/s	610.6745 Ops/s	$\color{#35bf28}+1.88\%$
test_instantiation_td	2.4700ms	1.2318ms	811.8457 Ops/s	821.2324 Ops/s	$\color{#d91a1a}-1.14\%$
test_exec_functorch	0.3856ms	0.1889ms	5.2924 KOps/s	5.3653 KOps/s	$\color{#d91a1a}-1.36\%$
test_exec_functional_call	0.3330ms	0.1760ms	5.6817 KOps/s	5.3561 KOps/s	$\textbf{\color{#35bf28}+6.08\%}$
test_exec_td	0.3256ms	0.1688ms	5.9245 KOps/s	5.3508 KOps/s	$\textbf{\color{#35bf28}+10.72\%}$
test_exec_td_decorator	0.4146ms	0.2263ms	4.4189 KOps/s	4.4031 KOps/s	$\color{#35bf28}+0.36\%$
test_vmap_mlp_speed[True-True]	0.9010ms	0.6555ms	1.5256 KOps/s	1.5174 KOps/s	$\color{#35bf28}+0.54\%$
test_vmap_mlp_speed[True-False]	0.8657ms	0.6504ms	1.5375 KOps/s	1.5361 KOps/s	$\color{#35bf28}+0.09\%$
test_vmap_mlp_speed[False-True]	0.7302ms	0.5052ms	1.9793 KOps/s	1.9719 KOps/s	$\color{#35bf28}+0.37\%$
test_vmap_mlp_speed[False-False]	0.8142ms	0.5055ms	1.9781 KOps/s	1.9660 KOps/s	$\color{#35bf28}+0.62\%$
test_vmap_mlp_speed_decorator[True-True]	1.4111ms	0.6327ms	1.5806 KOps/s	1.5812 KOps/s	$\color{#d91a1a}-0.04\%$
test_vmap_mlp_speed_decorator[True-False]	0.9889ms	0.6326ms	1.5808 KOps/s	1.5773 KOps/s	$\color{#35bf28}+0.22\%$
test_vmap_mlp_speed_decorator[False-True]	0.8403ms	0.5221ms	1.9153 KOps/s	1.9370 KOps/s	$\color{#d91a1a}-1.12\%$
test_vmap_mlp_speed_decorator[False-False]	0.8487ms	0.5206ms	1.9210 KOps/s	1.9169 KOps/s	$\color{#35bf28}+0.21\%$
test_to_module_speed[True]	1.9665ms	1.3008ms	768.7647 Ops/s	778.3459 Ops/s	$\color{#d91a1a}-1.23\%$
test_to_module_speed[False]	1.8628ms	1.2709ms	786.8431 Ops/s	797.1385 Ops/s	$\color{#d91a1a}-1.29\%$
test_tc_init	84.5880μs	41.7046μs	23.9781 KOps/s	21.8683 KOps/s	$\textbf{\color{#35bf28}+9.65\%}$
test_tc_init_nested	0.1705ms	85.2052μs	11.7364 KOps/s	10.5359 KOps/s	$\textbf{\color{#35bf28}+11.39\%}$
test_tc_first_layer_tensor	23.8150μs	1.5230μs	656.6012 KOps/s	662.3591 KOps/s	$\color{#d91a1a}-0.87\%$
test_tc_first_layer_nontensor	42.2100μs	4.7719μs	209.5583 KOps/s	214.7310 KOps/s	$\color{#d91a1a}-2.41\%$
test_tc_second_layer_tensor	23.7050μs	2.8651μs	349.0294 KOps/s	352.1194 KOps/s	$\color{#d91a1a}-0.88\%$
test_tc_second_layer_nontensor	31.8690μs	6.0761μs	164.5805 KOps/s	168.3531 KOps/s	$\color{#d91a1a}-2.24\%$
test_unbind	0.5218s	14.0864ms	70.9905 Ops/s	130.5467 Ops/s	$\textbf{\color{#d91a1a}-45.62\%}$
test_full_like	10.9617ms	9.4466ms	105.8582 Ops/s	109.2207 Ops/s	$\color{#d91a1a}-3.08\%$
test_zeros_like	4.0533ms	3.4788ms	287.4554 Ops/s	282.3360 Ops/s	$\color{#35bf28}+1.81\%$
test_ones_like	5.2846ms	3.9893ms	250.6707 Ops/s	265.2456 Ops/s	$\textbf{\color{#d91a1a}-5.49\%}$
test_clone	6.9680ms	6.1728ms	162.0022 Ops/s	169.2519 Ops/s	$\color{#d91a1a}-4.28\%$
test_squeeze	74.1780μs	12.1322μs	82.4256 KOps/s	79.8046 KOps/s	$\color{#35bf28}+3.28\%$
test_unsqueeze	0.1738ms	92.9741μs	10.7557 KOps/s	10.7255 KOps/s	$\color{#35bf28}+0.28\%$
test_split	0.5820ms	0.1984ms	5.0404 KOps/s	5.1256 KOps/s	$\color{#d91a1a}-1.66\%$
test_permute	0.4100ms	0.2256ms	4.4319 KOps/s	4.4607 KOps/s	$\color{#d91a1a}-0.65\%$
test_stack	38.8289ms	27.5902ms	36.2448 Ops/s	37.6680 Ops/s	$\color{#d91a1a}-3.78\%$
test_cat	31.7289ms	26.5915ms	37.6060 Ops/s	37.6863 Ops/s	$\color{#d91a1a}-0.21\%$

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}17$. Worsened: $\large\color{#d91a1a}5$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1482ms	13.9780μs	71.5410 KOps/s	73.1680 KOps/s	$\color{#d91a1a}-2.22\%$
test_plain_set_stack_nested	32.1310μs	14.3549μs	69.6629 KOps/s	72.7407 KOps/s	$\color{#d91a1a}-4.23\%$
test_plain_set_nested_inplace	84.1710μs	15.1846μs	65.8562 KOps/s	67.2330 KOps/s	$\color{#d91a1a}-2.05\%$
test_plain_set_stack_nested_inplace	40.2010μs	15.0208μs	66.5744 KOps/s	67.3967 KOps/s	$\color{#d91a1a}-1.22\%$
test_items	31.7800μs	2.8655μs	348.9742 KOps/s	345.7707 KOps/s	$\color{#35bf28}+0.93\%$
test_items_nested	0.5017ms	0.3113ms	3.2127 KOps/s	3.1935 KOps/s	$\color{#35bf28}+0.60\%$
test_items_nested_locked	0.3663ms	0.3147ms	3.1779 KOps/s	3.1622 KOps/s	$\color{#35bf28}+0.50\%$
test_items_nested_leaf	87.3220μs	63.3160μs	15.7938 KOps/s	15.8744 KOps/s	$\color{#d91a1a}-0.51\%$
test_items_stack_nested	0.3776ms	0.3141ms	3.1842 KOps/s	3.1435 KOps/s	$\color{#35bf28}+1.29\%$
test_items_stack_nested_leaf	0.1150ms	64.1678μs	15.5841 KOps/s	15.7461 KOps/s	$\color{#d91a1a}-1.03\%$
test_items_stack_nested_locked	0.3980ms	0.3147ms	3.1774 KOps/s	3.1839 KOps/s	$\color{#d91a1a}-0.20\%$
test_keys	63.9510μs	3.3939μs	294.6435 KOps/s	292.8954 KOps/s	$\color{#35bf28}+0.60\%$
test_keys_nested	89.8020μs	55.3015μs	18.0827 KOps/s	18.2967 KOps/s	$\color{#d91a1a}-1.17\%$
test_keys_nested_locked	2.3411ms	60.4296μs	16.5482 KOps/s	16.5428 KOps/s	$\color{#35bf28}+0.03\%$
test_keys_nested_leaf	84.4710μs	45.8495μs	21.8105 KOps/s	22.1604 KOps/s	$\color{#d91a1a}-1.58\%$
test_keys_stack_nested	86.8520μs	55.2343μs	18.1047 KOps/s	18.2052 KOps/s	$\color{#d91a1a}-0.55\%$
test_keys_stack_nested_leaf	79.9610μs	47.2329μs	21.1717 KOps/s	21.2165 KOps/s	$\color{#d91a1a}-0.21\%$
test_keys_stack_nested_locked	0.1018ms	59.4410μs	16.8234 KOps/s	16.7862 KOps/s	$\color{#35bf28}+0.22\%$
test_values	14.1920μs	0.8065μs	1.2399 MOps/s	1.2492 MOps/s	$\color{#d91a1a}-0.74\%$
test_values_nested	57.9910μs	27.4412μs	36.4416 KOps/s	36.4561 KOps/s	$\color{#d91a1a}-0.04\%$
test_values_nested_locked	62.6410μs	29.6570μs	33.7189 KOps/s	33.9844 KOps/s	$\color{#d91a1a}-0.78\%$
test_values_nested_leaf	57.1410μs	24.2416μs	41.2514 KOps/s	41.2326 KOps/s	$\color{#35bf28}+0.05\%$
test_values_stack_nested	68.2310μs	28.4056μs	35.2044 KOps/s	35.1346 KOps/s	$\color{#35bf28}+0.20\%$
test_values_stack_nested_leaf	69.2610μs	24.9512μs	40.0783 KOps/s	39.9515 KOps/s	$\color{#35bf28}+0.32\%$
test_values_stack_nested_locked	60.5010μs	30.4411μs	32.8504 KOps/s	33.1191 KOps/s	$\color{#d91a1a}-0.81\%$
test_membership	1.7625μs	0.4746μs	2.1071 MOps/s	2.1229 MOps/s	$\color{#d91a1a}-0.74\%$
test_membership_nested	14.7000μs	1.7392μs	574.9906 KOps/s	577.3670 KOps/s	$\color{#d91a1a}-0.41\%$
test_membership_nested_leaf	12.4270μs	1.7156μs	582.9017 KOps/s	578.6942 KOps/s	$\color{#35bf28}+0.73\%$
test_membership_stacked_nested	0.3029ms	1.7630μs	567.2006 KOps/s	557.1229 KOps/s	$\color{#35bf28}+1.81\%$
test_membership_stacked_nested_leaf	35.5000μs	1.7791μs	562.0683 KOps/s	557.1000 KOps/s	$\color{#35bf28}+0.89\%$
test_membership_nested_last	29.2400μs	2.5996μs	384.6789 KOps/s	385.4760 KOps/s	$\color{#d91a1a}-0.21\%$
test_membership_nested_leaf_last	36.1690μs	2.6197μs	381.7188 KOps/s	391.6284 KOps/s	$\color{#d91a1a}-2.53\%$
test_membership_stacked_nested_last	39.8000μs	3.7416μs	267.2649 KOps/s	131.8746 KOps/s	$\textbf{\color{#35bf28}+102.67\%}$
test_membership_stacked_nested_leaf_last	28.5390μs	3.7500μs	266.6647 KOps/s	131.8974 KOps/s	$\textbf{\color{#35bf28}+102.18\%}$
test_nested_getleaf	37.1800μs	6.1294μs	163.1494 KOps/s	164.7503 KOps/s	$\color{#d91a1a}-0.97\%$
test_nested_get	33.4800μs	5.7646μs	173.4730 KOps/s	172.4294 KOps/s	$\color{#35bf28}+0.61\%$
test_stacked_getleaf	31.9200μs	6.1320μs	163.0795 KOps/s	165.8539 KOps/s	$\color{#d91a1a}-1.67\%$
test_stacked_get	40.8200μs	5.7663μs	173.4221 KOps/s	174.3521 KOps/s	$\color{#d91a1a}-0.53\%$
test_nested_getitemleaf	41.6490μs	6.1571μs	162.4133 KOps/s	164.7922 KOps/s	$\color{#d91a1a}-1.44\%$
test_nested_getitem	47.0010μs	5.7372μs	174.3014 KOps/s	172.1475 KOps/s	$\color{#35bf28}+1.25\%$
test_stacked_getitemleaf	30.3810μs	6.1756μs	161.9276 KOps/s	164.7756 KOps/s	$\color{#d91a1a}-1.73\%$
test_stacked_getitem	37.7610μs	5.8463μs	171.0482 KOps/s	172.3716 KOps/s	$\color{#d91a1a}-0.77\%$
test_lock_nested	5.1510ms	0.4222ms	2.3688 KOps/s	2.3674 KOps/s	$\color{#35bf28}+0.06\%$
test_lock_stack_nested	0.4638ms	0.3800ms	2.6318 KOps/s	2.6541 KOps/s	$\color{#d91a1a}-0.84\%$
test_unlock_nested	0.8344ms	0.3561ms	2.8082 KOps/s	2.7504 KOps/s	$\color{#35bf28}+2.10\%$
test_unlock_stack_nested	0.3966ms	0.3190ms	3.1351 KOps/s	3.1645 KOps/s	$\color{#d91a1a}-0.93\%$
test_flatten_speed	0.3098ms	81.6849μs	12.2422 KOps/s	12.6119 KOps/s	$\color{#d91a1a}-2.93\%$
test_unflatten_speed	0.3405ms	0.2829ms	3.5346 KOps/s	3.5598 KOps/s	$\color{#d91a1a}-0.71\%$
test_common_ops	1.4691ms	1.2534ms	797.8151 Ops/s	795.9851 Ops/s	$\color{#35bf28}+0.23\%$
test_creation	23.6900μs	1.4911μs	670.6559 KOps/s	667.8573 KOps/s	$\color{#35bf28}+0.42\%$
test_creation_empty	59.2100μs	15.8834μs	62.9587 KOps/s	65.6368 KOps/s	$\color{#d91a1a}-4.08\%$
test_creation_nested_1	62.0210μs	17.6361μs	56.7019 KOps/s	59.0665 KOps/s	$\color{#d91a1a}-4.00\%$
test_creation_nested_2	62.8710μs	20.1811μs	49.5513 KOps/s	51.6078 KOps/s	$\color{#d91a1a}-3.98\%$
test_clone	72.5710μs	29.2340μs	34.2067 KOps/s	33.2532 KOps/s	$\color{#35bf28}+2.87\%$
test_getitem[int]	1.3035ms	16.4822μs	60.6716 KOps/s	59.2542 KOps/s	$\color{#35bf28}+2.39\%$
test_getitem[slice_int]	0.1255ms	27.1071μs	36.8907 KOps/s	36.1333 KOps/s	$\color{#35bf28}+2.10\%$
test_getitem[range]	0.2428ms	0.1087ms	9.1986 KOps/s	9.2913 KOps/s	$\color{#d91a1a}-1.00\%$
test_getitem[tuple]	0.1212ms	24.2690μs	41.2049 KOps/s	40.4209 KOps/s	$\color{#35bf28}+1.94\%$
test_getitem[list]	0.1958ms	97.2286μs	10.2850 KOps/s	10.1389 KOps/s	$\color{#35bf28}+1.44\%$
test_setitem_dim[int]	77.4410μs	44.9023μs	22.2706 KOps/s	21.9849 KOps/s	$\color{#35bf28}+1.30\%$
test_setitem_dim[slice_int]	89.0320μs	65.6097μs	15.2417 KOps/s	15.1265 KOps/s	$\color{#35bf28}+0.76\%$
test_setitem_dim[range]	0.1764ms	0.1261ms	7.9317 KOps/s	7.8360 KOps/s	$\color{#35bf28}+1.22\%$
test_setitem_dim[tuple]	85.4210μs	60.6247μs	16.4949 KOps/s	16.5911 KOps/s	$\color{#d91a1a}-0.58\%$
test_setitem	94.9220μs	42.7267μs	23.4046 KOps/s	23.0270 KOps/s	$\color{#35bf28}+1.64\%$
test_set	85.0710μs	42.3181μs	23.6305 KOps/s	22.3481 KOps/s	$\textbf{\color{#35bf28}+5.74\%}$
test_set_shared	0.3623ms	51.9753μs	19.2399 KOps/s	19.0387 KOps/s	$\color{#35bf28}+1.06\%$
test_update	0.1101ms	51.9819μs	19.2375 KOps/s	19.0070 KOps/s	$\color{#35bf28}+1.21\%$
test_update_nested	0.1091ms	60.9061μs	16.4187 KOps/s	17.2919 KOps/s	$\textbf{\color{#d91a1a}-5.05\%}$
test_update__nested	0.1032ms	63.8609μs	15.6590 KOps/s	16.0121 KOps/s	$\color{#d91a1a}-2.21\%$
test_set_nested	0.1128ms	47.2503μs	21.1639 KOps/s	20.9101 KOps/s	$\color{#35bf28}+1.21\%$
test_set_nested_new	95.6910μs	49.5100μs	20.1979 KOps/s	19.5356 KOps/s	$\color{#35bf28}+3.39\%$
test_select	0.1014ms	62.8229μs	15.9178 KOps/s	15.1304 KOps/s	$\textbf{\color{#35bf28}+5.20\%}$
test_select_nested	0.1204ms	40.9431μs	24.4242 KOps/s	23.7413 KOps/s	$\color{#35bf28}+2.88\%$
test_exclude_nested	96.1010μs	58.7026μs	17.0350 KOps/s	16.7912 KOps/s	$\color{#35bf28}+1.45\%$
test_empty[True]	0.8767ms	0.2454ms	4.0746 KOps/s	4.0881 KOps/s	$\color{#d91a1a}-0.33\%$
test_empty[False]	4.1861μs	0.7314μs	1.3672 MOps/s	1.3292 MOps/s	$\color{#35bf28}+2.86\%$
test_to	59.9110μs	25.2280μs	39.6385 KOps/s	38.8493 KOps/s	$\color{#35bf28}+2.03\%$
test_to_nonblocking	64.2000μs	24.7756μs	40.3623 KOps/s	39.6690 KOps/s	$\color{#35bf28}+1.75\%$
test_unbind_speed	1.0367ms	0.2717ms	3.6805 KOps/s	3.5242 KOps/s	$\color{#35bf28}+4.44\%$
test_unbind_speed_stack0	0.3441ms	0.2775ms	3.6037 KOps/s	3.6529 KOps/s	$\color{#d91a1a}-1.35\%$
test_unbind_speed_stack1	92.1630ms	0.7000ms	1.4286 KOps/s	1.4279 KOps/s	$\color{#35bf28}+0.05\%$
test_split	93.5889ms	2.2022ms	454.0843 Ops/s	442.7878 Ops/s	$\color{#35bf28}+2.55\%$
test_chunk	95.1377ms	2.2225ms	449.9494 Ops/s	440.2371 Ops/s	$\color{#35bf28}+2.21\%$
test_creation[device0]	0.3341ms	0.1254ms	7.9747 KOps/s	7.6905 KOps/s	$\color{#35bf28}+3.70\%$
test_creation_from_tensor	0.3403ms	0.1282ms	7.8033 KOps/s	7.4565 KOps/s	$\color{#35bf28}+4.65\%$
test_add_one[memmap_tensor0]	0.1383ms	9.1352μs	109.4665 KOps/s	108.9162 KOps/s	$\color{#35bf28}+0.51\%$
test_contiguous[memmap_tensor0]	47.8310μs	2.2178μs	450.8918 KOps/s	453.6030 KOps/s	$\color{#d91a1a}-0.60\%$
test_stack[memmap_tensor0]	64.1710μs	6.7790μs	147.5142 KOps/s	143.3043 KOps/s	$\color{#35bf28}+2.94\%$
test_memmaptd_index	1.0805ms	0.4391ms	2.2773 KOps/s	2.2533 KOps/s	$\color{#35bf28}+1.07\%$
test_memmaptd_index_astensor	0.7711ms	0.4994ms	2.0025 KOps/s	1.9960 KOps/s	$\color{#35bf28}+0.32\%$
test_memmaptd_index_op	1.4889ms	1.0582ms	945.0176 Ops/s	955.2802 Ops/s	$\color{#d91a1a}-1.07\%$
test_serialize_model	0.1298s	0.1290s	7.7548 Ops/s	7.7548 Ops/s	$+0.00\%$
test_serialize_model_pickle	1.3560s	1.2141s	0.8237 Ops/s	0.8246 Ops/s	$\color{#d91a1a}-0.11\%$
test_serialize_weights	0.1294s	0.1284s	7.7895 Ops/s	7.8025 Ops/s	$\color{#d91a1a}-0.17\%$
test_serialize_weights_returnearly	56.8401ms	45.8744ms	21.7986 Ops/s	17.5098 Ops/s	$\textbf{\color{#35bf28}+24.49\%}$
test_serialize_weights_pickle	1.3538s	1.2141s	0.8237 Ops/s	0.8176 Ops/s	$\color{#35bf28}+0.74\%$
test_reshape_pytree	64.7910μs	36.0666μs	27.7265 KOps/s	26.6803 KOps/s	$\color{#35bf28}+3.92\%$
test_reshape_td	85.0220μs	41.3780μs	24.1675 KOps/s	23.1168 KOps/s	$\color{#35bf28}+4.55\%$
test_view_pytree	64.0010μs	35.1702μs	28.4332 KOps/s	26.9586 KOps/s	$\textbf{\color{#35bf28}+5.47\%}$
test_view_td	81.8410μs	46.2949μs	21.6006 KOps/s	20.8560 KOps/s	$\color{#35bf28}+3.57\%$
test_unbind_pytree	67.8610μs	35.0887μs	28.4992 KOps/s	27.8414 KOps/s	$\color{#35bf28}+2.36\%$
test_unbind_td	0.3939ms	43.5848μs	22.9438 KOps/s	23.0740 KOps/s	$\color{#d91a1a}-0.56\%$
test_split_pytree	79.3010μs	46.1856μs	21.6518 KOps/s	21.1649 KOps/s	$\color{#35bf28}+2.30\%$
test_split_td	0.1788ms	56.7284μs	17.6279 KOps/s	17.2894 KOps/s	$\color{#35bf28}+1.96\%$
test_add_pytree	0.1189ms	56.2609μs	17.7743 KOps/s	17.1402 KOps/s	$\color{#35bf28}+3.70\%$
test_add_td	0.1241ms	88.9348μs	11.2442 KOps/s	10.5683 KOps/s	$\textbf{\color{#35bf28}+6.40\%}$
test_compile_add_one_nested[tensordict-compile]	0.4128ms	0.2067ms	4.8382 KOps/s	4.6243 KOps/s	$\color{#35bf28}+4.62\%$
test_compile_add_one_nested[tensordict-eager]	0.2520ms	0.1568ms	6.3773 KOps/s	6.2486 KOps/s	$\color{#35bf28}+2.06\%$
test_compile_add_one_nested[pytree-compile]	0.1887ms	0.1440ms	6.9429 KOps/s	6.5429 KOps/s	$\textbf{\color{#35bf28}+6.11\%}$
test_compile_add_one_nested[pytree-eager]	0.2268ms	0.1841ms	5.4320 KOps/s	5.2827 KOps/s	$\color{#35bf28}+2.83\%$
test_compile_copy_nested[tensordict-compile]	52.6710μs	21.1336μs	47.3179 KOps/s	45.7213 KOps/s	$\color{#35bf28}+3.49\%$
test_compile_copy_nested[tensordict-eager]	80.1910μs	43.5151μs	22.9805 KOps/s	22.6237 KOps/s	$\color{#35bf28}+1.58\%$
test_compile_copy_nested[pytree-compile]	99.7710μs	64.4046μs	15.5268 KOps/s	15.5688 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_copy_nested[pytree-eager]	89.5910μs	49.1060μs	20.3641 KOps/s	20.2040 KOps/s	$\color{#35bf28}+0.79\%$
test_compile_add_one_flat[tensordict-compile]	0.4110ms	0.3179ms	3.1452 KOps/s	3.1123 KOps/s	$\color{#35bf28}+1.06\%$
test_compile_add_one_flat[tensordict-eager]	0.2738ms	0.2143ms	4.6653 KOps/s	4.5239 KOps/s	$\color{#35bf28}+3.13\%$
test_compile_add_one_flat[tensorclass-compile]	0.1679ms	0.1278ms	7.8248 KOps/s	7.6939 KOps/s	$\color{#35bf28}+1.70\%$
test_compile_add_one_flat[tensorclass-eager]	0.1212ms	61.6509μs	16.2204 KOps/s	15.2148 KOps/s	$\textbf{\color{#35bf28}+6.61\%}$
test_compile_add_one_flat[pytree-compile]	0.3614ms	0.3170ms	3.1545 KOps/s	3.1213 KOps/s	$\color{#35bf28}+1.07\%$
test_compile_add_one_flat[pytree-eager]	0.7000ms	0.6299ms	1.5875 KOps/s	1.5257 KOps/s	$\color{#35bf28}+4.05\%$
test_compile_add_self_flat[tensordict-eager]	0.3363ms	0.2543ms	3.9319 KOps/s	3.8305 KOps/s	$\color{#35bf28}+2.65\%$
test_compile_add_self_flat[tensordict-compile]	0.4011ms	0.3187ms	3.1373 KOps/s	3.1207 KOps/s	$\color{#35bf28}+0.53\%$
test_compile_add_self_flat[tensorclass-eager]	0.1843ms	72.2726μs	13.8365 KOps/s	13.3439 KOps/s	$\color{#35bf28}+3.69\%$
test_compile_add_self_flat[tensorclass-compile]	0.2637ms	0.1286ms	7.7771 KOps/s	7.6548 KOps/s	$\color{#35bf28}+1.60\%$
test_compile_add_self_flat[pytree-eager]	0.6891ms	0.5545ms	1.8035 KOps/s	1.7955 KOps/s	$\color{#35bf28}+0.44\%$
test_compile_add_self_flat[pytree-compile]	0.4223ms	0.3278ms	3.0504 KOps/s	3.1356 KOps/s	$\color{#d91a1a}-2.72\%$
test_compile_copy_flat[tensordict-compile]	49.3700μs	18.7419μs	53.3563 KOps/s	53.3535 KOps/s	$+0.01\%$
test_compile_copy_flat[tensordict-eager]	72.1710μs	27.6029μs	36.2281 KOps/s	36.4924 KOps/s	$\color{#d91a1a}-0.72\%$
test_compile_copy_flat[pytree-compile]	0.1263ms	68.2196μs	14.6585 KOps/s	14.3226 KOps/s	$\color{#35bf28}+2.35\%$
test_compile_copy_flat[pytree-eager]	0.1101ms	51.0922μs	19.5725 KOps/s	19.2228 KOps/s	$\color{#35bf28}+1.82\%$
test_compile_assign_and_add[tensordict-compile]	2.3083ms	0.8057ms	1.2412 KOps/s	1.1268 KOps/s	$\textbf{\color{#35bf28}+10.16\%}$
test_compile_assign_and_add[tensordict-eager]	3.3351ms	3.2160ms	310.9482 Ops/s	308.2126 Ops/s	$\color{#35bf28}+0.89\%$
test_compile_assign_and_add[pytree-compile]	2.3226ms	0.8049ms	1.2423 KOps/s	1.1281 KOps/s	$\textbf{\color{#35bf28}+10.13\%}$
test_compile_assign_and_add[pytree-eager]	3.3868ms	3.2357ms	309.0518 Ops/s	303.2812 Ops/s	$\color{#35bf28}+1.90\%$
test_compile_indexing[tensor-tensordict-compile]	0.1554ms	0.1138ms	8.7893 KOps/s	9.1053 KOps/s	$\color{#d91a1a}-3.47\%$
test_compile_indexing[tensor-tensordict-eager]	0.1944ms	60.6510μs	16.4878 KOps/s	16.1387 KOps/s	$\color{#35bf28}+2.16\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1945ms	0.1043ms	9.5878 KOps/s	9.5149 KOps/s	$\color{#35bf28}+0.77\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1178ms	42.9463μs	23.2849 KOps/s	22.7929 KOps/s	$\color{#35bf28}+2.16\%$
test_compile_indexing[tensor-pytree-compile]	0.1660ms	0.1045ms	9.5675 KOps/s	9.4619 KOps/s	$\color{#35bf28}+1.12\%$
test_compile_indexing[tensor-pytree-eager]	0.1064ms	44.7593μs	22.3417 KOps/s	22.9393 KOps/s	$\color{#d91a1a}-2.61\%$
test_compile_indexing[slice-tensordict-compile]	0.1723ms	0.1377ms	7.2596 KOps/s	7.1633 KOps/s	$\color{#35bf28}+1.34\%$
test_compile_indexing[slice-tensordict-eager]	0.1583ms	25.7362μs	38.8558 KOps/s	37.3240 KOps/s	$\color{#35bf28}+4.10\%$
test_compile_indexing[slice-tensorclass-compile]	0.1891ms	0.1355ms	7.3789 KOps/s	7.5346 KOps/s	$\color{#d91a1a}-2.07\%$
test_compile_indexing[slice-tensorclass-eager]	59.8710μs	21.6465μs	46.1968 KOps/s	45.1448 KOps/s	$\color{#35bf28}+2.33\%$
test_compile_indexing[slice-pytree-compile]	0.1991ms	0.1324ms	7.5535 KOps/s	7.4383 KOps/s	$\color{#35bf28}+1.55\%$
test_compile_indexing[slice-pytree-eager]	58.9110μs	21.5931μs	46.3110 KOps/s	44.2920 KOps/s	$\color{#35bf28}+4.56\%$
test_compile_indexing[int-tensordict-compile]	0.1873ms	0.1386ms	7.2159 KOps/s	7.1577 KOps/s	$\color{#35bf28}+0.81\%$
test_compile_indexing[int-tensordict-eager]	0.4881ms	27.1482μs	36.8349 KOps/s	38.5129 KOps/s	$\color{#d91a1a}-4.36\%$
test_compile_indexing[int-tensorclass-compile]	0.1971ms	0.1375ms	7.2719 KOps/s	7.4722 KOps/s	$\color{#d91a1a}-2.68\%$
test_compile_indexing[int-tensorclass-eager]	62.8610μs	21.5015μs	46.5085 KOps/s	44.9515 KOps/s	$\color{#35bf28}+3.46\%$
test_compile_indexing[int-pytree-compile]	0.1851ms	0.1322ms	7.5664 KOps/s	7.4091 KOps/s	$\color{#35bf28}+2.12\%$
test_compile_indexing[int-pytree-eager]	54.4810μs	21.1567μs	47.2663 KOps/s	45.5124 KOps/s	$\color{#35bf28}+3.85\%$
test_mod_add[eager]	82.7410μs	33.7386μs	29.6397 KOps/s	31.6497 KOps/s	$\textbf{\color{#d91a1a}-6.35\%}$
test_mod_add[compile]	0.1144ms	73.1218μs	13.6758 KOps/s	13.5568 KOps/s	$\color{#35bf28}+0.88\%$
test_mod_add[compile-overhead]	0.2592ms	0.1367ms	7.3176 KOps/s	7.0182 KOps/s	$\color{#35bf28}+4.27\%$
test_mod_wrap[eager]	0.3224ms	0.2544ms	3.9314 KOps/s	4.1008 KOps/s	$\color{#d91a1a}-4.13\%$
test_mod_wrap[compile]	0.4486ms	0.2956ms	3.3834 KOps/s	3.4561 KOps/s	$\color{#d91a1a}-2.10\%$
test_mod_wrap[compile-overhead]	7.8674ms	4.1652ms	240.0850 Ops/s	253.0617 Ops/s	$\textbf{\color{#d91a1a}-5.13\%}$
test_mod_wrap_and_backward[eager]	1.4350ms	1.3218ms	756.5283 Ops/s	698.4141 Ops/s	$\textbf{\color{#35bf28}+8.32\%}$
test_mod_wrap_and_backward[compile]	1.3858ms	1.3096ms	763.6100 Ops/s	692.7406 Ops/s	$\textbf{\color{#35bf28}+10.23\%}$
test_mod_wrap_and_backward[compile-overhead]	1.2850ms	0.8731ms	1.1453 KOps/s	1.0166 KOps/s	$\textbf{\color{#35bf28}+12.66\%}$
test_seq_add[eager]	0.1495ms	97.1042μs	10.2982 KOps/s	10.2858 KOps/s	$\color{#35bf28}+0.12\%$
test_seq_add[compile]	0.1365ms	83.0920μs	12.0349 KOps/s	12.2845 KOps/s	$\color{#d91a1a}-2.03\%$
test_seq_add[compile-overhead]	0.1819ms	0.1173ms	8.5258 KOps/s	8.7318 KOps/s	$\color{#d91a1a}-2.36\%$
test_seq_wrap[eager]	0.4420ms	0.3929ms	2.5454 KOps/s	2.6367 KOps/s	$\color{#d91a1a}-3.46\%$
test_seq_wrap[compile]	0.3783ms	0.3065ms	3.2631 KOps/s	3.2211 KOps/s	$\color{#35bf28}+1.30\%$
test_seq_wrap[compile-overhead]	0.2740ms	0.2086ms	4.7934 KOps/s	4.7164 KOps/s	$\color{#35bf28}+1.63\%$
test_func_call_runtime[False-eager]	0.8285ms	0.7392ms	1.3529 KOps/s	1.3471 KOps/s	$\color{#35bf28}+0.43\%$
test_func_call_runtime[False-compile]	0.8619ms	0.7742ms	1.2917 KOps/s	1.2540 KOps/s	$\color{#35bf28}+3.00\%$
test_func_call_runtime[False-compile-overhead]	0.4655ms	0.3489ms	2.8663 KOps/s	2.8445 KOps/s	$\color{#35bf28}+0.77\%$
test_func_call_runtime[True-eager]	0.9662ms	0.8916ms	1.1215 KOps/s	1.1020 KOps/s	$\color{#35bf28}+1.77\%$
test_func_call_runtime[True-compile]	0.9037ms	0.8169ms	1.2241 KOps/s	1.2012 KOps/s	$\color{#35bf28}+1.91\%$
test_func_call_runtime[True-compile-overhead]	0.4878ms	0.3902ms	2.5630 KOps/s	2.6025 KOps/s	$\color{#d91a1a}-1.52\%$
test_func_call_cm_runtime[False-eager]	0.8410ms	0.7665ms	1.3046 KOps/s	1.2663 KOps/s	$\color{#35bf28}+3.02\%$
test_func_call_cm_runtime[False-compile]	0.8668ms	0.7817ms	1.2793 KOps/s	1.2203 KOps/s	$\color{#35bf28}+4.84\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4838ms	0.3498ms	2.8589 KOps/s	2.8181 KOps/s	$\color{#35bf28}+1.45\%$
test_func_call_cm_runtime[True-eager]	1.0902ms	0.9896ms	1.0105 KOps/s	995.5644 Ops/s	$\color{#35bf28}+1.51\%$
test_func_call_cm_runtime[True-compile]	0.9332ms	0.8439ms	1.1850 KOps/s	1.1650 KOps/s	$\color{#35bf28}+1.72\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4775ms	0.4061ms	2.4626 KOps/s	2.4595 KOps/s	$\color{#35bf28}+0.13\%$
test_vmap_func_call_cm_runtime[eager]	2.5554ms	2.0545ms	486.7404 Ops/s	483.0592 Ops/s	$\color{#35bf28}+0.76\%$
test_vmap_func_call_cm_runtime[compile]	0.9680ms	0.8629ms	1.1589 KOps/s	1.1304 KOps/s	$\color{#35bf28}+2.52\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4781ms	0.4113ms	2.4314 KOps/s	2.4163 KOps/s	$\color{#35bf28}+0.63\%$
test_distributed	4.6082ms	0.2295ms	4.3577 KOps/s	8.8819 KOps/s	$\textbf{\color{#d91a1a}-50.94\%}$
test_tdmodule	25.0210μs	14.5014μs	68.9589 KOps/s	69.2421 KOps/s	$\color{#d91a1a}-0.41\%$
test_tdmodule_dispatch	50.7310μs	28.9522μs	34.5397 KOps/s	35.2964 KOps/s	$\color{#d91a1a}-2.14\%$
test_tdseq	36.6510μs	15.1409μs	66.0464 KOps/s	65.2305 KOps/s	$\color{#35bf28}+1.25\%$
test_tdseq_dispatch	50.5410μs	31.1494μs	32.1034 KOps/s	32.3123 KOps/s	$\color{#d91a1a}-0.65\%$
test_instantiation_functorch	1.9701ms	1.8717ms	534.2696 Ops/s	523.2429 Ops/s	$\color{#35bf28}+2.11\%$
test_instantiation_td	1.7938ms	1.1982ms	834.5729 Ops/s	818.9905 Ops/s	$\color{#35bf28}+1.90\%$
test_exec_functorch	0.2653ms	0.2119ms	4.7186 KOps/s	4.6625 KOps/s	$\color{#35bf28}+1.20\%$
test_exec_functional_call	0.2607ms	0.2072ms	4.8267 KOps/s	4.7350 KOps/s	$\color{#35bf28}+1.94\%$
test_exec_td	0.2651ms	0.2176ms	4.5960 KOps/s	4.5918 KOps/s	$\color{#35bf28}+0.09\%$
test_exec_td_decorator	0.9801ms	0.2541ms	3.9355 KOps/s	3.8439 KOps/s	$\color{#35bf28}+2.39\%$
test_vmap_mlp_speed[True-True]	0.7561ms	0.6733ms	1.4853 KOps/s	1.4561 KOps/s	$\color{#35bf28}+2.00\%$
test_vmap_mlp_speed[True-False]	0.7659ms	0.6683ms	1.4963 KOps/s	1.4188 KOps/s	$\textbf{\color{#35bf28}+5.46\%}$
test_vmap_mlp_speed[False-True]	0.6885ms	0.5656ms	1.7679 KOps/s	1.6771 KOps/s	$\textbf{\color{#35bf28}+5.41\%}$
test_vmap_mlp_speed[False-False]	0.6776ms	0.5678ms	1.7611 KOps/s	1.6906 KOps/s	$\color{#35bf28}+4.17\%$
test_vmap_mlp_speed_decorator[True-True]	1.4135ms	0.6576ms	1.5207 KOps/s	1.4655 KOps/s	$\color{#35bf28}+3.77\%$
test_vmap_mlp_speed_decorator[True-False]	0.7754ms	0.6564ms	1.5234 KOps/s	1.4902 KOps/s	$\color{#35bf28}+2.23\%$
test_vmap_mlp_speed_decorator[False-True]	0.6874ms	0.5789ms	1.7275 KOps/s	1.6700 KOps/s	$\color{#35bf28}+3.44\%$
test_vmap_mlp_speed_decorator[False-False]	0.7043ms	0.5789ms	1.7273 KOps/s	1.7008 KOps/s	$\color{#35bf28}+1.56\%$
test_vmap_transformer_speed[True-True]	8.2794ms	8.1906ms	122.0918 Ops/s	120.2507 Ops/s	$\color{#35bf28}+1.53\%$
test_vmap_transformer_speed[True-False]	8.3043ms	8.1727ms	122.3581 Ops/s	120.2021 Ops/s	$\color{#35bf28}+1.79\%$
test_vmap_transformer_speed[False-True]	8.0556ms	7.9807ms	125.3026 Ops/s	123.6418 Ops/s	$\color{#35bf28}+1.34\%$
test_vmap_transformer_speed[False-False]	9.3348ms	7.9836ms	125.2567 Ops/s	123.4157 Ops/s	$\color{#35bf28}+1.49\%$
test_vmap_transformer_speed_decorator[True-True]	19.7457ms	19.1900ms	52.1106 Ops/s	51.7316 Ops/s	$\color{#35bf28}+0.73\%$
test_vmap_transformer_speed_decorator[True-False]	19.6134ms	19.1705ms	52.1634 Ops/s	51.6897 Ops/s	$\color{#35bf28}+0.92\%$
test_vmap_transformer_speed_decorator[False-True]	19.7428ms	19.1056ms	52.3407 Ops/s	52.0756 Ops/s	$\color{#35bf28}+0.51\%$
test_vmap_transformer_speed_decorator[False-False]	19.1158ms	19.0159ms	52.5877 Ops/s	52.0694 Ops/s	$\color{#35bf28}+1.00\%$
test_to_module_speed[True]	1.4005ms	0.9390ms	1.0649 KOps/s	1.0625 KOps/s	$\color{#35bf28}+0.23\%$
test_to_module_speed[False]	1.3215ms	0.9133ms	1.0949 KOps/s	1.0954 KOps/s	$\color{#d91a1a}-0.04\%$
test_tc_init	54.9910μs	33.5714μs	29.7872 KOps/s	29.0792 KOps/s	$\color{#35bf28}+2.43\%$
test_tc_init_nested	0.1160ms	67.7922μs	14.7510 KOps/s	13.8946 KOps/s	$\textbf{\color{#35bf28}+6.16\%}$
test_tc_first_layer_tensor	4.5057μs	0.6781μs	1.4746 MOps/s	1.4927 MOps/s	$\color{#d91a1a}-1.21\%$
test_tc_first_layer_nontensor	28.0100μs	2.2054μs	453.4288 KOps/s	436.2074 KOps/s	$\color{#35bf28}+3.95\%$
test_tc_second_layer_tensor	8.4953μs	1.3770μs	726.2078 KOps/s	722.5784 KOps/s	$\color{#35bf28}+0.50\%$
test_tc_second_layer_nontensor	30.1210μs	2.9254μs	341.8373 KOps/s	327.8668 KOps/s	$\color{#35bf28}+4.26\%$
test_unbind	0.1938s	11.8646ms	84.2843 Ops/s	95.2824 Ops/s	$\textbf{\color{#d91a1a}-11.54\%}$
test_full_like	0.6562ms	0.5750ms	1.7393 KOps/s	1.7381 KOps/s	$\color{#35bf28}+0.07\%$
test_zeros_like	0.2770ms	0.1980ms	5.0508 KOps/s	5.0512 KOps/s	$-0.01\%$
test_ones_like	0.2520ms	0.1978ms	5.0559 KOps/s	5.0564 KOps/s	$-0.01\%$
test_clone	0.4588ms	0.4135ms	2.4181 KOps/s	2.4127 KOps/s	$\color{#35bf28}+0.23\%$
test_squeeze	54.1210μs	9.6373μs	103.7633 KOps/s	103.6408 KOps/s	$\color{#35bf28}+0.12\%$
test_unsqueeze	0.2938ms	75.8307μs	13.1873 KOps/s	13.5814 KOps/s	$\color{#d91a1a}-2.90\%$
test_split	0.2595ms	0.1611ms	6.2075 KOps/s	6.2251 KOps/s	$\color{#d91a1a}-0.28\%$
test_permute	0.2814ms	0.1852ms	5.3999 KOps/s	5.4688 KOps/s	$\color{#d91a1a}-1.26\%$
test_stack	1.2532ms	0.8677ms	1.1525 KOps/s	1.1399 KOps/s	$\color{#35bf28}+1.10\%$
test_cat	1.2509ms	1.2322ms	811.5238 Ops/s	811.9520 Ops/s	$\color{#d91a1a}-0.05\%$