[Performance] Faster __setitem__

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}16$. Worsened: $\large\color{#d91a1a}10$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	43.7020μs	19.7683μs	50.5861 KOps/s	50.6269 KOps/s	$\color{#d91a1a}-0.08\%$
test_plain_set_stack_nested	76.2530μs	19.6018μs	51.0158 KOps/s	49.5060 KOps/s	$\color{#35bf28}+3.05\%$
test_plain_set_nested_inplace	72.2440μs	21.0585μs	47.4868 KOps/s	46.7433 KOps/s	$\color{#35bf28}+1.59\%$
test_plain_set_stack_nested_inplace	54.9220μs	21.0145μs	47.5863 KOps/s	46.8539 KOps/s	$\color{#35bf28}+1.56\%$
test_items	37.0490μs	4.1491μs	241.0170 KOps/s	239.4892 KOps/s	$\color{#35bf28}+0.64\%$
test_items_nested	0.5584ms	0.3280ms	3.0491 KOps/s	3.0665 KOps/s	$\color{#d91a1a}-0.57\%$
test_items_nested_locked	0.7369ms	0.3297ms	3.0329 KOps/s	3.0506 KOps/s	$\color{#d91a1a}-0.58\%$
test_items_nested_leaf	0.1506ms	83.6913μs	11.9487 KOps/s	11.8463 KOps/s	$\color{#35bf28}+0.86\%$
test_items_stack_nested	0.5518ms	0.3336ms	2.9974 KOps/s	3.0575 KOps/s	$\color{#d91a1a}-1.96\%$
test_items_stack_nested_leaf	0.1621ms	84.9211μs	11.7756 KOps/s	12.2768 KOps/s	$\color{#d91a1a}-4.08\%$
test_items_stack_nested_locked	0.7023ms	0.3349ms	2.9863 KOps/s	3.0266 KOps/s	$\color{#d91a1a}-1.33\%$
test_keys	26.8600μs	3.5421μs	282.3166 KOps/s	285.9806 KOps/s	$\color{#d91a1a}-1.28\%$
test_keys_nested	0.2006ms	95.4475μs	10.4770 KOps/s	10.3481 KOps/s	$\color{#35bf28}+1.25\%$
test_keys_nested_locked	0.6447ms	0.1029ms	9.7190 KOps/s	9.8357 KOps/s	$\color{#d91a1a}-1.19\%$
test_keys_nested_leaf	0.1448ms	82.2726μs	12.1547 KOps/s	12.6615 KOps/s	$\color{#d91a1a}-4.00\%$
test_keys_stack_nested	0.1700ms	96.9058μs	10.3193 KOps/s	10.5638 KOps/s	$\color{#d91a1a}-2.31\%$
test_keys_stack_nested_leaf	0.1592ms	80.1452μs	12.4773 KOps/s	12.6525 KOps/s	$\color{#d91a1a}-1.38\%$
test_keys_stack_nested_locked	0.2175ms	0.1010ms	9.8963 KOps/s	10.1344 KOps/s	$\color{#d91a1a}-2.35\%$
test_values	6.8248μs	1.0805μs	925.5293 KOps/s	930.5236 KOps/s	$\color{#d91a1a}-0.54\%$
test_values_nested	92.0120μs	47.8231μs	20.9104 KOps/s	20.8680 KOps/s	$\color{#35bf28}+0.20\%$
test_values_nested_locked	0.1085ms	47.2998μs	21.1418 KOps/s	20.7587 KOps/s	$\color{#35bf28}+1.85\%$
test_values_nested_leaf	82.0930μs	42.5775μs	23.4866 KOps/s	23.4490 KOps/s	$\color{#35bf28}+0.16\%$
test_values_stack_nested	93.2440μs	47.9519μs	20.8543 KOps/s	20.8655 KOps/s	$\color{#d91a1a}-0.05\%$
test_values_stack_nested_leaf	83.4450μs	42.0633μs	23.7737 KOps/s	23.8307 KOps/s	$\color{#d91a1a}-0.24\%$
test_values_stack_nested_locked	0.1006ms	48.0192μs	20.8250 KOps/s	20.6665 KOps/s	$\color{#35bf28}+0.77\%$
test_membership	5.7607μs	0.6778μs	1.4753 MOps/s	1.1994 MOps/s	$\textbf{\color{#35bf28}+23.00\%}$
test_membership_nested	27.9120μs	2.5064μs	398.9718 KOps/s	372.8840 KOps/s	$\textbf{\color{#35bf28}+7.00\%}$
test_membership_nested_leaf	32.9020μs	2.5525μs	391.7796 KOps/s	372.0231 KOps/s	$\textbf{\color{#35bf28}+5.31\%}$
test_membership_stacked_nested	32.5710μs	2.5301μs	395.2409 KOps/s	371.1607 KOps/s	$\textbf{\color{#35bf28}+6.49\%}$
test_membership_stacked_nested_leaf	20.2480μs	2.5478μs	392.4901 KOps/s	370.5554 KOps/s	$\textbf{\color{#35bf28}+5.92\%}$
test_membership_nested_last	32.5400μs	3.6900μs	271.0017 KOps/s	244.9960 KOps/s	$\textbf{\color{#35bf28}+10.61\%}$
test_membership_nested_leaf_last	28.8840μs	3.7914μs	263.7570 KOps/s	259.2550 KOps/s	$\color{#35bf28}+1.74\%$
test_membership_stacked_nested_last	36.1470μs	4.2987μs	232.6302 KOps/s	74.3801 KOps/s	$\textbf{\color{#35bf28}+212.76\%}$
test_membership_stacked_nested_leaf_last	24.5760μs	4.3835μs	228.1285 KOps/s	76.8339 KOps/s	$\textbf{\color{#35bf28}+196.91\%}$
test_nested_getleaf	57.0770μs	10.4257μs	95.9165 KOps/s	95.3602 KOps/s	$\color{#35bf28}+0.58\%$
test_nested_get	37.5700μs	10.0169μs	99.8313 KOps/s	99.0250 KOps/s	$\color{#35bf28}+0.81\%$
test_stacked_getleaf	34.0730μs	10.4747μs	95.4677 KOps/s	94.0921 KOps/s	$\color{#35bf28}+1.46\%$
test_stacked_get	33.7230μs	10.1589μs	98.4359 KOps/s	99.8489 KOps/s	$\color{#d91a1a}-1.42\%$
test_nested_getitemleaf	53.9540μs	10.8826μs	91.8897 KOps/s	89.4438 KOps/s	$\color{#35bf28}+2.73\%$
test_nested_getitem	37.6700μs	10.1090μs	98.9220 KOps/s	98.0792 KOps/s	$\color{#35bf28}+0.86\%$
test_stacked_getitemleaf	53.2500μs	10.7499μs	93.0241 KOps/s	92.8758 KOps/s	$\color{#35bf28}+0.16\%$
test_stacked_getitem	39.9550μs	9.9541μs	100.4613 KOps/s	95.9691 KOps/s	$\color{#35bf28}+4.68\%$
test_lock_nested	91.0414ms	0.5740ms	1.7422 KOps/s	2.1243 KOps/s	$\textbf{\color{#d91a1a}-17.99\%}$
test_lock_stack_nested	0.5270ms	0.4421ms	2.2618 KOps/s	2.3285 KOps/s	$\color{#d91a1a}-2.86\%$
test_unlock_nested	0.1008s	0.5022ms	1.9911 KOps/s	2.5056 KOps/s	$\textbf{\color{#d91a1a}-20.53\%}$
test_unlock_stack_nested	0.4507ms	0.3652ms	2.7383 KOps/s	2.8395 KOps/s	$\color{#d91a1a}-3.57\%$
test_flatten_speed	0.2557ms	0.1041ms	9.6058 KOps/s	9.6144 KOps/s	$\color{#d91a1a}-0.09\%$
test_unflatten_speed	0.8302ms	0.4571ms	2.1878 KOps/s	2.1921 KOps/s	$\color{#d91a1a}-0.20\%$
test_common_ops	1.8974ms	1.0786ms	927.1560 Ops/s	933.7538 Ops/s	$\color{#d91a1a}-0.71\%$
test_creation	30.5260μs	2.0389μs	490.4577 KOps/s	481.7022 KOps/s	$\color{#35bf28}+1.82\%$
test_creation_empty	55.2340μs	15.8990μs	62.8970 KOps/s	58.2018 KOps/s	$\textbf{\color{#35bf28}+8.07\%}$
test_creation_nested_1	1.2741ms	19.9306μs	50.1740 KOps/s	48.7585 KOps/s	$\color{#35bf28}+2.90\%$
test_creation_nested_2	66.2530μs	23.1977μs	43.1078 KOps/s	41.0878 KOps/s	$\color{#35bf28}+4.92\%$
test_clone	0.1559ms	16.7753μs	59.6115 KOps/s	61.0164 KOps/s	$\color{#d91a1a}-2.30\%$
test_getitem[int]	0.7285ms	16.2275μs	61.6239 KOps/s	60.2766 KOps/s	$\color{#35bf28}+2.24\%$
test_getitem[slice_int]	0.1346ms	29.4544μs	33.9508 KOps/s	33.7445 KOps/s	$\color{#35bf28}+0.61\%$
test_getitem[range]	0.1687ms	58.2448μs	17.1689 KOps/s	17.4578 KOps/s	$\color{#d91a1a}-1.65\%$
test_getitem[tuple]	0.1387ms	24.8195μs	40.2909 KOps/s	40.9777 KOps/s	$\color{#d91a1a}-1.68\%$
test_getitem[list]	0.7665ms	51.7614μs	19.3194 KOps/s	18.8465 KOps/s	$\color{#35bf28}+2.51\%$
test_setitem_dim[int]	72.0640μs	33.0241μs	30.2809 KOps/s	25.1177 KOps/s	$\textbf{\color{#35bf28}+20.56\%}$
test_setitem_dim[slice_int]	0.1124ms	60.2953μs	16.5850 KOps/s	14.7726 KOps/s	$\textbf{\color{#35bf28}+12.27\%}$
test_setitem_dim[range]	0.1366ms	83.2132μs	12.0173 KOps/s	10.9030 KOps/s	$\textbf{\color{#35bf28}+10.22\%}$
test_setitem_dim[tuple]	83.6660μs	48.9521μs	20.4281 KOps/s	18.0067 KOps/s	$\textbf{\color{#35bf28}+13.45\%}$
test_setitem	77.9850μs	28.5089μs	35.0768 KOps/s	35.5112 KOps/s	$\color{#d91a1a}-1.22\%$
test_set	0.2151ms	28.0594μs	35.6386 KOps/s	36.1285 KOps/s	$\color{#d91a1a}-1.36\%$
test_set_shared	1.4122ms	0.2119ms	4.7192 KOps/s	4.7274 KOps/s	$\color{#d91a1a}-0.17\%$
test_update	0.1726ms	34.4990μs	28.9864 KOps/s	29.1837 KOps/s	$\color{#d91a1a}-0.68\%$
test_update_nested	1.0129ms	43.1853μs	23.1560 KOps/s	22.4208 KOps/s	$\color{#35bf28}+3.28\%$
test_update__nested	0.2120ms	35.0952μs	28.4939 KOps/s	29.8335 KOps/s	$\color{#d91a1a}-4.49\%$
test_set_nested	0.2822ms	31.0555μs	32.2004 KOps/s	33.3184 KOps/s	$\color{#d91a1a}-3.36\%$
test_set_nested_new	0.3777ms	36.5346μs	27.3713 KOps/s	28.3331 KOps/s	$\color{#d91a1a}-3.39\%$
test_select	0.3679ms	52.8382μs	18.9257 KOps/s	18.7745 KOps/s	$\color{#35bf28}+0.81\%$
test_select_nested	0.1210ms	61.3582μs	16.2977 KOps/s	16.6508 KOps/s	$\color{#d91a1a}-2.12\%$
test_exclude_nested	0.1613ms	76.8307μs	13.0156 KOps/s	13.1507 KOps/s	$\color{#d91a1a}-1.03\%$
test_empty[True]	0.6906ms	0.3150ms	3.1748 KOps/s	3.1720 KOps/s	$\color{#35bf28}+0.09\%$
test_empty[False]	14.8078μs	1.2220μs	818.2985 KOps/s	833.2730 KOps/s	$\color{#d91a1a}-1.80\%$
test_unbind_speed	0.6202ms	0.2965ms	3.3724 KOps/s	3.4029 KOps/s	$\color{#d91a1a}-0.90\%$
test_unbind_speed_stack0	0.4847ms	0.2913ms	3.4328 KOps/s	3.5675 KOps/s	$\color{#d91a1a}-3.78\%$
test_unbind_speed_stack1	89.9919ms	0.7899ms	1.2660 KOps/s	1.4022 KOps/s	$\textbf{\color{#d91a1a}-9.72\%}$
test_split	96.2916ms	2.2939ms	435.9463 Ops/s	457.6720 Ops/s	$\color{#d91a1a}-4.75\%$
test_chunk	3.0589ms	2.0084ms	497.9130 Ops/s	460.5361 Ops/s	$\textbf{\color{#35bf28}+8.12\%}$
test_creation[device0]	0.2819ms	0.1164ms	8.5875 KOps/s	8.5743 KOps/s	$\color{#35bf28}+0.15\%$
test_creation_from_tensor	5.0547ms	0.1179ms	8.4838 KOps/s	8.5626 KOps/s	$\color{#d91a1a}-0.92\%$
test_add_one[memmap_tensor0]	0.4798ms	7.6876μs	130.0798 KOps/s	138.1945 KOps/s	$\textbf{\color{#d91a1a}-5.87\%}$
test_contiguous[memmap_tensor0]	24.6760μs	1.9042μs	525.1608 KOps/s	523.8325 KOps/s	$\color{#35bf28}+0.25\%$
test_stack[memmap_tensor0]	0.1213ms	5.7894μs	172.7286 KOps/s	173.1243 KOps/s	$\color{#d91a1a}-0.23\%$
test_memmaptd_index	1.1458ms	0.4001ms	2.4993 KOps/s	2.5228 KOps/s	$\color{#d91a1a}-0.93\%$
test_memmaptd_index_astensor	0.9639ms	0.4786ms	2.0893 KOps/s	2.1116 KOps/s	$\color{#d91a1a}-1.06\%$
test_memmaptd_index_op	1.6073ms	1.0002ms	999.7709 Ops/s	1.0081 KOps/s	$\color{#d91a1a}-0.83\%$
test_serialize_model	0.1240s	0.1150s	8.6974 Ops/s	8.3434 Ops/s	$\color{#35bf28}+4.24\%$
test_serialize_model_pickle	0.4555s	0.3919s	2.5517 Ops/s	2.5097 Ops/s	$\color{#35bf28}+1.67\%$
test_serialize_weights	0.1235s	0.1160s	8.6181 Ops/s	8.6203 Ops/s	$\color{#d91a1a}-0.03\%$
test_serialize_weights_returnearly	0.1729s	0.1607s	6.2246 Ops/s	6.3347 Ops/s	$\color{#d91a1a}-1.74\%$
test_serialize_weights_pickle	0.6776s	0.4570s	2.1882 Ops/s	2.1882 Ops/s	$+0.00\%$
test_serialize_weights_filesystem	0.2333s	0.1550s	6.4515 Ops/s	7.2057 Ops/s	$\textbf{\color{#d91a1a}-10.47\%}$
test_serialize_model_filesystem	0.1537s	0.1452s	6.8864 Ops/s	6.6616 Ops/s	$\color{#35bf28}+3.37\%$
test_reshape_pytree	0.1028ms	38.1067μs	26.2421 KOps/s	26.4418 KOps/s	$\color{#d91a1a}-0.76\%$
test_reshape_td	0.1102ms	44.6893μs	22.3767 KOps/s	21.8034 KOps/s	$\color{#35bf28}+2.63\%$
test_view_pytree	93.9950μs	37.8452μs	26.4234 KOps/s	26.3711 KOps/s	$\color{#35bf28}+0.20\%$
test_view_td	0.1185ms	50.6842μs	19.7300 KOps/s	19.4391 KOps/s	$\color{#35bf28}+1.50\%$
test_unbind_pytree	75.5810μs	35.2141μs	28.3977 KOps/s	28.4953 KOps/s	$\color{#d91a1a}-0.34\%$
test_unbind_td	0.3120ms	44.2090μs	22.6198 KOps/s	22.9988 KOps/s	$\color{#d91a1a}-1.65\%$
test_split_pytree	92.9230μs	37.4009μs	26.7373 KOps/s	26.7680 KOps/s	$\color{#d91a1a}-0.11\%$
test_split_td	0.2405ms	56.8919μs	17.5772 KOps/s	17.7197 KOps/s	$\color{#d91a1a}-0.80\%$
test_add_pytree	0.1169ms	45.6239μs	21.9184 KOps/s	22.9156 KOps/s	$\color{#d91a1a}-4.35\%$
test_add_td	0.1760ms	81.2177μs	12.3126 KOps/s	12.5959 KOps/s	$\color{#d91a1a}-2.25\%$
test_compile_add_one_nested[tensordict-compile]	0.1225ms	58.0385μs	17.2300 KOps/s	17.7245 KOps/s	$\color{#d91a1a}-2.79\%$
test_compile_add_one_nested[tensordict-eager]	0.3325ms	0.1878ms	5.3247 KOps/s	5.3464 KOps/s	$\color{#d91a1a}-0.41\%$
test_compile_add_one_nested[pytree-compile]	0.1060ms	55.5640μs	17.9973 KOps/s	17.7761 KOps/s	$\color{#35bf28}+1.24\%$
test_compile_add_one_nested[pytree-eager]	0.3032ms	0.1421ms	7.0374 KOps/s	7.1743 KOps/s	$\color{#d91a1a}-1.91\%$
test_compile_copy_nested[tensordict-compile]	60.7730μs	20.6559μs	48.4123 KOps/s	47.8863 KOps/s	$\color{#35bf28}+1.10\%$
test_compile_copy_nested[tensordict-eager]	0.1251ms	66.0618μs	15.1373 KOps/s	14.9693 KOps/s	$\color{#35bf28}+1.12\%$
test_compile_copy_nested[pytree-compile]	0.1316ms	74.2453μs	13.4689 KOps/s	13.3731 KOps/s	$\color{#35bf28}+0.72\%$
test_compile_copy_nested[pytree-eager]	0.1376ms	66.9531μs	14.9358 KOps/s	14.6277 KOps/s	$\color{#35bf28}+2.11\%$
test_compile_add_one_flat[tensordict-compile]	0.3532ms	0.1723ms	5.8031 KOps/s	5.8266 KOps/s	$\color{#d91a1a}-0.40\%$
test_compile_add_one_flat[tensordict-eager]	0.3371ms	0.1871ms	5.3434 KOps/s	5.3584 KOps/s	$\color{#d91a1a}-0.28\%$
test_compile_add_one_flat[tensorclass-compile]	0.1024ms	47.0718μs	21.2441 KOps/s	21.3388 KOps/s	$\color{#d91a1a}-0.44\%$
test_compile_add_one_flat[tensorclass-eager]	0.5379ms	71.4407μs	13.9976 KOps/s	14.2984 KOps/s	$\color{#d91a1a}-2.10\%$
test_compile_add_one_flat[pytree-compile]	0.3159ms	0.1779ms	5.6203 KOps/s	5.8571 KOps/s	$\color{#d91a1a}-4.04\%$
test_compile_add_one_flat[pytree-eager]	0.5540ms	0.2896ms	3.4532 KOps/s	3.4723 KOps/s	$\color{#d91a1a}-0.55\%$
test_compile_add_self_flat[tensordict-eager]	0.3287ms	0.2000ms	5.0004 KOps/s	5.0066 KOps/s	$\color{#d91a1a}-0.12\%$
test_compile_add_self_flat[tensordict-compile]	0.5155ms	0.1778ms	5.6250 KOps/s	5.8474 KOps/s	$\color{#d91a1a}-3.80\%$
test_compile_add_self_flat[tensorclass-eager]	0.1851ms	63.6767μs	15.7043 KOps/s	16.0319 KOps/s	$\color{#d91a1a}-2.04\%$
test_compile_add_self_flat[tensorclass-compile]	0.1219ms	47.0242μs	21.2656 KOps/s	21.2468 KOps/s	$\color{#35bf28}+0.09\%$
test_compile_add_self_flat[pytree-eager]	0.4792ms	0.2343ms	4.2675 KOps/s	4.3083 KOps/s	$\color{#d91a1a}-0.95\%$
test_compile_add_self_flat[pytree-compile]	0.2750ms	0.1747ms	5.7239 KOps/s	5.6695 KOps/s	$\color{#35bf28}+0.96\%$
test_compile_copy_flat[tensordict-compile]	0.2264ms	0.1021ms	9.7922 KOps/s	9.9412 KOps/s	$\color{#d91a1a}-1.50\%$
test_compile_copy_flat[tensordict-eager]	0.1218ms	56.8835μs	17.5798 KOps/s	17.5285 KOps/s	$\color{#35bf28}+0.29\%$
test_compile_copy_flat[pytree-compile]	0.1700ms	75.2417μs	13.2905 KOps/s	13.2194 KOps/s	$\color{#35bf28}+0.54\%$
test_compile_copy_flat[pytree-eager]	0.1393ms	67.5849μs	14.7962 KOps/s	14.6240 KOps/s	$\color{#35bf28}+1.18\%$
test_compile_assign_and_add[tensordict-compile]	0.2942ms	0.1951ms	5.1265 KOps/s	5.1406 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_assign_and_add[tensordict-eager]	2.1643ms	1.6214ms	616.7544 Ops/s	618.6675 Ops/s	$\color{#d91a1a}-0.31\%$
test_compile_assign_and_add[pytree-compile]	0.4128ms	0.1927ms	5.1885 KOps/s	5.1875 KOps/s	$\color{#35bf28}+0.02\%$
test_compile_assign_and_add[pytree-eager]	1.3258ms	1.1007ms	908.4744 Ops/s	913.4392 Ops/s	$\color{#d91a1a}-0.54\%$
test_compile_assign_and_add_stack[compile]	0.4973ms	0.4183ms	2.3908 KOps/s	2.4503 KOps/s	$\color{#d91a1a}-2.43\%$
test_compile_assign_and_add_stack[eager]	3.9023ms	3.6946ms	270.6636 Ops/s	271.9167 Ops/s	$\color{#d91a1a}-0.46\%$
test_compile_indexing[tensor-tensordict-compile]	95.2070μs	35.2333μs	28.3823 KOps/s	28.8158 KOps/s	$\color{#d91a1a}-1.50\%$
test_compile_indexing[tensor-tensordict-eager]	1.2297ms	47.6594μs	20.9822 KOps/s	20.8870 KOps/s	$\color{#35bf28}+0.46\%$
test_compile_indexing[tensor-tensorclass-compile]	92.3020μs	29.7358μs	33.6295 KOps/s	34.5760 KOps/s	$\color{#d91a1a}-2.74\%$
test_compile_indexing[tensor-tensorclass-eager]	85.4990μs	28.3632μs	35.2570 KOps/s	33.7551 KOps/s	$\color{#35bf28}+4.45\%$
test_compile_indexing[tensor-pytree-compile]	93.2640μs	29.5073μs	33.8899 KOps/s	34.0600 KOps/s	$\color{#d91a1a}-0.50\%$
test_compile_indexing[tensor-pytree-eager]	90.1580μs	28.2352μs	35.4167 KOps/s	34.1744 KOps/s	$\color{#35bf28}+3.64\%$
test_compile_indexing[slice-tensordict-compile]	0.1885ms	74.8908μs	13.3528 KOps/s	13.6885 KOps/s	$\color{#d91a1a}-2.45\%$
test_compile_indexing[slice-tensordict-eager]	0.3281ms	26.8651μs	37.2230 KOps/s	36.5481 KOps/s	$\color{#35bf28}+1.85\%$
test_compile_indexing[slice-tensorclass-compile]	0.1613ms	69.4304μs	14.4029 KOps/s	15.0892 KOps/s	$\color{#d91a1a}-4.55\%$
test_compile_indexing[slice-tensorclass-eager]	67.7060μs	22.8573μs	43.7498 KOps/s	43.5615 KOps/s	$\color{#35bf28}+0.43\%$
test_compile_indexing[slice-pytree-compile]	0.1351ms	68.3876μs	14.6225 KOps/s	14.8741 KOps/s	$\color{#d91a1a}-1.69\%$
test_compile_indexing[slice-pytree-eager]	60.7230μs	22.4759μs	44.4920 KOps/s	44.4639 KOps/s	$\color{#35bf28}+0.06\%$
test_compile_indexing[int-tensordict-compile]	0.1480ms	74.8348μs	13.3628 KOps/s	13.8673 KOps/s	$\color{#d91a1a}-3.64\%$
test_compile_indexing[int-tensordict-eager]	0.9333ms	26.7319μs	37.4085 KOps/s	37.1529 KOps/s	$\color{#35bf28}+0.69\%$
test_compile_indexing[int-tensorclass-compile]	0.1724ms	68.1718μs	14.6688 KOps/s	14.7858 KOps/s	$\color{#d91a1a}-0.79\%$
test_compile_indexing[int-tensorclass-eager]	67.3550μs	22.6425μs	44.1647 KOps/s	44.0897 KOps/s	$\color{#35bf28}+0.17\%$
test_compile_indexing[int-pytree-compile]	0.1483ms	68.1262μs	14.6786 KOps/s	15.2317 KOps/s	$\color{#d91a1a}-3.63\%$
test_compile_indexing[int-pytree-eager]	69.9310μs	22.7739μs	43.9098 KOps/s	44.5802 KOps/s	$\color{#d91a1a}-1.50\%$
test_mod_add[eager]	0.1392ms	23.5788μs	42.4110 KOps/s	42.9368 KOps/s	$\color{#d91a1a}-1.22\%$
test_mod_add[compile]	0.1080ms	39.8781μs	25.0764 KOps/s	26.2093 KOps/s	$\color{#d91a1a}-4.32\%$
test_mod_add[compile-overhead]	0.1126ms	39.6392μs	25.2275 KOps/s	26.5229 KOps/s	$\color{#d91a1a}-4.88\%$
test_mod_wrap[eager]	0.3899ms	0.2097ms	4.7679 KOps/s	4.9419 KOps/s	$\color{#d91a1a}-3.52\%$
test_mod_wrap[compile]	0.3578ms	0.2365ms	4.2287 KOps/s	4.4274 KOps/s	$\color{#d91a1a}-4.49\%$
test_mod_wrap[compile-overhead]	0.3353ms	0.2303ms	4.3423 KOps/s	4.3930 KOps/s	$\color{#d91a1a}-1.15\%$
test_mod_wrap_and_backward[eager]	17.0589ms	13.2452ms	75.4992 Ops/s	95.4156 Ops/s	$\textbf{\color{#d91a1a}-20.87\%}$
test_mod_wrap_and_backward[compile]	14.6692ms	12.6984ms	78.7501 Ops/s	88.1438 Ops/s	$\textbf{\color{#d91a1a}-10.66\%}$
test_mod_wrap_and_backward[compile-overhead]	16.2839ms	13.1753ms	75.8995 Ops/s	89.5743 Ops/s	$\textbf{\color{#d91a1a}-15.27\%}$
test_seq_add[eager]	0.1699ms	86.7643μs	11.5255 KOps/s	11.8740 KOps/s	$\color{#d91a1a}-2.93\%$
test_seq_add[compile]	0.4530ms	65.4491μs	15.2790 KOps/s	16.0141 KOps/s	$\color{#d91a1a}-4.59\%$
test_seq_add[compile-overhead]	0.1509ms	63.9494μs	15.6374 KOps/s	16.2485 KOps/s	$\color{#d91a1a}-3.76\%$
test_seq_wrap[eager]	0.7135ms	0.3885ms	2.5743 KOps/s	2.7509 KOps/s	$\textbf{\color{#d91a1a}-6.42\%}$
test_seq_wrap[compile]	0.4061ms	0.2685ms	3.7246 KOps/s	3.7475 KOps/s	$\color{#d91a1a}-0.61\%$
test_seq_wrap[compile-overhead]	0.5014ms	0.2703ms	3.6991 KOps/s	3.7787 KOps/s	$\color{#d91a1a}-2.11\%$
test_func_call_runtime[False-eager]	0.7605ms	0.5357ms	1.8667 KOps/s	1.9159 KOps/s	$\color{#d91a1a}-2.57\%$
test_func_call_runtime[False-compile]	1.0858ms	0.5054ms	1.9785 KOps/s	2.0283 KOps/s	$\color{#d91a1a}-2.45\%$
test_func_call_runtime[False-compile-overhead]	0.6568ms	0.4971ms	2.0116 KOps/s	2.0248 KOps/s	$\color{#d91a1a}-0.65\%$
test_func_call_runtime[True-eager]	0.9463ms	0.7511ms	1.3314 KOps/s	1.3481 KOps/s	$\color{#d91a1a}-1.24\%$
test_func_call_runtime[True-compile]	0.8524ms	0.5082ms	1.9678 KOps/s	1.9989 KOps/s	$\color{#d91a1a}-1.56\%$
test_func_call_runtime[True-compile-overhead]	0.9151ms	0.5139ms	1.9459 KOps/s	1.9624 KOps/s	$\color{#d91a1a}-0.84\%$
test_func_call_cm_runtime[False-eager]	0.9241ms	0.5268ms	1.8983 KOps/s	1.9167 KOps/s	$\color{#d91a1a}-0.96\%$
test_func_call_cm_runtime[False-compile]	1.0504ms	0.5004ms	1.9985 KOps/s	2.0258 KOps/s	$\color{#d91a1a}-1.35\%$
test_func_call_cm_runtime[False-compile-overhead]	0.9132ms	0.5114ms	1.9555 KOps/s	2.0314 KOps/s	$\color{#d91a1a}-3.74\%$
test_func_call_cm_runtime[True-eager]	1.1230ms	0.8860ms	1.1286 KOps/s	1.1512 KOps/s	$\color{#d91a1a}-1.96\%$
test_func_call_cm_runtime[True-compile]	0.9970ms	0.7536ms	1.3269 KOps/s	1.3641 KOps/s	$\color{#d91a1a}-2.72\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0377ms	0.7467ms	1.3393 KOps/s	1.3536 KOps/s	$\color{#d91a1a}-1.06\%$
test_vmap_func_call_cm_runtime[eager]	2.5112ms	1.8657ms	536.0051 Ops/s	542.5710 Ops/s	$\color{#d91a1a}-1.21\%$
test_vmap_func_call_cm_runtime[compile]	3.0246ms	1.9200ms	520.8380 Ops/s	531.6222 Ops/s	$\color{#d91a1a}-2.03\%$
test_vmap_func_call_cm_runtime[compile-overhead]	2.9175ms	1.9168ms	521.6929 Ops/s	532.6480 Ops/s	$\color{#d91a1a}-2.06\%$
test_distributed	0.2698ms	0.1226ms	8.1566 KOps/s	7.9376 KOps/s	$\color{#35bf28}+2.76\%$
test_tdmodule	48.6010μs	16.7812μs	59.5906 KOps/s	61.0870 KOps/s	$\color{#d91a1a}-2.45\%$
test_tdmodule_dispatch	81.2820μs	34.8125μs	28.7253 KOps/s	29.3828 KOps/s	$\color{#d91a1a}-2.24\%$
test_tdseq	50.5440μs	19.2436μs	51.9652 KOps/s	52.5417 KOps/s	$\color{#d91a1a}-1.10\%$
test_tdseq_dispatch	71.2730μs	39.1104μs	25.5687 KOps/s	24.8141 KOps/s	$\color{#35bf28}+3.04\%$
test_instantiation_functorch	2.3729ms	1.6161ms	618.7666 Ops/s	640.6210 Ops/s	$\color{#d91a1a}-3.41\%$
test_instantiation_td	2.1783ms	1.2021ms	831.8704 Ops/s	871.9390 Ops/s	$\color{#d91a1a}-4.60\%$
test_exec_functorch	0.3428ms	0.1882ms	5.3123 KOps/s	5.4767 KOps/s	$\color{#d91a1a}-3.00\%$
test_exec_functional_call	0.3437ms	0.1782ms	5.6125 KOps/s	5.9174 KOps/s	$\textbf{\color{#d91a1a}-5.15\%}$
test_exec_td	0.3008ms	0.1716ms	5.8272 KOps/s	5.9905 KOps/s	$\color{#d91a1a}-2.72\%$
test_exec_td_decorator	1.0254ms	0.2259ms	4.4259 KOps/s	4.5637 KOps/s	$\color{#d91a1a}-3.02\%$
test_vmap_mlp_speed[True-True]	0.8972ms	0.6387ms	1.5657 KOps/s	1.5878 KOps/s	$\color{#d91a1a}-1.39\%$
test_vmap_mlp_speed[True-False]	0.9511ms	0.6391ms	1.5648 KOps/s	1.5931 KOps/s	$\color{#d91a1a}-1.77\%$
test_vmap_mlp_speed[False-True]	0.7235ms	0.4976ms	2.0097 KOps/s	2.0594 KOps/s	$\color{#d91a1a}-2.41\%$
test_vmap_mlp_speed[False-False]	0.6860ms	0.4949ms	2.0208 KOps/s	1.9782 KOps/s	$\color{#35bf28}+2.15\%$
test_vmap_mlp_speed_decorator[True-True]	1.2535ms	0.6144ms	1.6275 KOps/s	1.6381 KOps/s	$\color{#d91a1a}-0.64\%$
test_vmap_mlp_speed_decorator[True-False]	0.8317ms	0.6145ms	1.6273 KOps/s	1.6387 KOps/s	$\color{#d91a1a}-0.70\%$
test_vmap_mlp_speed_decorator[False-True]	0.6535ms	0.5118ms	1.9540 KOps/s	1.9836 KOps/s	$\color{#d91a1a}-1.49\%$
test_vmap_mlp_speed_decorator[False-False]	0.9030ms	0.5175ms	1.9324 KOps/s	1.9881 KOps/s	$\color{#d91a1a}-2.80\%$
test_to_module_speed[True]	1.7244ms	1.2943ms	772.6091 Ops/s	781.0626 Ops/s	$\color{#d91a1a}-1.08\%$
test_to_module_speed[False]	2.3073ms	1.2616ms	792.6664 Ops/s	800.3475 Ops/s	$\color{#d91a1a}-0.96\%$
test_tc_init	0.1259ms	42.7392μs	23.3977 KOps/s	23.1744 KOps/s	$\color{#35bf28}+0.96\%$
test_tc_init_nested	0.1434ms	85.6149μs	11.6802 KOps/s	11.6706 KOps/s	$\color{#35bf28}+0.08\%$
test_tc_first_layer_tensor	26.8100μs	1.5271μs	654.8248 KOps/s	663.7510 KOps/s	$\color{#d91a1a}-1.34\%$
test_tc_first_layer_nontensor	45.9760μs	4.6892μs	213.2567 KOps/s	214.8955 KOps/s	$\color{#d91a1a}-0.76\%$
test_tc_second_layer_tensor	28.6730μs	2.8100μs	355.8693 KOps/s	357.3217 KOps/s	$\color{#d91a1a}-0.41\%$
test_tc_second_layer_nontensor	44.2120μs	6.0245μs	165.9882 KOps/s	168.8504 KOps/s	$\color{#d91a1a}-1.70\%$
test_unbind	0.4663s	12.8796ms	77.6423 Ops/s	75.6468 Ops/s	$\color{#35bf28}+2.64\%$
test_full_like	8.1793ms	7.1215ms	140.4203 Ops/s	79.5894 Ops/s	$\textbf{\color{#35bf28}+76.43\%}$
test_zeros_like	12.9668ms	6.1465ms	162.6942 Ops/s	140.3174 Ops/s	$\textbf{\color{#35bf28}+15.95\%}$
test_ones_like	15.1183ms	7.5548ms	132.3658 Ops/s	136.7912 Ops/s	$\color{#d91a1a}-3.24\%$
test_clone	16.9625ms	9.0780ms	110.1570 Ops/s	112.9248 Ops/s	$\color{#d91a1a}-2.45\%$
test_squeeze	73.4180μs	12.1198μs	82.5094 KOps/s	79.3407 KOps/s	$\color{#35bf28}+3.99\%$
test_unsqueeze	0.1742ms	90.4131μs	11.0603 KOps/s	10.7636 KOps/s	$\color{#35bf28}+2.76\%$
test_split	0.6670ms	0.1921ms	5.2046 KOps/s	5.1297 KOps/s	$\color{#35bf28}+1.46\%$
test_permute	0.3894ms	0.2174ms	4.6000 KOps/s	4.4904 KOps/s	$\color{#35bf28}+2.44\%$
test_stack	32.9162ms	24.3187ms	41.1206 Ops/s	41.1479 Ops/s	$\color{#d91a1a}-0.07\%$
test_cat	24.3639ms	23.8909ms	41.8570 Ops/s	41.2670 Ops/s	$\color{#35bf28}+1.43\%$

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}11$. Worsened: $\large\color{#d91a1a}10$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1200ms	14.8297μs	67.4322 KOps/s	68.0727 KOps/s	$\color{#d91a1a}-0.94\%$
test_plain_set_stack_nested	43.7110μs	15.0159μs	66.5963 KOps/s	67.0584 KOps/s	$\color{#d91a1a}-0.69\%$
test_plain_set_nested_inplace	43.5610μs	15.9875μs	62.5488 KOps/s	63.8392 KOps/s	$\color{#d91a1a}-2.02\%$
test_plain_set_stack_nested_inplace	45.9110μs	15.8191μs	63.2147 KOps/s	63.6555 KOps/s	$\color{#d91a1a}-0.69\%$
test_items	29.3700μs	2.8406μs	352.0380 KOps/s	354.0333 KOps/s	$\color{#d91a1a}-0.56\%$
test_items_nested	0.3581ms	0.3104ms	3.2212 KOps/s	3.1928 KOps/s	$\color{#35bf28}+0.89\%$
test_items_nested_locked	0.4019ms	0.3132ms	3.1929 KOps/s	3.1753 KOps/s	$\color{#35bf28}+0.55\%$
test_items_nested_leaf	95.1420μs	63.0990μs	15.8481 KOps/s	15.8570 KOps/s	$\color{#d91a1a}-0.06\%$
test_items_stack_nested	0.3665ms	0.3124ms	3.2013 KOps/s	3.0847 KOps/s	$\color{#35bf28}+3.78\%$
test_items_stack_nested_leaf	0.1084ms	63.9036μs	15.6486 KOps/s	15.3273 KOps/s	$\color{#35bf28}+2.10\%$
test_items_stack_nested_locked	0.3736ms	0.3164ms	3.1601 KOps/s	3.1526 KOps/s	$\color{#35bf28}+0.24\%$
test_keys	31.6900μs	3.4071μs	293.5025 KOps/s	293.9711 KOps/s	$\color{#d91a1a}-0.16\%$
test_keys_nested	83.3010μs	53.4223μs	18.7188 KOps/s	18.0417 KOps/s	$\color{#35bf28}+3.75\%$
test_keys_nested_locked	2.8405ms	60.5622μs	16.5120 KOps/s	16.4814 KOps/s	$\color{#35bf28}+0.19\%$
test_keys_nested_leaf	80.0120μs	45.3362μs	22.0574 KOps/s	21.3614 KOps/s	$\color{#35bf28}+3.26\%$
test_keys_stack_nested	84.0710μs	55.5249μs	18.0099 KOps/s	18.0620 KOps/s	$\color{#d91a1a}-0.29\%$
test_keys_stack_nested_leaf	73.8610μs	46.7891μs	21.3725 KOps/s	20.9663 KOps/s	$\color{#35bf28}+1.94\%$
test_keys_stack_nested_locked	0.1037ms	59.9268μs	16.6870 KOps/s	16.6378 KOps/s	$\color{#35bf28}+0.30\%$
test_values	5.4200μs	0.8199μs	1.2197 MOps/s	1.2171 MOps/s	$\color{#35bf28}+0.21\%$
test_values_nested	57.1410μs	27.3287μs	36.5916 KOps/s	36.4285 KOps/s	$\color{#35bf28}+0.45\%$
test_values_nested_locked	65.0910μs	29.3882μs	34.0273 KOps/s	34.0803 KOps/s	$\color{#d91a1a}-0.16\%$
test_values_nested_leaf	58.8710μs	24.0374μs	41.6019 KOps/s	41.7791 KOps/s	$\color{#d91a1a}-0.42\%$
test_values_stack_nested	64.6310μs	27.8314μs	35.9306 KOps/s	35.1986 KOps/s	$\color{#35bf28}+2.08\%$
test_values_stack_nested_leaf	53.5210μs	24.5542μs	40.7262 KOps/s	39.9720 KOps/s	$\color{#35bf28}+1.89\%$
test_values_stack_nested_locked	60.3410μs	29.7774μs	33.5825 KOps/s	32.9828 KOps/s	$\color{#35bf28}+1.82\%$
test_membership	1.6580μs	0.4726μs	2.1158 MOps/s	2.1271 MOps/s	$\color{#d91a1a}-0.53\%$
test_membership_nested	19.4950μs	1.7397μs	574.8278 KOps/s	568.0451 KOps/s	$\color{#35bf28}+1.19\%$
test_membership_nested_leaf	11.3467μs	1.7152μs	583.0190 KOps/s	580.2504 KOps/s	$\color{#35bf28}+0.48\%$
test_membership_stacked_nested	51.0810μs	1.7979μs	556.2179 KOps/s	555.7376 KOps/s	$\color{#35bf28}+0.09\%$
test_membership_stacked_nested_leaf	31.0800μs	1.8131μs	551.5328 KOps/s	563.6648 KOps/s	$\color{#d91a1a}-2.15\%$
test_membership_nested_last	33.4510μs	2.6618μs	375.6795 KOps/s	389.3696 KOps/s	$\color{#d91a1a}-3.52\%$
test_membership_nested_leaf_last	33.3500μs	2.6124μs	382.7946 KOps/s	387.2158 KOps/s	$\color{#d91a1a}-1.14\%$
test_membership_stacked_nested_last	31.1710μs	2.7343μs	365.7180 KOps/s	389.5338 KOps/s	$\textbf{\color{#d91a1a}-6.11\%}$
test_membership_stacked_nested_leaf_last	41.3410μs	2.6101μs	383.1219 KOps/s	389.5223 KOps/s	$\color{#d91a1a}-1.64\%$
test_nested_getleaf	35.7410μs	6.0888μs	164.2347 KOps/s	165.7582 KOps/s	$\color{#d91a1a}-0.92\%$
test_nested_get	35.2400μs	5.7033μs	175.3363 KOps/s	174.4859 KOps/s	$\color{#35bf28}+0.49\%$
test_stacked_getleaf	30.0110μs	6.0642μs	164.9027 KOps/s	165.5381 KOps/s	$\color{#d91a1a}-0.38\%$
test_stacked_get	33.3210μs	5.6299μs	177.6237 KOps/s	177.8825 KOps/s	$\color{#d91a1a}-0.15\%$
test_nested_getitemleaf	26.8200μs	6.1165μs	163.4929 KOps/s	163.2545 KOps/s	$\color{#35bf28}+0.15\%$
test_nested_getitem	33.7510μs	5.7559μs	173.7337 KOps/s	174.1686 KOps/s	$\color{#d91a1a}-0.25\%$
test_stacked_getitemleaf	28.8100μs	6.0445μs	165.4406 KOps/s	166.2338 KOps/s	$\color{#d91a1a}-0.48\%$
test_stacked_getitem	37.3700μs	5.6866μs	175.8509 KOps/s	176.2546 KOps/s	$\color{#d91a1a}-0.23\%$
test_lock_nested	7.2247ms	0.4212ms	2.3743 KOps/s	2.3945 KOps/s	$\color{#d91a1a}-0.85\%$
test_lock_stack_nested	0.4751ms	0.3761ms	2.6592 KOps/s	2.6376 KOps/s	$\color{#35bf28}+0.82\%$
test_unlock_nested	0.7917ms	0.3546ms	2.8200 KOps/s	2.7994 KOps/s	$\color{#35bf28}+0.73\%$
test_unlock_stack_nested	0.3626ms	0.3152ms	3.1729 KOps/s	3.1329 KOps/s	$\color{#35bf28}+1.28\%$
test_flatten_speed	0.3073ms	77.9079μs	12.8357 KOps/s	12.4444 KOps/s	$\color{#35bf28}+3.14\%$
test_unflatten_speed	0.3642ms	0.2783ms	3.5928 KOps/s	3.5494 KOps/s	$\color{#35bf28}+1.22\%$
test_common_ops	1.4881ms	1.2798ms	781.3582 Ops/s	779.4800 Ops/s	$\color{#35bf28}+0.24\%$
test_creation	25.9900μs	1.4680μs	681.1945 KOps/s	671.9798 KOps/s	$\color{#35bf28}+1.37\%$
test_creation_empty	45.5110μs	17.2858μs	57.8510 KOps/s	58.3379 KOps/s	$\color{#d91a1a}-0.83\%$
test_creation_nested_1	53.9710μs	19.0512μs	52.4901 KOps/s	53.2756 KOps/s	$\color{#d91a1a}-1.47\%$
test_creation_nested_2	45.0310μs	21.3403μs	46.8598 KOps/s	46.9098 KOps/s	$\color{#d91a1a}-0.11\%$
test_clone	67.1010μs	28.3235μs	35.3064 KOps/s	34.2664 KOps/s	$\color{#35bf28}+3.03\%$
test_getitem[int]	1.2549ms	15.7638μs	63.4365 KOps/s	63.1333 KOps/s	$\color{#35bf28}+0.48\%$
test_getitem[slice_int]	0.1197ms	27.8877μs	35.8581 KOps/s	35.7906 KOps/s	$\color{#35bf28}+0.19\%$
test_getitem[range]	0.2536ms	0.1099ms	9.0976 KOps/s	9.0866 KOps/s	$\color{#35bf28}+0.12\%$
test_getitem[tuple]	0.1270ms	23.3232μs	42.8758 KOps/s	41.9368 KOps/s	$\color{#35bf28}+2.24\%$
test_getitem[list]	0.1911ms	98.0441μs	10.1995 KOps/s	9.9929 KOps/s	$\color{#35bf28}+2.07\%$
test_setitem_dim[int]	72.9410μs	45.5708μs	21.9439 KOps/s	18.4211 KOps/s	$\textbf{\color{#35bf28}+19.12\%}$
test_setitem_dim[slice_int]	0.1086ms	68.1134μs	14.6814 KOps/s	12.6606 KOps/s	$\textbf{\color{#35bf28}+15.96\%}$
test_setitem_dim[range]	0.1624ms	0.1281ms	7.8041 KOps/s	7.1268 KOps/s	$\textbf{\color{#35bf28}+9.50\%}$
test_setitem_dim[tuple]	86.7620μs	61.1085μs	16.3643 KOps/s	14.0010 KOps/s	$\textbf{\color{#35bf28}+16.88\%}$
test_setitem	77.7310μs	41.9919μs	23.8141 KOps/s	23.2708 KOps/s	$\color{#35bf28}+2.33\%$
test_set	75.5020μs	41.0420μs	24.3653 KOps/s	24.2288 KOps/s	$\color{#35bf28}+0.56\%$
test_set_shared	0.3714ms	50.3981μs	19.8420 KOps/s	19.7111 KOps/s	$\color{#35bf28}+0.66\%$
test_update	0.1913ms	51.3668μs	19.4678 KOps/s	19.4173 KOps/s	$\color{#35bf28}+0.26\%$
test_update_nested	98.6720μs	58.6334μs	17.0551 KOps/s	17.2599 KOps/s	$\color{#d91a1a}-1.19\%$
test_update__nested	0.1038ms	59.9276μs	16.6868 KOps/s	16.4635 KOps/s	$\color{#35bf28}+1.36\%$
test_set_nested	99.1620μs	44.3888μs	22.5282 KOps/s	22.3863 KOps/s	$\color{#35bf28}+0.63\%$
test_set_nested_new	87.4320μs	47.5158μs	21.0456 KOps/s	20.9705 KOps/s	$\color{#35bf28}+0.36\%$
test_select	0.1020ms	59.8102μs	16.7196 KOps/s	16.2310 KOps/s	$\color{#35bf28}+3.01\%$
test_select_nested	71.2010μs	41.4697μs	24.1140 KOps/s	23.8855 KOps/s	$\color{#35bf28}+0.96\%$
test_exclude_nested	89.7910μs	58.4211μs	17.1171 KOps/s	16.6145 KOps/s	$\color{#35bf28}+3.03\%$
test_empty[True]	0.3040ms	0.2412ms	4.1461 KOps/s	4.0308 KOps/s	$\color{#35bf28}+2.86\%$
test_empty[False]	3.2811μs	0.7493μs	1.3346 MOps/s	1.3510 MOps/s	$\color{#d91a1a}-1.22\%$
test_to	52.7010μs	25.6785μs	38.9432 KOps/s	39.0194 KOps/s	$\color{#d91a1a}-0.20\%$
test_to_nonblocking	53.7810μs	24.1654μs	41.3814 KOps/s	42.0600 KOps/s	$\color{#d91a1a}-1.61\%$
test_unbind_speed	0.3144ms	0.2820ms	3.5467 KOps/s	3.5649 KOps/s	$\color{#d91a1a}-0.51\%$
test_unbind_speed_stack0	0.3341ms	0.2776ms	3.6026 KOps/s	3.6076 KOps/s	$\color{#d91a1a}-0.14\%$
test_unbind_speed_stack1	93.0509ms	0.7081ms	1.4123 KOps/s	1.5327 KOps/s	$\textbf{\color{#d91a1a}-7.86\%}$
test_split	93.7704ms	2.1777ms	459.1906 Ops/s	453.1139 Ops/s	$\color{#35bf28}+1.34\%$
test_chunk	96.0818ms	2.1877ms	457.0989 Ops/s	451.9758 Ops/s	$\color{#35bf28}+1.13\%$
test_creation[device0]	0.4467ms	0.1262ms	7.9237 KOps/s	7.9181 KOps/s	$\color{#35bf28}+0.07\%$
test_creation_from_tensor	0.3261ms	0.1280ms	7.8101 KOps/s	7.7855 KOps/s	$\color{#35bf28}+0.32\%$
test_add_one[memmap_tensor0]	0.2022ms	8.8516μs	112.9741 KOps/s	110.8706 KOps/s	$\color{#35bf28}+1.90\%$
test_contiguous[memmap_tensor0]	27.7310μs	2.1796μs	458.7959 KOps/s	448.1820 KOps/s	$\color{#35bf28}+2.37\%$
test_stack[memmap_tensor0]	36.5100μs	6.8095μs	146.8534 KOps/s	140.9429 KOps/s	$\color{#35bf28}+4.19\%$
test_memmaptd_index	1.0923ms	0.4159ms	2.4046 KOps/s	2.3245 KOps/s	$\color{#35bf28}+3.45\%$
test_memmaptd_index_astensor	0.7132ms	0.4763ms	2.0995 KOps/s	2.0429 KOps/s	$\color{#35bf28}+2.77\%$
test_memmaptd_index_op	1.4881ms	1.0554ms	947.5001 Ops/s	947.6156 Ops/s	$\color{#d91a1a}-0.01\%$
test_serialize_model	0.1277s	0.1266s	7.9018 Ops/s	7.8597 Ops/s	$\color{#35bf28}+0.54\%$
test_serialize_model_pickle	1.3503s	1.2126s	0.8246 Ops/s	0.8251 Ops/s	$\color{#d91a1a}-0.05\%$
test_serialize_weights	0.2205s	0.1396s	7.1624 Ops/s	7.9129 Ops/s	$\textbf{\color{#d91a1a}-9.48\%}$
test_serialize_weights_returnearly	0.2226s	56.0741ms	17.8335 Ops/s	21.8641 Ops/s	$\textbf{\color{#d91a1a}-18.43\%}$
test_serialize_weights_pickle	1.4042s	1.2264s	0.8154 Ops/s	0.8240 Ops/s	$\color{#d91a1a}-1.04\%$
test_reshape_pytree	71.8510μs	35.7140μs	28.0002 KOps/s	27.2454 KOps/s	$\color{#35bf28}+2.77\%$
test_reshape_td	71.5110μs	41.9991μs	23.8100 KOps/s	23.7589 KOps/s	$\color{#35bf28}+0.22\%$
test_view_pytree	66.6210μs	35.9774μs	27.7952 KOps/s	27.5350 KOps/s	$\color{#35bf28}+0.95\%$
test_view_td	73.1410μs	45.8877μs	21.7923 KOps/s	20.5247 KOps/s	$\textbf{\color{#35bf28}+6.18\%}$
test_unbind_pytree	60.8510μs	33.8813μs	29.5148 KOps/s	28.0654 KOps/s	$\textbf{\color{#35bf28}+5.16\%}$
test_unbind_td	0.3632ms	42.2218μs	23.6844 KOps/s	23.1290 KOps/s	$\color{#35bf28}+2.40\%$
test_split_pytree	76.2520μs	46.5610μs	21.4772 KOps/s	21.1238 KOps/s	$\color{#35bf28}+1.67\%$
test_split_td	0.4642ms	54.9684μs	18.1923 KOps/s	18.2511 KOps/s	$\color{#d91a1a}-0.32\%$
test_add_pytree	0.1001ms	56.3626μs	17.7422 KOps/s	17.2559 KOps/s	$\color{#35bf28}+2.82\%$
test_add_td	0.2440ms	93.5768μs	10.6864 KOps/s	10.3785 KOps/s	$\color{#35bf28}+2.97\%$
test_compile_add_one_nested[tensordict-compile]	0.4086ms	0.2083ms	4.8006 KOps/s	4.7066 KOps/s	$\color{#35bf28}+2.00\%$
test_compile_add_one_nested[tensordict-eager]	0.2501ms	0.1565ms	6.3910 KOps/s	6.3037 KOps/s	$\color{#35bf28}+1.39\%$
test_compile_add_one_nested[pytree-compile]	0.1991ms	0.1455ms	6.8749 KOps/s	6.9415 KOps/s	$\color{#d91a1a}-0.96\%$
test_compile_add_one_nested[pytree-eager]	0.2600ms	0.1848ms	5.4115 KOps/s	5.3577 KOps/s	$\color{#35bf28}+1.00\%$
test_compile_copy_nested[tensordict-compile]	59.6310μs	21.3802μs	46.7723 KOps/s	48.6566 KOps/s	$\color{#d91a1a}-3.87\%$
test_compile_copy_nested[tensordict-eager]	87.7010μs	44.1272μs	22.6618 KOps/s	22.9463 KOps/s	$\color{#d91a1a}-1.24\%$
test_compile_copy_nested[pytree-compile]	0.1079ms	64.9244μs	15.4025 KOps/s	15.4863 KOps/s	$\color{#d91a1a}-0.54\%$
test_compile_copy_nested[pytree-eager]	93.6020μs	50.0805μs	19.9678 KOps/s	20.0146 KOps/s	$\color{#d91a1a}-0.23\%$
test_compile_add_one_flat[tensordict-compile]	0.4141ms	0.3176ms	3.1484 KOps/s	3.1447 KOps/s	$\color{#35bf28}+0.12\%$
test_compile_add_one_flat[tensordict-eager]	0.2485ms	0.2083ms	4.8015 KOps/s	4.7415 KOps/s	$\color{#35bf28}+1.26\%$
test_compile_add_one_flat[tensorclass-compile]	0.1629ms	0.1280ms	7.8128 KOps/s	7.8246 KOps/s	$\color{#d91a1a}-0.15\%$
test_compile_add_one_flat[tensorclass-eager]	0.1221ms	59.1493μs	16.9064 KOps/s	16.7395 KOps/s	$\color{#35bf28}+1.00\%$
test_compile_add_one_flat[pytree-compile]	0.3545ms	0.3152ms	3.1724 KOps/s	3.1259 KOps/s	$\color{#35bf28}+1.49\%$
test_compile_add_one_flat[pytree-eager]	0.6723ms	0.6249ms	1.6003 KOps/s	1.5870 KOps/s	$\color{#35bf28}+0.84\%$
test_compile_add_self_flat[tensordict-eager]	0.2948ms	0.2469ms	4.0505 KOps/s	3.9497 KOps/s	$\color{#35bf28}+2.55\%$
test_compile_add_self_flat[tensordict-compile]	0.4753ms	0.3185ms	3.1395 KOps/s	3.1136 KOps/s	$\color{#35bf28}+0.83\%$
test_compile_add_self_flat[tensorclass-eager]	0.1450ms	69.1453μs	14.4623 KOps/s	14.1283 KOps/s	$\color{#35bf28}+2.36\%$
test_compile_add_self_flat[tensorclass-compile]	0.1722ms	0.1293ms	7.7325 KOps/s	7.7454 KOps/s	$\color{#d91a1a}-0.17\%$
test_compile_add_self_flat[pytree-eager]	0.7200ms	0.5311ms	1.8827 KOps/s	1.8227 KOps/s	$\color{#35bf28}+3.29\%$
test_compile_add_self_flat[pytree-compile]	0.3840ms	0.3147ms	3.1777 KOps/s	3.1200 KOps/s	$\color{#35bf28}+1.85\%$
test_compile_copy_flat[tensordict-compile]	51.1510μs	18.1007μs	55.2465 KOps/s	55.4944 KOps/s	$\color{#d91a1a}-0.45\%$
test_compile_copy_flat[tensordict-eager]	53.9610μs	26.5225μs	37.7038 KOps/s	36.9267 KOps/s	$\color{#35bf28}+2.10\%$
test_compile_copy_flat[pytree-compile]	0.1054ms	69.4761μs	14.3934 KOps/s	14.4874 KOps/s	$\color{#d91a1a}-0.65\%$
test_compile_copy_flat[pytree-eager]	76.9920μs	52.2613μs	19.1346 KOps/s	19.3573 KOps/s	$\color{#d91a1a}-1.15\%$
test_compile_assign_and_add[tensordict-compile]	2.3278ms	0.8027ms	1.2458 KOps/s	1.1465 KOps/s	$\textbf{\color{#35bf28}+8.66\%}$
test_compile_assign_and_add[tensordict-eager]	3.4237ms	3.1859ms	313.8836 Ops/s	307.6631 Ops/s	$\color{#35bf28}+2.02\%$
test_compile_assign_and_add[pytree-compile]	2.3834ms	0.8158ms	1.2258 KOps/s	1.1407 KOps/s	$\textbf{\color{#35bf28}+7.46\%}$
test_compile_assign_and_add[pytree-eager]	3.6649ms	3.3238ms	300.8584 Ops/s	300.2477 Ops/s	$\color{#35bf28}+0.20\%$
test_compile_indexing[tensor-tensordict-compile]	0.2715ms	0.1155ms	8.6556 KOps/s	9.2715 KOps/s	$\textbf{\color{#d91a1a}-6.64\%}$
test_compile_indexing[tensor-tensordict-eager]	0.1963ms	63.8147μs	15.6704 KOps/s	16.3007 KOps/s	$\color{#d91a1a}-3.87\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1708ms	0.1061ms	9.4241 KOps/s	9.6166 KOps/s	$\color{#d91a1a}-2.00\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1325ms	43.6920μs	22.8875 KOps/s	22.4554 KOps/s	$\color{#35bf28}+1.92\%$
test_compile_indexing[tensor-pytree-compile]	0.2551ms	0.1054ms	9.4916 KOps/s	9.5987 KOps/s	$\color{#d91a1a}-1.12\%$
test_compile_indexing[tensor-pytree-eager]	0.1821ms	43.0657μs	23.2203 KOps/s	22.4559 KOps/s	$\color{#35bf28}+3.40\%$
test_compile_indexing[slice-tensordict-compile]	0.2031ms	0.1390ms	7.1918 KOps/s	7.3276 KOps/s	$\color{#d91a1a}-1.85\%$
test_compile_indexing[slice-tensordict-eager]	0.1603ms	25.5399μs	39.1544 KOps/s	38.6532 KOps/s	$\color{#35bf28}+1.30\%$
test_compile_indexing[slice-tensorclass-compile]	0.1776ms	0.1331ms	7.5155 KOps/s	7.5635 KOps/s	$\color{#d91a1a}-0.63\%$
test_compile_indexing[slice-tensorclass-eager]	86.6210μs	22.0221μs	45.4089 KOps/s	46.4546 KOps/s	$\color{#d91a1a}-2.25\%$
test_compile_indexing[slice-pytree-compile]	0.1803ms	0.1342ms	7.4539 KOps/s	7.5753 KOps/s	$\color{#d91a1a}-1.60\%$
test_compile_indexing[slice-pytree-eager]	56.9610μs	21.8017μs	45.8680 KOps/s	46.7900 KOps/s	$\color{#d91a1a}-1.97\%$
test_compile_indexing[int-tensordict-compile]	0.2024ms	0.1403ms	7.1297 KOps/s	7.2605 KOps/s	$\color{#d91a1a}-1.80\%$
test_compile_indexing[int-tensordict-eager]	0.4629ms	25.7291μs	38.8665 KOps/s	39.1629 KOps/s	$\color{#d91a1a}-0.76\%$
test_compile_indexing[int-tensorclass-compile]	0.1751ms	0.1337ms	7.4812 KOps/s	7.5263 KOps/s	$\color{#d91a1a}-0.60\%$
test_compile_indexing[int-tensorclass-eager]	0.1153ms	26.7475μs	37.3867 KOps/s	47.0430 KOps/s	$\textbf{\color{#d91a1a}-20.53\%}$
test_compile_indexing[int-pytree-compile]	0.2608ms	0.1399ms	7.1461 KOps/s	7.5690 KOps/s	$\textbf{\color{#d91a1a}-5.59\%}$
test_compile_indexing[int-pytree-eager]	68.7810μs	22.6031μs	44.2417 KOps/s	46.8959 KOps/s	$\textbf{\color{#d91a1a}-5.66\%}$
test_mod_add[eager]	97.5420μs	33.6794μs	29.6917 KOps/s	30.7492 KOps/s	$\color{#d91a1a}-3.44\%$
test_mod_add[compile]	0.1130ms	70.7877μs	14.1268 KOps/s	14.2177 KOps/s	$\color{#d91a1a}-0.64\%$
test_mod_add[compile-overhead]	0.2601ms	0.1358ms	7.3660 KOps/s	7.0786 KOps/s	$\color{#35bf28}+4.06\%$
test_mod_wrap[eager]	0.3277ms	0.2529ms	3.9546 KOps/s	4.0485 KOps/s	$\color{#d91a1a}-2.32\%$
test_mod_wrap[compile]	0.4492ms	0.2858ms	3.4993 KOps/s	3.4290 KOps/s	$\color{#35bf28}+2.05\%$
test_mod_wrap[compile-overhead]	7.8979ms	4.1234ms	242.5158 Ops/s	244.5996 Ops/s	$\color{#d91a1a}-0.85\%$
test_mod_wrap_and_backward[eager]	1.5137ms	1.3581ms	736.3455 Ops/s	685.7966 Ops/s	$\textbf{\color{#35bf28}+7.37\%}$
test_mod_wrap_and_backward[compile]	2.7048ms	1.3162ms	759.7467 Ops/s	695.9313 Ops/s	$\textbf{\color{#35bf28}+9.17\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3092ms	0.8931ms	1.1197 KOps/s	1.0186 KOps/s	$\textbf{\color{#35bf28}+9.92\%}$
test_seq_add[eager]	0.2085ms	96.5223μs	10.3603 KOps/s	10.0200 KOps/s	$\color{#35bf28}+3.40\%$
test_seq_add[compile]	0.1218ms	80.4127μs	12.4358 KOps/s	12.3720 KOps/s	$\color{#35bf28}+0.52\%$
test_seq_add[compile-overhead]	0.1666ms	0.1139ms	8.7797 KOps/s	8.7718 KOps/s	$\color{#35bf28}+0.09\%$
test_seq_wrap[eager]	0.5510ms	0.3786ms	2.6412 KOps/s	2.5815 KOps/s	$\color{#35bf28}+2.31\%$
test_seq_wrap[compile]	0.3833ms	0.3022ms	3.3094 KOps/s	3.2511 KOps/s	$\color{#35bf28}+1.79\%$
test_seq_wrap[compile-overhead]	0.2783ms	0.2096ms	4.7705 KOps/s	4.7795 KOps/s	$\color{#d91a1a}-0.19\%$
test_func_call_runtime[False-eager]	0.9397ms	0.7598ms	1.3161 KOps/s	1.3315 KOps/s	$\color{#d91a1a}-1.16\%$
test_func_call_runtime[False-compile]	0.9082ms	0.7791ms	1.2835 KOps/s	1.2526 KOps/s	$\color{#35bf28}+2.47\%$
test_func_call_runtime[False-compile-overhead]	0.4103ms	0.3523ms	2.8386 KOps/s	2.8469 KOps/s	$\color{#d91a1a}-0.29\%$
test_func_call_runtime[True-eager]	0.9739ms	0.8807ms	1.1355 KOps/s	1.1040 KOps/s	$\color{#35bf28}+2.85\%$
test_func_call_runtime[True-compile]	0.9724ms	0.8164ms	1.2248 KOps/s	1.2077 KOps/s	$\color{#35bf28}+1.42\%$
test_func_call_runtime[True-compile-overhead]	0.4554ms	0.3840ms	2.6038 KOps/s	2.6163 KOps/s	$\color{#d91a1a}-0.48\%$
test_func_call_cm_runtime[False-eager]	0.7776ms	0.7175ms	1.3938 KOps/s	1.3460 KOps/s	$\color{#35bf28}+3.55\%$
test_func_call_cm_runtime[False-compile]	0.8474ms	0.7865ms	1.2714 KOps/s	1.2515 KOps/s	$\color{#35bf28}+1.59\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4489ms	0.3515ms	2.8448 KOps/s	2.8350 KOps/s	$\color{#35bf28}+0.35\%$
test_func_call_cm_runtime[True-eager]	1.0614ms	0.9815ms	1.0189 KOps/s	1.0014 KOps/s	$\color{#35bf28}+1.75\%$
test_func_call_cm_runtime[True-compile]	0.9661ms	0.8446ms	1.1840 KOps/s	1.1692 KOps/s	$\color{#35bf28}+1.26\%$
test_func_call_cm_runtime[True-compile-overhead]	0.5303ms	0.4074ms	2.4548 KOps/s	2.4347 KOps/s	$\color{#35bf28}+0.83\%$
test_vmap_func_call_cm_runtime[eager]	2.5700ms	2.0598ms	485.4781 Ops/s	474.2609 Ops/s	$\color{#35bf28}+2.37\%$
test_vmap_func_call_cm_runtime[compile]	0.9110ms	0.8565ms	1.1676 KOps/s	1.1501 KOps/s	$\color{#35bf28}+1.52\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5292ms	0.4140ms	2.4152 KOps/s	2.4089 KOps/s	$\color{#35bf28}+0.26\%$
test_distributed	0.6137ms	0.1169ms	8.5565 KOps/s	8.8338 KOps/s	$\color{#d91a1a}-3.14\%$
test_tdmodule	68.5310μs	15.5449μs	64.3298 KOps/s	65.7818 KOps/s	$\color{#d91a1a}-2.21\%$
test_tdmodule_dispatch	68.6310μs	31.8279μs	31.4190 KOps/s	32.6448 KOps/s	$\color{#d91a1a}-3.76\%$
test_tdseq	36.3810μs	16.0948μs	62.1317 KOps/s	62.5192 KOps/s	$\color{#d91a1a}-0.62\%$
test_tdseq_dispatch	61.7010μs	34.3316μs	29.1277 KOps/s	30.0180 KOps/s	$\color{#d91a1a}-2.97\%$
test_instantiation_functorch	1.9693ms	1.8638ms	536.5269 Ops/s	538.8685 Ops/s	$\color{#d91a1a}-0.43\%$
test_instantiation_td	1.8129ms	1.1990ms	834.0047 Ops/s	837.0280 Ops/s	$\color{#d91a1a}-0.36\%$
test_exec_functorch	0.2580ms	0.2047ms	4.8843 KOps/s	4.6539 KOps/s	$\color{#35bf28}+4.95\%$
test_exec_functional_call	0.2832ms	0.2072ms	4.8257 KOps/s	4.6514 KOps/s	$\color{#35bf28}+3.75\%$
test_exec_td	0.3626ms	0.2135ms	4.6844 KOps/s	4.6170 KOps/s	$\color{#35bf28}+1.46\%$
test_exec_td_decorator	0.9643ms	0.2543ms	3.9316 KOps/s	3.8942 KOps/s	$\color{#35bf28}+0.96\%$
test_vmap_mlp_speed[True-True]	0.7995ms	0.6945ms	1.4399 KOps/s	1.4491 KOps/s	$\color{#d91a1a}-0.63\%$
test_vmap_mlp_speed[True-False]	0.8053ms	0.6873ms	1.4549 KOps/s	1.4511 KOps/s	$\color{#35bf28}+0.26\%$
test_vmap_mlp_speed[False-True]	0.6888ms	0.5712ms	1.7508 KOps/s	1.6867 KOps/s	$\color{#35bf28}+3.80\%$
test_vmap_mlp_speed[False-False]	0.6846ms	0.5734ms	1.7441 KOps/s	1.7385 KOps/s	$\color{#35bf28}+0.32\%$
test_vmap_mlp_speed_decorator[True-True]	1.4529ms	0.6726ms	1.4867 KOps/s	1.4687 KOps/s	$\color{#35bf28}+1.23\%$
test_vmap_mlp_speed_decorator[True-False]	0.7990ms	0.6733ms	1.4852 KOps/s	1.4831 KOps/s	$\color{#35bf28}+0.14\%$
test_vmap_mlp_speed_decorator[False-True]	0.7174ms	0.5863ms	1.7056 KOps/s	1.6901 KOps/s	$\color{#35bf28}+0.92\%$
test_vmap_mlp_speed_decorator[False-False]	0.6833ms	0.5863ms	1.7056 KOps/s	1.6968 KOps/s	$\color{#35bf28}+0.52\%$
test_vmap_transformer_speed[True-True]	8.4045ms	8.3206ms	120.1842 Ops/s	118.4981 Ops/s	$\color{#35bf28}+1.42\%$
test_vmap_transformer_speed[True-False]	8.4758ms	8.3267ms	120.0952 Ops/s	118.6619 Ops/s	$\color{#35bf28}+1.21\%$
test_vmap_transformer_speed[False-True]	8.3386ms	8.1361ms	122.9085 Ops/s	121.1420 Ops/s	$\color{#35bf28}+1.46\%$
test_vmap_transformer_speed[False-False]	8.1961ms	8.1112ms	123.2869 Ops/s	121.6334 Ops/s	$\color{#35bf28}+1.36\%$
test_vmap_transformer_speed_decorator[True-True]	19.5978ms	19.4790ms	51.3374 Ops/s	50.8691 Ops/s	$\color{#35bf28}+0.92\%$
test_vmap_transformer_speed_decorator[True-False]	19.8876ms	19.5089ms	51.2586 Ops/s	50.9203 Ops/s	$\color{#35bf28}+0.66\%$
test_vmap_transformer_speed_decorator[False-True]	19.4790ms	19.3561ms	51.6632 Ops/s	51.4193 Ops/s	$\color{#35bf28}+0.47\%$
test_vmap_transformer_speed_decorator[False-False]	19.4759ms	19.3681ms	51.6313 Ops/s	51.1614 Ops/s	$\color{#35bf28}+0.92\%$
test_to_module_speed[True]	1.3960ms	0.9220ms	1.0846 KOps/s	1.0824 KOps/s	$\color{#35bf28}+0.20\%$
test_to_module_speed[False]	1.2655ms	0.9226ms	1.0838 KOps/s	1.1019 KOps/s	$\color{#d91a1a}-1.64\%$
test_tc_init	69.9410μs	35.5237μs	28.1502 KOps/s	28.9700 KOps/s	$\color{#d91a1a}-2.83\%$
test_tc_init_nested	0.1096ms	75.3917μs	13.2641 KOps/s	14.2238 KOps/s	$\textbf{\color{#d91a1a}-6.75\%}$
test_tc_first_layer_tensor	3.6959μs	0.6776μs	1.4757 MOps/s	1.4672 MOps/s	$\color{#35bf28}+0.58\%$
test_tc_first_layer_nontensor	32.6400μs	2.2157μs	451.3147 KOps/s	446.9932 KOps/s	$\color{#35bf28}+0.97\%$
test_tc_second_layer_tensor	9.6500μs	1.3662μs	731.9514 KOps/s	732.2887 KOps/s	$\color{#d91a1a}-0.05\%$
test_tc_second_layer_nontensor	25.2400μs	2.9474μs	339.2806 KOps/s	342.0065 KOps/s	$\color{#d91a1a}-0.80\%$
test_unbind	0.1867s	12.1442ms	82.3441 Ops/s	96.6823 Ops/s	$\textbf{\color{#d91a1a}-14.83\%}$
test_full_like	0.6500ms	0.5738ms	1.7429 KOps/s	1.7426 KOps/s	$\color{#35bf28}+0.02\%$
test_zeros_like	0.2896ms	0.1979ms	5.0542 KOps/s	5.0553 KOps/s	$\color{#d91a1a}-0.02\%$
test_ones_like	0.2776ms	0.1976ms	5.0605 KOps/s	5.0585 KOps/s	$\color{#35bf28}+0.04\%$
test_clone	0.4560ms	0.4141ms	2.4148 KOps/s	2.4134 KOps/s	$\color{#35bf28}+0.06\%$
test_squeeze	62.1610μs	9.8100μs	101.9366 KOps/s	102.9250 KOps/s	$\color{#d91a1a}-0.96\%$
test_unsqueeze	0.2462ms	73.4990μs	13.6056 KOps/s	13.2795 KOps/s	$\color{#35bf28}+2.46\%$
test_split	0.3827ms	0.1568ms	6.3756 KOps/s	6.2518 KOps/s	$\color{#35bf28}+1.98\%$
test_permute	0.2446ms	0.1808ms	5.5302 KOps/s	5.6376 KOps/s	$\color{#d91a1a}-1.91\%$
test_stack	1.2534ms	0.8706ms	1.1486 KOps/s	1.1641 KOps/s	$\color{#d91a1a}-1.33\%$
test_cat	1.2629ms	1.2316ms	811.9481 Ops/s	812.1283 Ops/s	$\color{#d91a1a}-0.02\%$