[BugFix] Fix number check in array parsing (np>=2 compatibility)

[vmoens]

Stack from ghstack (oldest at bottom):

• -> [BugFix] Fix number check in array parsing (np>=2 compatibility) #999

[github-actions]

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}29$. Worsened: $\large\color{#d91a1a}12$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	38.4210μs	19.8095μs	50.4809 KOps/s	48.5027 KOps/s	$\color{#35bf28}+4.08\%$
test_plain_set_stack_nested	71.1930μs	19.7886μs	50.5341 KOps/s	48.0801 KOps/s	$\textbf{\color{#35bf28}+5.10\%}$
test_plain_set_nested_inplace	65.4920μs	21.6906μs	46.1029 KOps/s	44.6459 KOps/s	$\color{#35bf28}+3.26\%$
test_plain_set_stack_nested_inplace	0.1504ms	21.8656μs	45.7339 KOps/s	44.0759 KOps/s	$\color{#35bf28}+3.76\%$
test_items	42.6990μs	4.3780μs	228.4152 KOps/s	243.9068 KOps/s	$\textbf{\color{#d91a1a}-6.35\%}$
test_items_nested	0.7459ms	0.3567ms	2.8037 KOps/s	2.8016 KOps/s	$\color{#35bf28}+0.07\%$
test_items_nested_locked	0.8277ms	0.3576ms	2.7963 KOps/s	2.7966 KOps/s	$\color{#d91a1a}-0.01\%$
test_items_nested_leaf	0.1527ms	69.6365μs	14.3603 KOps/s	14.5355 KOps/s	$\color{#d91a1a}-1.21\%$
test_items_stack_nested	0.6451ms	0.3593ms	2.7834 KOps/s	2.7460 KOps/s	$\color{#35bf28}+1.36\%$
test_items_stack_nested_leaf	0.1301ms	71.0671μs	14.0712 KOps/s	14.3239 KOps/s	$\color{#d91a1a}-1.76\%$
test_items_stack_nested_locked	0.6248ms	0.3578ms	2.7950 KOps/s	2.7856 KOps/s	$\color{#35bf28}+0.34\%$
test_keys	37.8710μs	3.9717μs	251.7826 KOps/s	282.8754 KOps/s	$\textbf{\color{#d91a1a}-10.99\%}$
test_keys_nested	0.1769ms	0.1027ms	9.7410 KOps/s	10.1439 KOps/s	$\color{#d91a1a}-3.97\%$
test_keys_nested_locked	0.7169ms	0.1075ms	9.2983 KOps/s	9.5089 KOps/s	$\color{#d91a1a}-2.22\%$
test_keys_nested_leaf	0.1522ms	82.4981μs	12.1215 KOps/s	12.1692 KOps/s	$\color{#d91a1a}-0.39\%$
test_keys_stack_nested	0.1695ms	99.6175μs	10.0384 KOps/s	10.0796 KOps/s	$\color{#d91a1a}-0.41\%$
test_keys_stack_nested_leaf	0.1416ms	81.3795μs	12.2881 KOps/s	12.2503 KOps/s	$\color{#35bf28}+0.31\%$
test_keys_stack_nested_locked	0.1825ms	0.1061ms	9.4223 KOps/s	9.5436 KOps/s	$\color{#d91a1a}-1.27\%$
test_values	11.2335μs	1.1671μs	856.8564 KOps/s	900.5919 KOps/s	$\color{#d91a1a}-4.86\%$
test_values_nested	0.1236ms	74.5054μs	13.4218 KOps/s	13.5544 KOps/s	$\color{#d91a1a}-0.98\%$
test_values_nested_locked	0.1362ms	74.2625μs	13.4657 KOps/s	13.6504 KOps/s	$\color{#d91a1a}-1.35\%$
test_values_nested_leaf	0.1105ms	61.8846μs	16.1591 KOps/s	16.0812 KOps/s	$\color{#35bf28}+0.48\%$
test_values_stack_nested	0.1581ms	74.9483μs	13.3425 KOps/s	13.6492 KOps/s	$\color{#d91a1a}-2.25\%$
test_values_stack_nested_leaf	0.1140ms	61.6335μs	16.2249 KOps/s	16.1042 KOps/s	$\color{#35bf28}+0.75\%$
test_values_stack_nested_locked	0.1365ms	75.3324μs	13.2745 KOps/s	13.6343 KOps/s	$\color{#d91a1a}-2.64\%$
test_membership	30.0160μs	0.8471μs	1.1804 MOps/s	1.1144 MOps/s	$\textbf{\color{#35bf28}+5.93\%}$
test_membership_nested	31.4280μs	2.6828μs	372.7439 KOps/s	365.2778 KOps/s	$\color{#35bf28}+2.04\%$
test_membership_nested_leaf	22.4620μs	2.7145μs	368.3910 KOps/s	362.7005 KOps/s	$\color{#35bf28}+1.57\%$
test_membership_stacked_nested	30.5280μs	2.7370μs	365.3681 KOps/s	363.2645 KOps/s	$\color{#35bf28}+0.58\%$
test_membership_stacked_nested_leaf	36.2580μs	2.7246μs	367.0199 KOps/s	359.9597 KOps/s	$\color{#35bf28}+1.96\%$
test_membership_nested_last	22.9720μs	3.8578μs	259.2134 KOps/s	251.1625 KOps/s	$\color{#35bf28}+3.21\%$
test_membership_nested_leaf_last	32.5010μs	3.8884μs	257.1783 KOps/s	249.7245 KOps/s	$\color{#35bf28}+2.98\%$
test_membership_stacked_nested_last	43.7020μs	3.8478μs	259.8899 KOps/s	253.2176 KOps/s	$\color{#35bf28}+2.64\%$
test_membership_stacked_nested_leaf_last	29.1550μs	3.8901μs	257.0639 KOps/s	254.1571 KOps/s	$\color{#35bf28}+1.14\%$
test_nested_getleaf	0.1401ms	10.6369μs	94.0121 KOps/s	95.3581 KOps/s	$\color{#d91a1a}-1.41\%$
test_nested_get	0.1646ms	10.3509μs	96.6101 KOps/s	99.8596 KOps/s	$\color{#d91a1a}-3.25\%$
test_stacked_getleaf	0.1723ms	10.8947μs	91.7874 KOps/s	95.7451 KOps/s	$\color{#d91a1a}-4.13\%$
test_stacked_get	44.6530μs	10.0426μs	99.5753 KOps/s	100.9735 KOps/s	$\color{#d91a1a}-1.38\%$
test_nested_getitemleaf	54.0710μs	10.9716μs	91.1446 KOps/s	90.4454 KOps/s	$\color{#35bf28}+0.77\%$
test_nested_getitem	45.8260μs	10.2669μs	97.4004 KOps/s	99.6818 KOps/s	$\color{#d91a1a}-2.29\%$
test_stacked_getitemleaf	0.2400ms	10.8786μs	91.9234 KOps/s	90.9965 KOps/s	$\color{#35bf28}+1.02\%$
test_stacked_getitem	0.1277ms	10.2610μs	97.4563 KOps/s	99.1017 KOps/s	$\color{#d91a1a}-1.66\%$
test_lock_nested	91.5955ms	0.5788ms	1.7277 KOps/s	2.0753 KOps/s	$\textbf{\color{#d91a1a}-16.75\%}$
test_lock_stack_nested	0.6038ms	0.4594ms	2.1769 KOps/s	2.1951 KOps/s	$\color{#d91a1a}-0.83\%$
test_unlock_nested	99.2661ms	0.5035ms	1.9859 KOps/s	2.4915 KOps/s	$\textbf{\color{#d91a1a}-20.29\%}$
test_unlock_stack_nested	0.5561ms	0.3735ms	2.6776 KOps/s	2.6616 KOps/s	$\color{#35bf28}+0.60\%$
test_flatten_speed	0.2197ms	89.5695μs	11.1645 KOps/s	11.3618 KOps/s	$\color{#d91a1a}-1.74\%$
test_unflatten_speed	0.7446ms	0.4657ms	2.1473 KOps/s	2.1781 KOps/s	$\color{#d91a1a}-1.42\%$
test_common_ops	2.2889ms	1.1151ms	896.7781 Ops/s	863.6591 Ops/s	$\color{#35bf28}+3.83\%$
test_creation	27.5120μs	2.1971μs	455.1432 KOps/s	469.7966 KOps/s	$\color{#d91a1a}-3.12\%$
test_creation_empty	85.5100μs	17.4895μs	57.1771 KOps/s	54.0268 KOps/s	$\textbf{\color{#35bf28}+5.83\%}$
test_creation_nested_1	0.1002ms	20.8838μs	47.8840 KOps/s	45.7117 KOps/s	$\color{#35bf28}+4.75\%$
test_creation_nested_2	79.4080μs	24.7883μs	40.3416 KOps/s	38.4066 KOps/s	$\textbf{\color{#35bf28}+5.04\%}$
test_clone	1.3805ms	16.4232μs	60.8896 KOps/s	58.6224 KOps/s	$\color{#35bf28}+3.87\%$
test_getitem[int]	0.7365ms	16.8905μs	59.2049 KOps/s	60.3035 KOps/s	$\color{#d91a1a}-1.82\%$
test_getitem[slice_int]	0.1595ms	30.0362μs	33.2932 KOps/s	32.9113 KOps/s	$\color{#35bf28}+1.16\%$
test_getitem[range]	0.2027ms	55.1203μs	18.1421 KOps/s	17.2967 KOps/s	$\color{#35bf28}+4.89\%$
test_getitem[tuple]	0.1670ms	25.2241μs	39.6447 KOps/s	39.2543 KOps/s	$\color{#35bf28}+0.99\%$
test_getitem[list]	0.1976ms	51.1505μs	19.5501 KOps/s	18.8818 KOps/s	$\color{#35bf28}+3.54\%$
test_setitem_dim[int]	54.5110μs	31.3594μs	31.8884 KOps/s	30.0019 KOps/s	$\textbf{\color{#35bf28}+6.29\%}$
test_setitem_dim[slice_int]	0.1292ms	60.6903μs	16.4771 KOps/s	16.2869 KOps/s	$\color{#35bf28}+1.17\%$
test_setitem_dim[range]	0.2054ms	83.4793μs	11.9790 KOps/s	11.9230 KOps/s	$\color{#35bf28}+0.47\%$
test_setitem_dim[tuple]	0.1094ms	48.8976μs	20.4509 KOps/s	20.5505 KOps/s	$\color{#d91a1a}-0.48\%$
test_setitem	96.8810μs	29.0209μs	34.4579 KOps/s	32.9649 KOps/s	$\color{#35bf28}+4.53\%$
test_set	0.3155ms	27.9440μs	35.7859 KOps/s	33.7095 KOps/s	$\textbf{\color{#35bf28}+6.16\%}$
test_set_shared	7.4537ms	0.2132ms	4.6905 KOps/s	4.5531 KOps/s	$\color{#35bf28}+3.02\%$
test_update	0.2912ms	35.5220μs	28.1516 KOps/s	26.8587 KOps/s	$\color{#35bf28}+4.81\%$
test_update_nested	1.0785ms	45.8770μs	21.7974 KOps/s	20.9965 KOps/s	$\color{#35bf28}+3.81\%$
test_update__nested	0.2996ms	33.2037μs	30.1171 KOps/s	29.1089 KOps/s	$\color{#35bf28}+3.46\%$
test_set_nested	0.3518ms	30.9465μs	32.3138 KOps/s	31.3773 KOps/s	$\color{#35bf28}+2.98\%$
test_set_nested_new	0.1123ms	35.7686μs	27.9575 KOps/s	26.5033 KOps/s	$\textbf{\color{#35bf28}+5.49\%}$
test_select	0.1294ms	53.3484μs	18.7447 KOps/s	18.4849 KOps/s	$\color{#35bf28}+1.41\%$
test_select_nested	0.1409ms	59.3664μs	16.8446 KOps/s	16.8785 KOps/s	$\color{#d91a1a}-0.20\%$
test_exclude_nested	0.1477ms	74.7407μs	13.3796 KOps/s	13.2731 KOps/s	$\color{#35bf28}+0.80\%$
test_empty[True]	0.5894ms	0.3158ms	3.1665 KOps/s	3.1693 KOps/s	$\color{#d91a1a}-0.09\%$
test_empty[False]	14.0035μs	1.1948μs	836.9519 KOps/s	843.0833 KOps/s	$\color{#d91a1a}-0.73\%$
test_unbind_speed	0.6177ms	0.2959ms	3.3795 KOps/s	3.3383 KOps/s	$\color{#35bf28}+1.24\%$
test_unbind_speed_stack0	0.4481ms	0.2934ms	3.4081 KOps/s	3.3953 KOps/s	$\color{#35bf28}+0.38\%$
test_unbind_speed_stack1	97.5352ms	0.8022ms	1.2466 KOps/s	1.3188 KOps/s	$\textbf{\color{#d91a1a}-5.48\%}$
test_split	3.2370ms	1.9370ms	516.2752 Ops/s	456.5424 Ops/s	$\textbf{\color{#35bf28}+13.08\%}$
test_chunk	94.1987ms	2.2860ms	437.4456 Ops/s	452.0026 Ops/s	$\color{#d91a1a}-3.22\%$
test_creation[device0]	0.1906ms	0.1137ms	8.7989 KOps/s	8.2714 KOps/s	$\textbf{\color{#35bf28}+6.38\%}$
test_creation_from_tensor	4.0315ms	0.1167ms	8.5669 KOps/s	8.4651 KOps/s	$\color{#35bf28}+1.20\%$
test_add_one[memmap_tensor0]	0.1163ms	6.9679μs	143.5151 KOps/s	136.4298 KOps/s	$\textbf{\color{#35bf28}+5.19\%}$
test_contiguous[memmap_tensor0]	25.0570μs	1.8996μs	526.4320 KOps/s	526.9050 KOps/s	$\color{#d91a1a}-0.09\%$
test_stack[memmap_tensor0]	57.1560μs	5.4772μs	182.5754 KOps/s	175.8322 KOps/s	$\color{#35bf28}+3.84\%$
test_memmaptd_index	1.0679ms	0.4007ms	2.4955 KOps/s	2.5881 KOps/s	$\color{#d91a1a}-3.58\%$
test_memmaptd_index_astensor	0.7754ms	0.4766ms	2.0982 KOps/s	2.1482 KOps/s	$\color{#d91a1a}-2.33\%$
test_memmaptd_index_op	1.5025ms	0.9918ms	1.0083 KOps/s	981.3538 Ops/s	$\color{#35bf28}+2.75\%$
test_serialize_model	0.1246s	0.1182s	8.4591 Ops/s	8.2158 Ops/s	$\color{#35bf28}+2.96\%$
test_serialize_model_pickle	0.4706s	0.4003s	2.4981 Ops/s	2.5249 Ops/s	$\color{#d91a1a}-1.06\%$
test_serialize_weights	0.1257s	0.1163s	8.5992 Ops/s	8.3921 Ops/s	$\color{#35bf28}+2.47\%$
test_serialize_weights_returnearly	0.2604s	0.1756s	5.6940 Ops/s	6.3004 Ops/s	$\textbf{\color{#d91a1a}-9.63\%}$
test_serialize_weights_pickle	0.4787s	0.4060s	2.4633 Ops/s	1.1605 Ops/s	$\textbf{\color{#35bf28}+112.26\%}$
test_serialize_weights_filesystem	0.1502s	0.1456s	6.8704 Ops/s	6.4637 Ops/s	$\textbf{\color{#35bf28}+6.29\%}$
test_serialize_model_filesystem	0.2487s	0.1646s	6.0764 Ops/s	6.9851 Ops/s	$\textbf{\color{#d91a1a}-13.01\%}$
test_reshape_pytree	84.9890μs	37.8978μs	26.3867 KOps/s	25.8687 KOps/s	$\color{#35bf28}+2.00\%$
test_reshape_td	88.5760μs	44.7040μs	22.3694 KOps/s	21.6863 KOps/s	$\color{#35bf28}+3.15\%$
test_view_pytree	81.0420μs	38.0059μs	26.3117 KOps/s	25.8671 KOps/s	$\color{#35bf28}+1.72\%$
test_view_td	0.1227ms	49.9245μs	20.0303 KOps/s	18.9367 KOps/s	$\textbf{\color{#35bf28}+5.77\%}$
test_unbind_pytree	73.6170μs	35.1762μs	28.4283 KOps/s	28.1853 KOps/s	$\color{#35bf28}+0.86\%$
test_unbind_td	0.3465ms	43.4008μs	23.0410 KOps/s	22.3616 KOps/s	$\color{#35bf28}+3.04\%$
test_split_pytree	99.9860μs	39.4832μs	25.3272 KOps/s	26.5076 KOps/s	$\color{#d91a1a}-4.45\%$
test_split_td	0.2373ms	55.6600μs	17.9662 KOps/s	17.4131 KOps/s	$\color{#35bf28}+3.18\%$
test_add_pytree	95.8290μs	41.9446μs	23.8410 KOps/s	22.3741 KOps/s	$\textbf{\color{#35bf28}+6.56\%}$
test_add_td	0.1595ms	77.2134μs	12.9511 KOps/s	12.2399 KOps/s	$\textbf{\color{#35bf28}+5.81\%}$
test_compile_add_one_nested[tensordict-compile]	0.1167ms	57.1063μs	17.5112 KOps/s	17.5569 KOps/s	$\color{#d91a1a}-0.26\%$
test_compile_add_one_nested[tensordict-eager]	0.3657ms	0.1749ms	5.7179 KOps/s	5.6942 KOps/s	$\color{#35bf28}+0.42\%$
test_compile_add_one_nested[pytree-compile]	0.1085ms	56.1045μs	17.8239 KOps/s	12.7760 KOps/s	$\textbf{\color{#35bf28}+39.51\%}$
test_compile_add_one_nested[pytree-eager]	0.3873ms	0.1377ms	7.2636 KOps/s	7.0910 KOps/s	$\color{#35bf28}+2.43\%$
test_compile_copy_nested[tensordict-compile]	85.9100μs	21.8433μs	45.7805 KOps/s	47.6833 KOps/s	$\color{#d91a1a}-3.99\%$
test_compile_copy_nested[tensordict-eager]	0.1297ms	66.1382μs	15.1199 KOps/s	14.6962 KOps/s	$\color{#35bf28}+2.88\%$
test_compile_copy_nested[pytree-compile]	0.1538ms	74.8147μs	13.3664 KOps/s	13.2806 KOps/s	$\color{#35bf28}+0.65\%$
test_compile_copy_nested[pytree-eager]	0.1299ms	67.8455μs	14.7394 KOps/s	14.8104 KOps/s	$\color{#d91a1a}-0.48\%$
test_compile_add_one_flat[tensordict-compile]	0.2864ms	0.1718ms	5.8212 KOps/s	5.7798 KOps/s	$\color{#35bf28}+0.72\%$
test_compile_add_one_flat[tensordict-eager]	0.3630ms	0.1887ms	5.3005 KOps/s	5.3493 KOps/s	$\color{#d91a1a}-0.91\%$
test_compile_add_one_flat[tensorclass-compile]	0.1001ms	46.3930μs	21.5550 KOps/s	21.2853 KOps/s	$\color{#35bf28}+1.27\%$
test_compile_add_one_flat[tensorclass-eager]	0.1274ms	67.8163μs	14.7457 KOps/s	14.9630 KOps/s	$\color{#d91a1a}-1.45\%$
test_compile_add_one_flat[pytree-compile]	0.2981ms	0.1738ms	5.7533 KOps/s	5.7654 KOps/s	$\color{#d91a1a}-0.21\%$
test_compile_add_one_flat[pytree-eager]	0.6424ms	0.2809ms	3.5604 KOps/s	3.5208 KOps/s	$\color{#35bf28}+1.13\%$
test_compile_add_self_flat[tensordict-eager]	0.3820ms	0.2018ms	4.9564 KOps/s	5.0024 KOps/s	$\color{#d91a1a}-0.92\%$
test_compile_add_self_flat[tensordict-compile]	0.3473ms	0.1727ms	5.7919 KOps/s	5.7743 KOps/s	$\color{#35bf28}+0.30\%$
test_compile_add_self_flat[tensorclass-eager]	0.1572ms	62.1164μs	16.0988 KOps/s	15.9552 KOps/s	$\color{#35bf28}+0.90\%$
test_compile_add_self_flat[tensorclass-compile]	0.1153ms	46.5925μs	21.4627 KOps/s	21.0159 KOps/s	$\color{#35bf28}+2.13\%$
test_compile_add_self_flat[pytree-eager]	0.4893ms	0.2283ms	4.3811 KOps/s	4.2267 KOps/s	$\color{#35bf28}+3.65\%$
test_compile_add_self_flat[pytree-compile]	0.2878ms	0.1736ms	5.7615 KOps/s	5.7599 KOps/s	$\color{#35bf28}+0.03\%$
test_compile_copy_flat[tensordict-compile]	0.2079ms	0.1022ms	9.7875 KOps/s	9.6263 KOps/s	$\color{#35bf28}+1.67\%$
test_compile_copy_flat[tensordict-eager]	0.1234ms	56.6895μs	17.6400 KOps/s	16.7330 KOps/s	$\textbf{\color{#35bf28}+5.42\%}$
test_compile_copy_flat[pytree-compile]	0.1893ms	78.1116μs	12.8022 KOps/s	13.0306 KOps/s	$\color{#d91a1a}-1.75\%$
test_compile_copy_flat[pytree-eager]	0.1926ms	68.3245μs	14.6360 KOps/s	14.8148 KOps/s	$\color{#d91a1a}-1.21\%$
test_compile_assign_and_add[tensordict-compile]	0.2954ms	0.1972ms	5.0698 KOps/s	5.1704 KOps/s	$\color{#d91a1a}-1.94\%$
test_compile_assign_and_add[tensordict-eager]	2.0262ms	1.6306ms	613.2840 Ops/s	617.2924 Ops/s	$\color{#d91a1a}-0.65\%$
test_compile_assign_and_add[pytree-compile]	0.3477ms	0.1939ms	5.1561 KOps/s	5.2351 KOps/s	$\color{#d91a1a}-1.51\%$
test_compile_assign_and_add[pytree-eager]	1.3702ms	1.0670ms	937.1771 Ops/s	937.8228 Ops/s	$\color{#d91a1a}-0.07\%$
test_compile_assign_and_add_stack[compile]	0.7292ms	0.4228ms	2.3654 KOps/s	2.4054 KOps/s	$\color{#d91a1a}-1.66\%$
test_compile_assign_and_add_stack[eager]	3.8164ms	3.6704ms	272.4523 Ops/s	264.2362 Ops/s	$\color{#35bf28}+3.11\%$
test_compile_indexing[tensor-tensordict-compile]	0.2675ms	34.4220μs	29.0512 KOps/s	28.9684 KOps/s	$\color{#35bf28}+0.29\%$
test_compile_indexing[tensor-tensordict-eager]	0.6658ms	46.2419μs	21.6254 KOps/s	21.1766 KOps/s	$\color{#35bf28}+2.12\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1071ms	28.8531μs	34.6584 KOps/s	33.7492 KOps/s	$\color{#35bf28}+2.69\%$
test_compile_indexing[tensor-tensorclass-eager]	75.2410μs	27.4688μs	36.4049 KOps/s	36.2255 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_indexing[tensor-pytree-compile]	93.9960μs	28.6806μs	34.8668 KOps/s	33.6290 KOps/s	$\color{#35bf28}+3.68\%$
test_compile_indexing[tensor-pytree-eager]	83.0950μs	26.6157μs	37.5718 KOps/s	36.1356 KOps/s	$\color{#35bf28}+3.97\%$
test_compile_indexing[slice-tensordict-compile]	0.1889ms	73.5696μs	13.5926 KOps/s	13.6240 KOps/s	$\color{#d91a1a}-0.23\%$
test_compile_indexing[slice-tensordict-eager]	0.5356ms	26.6651μs	37.5021 KOps/s	36.2076 KOps/s	$\color{#35bf28}+3.58\%$
test_compile_indexing[slice-tensorclass-compile]	0.1316ms	67.6838μs	14.7746 KOps/s	14.5442 KOps/s	$\color{#35bf28}+1.58\%$
test_compile_indexing[slice-tensorclass-eager]	95.6990μs	22.7910μs	43.8769 KOps/s	43.2312 KOps/s	$\color{#35bf28}+1.49\%$
test_compile_indexing[slice-pytree-compile]	0.1517ms	68.3635μs	14.6277 KOps/s	14.4986 KOps/s	$\color{#35bf28}+0.89\%$
test_compile_indexing[slice-pytree-eager]	0.1914ms	22.6583μs	44.1338 KOps/s	43.5674 KOps/s	$\color{#35bf28}+1.30\%$
test_compile_indexing[int-tensordict-compile]	0.1509ms	74.0370μs	13.5068 KOps/s	13.8683 KOps/s	$\color{#d91a1a}-2.61\%$
test_compile_indexing[int-tensordict-eager]	0.9247ms	26.6509μs	37.5221 KOps/s	36.3597 KOps/s	$\color{#35bf28}+3.20\%$
test_compile_indexing[int-tensorclass-compile]	0.1688ms	67.4333μs	14.8295 KOps/s	14.1776 KOps/s	$\color{#35bf28}+4.60\%$
test_compile_indexing[int-tensorclass-eager]	0.1060ms	22.0382μs	45.3758 KOps/s	43.3151 KOps/s	$\color{#35bf28}+4.76\%$
test_compile_indexing[int-pytree-compile]	0.4127ms	67.8408μs	14.7404 KOps/s	14.5413 KOps/s	$\color{#35bf28}+1.37\%$
test_compile_indexing[int-pytree-eager]	85.2990μs	22.1556μs	45.1354 KOps/s	43.4301 KOps/s	$\color{#35bf28}+3.93\%$
test_mod_add[eager]	87.4640μs	25.1605μs	39.7449 KOps/s	38.3365 KOps/s	$\color{#35bf28}+3.67\%$
test_mod_add[compile]	0.1153ms	39.0774μs	25.5902 KOps/s	26.7957 KOps/s	$\color{#d91a1a}-4.50\%$
test_mod_add[compile-overhead]	0.1039ms	40.0235μs	24.9853 KOps/s	26.3384 KOps/s	$\textbf{\color{#d91a1a}-5.14\%}$
test_mod_wrap[eager]	0.3832ms	0.2060ms	4.8537 KOps/s	5.0260 KOps/s	$\color{#d91a1a}-3.43\%$
test_mod_wrap[compile]	0.3135ms	0.2262ms	4.4206 KOps/s	4.4141 KOps/s	$\color{#35bf28}+0.15\%$
test_mod_wrap[compile-overhead]	0.3898ms	0.2204ms	4.5368 KOps/s	4.3870 KOps/s	$\color{#35bf28}+3.41\%$
test_mod_wrap_and_backward[eager]	12.3492ms	10.9749ms	91.1172 Ops/s	90.5053 Ops/s	$\color{#35bf28}+0.68\%$
test_mod_wrap_and_backward[compile]	12.1706ms	10.8229ms	92.3971 Ops/s	78.8386 Ops/s	$\textbf{\color{#35bf28}+17.20\%}$
test_mod_wrap_and_backward[compile-overhead]	12.2722ms	10.8651ms	92.0377 Ops/s	78.4642 Ops/s	$\textbf{\color{#35bf28}+17.30\%}$
test_seq_add[eager]	0.1632ms	89.3984μs	11.1859 KOps/s	11.0824 KOps/s	$\color{#35bf28}+0.93\%$
test_seq_add[compile]	0.1150ms	63.1836μs	15.8269 KOps/s	15.6747 KOps/s	$\color{#35bf28}+0.97\%$
test_seq_add[compile-overhead]	0.1282ms	62.3210μs	16.0460 KOps/s	15.9222 KOps/s	$\color{#35bf28}+0.78\%$
test_seq_wrap[eager]	0.6285ms	0.3665ms	2.7284 KOps/s	2.6047 KOps/s	$\color{#35bf28}+4.75\%$
test_seq_wrap[compile]	5.3693ms	0.2614ms	3.8258 KOps/s	3.7625 KOps/s	$\color{#35bf28}+1.68\%$
test_seq_wrap[compile-overhead]	1.3734ms	0.2589ms	3.8621 KOps/s	3.7922 KOps/s	$\color{#35bf28}+1.84\%$
test_func_call_runtime[False-eager]	0.8626ms	0.4848ms	2.0628 KOps/s	2.0023 KOps/s	$\color{#35bf28}+3.02\%$
test_func_call_runtime[False-compile]	1.0396ms	0.4870ms	2.0536 KOps/s	1.9944 KOps/s	$\color{#35bf28}+2.97\%$
test_func_call_runtime[False-compile-overhead]	0.6029ms	0.4799ms	2.0838 KOps/s	1.9903 KOps/s	$\color{#35bf28}+4.70\%$
test_func_call_runtime[True-eager]	0.8715ms	0.6984ms	1.4317 KOps/s	1.3762 KOps/s	$\color{#35bf28}+4.03\%$
test_func_call_runtime[True-compile]	0.8278ms	0.4996ms	2.0014 KOps/s	1.9938 KOps/s	$\color{#35bf28}+0.38\%$
test_func_call_runtime[True-compile-overhead]	0.8650ms	0.4977ms	2.0094 KOps/s	1.9721 KOps/s	$\color{#35bf28}+1.89\%$
test_func_call_cm_runtime[False-eager]	0.8523ms	0.4862ms	2.0568 KOps/s	2.0368 KOps/s	$\color{#35bf28}+0.98\%$
test_func_call_cm_runtime[False-compile]	1.0492ms	0.5081ms	1.9679 KOps/s	1.9693 KOps/s	$\color{#d91a1a}-0.07\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6494ms	0.4818ms	2.0754 KOps/s	1.9541 KOps/s	$\textbf{\color{#35bf28}+6.21\%}$
test_func_call_cm_runtime[True-eager]	0.9952ms	0.8267ms	1.2096 KOps/s	1.1695 KOps/s	$\color{#35bf28}+3.43\%$
test_func_call_cm_runtime[True-compile]	1.0022ms	0.6945ms	1.4400 KOps/s	1.3501 KOps/s	$\textbf{\color{#35bf28}+6.66\%}$
test_func_call_cm_runtime[True-compile-overhead]	0.9582ms	0.6997ms	1.4291 KOps/s	1.3862 KOps/s	$\color{#35bf28}+3.09\%$
test_vmap_func_call_cm_runtime[eager]	2.5390ms	1.8258ms	547.6911 Ops/s	531.2093 Ops/s	$\color{#35bf28}+3.10\%$
test_vmap_func_call_cm_runtime[compile]	3.1950ms	1.8901ms	529.0835 Ops/s	520.9236 Ops/s	$\color{#35bf28}+1.57\%$
test_vmap_func_call_cm_runtime[compile-overhead]	2.9753ms	1.8809ms	531.6536 Ops/s	517.3321 Ops/s	$\color{#35bf28}+2.77\%$
test_distributed	0.5119ms	0.1255ms	7.9701 KOps/s	7.4780 KOps/s	$\textbf{\color{#35bf28}+6.58\%}$
test_tdmodule	33.3620μs	17.7086μs	56.4696 KOps/s	51.9032 KOps/s	$\textbf{\color{#35bf28}+8.80\%}$
test_tdmodule_dispatch	66.6950μs	35.6516μs	28.0492 KOps/s	26.5659 KOps/s	$\textbf{\color{#35bf28}+5.58\%}$
test_tdseq	37.6100μs	19.9119μs	50.2212 KOps/s	47.4015 KOps/s	$\textbf{\color{#35bf28}+5.95\%}$
test_tdseq_dispatch	68.3880μs	40.4125μs	24.7448 KOps/s	23.5739 KOps/s	$\color{#35bf28}+4.97\%$
test_instantiation_functorch	1.8356ms	1.5225ms	656.8141 Ops/s	632.0929 Ops/s	$\color{#35bf28}+3.91\%$
test_instantiation_td	1.9061ms	1.1497ms	869.7969 Ops/s	854.6135 Ops/s	$\color{#35bf28}+1.78\%$
test_exec_functorch	0.6122ms	0.1793ms	5.5772 KOps/s	5.4501 KOps/s	$\color{#35bf28}+2.33\%$
test_exec_functional_call	0.3490ms	0.1676ms	5.9663 KOps/s	6.0465 KOps/s	$\color{#d91a1a}-1.33\%$
test_exec_td	0.4079ms	0.1633ms	6.1253 KOps/s	6.1739 KOps/s	$\color{#d91a1a}-0.79\%$
test_exec_td_decorator	0.9330ms	0.2142ms	4.6680 KOps/s	4.6070 KOps/s	$\color{#35bf28}+1.32\%$
test_vmap_mlp_speed[True-True]	0.9924ms	0.6351ms	1.5745 KOps/s	1.5681 KOps/s	$\color{#35bf28}+0.40\%$
test_vmap_mlp_speed[True-False]	0.9405ms	0.6260ms	1.5974 KOps/s	1.6047 KOps/s	$\color{#d91a1a}-0.45\%$
test_vmap_mlp_speed[False-True]	0.8661ms	0.4892ms	2.0439 KOps/s	2.0785 KOps/s	$\color{#d91a1a}-1.66\%$
test_vmap_mlp_speed[False-False]	0.9294ms	0.4857ms	2.0588 KOps/s	2.0636 KOps/s	$\color{#d91a1a}-0.24\%$
test_vmap_mlp_speed_decorator[True-True]	1.5362ms	0.6101ms	1.6391 KOps/s	1.6442 KOps/s	$\color{#d91a1a}-0.31\%$
test_vmap_mlp_speed_decorator[True-False]	0.8088ms	0.6040ms	1.6557 KOps/s	1.6300 KOps/s	$\color{#35bf28}+1.57\%$
test_vmap_mlp_speed_decorator[False-True]	0.7737ms	0.4985ms	2.0059 KOps/s	1.9981 KOps/s	$\color{#35bf28}+0.39\%$
test_vmap_mlp_speed_decorator[False-False]	0.7422ms	0.4971ms	2.0118 KOps/s	2.0033 KOps/s	$\color{#35bf28}+0.42\%$
test_to_module_speed[True]	2.5293ms	1.2769ms	783.1576 Ops/s	760.0149 Ops/s	$\color{#35bf28}+3.05\%$
test_to_module_speed[False]	2.0390ms	1.2733ms	785.3554 Ops/s	776.7833 Ops/s	$\color{#35bf28}+1.10\%$
test_tc_init	82.5140μs	43.4190μs	23.0314 KOps/s	21.4822 KOps/s	$\textbf{\color{#35bf28}+7.21\%}$
test_tc_init_nested	0.1493ms	84.4776μs	11.8375 KOps/s	10.8325 KOps/s	$\textbf{\color{#35bf28}+9.28\%}$
test_tc_first_layer_tensor	20.9900μs	1.5500μs	645.1497 KOps/s	643.4956 KOps/s	$\color{#35bf28}+0.26\%$
test_tc_first_layer_nontensor	42.6190μs	4.9622μs	201.5249 KOps/s	208.9628 KOps/s	$\color{#d91a1a}-3.56\%$
test_tc_second_layer_tensor	24.3850μs	2.8342μs	352.8279 KOps/s	346.0527 KOps/s	$\color{#35bf28}+1.96\%$
test_tc_second_layer_nontensor	37.2500μs	6.3441μs	157.6261 KOps/s	161.9332 KOps/s	$\color{#d91a1a}-2.66\%$
test_unbind	0.4753s	13.4613ms	74.2869 Ops/s	63.7104 Ops/s	$\textbf{\color{#35bf28}+16.60\%}$
test_full_like	20.6506ms	12.4465ms	80.3436 Ops/s	102.9791 Ops/s	$\textbf{\color{#d91a1a}-21.98\%}$
test_zeros_like	14.3546ms	7.6277ms	131.1009 Ops/s	324.4049 Ops/s	$\textbf{\color{#d91a1a}-59.59\%}$
test_ones_like	13.3937ms	7.5087ms	133.1793 Ops/s	299.6888 Ops/s	$\textbf{\color{#d91a1a}-55.56\%}$
test_clone	14.9913ms	9.1281ms	109.5513 Ops/s	170.5978 Ops/s	$\textbf{\color{#d91a1a}-35.78\%}$
test_squeeze	62.9570μs	12.7457μs	78.4579 KOps/s	76.3815 KOps/s	$\color{#35bf28}+2.72\%$
test_unsqueeze	0.2924ms	90.8720μs	11.0045 KOps/s	10.5551 KOps/s	$\color{#35bf28}+4.26\%$
test_split	0.3391ms	0.1899ms	5.2651 KOps/s	5.0114 KOps/s	$\textbf{\color{#35bf28}+5.06\%}$
test_permute	0.3654ms	0.2138ms	4.6774 KOps/s	4.5000 KOps/s	$\color{#35bf28}+3.94\%$
test_stack	27.9960ms	25.8100ms	38.7447 Ops/s	39.5397 Ops/s	$\color{#d91a1a}-2.01\%$
test_cat	31.1312ms	25.4561ms	39.2834 Ops/s	38.9400 Ops/s	$\color{#35bf28}+0.88\%$

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}13$. Worsened: $\large\color{#d91a1a}7$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1147ms	14.7169μs	67.9493 KOps/s	70.7691 KOps/s	$\color{#d91a1a}-3.98\%$
test_plain_set_stack_nested	45.9400μs	14.4911μs	69.0077 KOps/s	71.3100 KOps/s	$\color{#d91a1a}-3.23\%$
test_plain_set_nested_inplace	54.5110μs	15.8968μs	62.9058 KOps/s	65.6420 KOps/s	$\color{#d91a1a}-4.17\%$
test_plain_set_stack_nested_inplace	44.6510μs	15.4091μs	64.8965 KOps/s	66.1759 KOps/s	$\color{#d91a1a}-1.93\%$
test_items	29.9110μs	2.8541μs	350.3716 KOps/s	342.5932 KOps/s	$\color{#35bf28}+2.27\%$
test_items_nested	0.3720ms	0.3295ms	3.0345 KOps/s	3.0112 KOps/s	$\color{#35bf28}+0.77\%$
test_items_nested_locked	0.3739ms	0.3279ms	3.0494 KOps/s	3.0246 KOps/s	$\color{#35bf28}+0.82\%$
test_items_nested_leaf	81.8510μs	55.5066μs	18.0159 KOps/s	17.8671 KOps/s	$\color{#35bf28}+0.83\%$
test_items_stack_nested	0.3821ms	0.3239ms	3.0878 KOps/s	3.0165 KOps/s	$\color{#35bf28}+2.36\%$
test_items_stack_nested_leaf	88.9510μs	56.5590μs	17.6807 KOps/s	17.3524 KOps/s	$\color{#35bf28}+1.89\%$
test_items_stack_nested_locked	0.3840ms	0.3315ms	3.0164 KOps/s	3.0552 KOps/s	$\color{#d91a1a}-1.27\%$
test_keys	33.0400μs	3.4239μs	292.0682 KOps/s	293.6231 KOps/s	$\color{#d91a1a}-0.53\%$
test_keys_nested	83.6620μs	56.4525μs	17.7140 KOps/s	18.2813 KOps/s	$\color{#d91a1a}-3.10\%$
test_keys_nested_locked	2.5685ms	62.7144μs	15.9453 KOps/s	16.1089 KOps/s	$\color{#d91a1a}-1.02\%$
test_keys_nested_leaf	0.1086ms	47.0493μs	21.2543 KOps/s	21.0757 KOps/s	$\color{#35bf28}+0.85\%$
test_keys_stack_nested	85.7010μs	55.7596μs	17.9341 KOps/s	18.2275 KOps/s	$\color{#d91a1a}-1.61\%$
test_keys_stack_nested_leaf	97.5620μs	48.0839μs	20.7970 KOps/s	20.7079 KOps/s	$\color{#35bf28}+0.43\%$
test_keys_stack_nested_locked	94.0210μs	60.7620μs	16.4577 KOps/s	16.2829 KOps/s	$\color{#35bf28}+1.07\%$
test_values	4.0583μs	0.8472μs	1.1804 MOps/s	1.2011 MOps/s	$\color{#d91a1a}-1.73\%$
test_values_nested	58.4910μs	40.8789μs	24.4625 KOps/s	24.5124 KOps/s	$\color{#d91a1a}-0.20\%$
test_values_nested_locked	71.0310μs	42.7490μs	23.3924 KOps/s	23.2944 KOps/s	$\color{#35bf28}+0.42\%$
test_values_nested_leaf	59.9510μs	35.4260μs	28.2278 KOps/s	28.2037 KOps/s	$\color{#35bf28}+0.09\%$
test_values_stack_nested	75.2320μs	41.4817μs	24.1070 KOps/s	23.9840 KOps/s	$\color{#35bf28}+0.51\%$
test_values_stack_nested_leaf	77.6220μs	35.5863μs	28.1007 KOps/s	28.2026 KOps/s	$\color{#d91a1a}-0.36\%$
test_values_stack_nested_locked	74.1110μs	43.1447μs	23.1778 KOps/s	22.9853 KOps/s	$\color{#35bf28}+0.84\%$
test_membership	1.6421μs	0.4995μs	2.0022 MOps/s	1.9897 MOps/s	$\color{#35bf28}+0.63\%$
test_membership_nested	17.1405μs	1.9076μs	524.2231 KOps/s	531.2675 KOps/s	$\color{#d91a1a}-1.33\%$
test_membership_nested_leaf	15.9755μs	1.9118μs	523.0743 KOps/s	540.0284 KOps/s	$\color{#d91a1a}-3.14\%$
test_membership_stacked_nested	24.5600μs	1.9432μs	514.6210 KOps/s	525.8887 KOps/s	$\color{#d91a1a}-2.14\%$
test_membership_stacked_nested_leaf	33.7910μs	1.9423μs	514.8476 KOps/s	518.7014 KOps/s	$\color{#d91a1a}-0.74\%$
test_membership_nested_last	27.1400μs	2.8642μs	349.1398 KOps/s	359.1361 KOps/s	$\color{#d91a1a}-2.78\%$
test_membership_nested_leaf_last	27.4100μs	2.8131μs	355.4755 KOps/s	363.1856 KOps/s	$\color{#d91a1a}-2.12\%$
test_membership_stacked_nested_last	41.1210μs	7.9590μs	125.6443 KOps/s	210.8753 KOps/s	$\textbf{\color{#d91a1a}-40.42\%}$
test_membership_stacked_nested_leaf_last	24.5800μs	7.8146μs	127.9657 KOps/s	212.7440 KOps/s	$\textbf{\color{#d91a1a}-39.85\%}$
test_nested_getleaf	29.5310μs	6.0637μs	164.9160 KOps/s	164.6661 KOps/s	$\color{#35bf28}+0.15\%$
test_nested_get	27.4110μs	5.7208μs	174.7994 KOps/s	175.8635 KOps/s	$\color{#d91a1a}-0.61\%$
test_stacked_getleaf	32.0500μs	6.0475μs	165.3581 KOps/s	163.3499 KOps/s	$\color{#35bf28}+1.23\%$
test_stacked_get	25.1610μs	5.7209μs	174.7992 KOps/s	178.8267 KOps/s	$\color{#d91a1a}-2.25\%$
test_nested_getitemleaf	29.7110μs	6.1337μs	163.0327 KOps/s	161.8152 KOps/s	$\color{#35bf28}+0.75\%$
test_nested_getitem	27.7300μs	5.7853μs	172.8531 KOps/s	172.4962 KOps/s	$\color{#35bf28}+0.21\%$
test_stacked_getitemleaf	36.9210μs	6.0832μs	164.3883 KOps/s	163.8443 KOps/s	$\color{#35bf28}+0.33\%$
test_stacked_getitem	34.2210μs	5.6870μs	175.8384 KOps/s	173.5926 KOps/s	$\color{#35bf28}+1.29\%$
test_lock_nested	4.7097ms	0.4244ms	2.3561 KOps/s	2.3866 KOps/s	$\color{#d91a1a}-1.27\%$
test_lock_stack_nested	0.4180ms	0.3708ms	2.6966 KOps/s	2.6860 KOps/s	$\color{#35bf28}+0.39\%$
test_unlock_nested	0.7722ms	0.3591ms	2.7848 KOps/s	2.8036 KOps/s	$\color{#d91a1a}-0.67\%$
test_unlock_stack_nested	0.3521ms	0.3088ms	3.2382 KOps/s	3.2134 KOps/s	$\color{#35bf28}+0.77\%$
test_flatten_speed	0.1462ms	69.3596μs	14.4176 KOps/s	14.2669 KOps/s	$\color{#35bf28}+1.06\%$
test_unflatten_speed	0.3459ms	0.2867ms	3.4882 KOps/s	3.5050 KOps/s	$\color{#d91a1a}-0.48\%$
test_common_ops	1.5612ms	1.2724ms	785.9400 Ops/s	796.8171 Ops/s	$\color{#d91a1a}-1.37\%$
test_creation	26.4700μs	1.4954μs	668.7048 KOps/s	669.1785 KOps/s	$\color{#d91a1a}-0.07\%$
test_creation_empty	44.3210μs	16.7462μs	59.7151 KOps/s	62.5183 KOps/s	$\color{#d91a1a}-4.48\%$
test_creation_nested_1	53.4410μs	18.5056μs	54.0378 KOps/s	57.0517 KOps/s	$\textbf{\color{#d91a1a}-5.28\%}$
test_creation_nested_2	47.2110μs	21.0210μs	47.5715 KOps/s	48.9843 KOps/s	$\color{#d91a1a}-2.88\%$
test_clone	59.0110μs	29.4012μs	34.0122 KOps/s	33.5641 KOps/s	$\color{#35bf28}+1.34\%$
test_getitem[int]	1.3069ms	15.9602μs	62.6559 KOps/s	61.6586 KOps/s	$\color{#35bf28}+1.62\%$
test_getitem[slice_int]	0.1196ms	27.1910μs	36.7769 KOps/s	37.0718 KOps/s	$\color{#d91a1a}-0.80\%$
test_getitem[range]	0.2190ms	0.1101ms	9.0797 KOps/s	9.1494 KOps/s	$\color{#d91a1a}-0.76\%$
test_getitem[tuple]	0.1166ms	23.5987μs	42.3752 KOps/s	42.2090 KOps/s	$\color{#35bf28}+0.39\%$
test_getitem[list]	0.1988ms	97.9544μs	10.2088 KOps/s	10.1963 KOps/s	$\color{#35bf28}+0.12\%$
test_setitem_dim[int]	67.6210μs	45.3942μs	22.0292 KOps/s	22.1552 KOps/s	$\color{#d91a1a}-0.57\%$
test_setitem_dim[slice_int]	0.1001ms	66.5719μs	15.0214 KOps/s	14.8444 KOps/s	$\color{#35bf28}+1.19\%$
test_setitem_dim[range]	0.1738ms	0.1268ms	7.8880 KOps/s	7.8812 KOps/s	$\color{#35bf28}+0.09\%$
test_setitem_dim[tuple]	88.0110μs	61.0650μs	16.3760 KOps/s	16.3399 KOps/s	$\color{#35bf28}+0.22\%$
test_setitem	82.9120μs	43.0192μs	23.2454 KOps/s	23.5532 KOps/s	$\color{#d91a1a}-1.31\%$
test_set	83.0020μs	42.4016μs	23.5840 KOps/s	23.9533 KOps/s	$\color{#d91a1a}-1.54\%$
test_set_shared	0.3083ms	51.3038μs	19.4917 KOps/s	19.2732 KOps/s	$\color{#35bf28}+1.13\%$
test_update	93.7510μs	51.2990μs	19.4935 KOps/s	19.8010 KOps/s	$\color{#d91a1a}-1.55\%$
test_update_nested	91.2820μs	58.6683μs	17.0450 KOps/s	17.6523 KOps/s	$\color{#d91a1a}-3.44\%$
test_update__nested	97.2410μs	60.5091μs	16.5264 KOps/s	16.8470 KOps/s	$\color{#d91a1a}-1.90\%$
test_set_nested	80.5320μs	44.7858μs	22.3285 KOps/s	22.8653 KOps/s	$\color{#d91a1a}-2.35\%$
test_set_nested_new	84.2720μs	48.2859μs	20.7100 KOps/s	20.9243 KOps/s	$\color{#d91a1a}-1.02\%$
test_select	0.1017ms	61.9894μs	16.1318 KOps/s	16.3019 KOps/s	$\color{#d91a1a}-1.04\%$
test_select_nested	0.5746ms	42.6454μs	23.4492 KOps/s	23.0602 KOps/s	$\color{#35bf28}+1.69\%$
test_exclude_nested	95.7420μs	60.3953μs	16.5576 KOps/s	16.7444 KOps/s	$\color{#d91a1a}-1.12\%$
test_empty[True]	0.2947ms	0.2443ms	4.0929 KOps/s	4.0742 KOps/s	$\color{#35bf28}+0.46\%$
test_empty[False]	2.9130μs	0.7409μs	1.3497 MOps/s	1.3164 MOps/s	$\color{#35bf28}+2.53\%$
test_to	55.1410μs	25.5370μs	39.1589 KOps/s	39.3872 KOps/s	$\color{#d91a1a}-0.58\%$
test_to_nonblocking	53.5010μs	23.6045μs	42.3647 KOps/s	40.7979 KOps/s	$\color{#35bf28}+3.84\%$
test_unbind_speed	0.3418ms	0.2806ms	3.5641 KOps/s	3.5801 KOps/s	$\color{#d91a1a}-0.45\%$
test_unbind_speed_stack0	0.3401ms	0.2690ms	3.7171 KOps/s	3.7067 KOps/s	$\color{#35bf28}+0.28\%$
test_unbind_speed_stack1	0.6790ms	0.6381ms	1.5671 KOps/s	1.4394 KOps/s	$\textbf{\color{#35bf28}+8.87\%}$
test_split	94.0752ms	2.1532ms	464.4348 Ops/s	464.4564 Ops/s	$-0.00\%$
test_chunk	93.4650ms	2.1602ms	462.9161 Ops/s	459.2503 Ops/s	$\color{#35bf28}+0.80\%$
test_creation[device0]	0.3413ms	0.1251ms	7.9952 KOps/s	7.9681 KOps/s	$\color{#35bf28}+0.34\%$
test_creation_from_tensor	0.3378ms	0.1274ms	7.8464 KOps/s	7.8061 KOps/s	$\color{#35bf28}+0.52\%$
test_add_one[memmap_tensor0]	0.2403ms	8.7728μs	113.9892 KOps/s	117.4325 KOps/s	$\color{#d91a1a}-2.93\%$
test_contiguous[memmap_tensor0]	30.2710μs	2.2207μs	450.3147 KOps/s	454.5871 KOps/s	$\color{#d91a1a}-0.94\%$
test_stack[memmap_tensor0]	39.4910μs	6.6089μs	151.3100 KOps/s	150.6485 KOps/s	$\color{#35bf28}+0.44\%$
test_memmaptd_index	1.1517ms	0.4204ms	2.3788 KOps/s	2.3813 KOps/s	$\color{#d91a1a}-0.10\%$
test_memmaptd_index_astensor	0.9534ms	0.4778ms	2.0929 KOps/s	2.0832 KOps/s	$\color{#35bf28}+0.46\%$
test_memmaptd_index_op	1.4215ms	1.0489ms	953.3441 Ops/s	976.2743 Ops/s	$\color{#d91a1a}-2.35\%$
test_serialize_model	0.1298s	0.1292s	7.7403 Ops/s	7.7165 Ops/s	$\color{#35bf28}+0.31\%$
test_serialize_model_pickle	1.3606s	1.2189s	0.8204 Ops/s	0.8247 Ops/s	$\color{#d91a1a}-0.52\%$
test_serialize_weights	0.2213s	0.1419s	7.0465 Ops/s	7.6758 Ops/s	$\textbf{\color{#d91a1a}-8.20\%}$
test_serialize_weights_returnearly	0.2162s	55.6281ms	17.9765 Ops/s	16.2658 Ops/s	$\textbf{\color{#35bf28}+10.52\%}$
test_serialize_weights_pickle	1.3757s	1.2166s	0.8220 Ops/s	0.8139 Ops/s	$\color{#35bf28}+1.00\%$
test_reshape_pytree	71.2610μs	35.7951μs	27.9368 KOps/s	28.2200 KOps/s	$\color{#d91a1a}-1.00\%$
test_reshape_td	0.4226ms	42.2475μs	23.6701 KOps/s	23.8460 KOps/s	$\color{#d91a1a}-0.74\%$
test_view_pytree	62.2510μs	35.4919μs	28.1755 KOps/s	28.0069 KOps/s	$\color{#35bf28}+0.60\%$
test_view_td	0.4388ms	47.5306μs	21.0391 KOps/s	21.0635 KOps/s	$\color{#d91a1a}-0.12\%$
test_unbind_pytree	75.2110μs	34.8218μs	28.7176 KOps/s	29.0371 KOps/s	$\color{#d91a1a}-1.10\%$
test_unbind_td	0.4249ms	43.7699μs	22.8467 KOps/s	23.6352 KOps/s	$\color{#d91a1a}-3.34\%$
test_split_pytree	90.6010μs	46.3859μs	21.5583 KOps/s	21.4822 KOps/s	$\color{#35bf28}+0.35\%$
test_split_td	0.6660ms	56.0938μs	17.8273 KOps/s	18.0502 KOps/s	$\color{#d91a1a}-1.24\%$
test_add_pytree	95.3910μs	57.9688μs	17.2507 KOps/s	17.4350 KOps/s	$\color{#d91a1a}-1.06\%$
test_add_td	0.4929ms	93.8494μs	10.6554 KOps/s	10.8605 KOps/s	$\color{#d91a1a}-1.89\%$
test_compile_add_one_nested[tensordict-compile]	0.4131ms	0.2105ms	4.7503 KOps/s	4.7879 KOps/s	$\color{#d91a1a}-0.78\%$
test_compile_add_one_nested[tensordict-eager]	0.5491ms	0.1505ms	6.6465 KOps/s	6.6148 KOps/s	$\color{#35bf28}+0.48\%$
test_compile_add_one_nested[pytree-compile]	0.1858ms	0.1455ms	6.8744 KOps/s	6.8691 KOps/s	$\color{#35bf28}+0.08\%$
test_compile_add_one_nested[pytree-eager]	0.5856ms	0.1869ms	5.3491 KOps/s	5.0325 KOps/s	$\textbf{\color{#35bf28}+6.29\%}$
test_compile_copy_nested[tensordict-compile]	49.4210μs	21.4795μs	46.5560 KOps/s	46.5285 KOps/s	$\color{#35bf28}+0.06\%$
test_compile_copy_nested[tensordict-eager]	0.4347ms	43.0468μs	23.2306 KOps/s	22.6780 KOps/s	$\color{#35bf28}+2.44\%$
test_compile_copy_nested[pytree-compile]	0.2624ms	64.9106μs	15.4058 KOps/s	15.8480 KOps/s	$\color{#d91a1a}-2.79\%$
test_compile_copy_nested[pytree-eager]	0.4329ms	49.7606μs	20.0962 KOps/s	20.4889 KOps/s	$\color{#d91a1a}-1.92\%$
test_compile_add_one_flat[tensordict-compile]	0.7154ms	0.3187ms	3.1376 KOps/s	3.1542 KOps/s	$\color{#d91a1a}-0.52\%$
test_compile_add_one_flat[tensordict-eager]	0.6047ms	0.2088ms	4.7882 KOps/s	4.6235 KOps/s	$\color{#35bf28}+3.56\%$
test_compile_add_one_flat[tensorclass-compile]	0.1649ms	0.1284ms	7.7898 KOps/s	7.3918 KOps/s	$\textbf{\color{#35bf28}+5.38\%}$
test_compile_add_one_flat[tensorclass-eager]	0.4643ms	59.8903μs	16.6972 KOps/s	15.7980 KOps/s	$\textbf{\color{#35bf28}+5.69\%}$
test_compile_add_one_flat[pytree-compile]	0.4905ms	0.3188ms	3.1369 KOps/s	3.1498 KOps/s	$\color{#d91a1a}-0.41\%$
test_compile_add_one_flat[pytree-eager]	0.7238ms	0.6291ms	1.5895 KOps/s	1.5918 KOps/s	$\color{#d91a1a}-0.15\%$
test_compile_add_self_flat[tensordict-eager]	0.3576ms	0.2480ms	4.0330 KOps/s	4.0085 KOps/s	$\color{#35bf28}+0.61\%$
test_compile_add_self_flat[tensordict-compile]	0.3651ms	0.3164ms	3.1608 KOps/s	3.0211 KOps/s	$\color{#35bf28}+4.62\%$
test_compile_add_self_flat[tensorclass-eager]	0.1217ms	69.8409μs	14.3183 KOps/s	13.8600 KOps/s	$\color{#35bf28}+3.31\%$
test_compile_add_self_flat[tensorclass-compile]	0.1916ms	0.1282ms	7.7998 KOps/s	7.7777 KOps/s	$\color{#35bf28}+0.28\%$
test_compile_add_self_flat[pytree-eager]	0.6264ms	0.5411ms	1.8482 KOps/s	1.8550 KOps/s	$\color{#d91a1a}-0.36\%$
test_compile_add_self_flat[pytree-compile]	0.3715ms	0.3156ms	3.1690 KOps/s	3.1587 KOps/s	$\color{#35bf28}+0.33\%$
test_compile_copy_flat[tensordict-compile]	89.4310μs	18.0793μs	55.3118 KOps/s	54.4360 KOps/s	$\color{#35bf28}+1.61\%$
test_compile_copy_flat[tensordict-eager]	0.1000ms	26.7165μs	37.4301 KOps/s	36.7716 KOps/s	$\color{#35bf28}+1.79\%$
test_compile_copy_flat[pytree-compile]	0.1322ms	70.0555μs	14.2744 KOps/s	14.2311 KOps/s	$\color{#35bf28}+0.30\%$
test_compile_copy_flat[pytree-eager]	84.8920μs	51.2267μs	19.5211 KOps/s	19.5633 KOps/s	$\color{#d91a1a}-0.22\%$
test_compile_assign_and_add[tensordict-compile]	2.2972ms	0.8119ms	1.2316 KOps/s	1.1235 KOps/s	$\textbf{\color{#35bf28}+9.62\%}$
test_compile_assign_and_add[tensordict-eager]	3.5458ms	3.2310ms	309.5042 Ops/s	319.4211 Ops/s	$\color{#d91a1a}-3.10\%$
test_compile_assign_and_add[pytree-compile]	2.2627ms	0.8079ms	1.2378 KOps/s	1.1250 KOps/s	$\textbf{\color{#35bf28}+10.02\%}$
test_compile_assign_and_add[pytree-eager]	3.2521ms	3.1809ms	314.3755 Ops/s	311.3846 Ops/s	$\color{#35bf28}+0.96\%$
test_compile_indexing[tensor-tensordict-compile]	0.1669ms	0.1099ms	9.1024 KOps/s	9.1847 KOps/s	$\color{#d91a1a}-0.90\%$
test_compile_indexing[tensor-tensordict-eager]	0.1864ms	60.6886μs	16.4776 KOps/s	16.3259 KOps/s	$\color{#35bf28}+0.93\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1381ms	0.1038ms	9.6375 KOps/s	9.6208 KOps/s	$\color{#35bf28}+0.17\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1540ms	42.8503μs	23.3370 KOps/s	21.8671 KOps/s	$\textbf{\color{#35bf28}+6.72\%}$
test_compile_indexing[tensor-pytree-compile]	0.1626ms	0.1049ms	9.5312 KOps/s	9.2340 KOps/s	$\color{#35bf28}+3.22\%$
test_compile_indexing[tensor-pytree-eager]	93.4420μs	42.4760μs	23.5427 KOps/s	22.8597 KOps/s	$\color{#35bf28}+2.99\%$
test_compile_indexing[slice-tensordict-compile]	0.1784ms	0.1374ms	7.2784 KOps/s	7.2634 KOps/s	$\color{#35bf28}+0.21\%$
test_compile_indexing[slice-tensordict-eager]	0.1666ms	24.8982μs	40.1636 KOps/s	39.9213 KOps/s	$\color{#35bf28}+0.61\%$
test_compile_indexing[slice-tensorclass-compile]	0.1792ms	0.1302ms	7.6829 KOps/s	7.6432 KOps/s	$\color{#35bf28}+0.52\%$
test_compile_indexing[slice-tensorclass-eager]	57.9310μs	20.6954μs	48.3199 KOps/s	47.8878 KOps/s	$\color{#35bf28}+0.90\%$
test_compile_indexing[slice-pytree-compile]	0.1815ms	0.1313ms	7.6177 KOps/s	7.4496 KOps/s	$\color{#35bf28}+2.26\%$
test_compile_indexing[slice-pytree-eager]	84.4710μs	20.6005μs	48.5426 KOps/s	47.0439 KOps/s	$\color{#35bf28}+3.19\%$
test_compile_indexing[int-tensordict-compile]	0.1753ms	0.1383ms	7.2296 KOps/s	7.2190 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_indexing[int-tensordict-eager]	0.5322ms	24.6684μs	40.5377 KOps/s	39.6789 KOps/s	$\color{#35bf28}+2.16\%$
test_compile_indexing[int-tensorclass-compile]	0.2829ms	0.1313ms	7.6178 KOps/s	7.5412 KOps/s	$\color{#35bf28}+1.02\%$
test_compile_indexing[int-tensorclass-eager]	56.2700μs	20.6794μs	48.3572 KOps/s	48.5992 KOps/s	$\color{#d91a1a}-0.50\%$
test_compile_indexing[int-pytree-compile]	0.1957ms	0.1311ms	7.6266 KOps/s	7.3933 KOps/s	$\color{#35bf28}+3.15\%$
test_compile_indexing[int-pytree-eager]	57.1010μs	20.3913μs	49.0405 KOps/s	48.1782 KOps/s	$\color{#35bf28}+1.79\%$
test_mod_add[eager]	79.2720μs	32.1709μs	31.0840 KOps/s	31.4233 KOps/s	$\color{#d91a1a}-1.08\%$
test_mod_add[compile]	0.2232ms	71.1515μs	14.0545 KOps/s	13.6349 KOps/s	$\color{#35bf28}+3.08\%$
test_mod_add[compile-overhead]	0.2671ms	0.1362ms	7.3406 KOps/s	7.0298 KOps/s	$\color{#35bf28}+4.42\%$
test_mod_wrap[eager]	0.3231ms	0.2370ms	4.2194 KOps/s	3.9099 KOps/s	$\textbf{\color{#35bf28}+7.92\%}$
test_mod_wrap[compile]	0.6992ms	0.2990ms	3.3440 KOps/s	3.3648 KOps/s	$\color{#d91a1a}-0.62\%$
test_mod_wrap[compile-overhead]	7.5751ms	3.9957ms	250.2710 Ops/s	253.7883 Ops/s	$\color{#d91a1a}-1.39\%$
test_mod_wrap_and_backward[eager]	1.7440ms	1.3481ms	741.7587 Ops/s	687.2420 Ops/s	$\textbf{\color{#35bf28}+7.93\%}$
test_mod_wrap_and_backward[compile]	1.7169ms	1.3176ms	758.9669 Ops/s	695.9793 Ops/s	$\textbf{\color{#35bf28}+9.05\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3112ms	0.8915ms	1.1217 KOps/s	947.5567 Ops/s	$\textbf{\color{#35bf28}+18.37\%}$
test_seq_add[eager]	0.1506ms	97.8678μs	10.2179 KOps/s	10.0308 KOps/s	$\color{#35bf28}+1.86\%$
test_seq_add[compile]	0.1388ms	81.4139μs	12.2829 KOps/s	12.1687 KOps/s	$\color{#35bf28}+0.94\%$
test_seq_add[compile-overhead]	0.1633ms	0.1134ms	8.8203 KOps/s	8.6802 KOps/s	$\color{#35bf28}+1.61\%$
test_seq_wrap[eager]	0.4745ms	0.3751ms	2.6662 KOps/s	2.5769 KOps/s	$\color{#35bf28}+3.47\%$
test_seq_wrap[compile]	0.3993ms	0.3090ms	3.2362 KOps/s	3.1599 KOps/s	$\color{#35bf28}+2.41\%$
test_seq_wrap[compile-overhead]	0.2862ms	0.2187ms	4.5724 KOps/s	4.5844 KOps/s	$\color{#d91a1a}-0.26\%$
test_func_call_runtime[False-eager]	0.8098ms	0.7151ms	1.3983 KOps/s	1.3426 KOps/s	$\color{#35bf28}+4.15\%$
test_func_call_runtime[False-compile]	0.9267ms	0.7719ms	1.2955 KOps/s	1.2705 KOps/s	$\color{#35bf28}+1.97\%$
test_func_call_runtime[False-compile-overhead]	0.4022ms	0.3549ms	2.8179 KOps/s	2.7991 KOps/s	$\color{#35bf28}+0.67\%$
test_func_call_runtime[True-eager]	1.0246ms	0.8821ms	1.1336 KOps/s	1.1020 KOps/s	$\color{#35bf28}+2.87\%$
test_func_call_runtime[True-compile]	1.0332ms	0.7953ms	1.2574 KOps/s	1.2380 KOps/s	$\color{#35bf28}+1.57\%$
test_func_call_runtime[True-compile-overhead]	0.5146ms	0.3766ms	2.6551 KOps/s	2.6598 KOps/s	$\color{#d91a1a}-0.18\%$
test_func_call_cm_runtime[False-eager]	0.8581ms	0.7175ms	1.3936 KOps/s	1.3472 KOps/s	$\color{#35bf28}+3.45\%$
test_func_call_cm_runtime[False-compile]	0.9773ms	0.7732ms	1.2934 KOps/s	1.2647 KOps/s	$\color{#35bf28}+2.27\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4929ms	0.3569ms	2.8016 KOps/s	2.7923 KOps/s	$\color{#35bf28}+0.33\%$
test_func_call_cm_runtime[True-eager]	1.1196ms	0.9679ms	1.0332 KOps/s	992.2607 Ops/s	$\color{#35bf28}+4.12\%$
test_func_call_cm_runtime[True-compile]	0.9570ms	0.8239ms	1.2137 KOps/s	1.1907 KOps/s	$\color{#35bf28}+1.93\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4763ms	0.4024ms	2.4853 KOps/s	2.4770 KOps/s	$\color{#35bf28}+0.33\%$
test_vmap_func_call_cm_runtime[eager]	2.4851ms	2.0521ms	487.3107 Ops/s	477.7378 Ops/s	$\color{#35bf28}+2.00\%$
test_vmap_func_call_cm_runtime[compile]	1.2466ms	0.8392ms	1.1916 KOps/s	1.1149 KOps/s	$\textbf{\color{#35bf28}+6.88\%}$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4934ms	0.4068ms	2.4585 KOps/s	2.4390 KOps/s	$\color{#35bf28}+0.80\%$
test_distributed	4.2306ms	0.1971ms	5.0746 KOps/s	8.4422 KOps/s	$\textbf{\color{#d91a1a}-39.89\%}$
test_tdmodule	55.1310μs	15.4623μs	64.6734 KOps/s	61.6996 KOps/s	$\color{#35bf28}+4.82\%$
test_tdmodule_dispatch	50.0610μs	30.4262μs	32.8664 KOps/s	34.1244 KOps/s	$\color{#d91a1a}-3.69\%$
test_tdseq	37.9310μs	15.9731μs	62.6051 KOps/s	62.1004 KOps/s	$\color{#35bf28}+0.81\%$
test_tdseq_dispatch	56.8510μs	32.6544μs	30.6237 KOps/s	30.9775 KOps/s	$\color{#d91a1a}-1.14\%$
test_instantiation_functorch	1.9589ms	1.8483ms	541.0362 Ops/s	534.0351 Ops/s	$\color{#35bf28}+1.31\%$
test_instantiation_td	1.8533ms	1.2240ms	816.9686 Ops/s	834.2453 Ops/s	$\color{#d91a1a}-2.07\%$
test_exec_functorch	0.3182ms	0.2187ms	4.5725 KOps/s	4.7479 KOps/s	$\color{#d91a1a}-3.69\%$
test_exec_functional_call	0.2782ms	0.2213ms	4.5193 KOps/s	4.7969 KOps/s	$\textbf{\color{#d91a1a}-5.79\%}$
test_exec_td	0.2833ms	0.2250ms	4.4436 KOps/s	4.6224 KOps/s	$\color{#d91a1a}-3.87\%$
test_exec_td_decorator	0.5717ms	0.2674ms	3.7395 KOps/s	3.8682 KOps/s	$\color{#d91a1a}-3.33\%$
test_vmap_mlp_speed[True-True]	0.8220ms	0.6957ms	1.4374 KOps/s	1.4595 KOps/s	$\color{#d91a1a}-1.51\%$
test_vmap_mlp_speed[True-False]	0.7656ms	0.6825ms	1.4651 KOps/s	1.4558 KOps/s	$\color{#35bf28}+0.64\%$
test_vmap_mlp_speed[False-True]	0.6333ms	0.5700ms	1.7543 KOps/s	1.7303 KOps/s	$\color{#35bf28}+1.39\%$
test_vmap_mlp_speed[False-False]	0.6179ms	0.5716ms	1.7493 KOps/s	1.7335 KOps/s	$\color{#35bf28}+0.92\%$
test_vmap_mlp_speed_decorator[True-True]	1.2009ms	0.6691ms	1.4946 KOps/s	1.4809 KOps/s	$\color{#35bf28}+0.93\%$
test_vmap_mlp_speed_decorator[True-False]	0.7925ms	0.6707ms	1.4910 KOps/s	1.4746 KOps/s	$\color{#35bf28}+1.11\%$
test_vmap_mlp_speed_decorator[False-True]	0.6917ms	0.5853ms	1.7084 KOps/s	1.6868 KOps/s	$\color{#35bf28}+1.28\%$
test_vmap_mlp_speed_decorator[False-False]	0.7121ms	0.5908ms	1.6925 KOps/s	1.6893 KOps/s	$\color{#35bf28}+0.19\%$
test_vmap_transformer_speed[True-True]	9.1597ms	8.3333ms	120.0008 Ops/s	119.0690 Ops/s	$\color{#35bf28}+0.78\%$
test_vmap_transformer_speed[True-False]	8.3100ms	8.2573ms	121.1046 Ops/s	119.3712 Ops/s	$\color{#35bf28}+1.45\%$
test_vmap_transformer_speed[False-True]	8.1274ms	8.0612ms	124.0511 Ops/s	122.3798 Ops/s	$\color{#35bf28}+1.37\%$
test_vmap_transformer_speed[False-False]	8.1691ms	8.0779ms	123.7947 Ops/s	122.0096 Ops/s	$\color{#35bf28}+1.46\%$
test_vmap_transformer_speed_decorator[True-True]	20.0525ms	19.3018ms	51.8087 Ops/s	51.3629 Ops/s	$\color{#35bf28}+0.87\%$
test_vmap_transformer_speed_decorator[True-False]	19.4321ms	19.3628ms	51.6453 Ops/s	51.0118 Ops/s	$\color{#35bf28}+1.24\%$
test_vmap_transformer_speed_decorator[False-True]	19.2859ms	19.2113ms	52.0527 Ops/s	51.7465 Ops/s	$\color{#35bf28}+0.59\%$
test_vmap_transformer_speed_decorator[False-False]	19.3091ms	19.2040ms	52.0724 Ops/s	51.6986 Ops/s	$\color{#35bf28}+0.72\%$
test_to_module_speed[True]	2.0240ms	0.9417ms	1.0620 KOps/s	1.0371 KOps/s	$\color{#35bf28}+2.40\%$
test_to_module_speed[False]	1.0160ms	0.9171ms	1.0903 KOps/s	1.0695 KOps/s	$\color{#35bf28}+1.95\%$
test_tc_init	73.1410μs	36.2384μs	27.5950 KOps/s	28.1108 KOps/s	$\color{#d91a1a}-1.83\%$
test_tc_init_nested	0.1055ms	73.1124μs	13.6776 KOps/s	13.6855 KOps/s	$\color{#d91a1a}-0.06\%$
test_tc_first_layer_tensor	15.5131μs	0.6906μs	1.4479 MOps/s	1.4508 MOps/s	$\color{#d91a1a}-0.20\%$
test_tc_first_layer_nontensor	33.1700μs	2.2495μs	444.5510 KOps/s	447.5195 KOps/s	$\color{#d91a1a}-0.66\%$
test_tc_second_layer_tensor	7.2525μs	1.3792μs	725.0404 KOps/s	722.4722 KOps/s	$\color{#35bf28}+0.36\%$
test_tc_second_layer_nontensor	28.9710μs	2.9239μs	342.0086 KOps/s	340.4652 KOps/s	$\color{#35bf28}+0.45\%$
test_unbind	0.1952s	10.9018ms	91.7278 Ops/s	101.4254 Ops/s	$\textbf{\color{#d91a1a}-9.56\%}$
test_full_like	0.6491ms	0.5739ms	1.7424 KOps/s	1.7374 KOps/s	$\color{#35bf28}+0.29\%$
test_zeros_like	0.2635ms	0.1979ms	5.0543 KOps/s	5.0523 KOps/s	$\color{#35bf28}+0.04\%$
test_ones_like	0.2319ms	0.1977ms	5.0591 KOps/s	5.0570 KOps/s	$\color{#35bf28}+0.04\%$
test_clone	0.4577ms	0.4144ms	2.4131 KOps/s	2.4140 KOps/s	$\color{#d91a1a}-0.04\%$
test_squeeze	36.1910μs	9.6456μs	103.6747 KOps/s	102.9745 KOps/s	$\color{#35bf28}+0.68\%$
test_unsqueeze	0.2167ms	75.1298μs	13.3103 KOps/s	13.3092 KOps/s	$+0.01\%$
test_split	0.4489ms	0.1599ms	6.2557 KOps/s	6.3777 KOps/s	$\color{#d91a1a}-1.91\%$
test_permute	0.2489ms	0.1804ms	5.5438 KOps/s	5.5986 KOps/s	$\color{#d91a1a}-0.98\%$
test_stack	1.2680ms	0.8554ms	1.1690 KOps/s	1.1415 KOps/s	$\color{#35bf28}+2.41\%$
test_cat	1.2654ms	1.2315ms	812.0003 Ops/s	811.8053 Ops/s	$\color{#35bf28}+0.02\%$