[Test] Ignore annoying jit_utils warning with device context manager

[vmoens]

Stack from ghstack (oldest at bottom):

• -> [Test] Ignore annoying jit_utils warning with device context manager #1151

[vmoens]

Related to pytorch/pytorch#140702
Should be reverted once it's solved

[github-actions]

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}9$. Worsened: $\large\color{#d91a1a}29$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	41.5970μs	21.7470μs	45.9833 KOps/s	49.3358 KOps/s	$\textbf{\color{#d91a1a}-6.80\%}$
test_plain_set_stack_nested	4.6409ms	21.7447μs	45.9883 KOps/s	47.9692 KOps/s	$\color{#d91a1a}-4.13\%$
test_plain_set_nested_inplace	68.2130μs	22.9212μs	43.6277 KOps/s	44.4097 KOps/s	$\color{#d91a1a}-1.76\%$
test_plain_set_stack_nested_inplace	57.3070μs	22.9437μs	43.5849 KOps/s	44.8790 KOps/s	$\color{#d91a1a}-2.88\%$
test_items	22.9430μs	4.0687μs	245.7769 KOps/s	240.7262 KOps/s	$\color{#35bf28}+2.10\%$
test_items_nested	0.5260ms	0.4045ms	2.4719 KOps/s	2.4333 KOps/s	$\color{#35bf28}+1.59\%$
test_items_nested_locked	0.7373ms	0.4056ms	2.4656 KOps/s	2.4330 KOps/s	$\color{#35bf28}+1.34\%$
test_items_nested_leaf	0.1457ms	75.6783μs	13.2138 KOps/s	12.9296 KOps/s	$\color{#35bf28}+2.20\%$
test_items_stack_nested	0.5232ms	0.4049ms	2.4695 KOps/s	2.4348 KOps/s	$\color{#35bf28}+1.43\%$
test_items_stack_nested_leaf	0.1570ms	77.4890μs	12.9051 KOps/s	12.3234 KOps/s	$\color{#35bf28}+4.72\%$
test_items_stack_nested_locked	0.7439ms	0.4112ms	2.4320 KOps/s	2.4219 KOps/s	$\color{#35bf28}+0.42\%$
test_keys	31.9890μs	3.4901μs	286.5268 KOps/s	283.0070 KOps/s	$\color{#35bf28}+1.24\%$
test_keys_nested	0.2965ms	0.1668ms	5.9969 KOps/s	5.8582 KOps/s	$\color{#35bf28}+2.37\%$
test_keys_nested_locked	1.8242ms	0.1726ms	5.7931 KOps/s	5.6630 KOps/s	$\color{#35bf28}+2.30\%$
test_keys_nested_leaf	0.2332ms	0.1459ms	6.8517 KOps/s	6.8014 KOps/s	$\color{#35bf28}+0.74\%$
test_keys_stack_nested	0.2918ms	0.1657ms	6.0335 KOps/s	6.0886 KOps/s	$\color{#d91a1a}-0.90\%$
test_keys_stack_nested_leaf	0.2371ms	0.1444ms	6.9245 KOps/s	7.0605 KOps/s	$\color{#d91a1a}-1.93\%$
test_keys_stack_nested_locked	0.2980ms	0.1707ms	5.8587 KOps/s	5.8275 KOps/s	$\color{#35bf28}+0.54\%$
test_values	6.2736μs	1.0540μs	948.7240 KOps/s	955.9533 KOps/s	$\color{#d91a1a}-0.76\%$
test_values_nested	0.1178ms	61.8713μs	16.1626 KOps/s	15.9795 KOps/s	$\color{#35bf28}+1.15\%$
test_values_nested_locked	0.1326ms	61.8378μs	16.1713 KOps/s	15.9153 KOps/s	$\color{#35bf28}+1.61\%$
test_values_nested_leaf	0.1267ms	71.8962μs	13.9089 KOps/s	13.7147 KOps/s	$\color{#35bf28}+1.42\%$
test_values_stack_nested	0.1193ms	63.1705μs	15.8302 KOps/s	15.5174 KOps/s	$\color{#35bf28}+2.02\%$
test_values_stack_nested_leaf	0.1265ms	72.2279μs	13.8451 KOps/s	12.7473 KOps/s	$\textbf{\color{#35bf28}+8.61\%}$
test_values_stack_nested_locked	0.1226ms	63.1870μs	15.8260 KOps/s	15.4352 KOps/s	$\color{#35bf28}+2.53\%$
test_membership	27.9420μs	0.8701μs	1.1493 MOps/s	1.1005 MOps/s	$\color{#35bf28}+4.44\%$
test_membership_nested	31.1780μs	2.9241μs	341.9804 KOps/s	344.7587 KOps/s	$\color{#d91a1a}-0.81\%$
test_membership_nested_leaf	0.1286ms	2.9652μs	337.2462 KOps/s	340.4586 KOps/s	$\color{#d91a1a}-0.94\%$
test_membership_stacked_nested	28.3630μs	2.9066μs	344.0441 KOps/s	345.3784 KOps/s	$\color{#d91a1a}-0.39\%$
test_membership_stacked_nested_leaf	29.1150μs	2.9449μs	339.5727 KOps/s	345.9265 KOps/s	$\color{#d91a1a}-1.84\%$
test_membership_nested_last	38.0100μs	4.3053μs	232.2732 KOps/s	225.0423 KOps/s	$\color{#35bf28}+3.21\%$
test_membership_nested_leaf_last	34.3040μs	4.3566μs	229.5383 KOps/s	228.1381 KOps/s	$\color{#35bf28}+0.61\%$
test_membership_stacked_nested_last	26.9700μs	4.3448μs	230.1616 KOps/s	73.0938 KOps/s	$\textbf{\color{#35bf28}+214.89\%}$
test_membership_stacked_nested_leaf_last	32.1500μs	4.3833μs	228.1404 KOps/s	70.1488 KOps/s	$\textbf{\color{#35bf28}+225.22\%}$
test_nested_getleaf	38.6620μs	10.6488μs	93.9069 KOps/s	90.0397 KOps/s	$\color{#35bf28}+4.30\%$
test_nested_get	0.1272ms	10.1302μs	98.7147 KOps/s	94.5070 KOps/s	$\color{#35bf28}+4.45\%$
test_stacked_getleaf	49.6080μs	10.7184μs	93.2971 KOps/s	90.6124 KOps/s	$\color{#35bf28}+2.96\%$
test_stacked_get	30.2570μs	10.0757μs	99.2490 KOps/s	94.6418 KOps/s	$\color{#35bf28}+4.87\%$
test_nested_getitemleaf	39.8340μs	11.0660μs	90.3668 KOps/s	86.4077 KOps/s	$\color{#35bf28}+4.58\%$
test_nested_getitem	56.6790μs	10.4125μs	96.0384 KOps/s	91.7080 KOps/s	$\color{#35bf28}+4.72\%$
test_stacked_getitemleaf	44.9740μs	10.9967μs	90.9367 KOps/s	86.2375 KOps/s	$\textbf{\color{#35bf28}+5.45\%}$
test_stacked_getitem	54.6780μs	10.2122μs	97.9222 KOps/s	92.8844 KOps/s	$\textbf{\color{#35bf28}+5.42\%}$
test_lock_nested	4.2838ms	0.4643ms	2.1536 KOps/s	2.1801 KOps/s	$\color{#d91a1a}-1.22\%$
test_lock_stack_nested	0.6841ms	0.4304ms	2.3237 KOps/s	2.3772 KOps/s	$\color{#d91a1a}-2.25\%$
test_unlock_nested	0.7386ms	0.3797ms	2.6336 KOps/s	2.6086 KOps/s	$\color{#35bf28}+0.96\%$
test_unlock_stack_nested	0.7074ms	0.3510ms	2.8491 KOps/s	2.9607 KOps/s	$\color{#d91a1a}-3.77\%$
test_flatten_speed	0.1850ms	97.7135μs	10.2340 KOps/s	9.8871 KOps/s	$\color{#35bf28}+3.51\%$
test_unflatten_speed	0.6484ms	0.5303ms	1.8856 KOps/s	1.8384 KOps/s	$\color{#35bf28}+2.57\%$
test_common_ops	4.6736ms	0.8447ms	1.1839 KOps/s	1.2968 KOps/s	$\textbf{\color{#d91a1a}-8.71\%}$
test_creation	75.8810μs	2.4803μs	403.1712 KOps/s	393.3119 KOps/s	$\color{#35bf28}+2.51\%$
test_creation_empty	40.6460μs	12.9861μs	77.0052 KOps/s	98.2671 KOps/s	$\textbf{\color{#d91a1a}-21.64\%}$
test_creation_nested_1	77.4670μs	15.9727μs	62.6069 KOps/s	75.7998 KOps/s	$\textbf{\color{#d91a1a}-17.40\%}$
test_creation_nested_2	46.5570μs	20.7408μs	48.2142 KOps/s	56.6368 KOps/s	$\textbf{\color{#d91a1a}-14.87\%}$
test_clone	70.7410μs	13.8230μs	72.3432 KOps/s	74.3109 KOps/s	$\color{#d91a1a}-2.65\%$
test_getitem[int]	1.1541ms	12.8449μs	77.8519 KOps/s	79.0046 KOps/s	$\color{#d91a1a}-1.46\%$
test_getitem[slice_int]	0.1774ms	24.7135μs	40.4638 KOps/s	41.1742 KOps/s	$\color{#d91a1a}-1.73\%$
test_getitem[range]	0.1804ms	49.2586μs	20.3010 KOps/s	20.7719 KOps/s	$\color{#d91a1a}-2.27\%$
test_getitem[tuple]	0.1294ms	20.7886μs	48.1032 KOps/s	49.5017 KOps/s	$\color{#d91a1a}-2.83\%$
test_getitem[list]	0.2284ms	45.5714μs	21.9436 KOps/s	23.0003 KOps/s	$\color{#d91a1a}-4.59\%$
test_setitem_dim[int]	62.5670μs	26.8192μs	37.2867 KOps/s	39.5242 KOps/s	$\textbf{\color{#d91a1a}-5.66\%}$
test_setitem_dim[slice_int]	0.1066ms	53.9560μs	18.5336 KOps/s	18.8680 KOps/s	$\color{#d91a1a}-1.77\%$
test_setitem_dim[range]	0.1442ms	76.1011μs	13.1404 KOps/s	13.7689 KOps/s	$\color{#d91a1a}-4.56\%$
test_setitem_dim[tuple]	93.8750μs	42.8396μs	23.3429 KOps/s	24.4279 KOps/s	$\color{#d91a1a}-4.44\%$
test_setitem	89.3670μs	22.4255μs	44.5922 KOps/s	50.0809 KOps/s	$\textbf{\color{#d91a1a}-10.96\%}$
test_set	75.7010μs	21.2917μs	46.9666 KOps/s	51.7914 KOps/s	$\textbf{\color{#d91a1a}-9.32\%}$
test_set_shared	8.4156ms	0.1730ms	5.7809 KOps/s	5.9376 KOps/s	$\color{#d91a1a}-2.64\%$
test_update	0.1823ms	24.9694μs	40.0491 KOps/s	46.4628 KOps/s	$\textbf{\color{#d91a1a}-13.80\%}$
test_update_nested	0.1007ms	35.6550μs	28.0465 KOps/s	31.3728 KOps/s	$\textbf{\color{#d91a1a}-10.60\%}$
test_update__nested	0.7472ms	34.4311μs	29.0435 KOps/s	29.5224 KOps/s	$\color{#d91a1a}-1.62\%$
test_set_nested	92.8250μs	23.4340μs	42.6731 KOps/s	47.0798 KOps/s	$\textbf{\color{#d91a1a}-9.36\%}$
test_set_nested_new	75.9710μs	28.7675μs	34.7615 KOps/s	37.6763 KOps/s	$\textbf{\color{#d91a1a}-7.74\%}$
test_select	93.4140μs	45.6083μs	21.9258 KOps/s	23.1113 KOps/s	$\textbf{\color{#d91a1a}-5.13\%}$
test_select_nested	0.1305ms	63.1994μs	15.8229 KOps/s	15.5906 KOps/s	$\color{#35bf28}+1.49\%$
test_exclude_nested	0.2208ms	82.8188μs	12.0746 KOps/s	12.0778 KOps/s	$\color{#d91a1a}-0.03\%$
test_empty[True]	0.6000ms	0.4151ms	2.4091 KOps/s	2.3964 KOps/s	$\color{#35bf28}+0.53\%$
test_empty[False]	8.0575μs	1.4420μs	693.4592 KOps/s	697.4482 KOps/s	$\color{#d91a1a}-0.57\%$
test_unbind_speed	0.4656ms	0.2734ms	3.6571 KOps/s	3.6673 KOps/s	$\color{#d91a1a}-0.28\%$
test_unbind_speed_stack0	0.4217ms	0.2676ms	3.7369 KOps/s	3.8112 KOps/s	$\color{#d91a1a}-1.95\%$
test_unbind_speed_stack1	97.1384ms	0.8096ms	1.2351 KOps/s	1.4157 KOps/s	$\textbf{\color{#d91a1a}-12.75\%}$
test_split	1.7288ms	1.5853ms	630.7899 Ops/s	572.6109 Ops/s	$\textbf{\color{#35bf28}+10.16\%}$
test_chunk	98.5135ms	1.8888ms	529.4426 Ops/s	575.7366 Ops/s	$\textbf{\color{#d91a1a}-8.04\%}$
test_consolidate_njt[False-None]	8.9673ms	8.3095ms	120.3438 Ops/s	124.2010 Ops/s	$\color{#d91a1a}-3.11\%$
test_creation[device0]	0.1915ms	91.7002μs	10.9051 KOps/s	10.8691 KOps/s	$\color{#35bf28}+0.33\%$
test_creation_from_tensor	4.1956ms	94.9001μs	10.5374 KOps/s	10.7589 KOps/s	$\color{#d91a1a}-2.06\%$
test_add_one[memmap_tensor0]	0.2351ms	4.7440μs	210.7923 KOps/s	210.6993 KOps/s	$\color{#35bf28}+0.04\%$
test_contiguous[memmap_tensor0]	22.1910μs	0.5071μs	1.9720 MOps/s	1.9780 MOps/s	$\color{#d91a1a}-0.30\%$
test_stack[memmap_tensor0]	33.6630μs	3.3498μs	298.5278 KOps/s	301.6800 KOps/s	$\color{#d91a1a}-1.04\%$
test_memmaptd_index	1.0622ms	0.2382ms	4.1979 KOps/s	4.2410 KOps/s	$\color{#d91a1a}-1.02\%$
test_memmaptd_index_astensor	0.5672ms	0.3238ms	3.0883 KOps/s	3.1052 KOps/s	$\color{#d91a1a}-0.54\%$
test_memmaptd_index_op	0.9721ms	0.6105ms	1.6381 KOps/s	1.7984 KOps/s	$\textbf{\color{#d91a1a}-8.92\%}$
test_serialize_model	0.1286s	0.1164s	8.5901 Ops/s	8.7640 Ops/s	$\color{#d91a1a}-1.98\%$
test_serialize_model_pickle	0.4744s	0.4005s	2.4969 Ops/s	2.5612 Ops/s	$\color{#d91a1a}-2.51\%$
test_serialize_weights	0.1200s	0.1139s	8.7822 Ops/s	8.6907 Ops/s	$\color{#35bf28}+1.05\%$
test_serialize_weights_returnearly	0.1573s	0.1521s	6.5757 Ops/s	6.3197 Ops/s	$\color{#35bf28}+4.05\%$
test_serialize_weights_pickle	0.5625s	0.4386s	2.2800 Ops/s	2.5144 Ops/s	$\textbf{\color{#d91a1a}-9.32\%}$
test_serialize_weights_filesystem	0.1489s	0.1406s	7.1135 Ops/s	7.1045 Ops/s	$\color{#35bf28}+0.13\%$
test_serialize_model_filesystem	0.1557s	0.1461s	6.8444 Ops/s	6.0879 Ops/s	$\textbf{\color{#35bf28}+12.43\%}$
test_reshape_pytree	69.9900μs	26.8356μs	37.2640 KOps/s	36.8696 KOps/s	$\color{#35bf28}+1.07\%$
test_reshape_td	82.7520μs	33.1571μs	30.1594 KOps/s	29.4193 KOps/s	$\color{#35bf28}+2.52\%$
test_view_pytree	73.5070μs	27.2003μs	36.7643 KOps/s	36.9201 KOps/s	$\color{#d91a1a}-0.42\%$
test_view_td	76.7430μs	38.2417μs	26.1494 KOps/s	25.7155 KOps/s	$\color{#35bf28}+1.69\%$
test_unbind_pytree	79.7380μs	29.9792μs	33.3564 KOps/s	33.2002 KOps/s	$\color{#35bf28}+0.47\%$
test_unbind_td	0.3470ms	40.3923μs	24.7572 KOps/s	25.0284 KOps/s	$\color{#d91a1a}-1.08\%$
test_split_pytree	84.7780μs	29.3540μs	34.0669 KOps/s	33.6493 KOps/s	$\color{#35bf28}+1.24\%$
test_split_td	0.5560ms	45.4157μs	22.0188 KOps/s	22.0926 KOps/s	$\color{#d91a1a}-0.33\%$
test_add_pytree	80.4600μs	35.3320μs	28.3030 KOps/s	27.7032 KOps/s	$\color{#35bf28}+2.16\%$
test_add_td	0.1241ms	58.3415μs	17.1404 KOps/s	18.4896 KOps/s	$\textbf{\color{#d91a1a}-7.30\%}$
test_compile_add_one_nested[tensordict-compile]	0.1403ms	62.0120μs	16.1259 KOps/s	16.0938 KOps/s	$\color{#35bf28}+0.20\%$
test_compile_add_one_nested[tensordict-eager]	0.3702ms	0.1718ms	5.8194 KOps/s	5.7939 KOps/s	$\color{#35bf28}+0.44\%$
test_compile_add_one_nested[pytree-compile]	0.1342ms	45.9010μs	21.7860 KOps/s	21.8290 KOps/s	$\color{#d91a1a}-0.20\%$
test_compile_add_one_nested[pytree-eager]	0.2315ms	0.1178ms	8.4909 KOps/s	8.3880 KOps/s	$\color{#35bf28}+1.23\%$
test_compile_copy_nested[tensordict-compile]	79.1280μs	25.9635μs	38.5155 KOps/s	38.8322 KOps/s	$\color{#d91a1a}-0.82\%$
test_compile_copy_nested[tensordict-eager]	0.1123ms	58.4864μs	17.0980 KOps/s	17.3255 KOps/s	$\color{#d91a1a}-1.31\%$
test_compile_copy_nested[pytree-compile]	0.1670ms	79.4012μs	12.5943 KOps/s	12.5547 KOps/s	$\color{#35bf28}+0.32\%$
test_compile_copy_nested[pytree-eager]	0.1277ms	67.9290μs	14.7213 KOps/s	14.6078 KOps/s	$\color{#35bf28}+0.78\%$
test_compile_add_one_flat[tensordict-compile]	0.1832ms	0.1056ms	9.4667 KOps/s	9.5171 KOps/s	$\color{#d91a1a}-0.53\%$
test_compile_add_one_flat[tensordict-eager]	0.4222ms	0.2160ms	4.6289 KOps/s	4.5952 KOps/s	$\color{#35bf28}+0.73\%$
test_compile_add_one_flat[tensorclass-compile]	0.1227ms	45.6804μs	21.8912 KOps/s	22.9252 KOps/s	$\color{#d91a1a}-4.51\%$
test_compile_add_one_flat[tensorclass-eager]	0.4897ms	64.4507μs	15.5157 KOps/s	15.5719 KOps/s	$\color{#d91a1a}-0.36\%$
test_compile_add_one_flat[pytree-compile]	0.2036ms	0.1039ms	9.6272 KOps/s	9.7005 KOps/s	$\color{#d91a1a}-0.76\%$
test_compile_add_one_flat[pytree-eager]	0.3039ms	0.2008ms	4.9799 KOps/s	4.9818 KOps/s	$\color{#d91a1a}-0.04\%$
test_compile_add_self_flat[tensordict-eager]	0.3974ms	0.2334ms	4.2849 KOps/s	4.2578 KOps/s	$\color{#35bf28}+0.64\%$
test_compile_add_self_flat[tensordict-compile]	0.1993ms	0.1067ms	9.3724 KOps/s	9.5863 KOps/s	$\color{#d91a1a}-2.23\%$
test_compile_add_self_flat[tensorclass-eager]	0.1503ms	58.9313μs	16.9689 KOps/s	17.2560 KOps/s	$\color{#d91a1a}-1.66\%$
test_compile_add_self_flat[tensorclass-compile]	0.1105ms	45.4935μs	21.9812 KOps/s	22.7276 KOps/s	$\color{#d91a1a}-3.28\%$
test_compile_add_self_flat[pytree-eager]	0.6336ms	0.1606ms	6.2252 KOps/s	6.2908 KOps/s	$\color{#d91a1a}-1.04\%$
test_compile_add_self_flat[pytree-compile]	0.1956ms	0.1042ms	9.5993 KOps/s	9.6937 KOps/s	$\color{#d91a1a}-0.97\%$
test_compile_copy_flat[tensordict-compile]	77.5250μs	21.4927μs	46.5274 KOps/s	48.6225 KOps/s	$\color{#d91a1a}-4.31\%$
test_compile_copy_flat[tensordict-eager]	0.1314ms	66.1498μs	15.1172 KOps/s	15.2418 KOps/s	$\color{#d91a1a}-0.82\%$
test_compile_copy_flat[pytree-compile]	0.1730ms	79.9260μs	12.5116 KOps/s	12.0794 KOps/s	$\color{#35bf28}+3.58\%$
test_compile_copy_flat[pytree-eager]	0.1325ms	69.0176μs	14.4891 KOps/s	14.1104 KOps/s	$\color{#35bf28}+2.68\%$
test_compile_assign_and_add[tensordict-compile]	0.3562ms	0.2050ms	4.8781 KOps/s	4.9179 KOps/s	$\color{#d91a1a}-0.81\%$
test_compile_assign_and_add[tensordict-eager]	2.1032ms	1.3208ms	757.1250 Ops/s	759.7762 Ops/s	$\color{#d91a1a}-0.35\%$
test_compile_assign_and_add[pytree-compile]	0.3658ms	0.2082ms	4.8022 KOps/s	4.9783 KOps/s	$\color{#d91a1a}-3.54\%$
test_compile_assign_and_add[pytree-eager]	0.9620ms	0.7700ms	1.2987 KOps/s	1.3103 KOps/s	$\color{#d91a1a}-0.89\%$
test_compile_assign_and_add_stack[compile]	0.5588ms	0.4622ms	2.1637 KOps/s	2.2265 KOps/s	$\color{#d91a1a}-2.82\%$
test_compile_assign_and_add_stack[eager]	3.6345ms	2.8065ms	356.3140 Ops/s	384.7812 Ops/s	$\textbf{\color{#d91a1a}-7.40\%}$
test_compile_indexing[tensor-tensordict-compile]	97.5820μs	36.8498μs	27.1372 KOps/s	28.3399 KOps/s	$\color{#d91a1a}-4.24\%$
test_compile_indexing[tensor-tensordict-eager]	0.5285ms	33.7374μs	29.6407 KOps/s	30.6294 KOps/s	$\color{#d91a1a}-3.23\%$
test_compile_indexing[tensor-tensorclass-compile]	97.2110μs	29.8850μs	33.4617 KOps/s	34.3566 KOps/s	$\color{#d91a1a}-2.60\%$
test_compile_indexing[tensor-tensorclass-eager]	80.2290μs	23.7314μs	42.1383 KOps/s	42.6760 KOps/s	$\color{#d91a1a}-1.26\%$
test_compile_indexing[tensor-pytree-compile]	99.9660μs	30.2855μs	33.0191 KOps/s	33.2093 KOps/s	$\color{#d91a1a}-0.57\%$
test_compile_indexing[tensor-pytree-eager]	93.8140μs	23.5817μs	42.4058 KOps/s	42.1886 KOps/s	$\color{#35bf28}+0.51\%$
test_compile_indexing[slice-tensordict-compile]	0.1274ms	51.8186μs	19.2981 KOps/s	19.2589 KOps/s	$\color{#35bf28}+0.20\%$
test_compile_indexing[slice-tensordict-eager]	0.6016ms	20.5431μs	48.6781 KOps/s	49.4641 KOps/s	$\color{#d91a1a}-1.59\%$
test_compile_indexing[slice-tensorclass-compile]	0.1242ms	44.0264μs	22.7137 KOps/s	22.2046 KOps/s	$\color{#35bf28}+2.29\%$
test_compile_indexing[slice-tensorclass-eager]	71.3020μs	19.1403μs	52.2456 KOps/s	53.4525 KOps/s	$\color{#d91a1a}-2.26\%$
test_compile_indexing[slice-pytree-compile]	92.3830μs	44.8594μs	22.2919 KOps/s	21.8273 KOps/s	$\color{#35bf28}+2.13\%$
test_compile_indexing[slice-pytree-eager]	68.9180μs	18.8595μs	53.0236 KOps/s	53.0241 KOps/s	$-0.00\%$
test_compile_indexing[int-tensordict-compile]	0.1252ms	53.1037μs	18.8311 KOps/s	18.5604 KOps/s	$\color{#35bf28}+1.46\%$
test_compile_indexing[int-tensordict-eager]	1.0213ms	20.3396μs	49.1651 KOps/s	49.4364 KOps/s	$\color{#d91a1a}-0.55\%$
test_compile_indexing[int-tensorclass-compile]	0.1045ms	44.8318μs	22.3056 KOps/s	21.8859 KOps/s	$\color{#35bf28}+1.92\%$
test_compile_indexing[int-tensorclass-eager]	61.7650μs	18.8324μs	53.1001 KOps/s	52.7042 KOps/s	$\color{#35bf28}+0.75\%$
test_compile_indexing[int-pytree-compile]	92.8830μs	44.9608μs	22.2416 KOps/s	21.8296 KOps/s	$\color{#35bf28}+1.89\%$
test_compile_indexing[int-pytree-eager]	76.8920μs	18.9201μs	52.8539 KOps/s	52.0063 KOps/s	$\color{#35bf28}+1.63\%$
test_mod_add[eager]	92.3520μs	35.2154μs	28.3967 KOps/s	30.4614 KOps/s	$\textbf{\color{#d91a1a}-6.78\%}$
test_mod_add[compile]	0.1214ms	48.1313μs	20.7765 KOps/s	21.7176 KOps/s	$\color{#d91a1a}-4.33\%$
test_mod_add[compile-overhead]	0.1104ms	47.9792μs	20.8424 KOps/s	21.2013 KOps/s	$\color{#d91a1a}-1.69\%$
test_mod_wrap[eager]	0.4101ms	0.2302ms	4.3442 KOps/s	4.5024 KOps/s	$\color{#d91a1a}-3.51\%$
test_mod_wrap[compile]	0.3410ms	0.2080ms	4.8074 KOps/s	4.8635 KOps/s	$\color{#d91a1a}-1.15\%$
test_mod_wrap[compile-overhead]	0.3921ms	0.2080ms	4.8084 KOps/s	4.8933 KOps/s	$\color{#d91a1a}-1.74\%$
test_mod_wrap_and_backward[eager]	16.9335ms	12.6888ms	78.8099 Ops/s	80.0070 Ops/s	$\color{#d91a1a}-1.50\%$
test_mod_wrap_and_backward[compile]	14.6203ms	11.5658ms	86.4620 Ops/s	70.6521 Ops/s	$\textbf{\color{#35bf28}+22.38\%}$
test_mod_wrap_and_backward[compile-overhead]	17.1836ms	12.3023ms	81.2856 Ops/s	74.2647 Ops/s	$\textbf{\color{#35bf28}+9.45\%}$
test_seq_add[eager]	0.2700ms	0.1188ms	8.4145 KOps/s	8.7954 KOps/s	$\color{#d91a1a}-4.33\%$
test_seq_add[compile]	0.1488ms	63.3486μs	15.7857 KOps/s	16.5674 KOps/s	$\color{#d91a1a}-4.72\%$
test_seq_add[compile-overhead]	0.1367ms	61.8719μs	16.1624 KOps/s	17.0067 KOps/s	$\color{#d91a1a}-4.96\%$
test_seq_wrap[eager]	0.7504ms	0.4555ms	2.1955 KOps/s	2.2819 KOps/s	$\color{#d91a1a}-3.79\%$
test_seq_wrap[compile]	0.4367ms	0.2322ms	4.3065 KOps/s	4.3533 KOps/s	$\color{#d91a1a}-1.07\%$
test_seq_wrap[compile-overhead]	0.7300ms	0.2297ms	4.3538 KOps/s	4.4517 KOps/s	$\color{#d91a1a}-2.20\%$
test_func_call_runtime[False-eager]	0.8456ms	0.5646ms	1.7712 KOps/s	1.8203 KOps/s	$\color{#d91a1a}-2.70\%$
test_func_call_runtime[False-compile]	0.8926ms	0.4329ms	2.3098 KOps/s	2.3010 KOps/s	$\color{#35bf28}+0.38\%$
test_func_call_runtime[False-compile-overhead]	0.5886ms	0.4242ms	2.3572 KOps/s	2.3342 KOps/s	$\color{#35bf28}+0.99\%$
test_func_call_runtime[True-eager]	1.2949ms	0.7738ms	1.2924 KOps/s	1.3179 KOps/s	$\color{#d91a1a}-1.94\%$
test_func_call_runtime[True-compile]	0.5840ms	0.4671ms	2.1408 KOps/s	2.1450 KOps/s	$\color{#d91a1a}-0.19\%$
test_func_call_runtime[True-compile-overhead]	0.6661ms	0.4679ms	2.1374 KOps/s	2.1658 KOps/s	$\color{#d91a1a}-1.31\%$
test_func_call_cm_runtime[False-eager]	0.7993ms	0.5591ms	1.7885 KOps/s	1.8336 KOps/s	$\color{#d91a1a}-2.46\%$
test_func_call_cm_runtime[False-compile]	0.5541ms	0.4251ms	2.3527 KOps/s	2.3481 KOps/s	$\color{#35bf28}+0.20\%$
test_func_call_cm_runtime[False-compile-overhead]	0.9055ms	0.4323ms	2.3133 KOps/s	2.3416 KOps/s	$\color{#d91a1a}-1.21\%$
test_func_call_cm_runtime[True-eager]	1.1258ms	0.9289ms	1.0766 KOps/s	1.1054 KOps/s	$\color{#d91a1a}-2.61\%$
test_func_call_cm_runtime[True-compile]	0.8004ms	0.4935ms	2.0263 KOps/s	2.0453 KOps/s	$\color{#d91a1a}-0.93\%$
test_func_call_cm_runtime[True-compile-overhead]	0.7489ms	0.4934ms	2.0269 KOps/s	2.0576 KOps/s	$\color{#d91a1a}-1.49\%$
test_vmap_func_call_cm_runtime[eager]	2.3317ms	1.8990ms	526.5994 Ops/s	530.2796 Ops/s	$\color{#d91a1a}-0.69\%$
test_vmap_func_call_cm_runtime[compile]	1.0445ms	0.5220ms	1.9157 KOps/s	1.9630 KOps/s	$\color{#d91a1a}-2.41\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.8187ms	0.5247ms	1.9057 KOps/s	1.9495 KOps/s	$\color{#d91a1a}-2.25\%$
test_distributed	0.2570ms	0.1255ms	7.9694 KOps/s	7.8577 KOps/s	$\color{#35bf28}+1.42\%$
test_tdmodule	0.1049ms	27.5203μs	36.3368 KOps/s	39.2379 KOps/s	$\textbf{\color{#d91a1a}-7.39\%}$
test_tdmodule_dispatch	83.0640μs	50.3920μs	19.8444 KOps/s	21.6353 KOps/s	$\textbf{\color{#d91a1a}-8.28\%}$
test_tdseq	50.9740μs	29.5527μs	33.8379 KOps/s	35.1768 KOps/s	$\color{#d91a1a}-3.81\%$
test_tdseq_dispatch	84.3070μs	55.2848μs	18.0882 KOps/s	19.3772 KOps/s	$\textbf{\color{#d91a1a}-6.65\%}$
test_instantiation_functorch	2.5498ms	1.5428ms	648.1789 Ops/s	655.1086 Ops/s	$\color{#d91a1a}-1.06\%$
test_exec_functorch	0.3106ms	0.1815ms	5.5098 KOps/s	5.5467 KOps/s	$\color{#d91a1a}-0.66\%$
test_exec_functional_call	0.2638ms	0.1730ms	5.7787 KOps/s	5.7460 KOps/s	$\color{#35bf28}+0.57\%$
test_exec_td_decorator	0.4726ms	0.2373ms	4.2140 KOps/s	4.2442 KOps/s	$\color{#d91a1a}-0.71\%$
test_vmap_mlp_speed_decorator[True-True]	0.9408ms	0.6574ms	1.5212 KOps/s	1.5459 KOps/s	$\color{#d91a1a}-1.60\%$
test_vmap_mlp_speed_decorator[True-False]	1.1359ms	0.6694ms	1.4939 KOps/s	1.5437 KOps/s	$\color{#d91a1a}-3.23\%$
test_vmap_mlp_speed_decorator[False-True]	0.6781ms	0.5270ms	1.8974 KOps/s	1.9019 KOps/s	$\color{#d91a1a}-0.24\%$
test_vmap_mlp_speed_decorator[False-False]	0.8447ms	0.5321ms	1.8793 KOps/s	1.9060 KOps/s	$\color{#d91a1a}-1.40\%$
test_to_module_speed[True]	1.4495ms	1.3285ms	752.7021 Ops/s	732.1448 Ops/s	$\color{#35bf28}+2.81\%$
test_to_module_speed[False]	1.7243ms	1.3083ms	764.3460 Ops/s	752.3280 Ops/s	$\color{#35bf28}+1.60\%$
test_tc_init	93.4030μs	48.9561μs	20.4265 KOps/s	22.4113 KOps/s	$\textbf{\color{#d91a1a}-8.86\%}$
test_tc_init_nested	0.1747ms	99.7984μs	10.0202 KOps/s	11.2732 KOps/s	$\textbf{\color{#d91a1a}-11.11\%}$
test_tc_first_layer_tensor	33.4330μs	1.5259μs	655.3666 KOps/s	645.8762 KOps/s	$\color{#35bf28}+1.47\%$
test_tc_first_layer_nontensor	35.2250μs	4.6462μs	215.2306 KOps/s	213.7070 KOps/s	$\color{#35bf28}+0.71\%$
test_tc_second_layer_tensor	42.0980μs	2.7795μs	359.7715 KOps/s	349.7013 KOps/s	$\color{#35bf28}+2.88\%$
test_tc_second_layer_nontensor	40.3680μs	5.8621μs	170.5875 KOps/s	167.2850 KOps/s	$\color{#35bf28}+1.97\%$
test_unbind	0.2096s	13.4333ms	74.4419 Ops/s	71.3544 Ops/s	$\color{#35bf28}+4.33\%$
test_full_like	16.3033ms	12.1090ms	82.5832 Ops/s	144.6145 Ops/s	$\textbf{\color{#d91a1a}-42.89\%}$
test_zeros_like	10.7893ms	7.2519ms	137.8952 Ops/s	372.0335 Ops/s	$\textbf{\color{#d91a1a}-62.93\%}$
test_ones_like	11.6935ms	7.3256ms	136.5072 Ops/s	324.1153 Ops/s	$\textbf{\color{#d91a1a}-57.88\%}$
test_clone	12.6363ms	8.9418ms	111.8343 Ops/s	205.9001 Ops/s	$\textbf{\color{#d91a1a}-45.69\%}$
test_squeeze	65.8530μs	12.2193μs	81.8375 KOps/s	82.5681 KOps/s	$\color{#d91a1a}-0.88\%$
test_unsqueeze	0.2938ms	95.4037μs	10.4818 KOps/s	11.0218 KOps/s	$\color{#d91a1a}-4.90\%$
test_split	0.3425ms	0.1967ms	5.0841 KOps/s	5.1535 KOps/s	$\color{#d91a1a}-1.35\%$
test_permute	0.3910ms	0.2086ms	4.7937 KOps/s	4.9098 KOps/s	$\color{#d91a1a}-2.37\%$
test_stack	26.1683ms	23.8844ms	41.8684 Ops/s	40.7609 Ops/s	$\color{#35bf28}+2.72\%$
test_cat	26.2470ms	23.7567ms	42.0934 Ops/s	41.3717 Ops/s	$\color{#35bf28}+1.74\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}34$. Worsened: $\large\color{#d91a1a}10$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	30.3720μs	11.4976μs	86.9748 KOps/s	77.5619 KOps/s	$\textbf{\color{#35bf28}+12.14\%}$
test_plain_set_stack_nested	50.7830μs	11.7497μs	85.1087 KOps/s	76.6853 KOps/s	$\textbf{\color{#35bf28}+10.98\%}$
test_plain_set_nested_inplace	42.7220μs	12.5412μs	79.7373 KOps/s	72.1645 KOps/s	$\textbf{\color{#35bf28}+10.49\%}$
test_plain_set_stack_nested_inplace	38.5830μs	12.6677μs	78.9411 KOps/s	71.2061 KOps/s	$\textbf{\color{#35bf28}+10.86\%}$
test_items	38.7220μs	2.8966μs	345.2355 KOps/s	335.7303 KOps/s	$\color{#35bf28}+2.83\%$
test_items_nested	0.4283ms	0.3607ms	2.7722 KOps/s	2.7880 KOps/s	$\color{#d91a1a}-0.57\%$
test_items_nested_locked	0.5062ms	0.3631ms	2.7543 KOps/s	2.7879 KOps/s	$\color{#d91a1a}-1.21\%$
test_items_nested_leaf	88.6640μs	58.5261μs	17.0864 KOps/s	17.2649 KOps/s	$\color{#d91a1a}-1.03\%$
test_items_stack_nested	0.4148ms	0.3626ms	2.7580 KOps/s	2.7784 KOps/s	$\color{#d91a1a}-0.74\%$
test_items_stack_nested_leaf	97.2360μs	59.4423μs	16.8230 KOps/s	16.8773 KOps/s	$\color{#d91a1a}-0.32\%$
test_items_stack_nested_locked	0.5611ms	0.3687ms	2.7121 KOps/s	2.7664 KOps/s	$\color{#d91a1a}-1.96\%$
test_keys	26.4210μs	3.4605μs	288.9749 KOps/s	289.2604 KOps/s	$\color{#d91a1a}-0.10\%$
test_keys_nested	0.1447ms	81.1828μs	12.3179 KOps/s	12.2629 KOps/s	$\color{#35bf28}+0.45\%$
test_keys_nested_locked	0.7910ms	87.7544μs	11.3954 KOps/s	11.4181 KOps/s	$\color{#d91a1a}-0.20\%$
test_keys_nested_leaf	99.2550μs	72.4472μs	13.8031 KOps/s	13.8941 KOps/s	$\color{#d91a1a}-0.65\%$
test_keys_stack_nested	0.1157ms	82.5313μs	12.1166 KOps/s	12.2953 KOps/s	$\color{#d91a1a}-1.45\%$
test_keys_stack_nested_leaf	0.1085ms	73.9010μs	13.5316 KOps/s	13.9522 KOps/s	$\color{#d91a1a}-3.01\%$
test_keys_stack_nested_locked	0.1420ms	89.0919μs	11.2244 KOps/s	11.4613 KOps/s	$\color{#d91a1a}-2.07\%$
test_values	6.8437μs	0.8543μs	1.1705 MOps/s	1.1768 MOps/s	$\color{#d91a1a}-0.53\%$
test_values_nested	0.4896ms	34.9933μs	28.5769 KOps/s	29.2759 KOps/s	$\color{#d91a1a}-2.39\%$
test_values_nested_locked	0.2047ms	36.3347μs	27.5219 KOps/s	27.4364 KOps/s	$\color{#35bf28}+0.31\%$
test_values_nested_leaf	72.1840μs	38.9918μs	25.6464 KOps/s	25.6731 KOps/s	$\color{#d91a1a}-0.10\%$
test_values_stack_nested	66.5440μs	35.4898μs	28.1771 KOps/s	29.0374 KOps/s	$\color{#d91a1a}-2.96\%$
test_values_stack_nested_leaf	0.1243ms	39.8866μs	25.0711 KOps/s	25.4218 KOps/s	$\color{#d91a1a}-1.38\%$
test_values_stack_nested_locked	74.2040μs	37.2404μs	26.8526 KOps/s	27.4213 KOps/s	$\color{#d91a1a}-2.07\%$
test_membership	1.8986μs	0.5110μs	1.9571 MOps/s	1.9304 MOps/s	$\color{#35bf28}+1.38\%$
test_membership_nested	27.9710μs	2.0790μs	480.9894 KOps/s	472.4621 KOps/s	$\color{#35bf28}+1.80\%$
test_membership_nested_leaf	19.4960μs	1.9925μs	501.8872 KOps/s	495.2714 KOps/s	$\color{#35bf28}+1.34\%$
test_membership_stacked_nested	24.1810μs	2.1075μs	474.5059 KOps/s	478.2775 KOps/s	$\color{#d91a1a}-0.79\%$
test_membership_stacked_nested_leaf	26.5210μs	2.0767μs	481.5394 KOps/s	460.3358 KOps/s	$\color{#35bf28}+4.61\%$
test_membership_nested_last	31.2120μs	3.0537μs	327.4708 KOps/s	319.5361 KOps/s	$\color{#35bf28}+2.48\%$
test_membership_nested_leaf_last	50.9120μs	3.1351μs	318.9720 KOps/s	315.6923 KOps/s	$\color{#35bf28}+1.04\%$
test_membership_stacked_nested_last	36.0520μs	3.1012μs	322.4515 KOps/s	322.1777 KOps/s	$\color{#35bf28}+0.08\%$
test_membership_stacked_nested_leaf_last	38.5930μs	3.0891μs	323.7161 KOps/s	319.1999 KOps/s	$\color{#35bf28}+1.41\%$
test_nested_getleaf	42.6220μs	6.1253μs	163.2572 KOps/s	160.9186 KOps/s	$\color{#35bf28}+1.45\%$
test_nested_get	53.0930μs	5.9219μs	168.8656 KOps/s	170.8144 KOps/s	$\color{#d91a1a}-1.14\%$
test_stacked_getleaf	44.4820μs	6.1841μs	161.7047 KOps/s	164.0714 KOps/s	$\color{#d91a1a}-1.44\%$
test_stacked_get	41.7730μs	5.9551μs	167.9223 KOps/s	171.2347 KOps/s	$\color{#d91a1a}-1.93\%$
test_nested_getitemleaf	37.9920μs	6.3513μs	157.4478 KOps/s	158.6240 KOps/s	$\color{#d91a1a}-0.74\%$
test_nested_getitem	39.3230μs	5.9487μs	168.1045 KOps/s	169.3525 KOps/s	$\color{#d91a1a}-0.74\%$
test_stacked_getitemleaf	29.5920μs	6.3834μs	156.6557 KOps/s	160.7097 KOps/s	$\color{#d91a1a}-2.52\%$
test_stacked_getitem	41.9830μs	5.9854μs	167.0744 KOps/s	169.7776 KOps/s	$\color{#d91a1a}-1.59\%$
test_lock_nested	9.2316ms	0.3845ms	2.6006 KOps/s	2.5975 KOps/s	$\color{#35bf28}+0.12\%$
test_lock_stack_nested	0.4037ms	0.3485ms	2.8694 KOps/s	2.8981 KOps/s	$\color{#d91a1a}-0.99\%$
test_unlock_nested	0.7281ms	0.3172ms	3.1528 KOps/s	3.1885 KOps/s	$\color{#d91a1a}-1.12\%$
test_unlock_stack_nested	0.4277ms	0.2858ms	3.4986 KOps/s	3.5061 KOps/s	$\color{#d91a1a}-0.21\%$
test_flatten_speed	0.1156ms	75.6532μs	13.2182 KOps/s	13.4239 KOps/s	$\color{#d91a1a}-1.53\%$
test_unflatten_speed	0.3629ms	0.3192ms	3.1324 KOps/s	3.1074 KOps/s	$\color{#35bf28}+0.80\%$
test_common_ops	1.6786ms	0.5962ms	1.6773 KOps/s	1.5953 KOps/s	$\textbf{\color{#35bf28}+5.14\%}$
test_creation	0.1048ms	1.7783μs	562.3286 KOps/s	560.5398 KOps/s	$\color{#35bf28}+0.32\%$
test_creation_empty	31.2820μs	7.0484μs	141.8770 KOps/s	103.5154 KOps/s	$\textbf{\color{#35bf28}+37.06\%}$
test_creation_nested_1	40.1230μs	8.7146μs	114.7498 KOps/s	88.6864 KOps/s	$\textbf{\color{#35bf28}+29.39\%}$
test_creation_nested_2	51.6830μs	11.6158μs	86.0894 KOps/s	71.5724 KOps/s	$\textbf{\color{#35bf28}+20.28\%}$
test_clone	82.3840μs	10.3299μs	96.8066 KOps/s	97.6301 KOps/s	$\color{#d91a1a}-0.84\%$
test_getitem[int]	1.5929ms	10.9537μs	91.2938 KOps/s	90.4198 KOps/s	$\color{#35bf28}+0.97\%$
test_getitem[slice_int]	0.1116ms	20.9732μs	47.6798 KOps/s	47.6820 KOps/s	$-0.00\%$
test_getitem[range]	0.1405ms	37.0085μs	27.0208 KOps/s	26.4250 KOps/s	$\color{#35bf28}+2.25\%$
test_getitem[tuple]	0.1168ms	18.9152μs	52.8676 KOps/s	53.4613 KOps/s	$\color{#d91a1a}-1.11\%$
test_getitem[list]	0.2411ms	34.5371μs	28.9544 KOps/s	29.7814 KOps/s	$\color{#d91a1a}-2.78\%$
test_setitem_dim[int]	44.2820μs	19.7154μs	50.7218 KOps/s	54.3465 KOps/s	$\textbf{\color{#d91a1a}-6.67\%}$
test_setitem_dim[slice_int]	64.7640μs	39.1773μs	25.5250 KOps/s	26.9014 KOps/s	$\textbf{\color{#d91a1a}-5.12\%}$
test_setitem_dim[range]	86.5250μs	54.9208μs	18.2080 KOps/s	19.0945 KOps/s	$\color{#d91a1a}-4.64\%$
test_setitem_dim[tuple]	63.0640μs	33.7139μs	29.6613 KOps/s	31.5849 KOps/s	$\textbf{\color{#d91a1a}-6.09\%}$
test_setitem	90.3050μs	14.1528μs	70.6572 KOps/s	64.4543 KOps/s	$\textbf{\color{#35bf28}+9.62\%}$
test_set	85.5150μs	13.7364μs	72.7995 KOps/s	67.9054 KOps/s	$\textbf{\color{#35bf28}+7.21\%}$
test_set_shared	1.6669ms	0.1479ms	6.7598 KOps/s	6.7177 KOps/s	$\color{#35bf28}+0.63\%$
test_update	0.3372ms	16.2100μs	61.6901 KOps/s	53.9087 KOps/s	$\textbf{\color{#35bf28}+14.43\%}$
test_update_nested	0.5156ms	21.8179μs	45.8339 KOps/s	41.7768 KOps/s	$\textbf{\color{#35bf28}+9.71\%}$
test_update__nested	0.1387ms	24.2786μs	41.1886 KOps/s	40.4868 KOps/s	$\color{#35bf28}+1.73\%$
test_set_nested	79.6350μs	14.8065μs	67.5378 KOps/s	62.3160 KOps/s	$\textbf{\color{#35bf28}+8.38\%}$
test_set_nested_new	87.5950μs	17.3907μs	57.5020 KOps/s	54.4798 KOps/s	$\textbf{\color{#35bf28}+5.55\%}$
test_select	96.6750μs	29.2054μs	34.2403 KOps/s	32.2457 KOps/s	$\textbf{\color{#35bf28}+6.19\%}$
test_select_nested	0.1201ms	44.4515μs	22.4964 KOps/s	22.7069 KOps/s	$\color{#d91a1a}-0.93\%$
test_exclude_nested	0.1261ms	64.2092μs	15.5741 KOps/s	15.8072 KOps/s	$\color{#d91a1a}-1.47\%$
test_empty[True]	0.3703ms	0.2897ms	3.4524 KOps/s	3.4342 KOps/s	$\color{#35bf28}+0.53\%$
test_empty[False]	2.9481μs	0.8300μs	1.2049 MOps/s	1.2150 MOps/s	$\color{#d91a1a}-0.84\%$
test_to	86.6150μs	58.6404μs	17.0531 KOps/s	17.8354 KOps/s	$\color{#d91a1a}-4.39\%$
test_to_nonblocking	0.1878ms	47.9384μs	20.8601 KOps/s	19.9142 KOps/s	$\color{#35bf28}+4.75\%$
test_unbind_speed	1.3251ms	0.2376ms	4.2093 KOps/s	4.2286 KOps/s	$\color{#d91a1a}-0.46\%$
test_unbind_speed_stack0	0.3821ms	0.2405ms	4.1584 KOps/s	4.1993 KOps/s	$\color{#d91a1a}-0.97\%$
test_unbind_speed_stack1	92.4619ms	0.6690ms	1.4949 KOps/s	1.4985 KOps/s	$\color{#d91a1a}-0.24\%$
test_split	94.0568ms	1.7321ms	577.3203 Ops/s	573.6044 Ops/s	$\color{#35bf28}+0.65\%$
test_chunk	1.5919ms	1.4704ms	680.0810 Ops/s	615.0972 Ops/s	$\textbf{\color{#35bf28}+10.56\%}$
test_consolidate[False-None]	97.1968ms	2.9933ms	334.0743 Ops/s	367.6528 Ops/s	$\textbf{\color{#d91a1a}-9.13\%}$
test_consolidate[default-None]	2.0990ms	1.6988ms	588.6606 Ops/s	586.8640 Ops/s	$\color{#35bf28}+0.31\%$
test_consolidate[reduce-overhead-None]	2.1338ms	1.7310ms	577.7018 Ops/s	570.7262 Ops/s	$\color{#35bf28}+1.22\%$
test_consolidate_njt[False-None]	6.9630ms	6.5893ms	151.7618 Ops/s	149.2551 Ops/s	$\color{#35bf28}+1.68\%$
test_to[False-False-None]	2.0828ms	1.7061ms	586.1427 Ops/s	575.0462 Ops/s	$\color{#35bf28}+1.93\%$
test_to[True-False-None]	1.7590ms	1.3488ms	741.4142 Ops/s	732.9924 Ops/s	$\color{#35bf28}+1.15\%$
test_to[within-False-None]	4.5876ms	4.2072ms	237.6854 Ops/s	239.3380 Ops/s	$\color{#d91a1a}-0.69\%$
test_to[True-default-None]	5.4247ms	5.2973ms	188.7757 Ops/s	184.8078 Ops/s	$\color{#35bf28}+2.15\%$
test_to_njt[False-False-None]	7.1789ms	6.8947ms	145.0397 Ops/s	143.4367 Ops/s	$\color{#35bf28}+1.12\%$
test_to_njt[True-False-None]	5.9397ms	5.4939ms	182.0212 Ops/s	179.1176 Ops/s	$\color{#35bf28}+1.62\%$
test_to_njt[within-False-None]	12.6049ms	12.1346ms	82.4090 Ops/s	80.5680 Ops/s	$\color{#35bf28}+2.28\%$
test_creation[device0]	0.4709ms	78.3530μs	12.7628 KOps/s	12.7258 KOps/s	$\color{#35bf28}+0.29\%$
test_creation_from_tensor	0.6157ms	82.4220μs	12.1327 KOps/s	11.9502 KOps/s	$\color{#35bf28}+1.53\%$
test_add_one[memmap_tensor0]	0.3785ms	6.3610μs	157.2084 KOps/s	157.0516 KOps/s	$\color{#35bf28}+0.10\%$
test_contiguous[memmap_tensor0]	19.5596μs	0.4348μs	2.2997 MOps/s	2.3365 MOps/s	$\color{#d91a1a}-1.58\%$
test_stack[memmap_tensor0]	0.1491ms	4.6312μs	215.9247 KOps/s	215.9108 KOps/s	$+0.01\%$
test_memmaptd_index	1.7790ms	0.2540ms	3.9369 KOps/s	3.8846 KOps/s	$\color{#35bf28}+1.35\%$
test_memmaptd_index_astensor	0.6881ms	0.3123ms	3.2020 KOps/s	3.1131 KOps/s	$\color{#35bf28}+2.86\%$
test_memmaptd_index_op	0.9414ms	0.5556ms	1.8000 KOps/s	1.6418 KOps/s	$\textbf{\color{#35bf28}+9.64\%}$
test_serialize_model	0.1311s	0.1305s	7.6642 Ops/s	7.6747 Ops/s	$\color{#d91a1a}-0.14\%$
test_serialize_model_pickle	1.3439s	1.1911s	0.8396 Ops/s	0.8224 Ops/s	$\color{#35bf28}+2.09\%$
test_serialize_weights	0.1310s	0.1301s	7.6842 Ops/s	7.7283 Ops/s	$\color{#d91a1a}-0.57\%$
test_serialize_weights_returnearly	0.3096s	54.3826ms	18.3882 Ops/s	14.2735 Ops/s	$\textbf{\color{#35bf28}+28.83\%}$
test_serialize_weights_pickle	1.3459s	1.2221s	0.8183 Ops/s	0.8221 Ops/s	$\color{#d91a1a}-0.46\%$
test_reshape_pytree	49.7620μs	22.4301μs	44.5830 KOps/s	44.2303 KOps/s	$\color{#35bf28}+0.80\%$
test_reshape_td	61.8930μs	30.1400μs	33.1784 KOps/s	34.0617 KOps/s	$\color{#d91a1a}-2.59\%$
test_view_pytree	0.1406ms	22.9771μs	43.5216 KOps/s	44.4829 KOps/s	$\color{#d91a1a}-2.16\%$
test_view_td	0.1374ms	33.3534μs	29.9820 KOps/s	30.6402 KOps/s	$\color{#d91a1a}-2.15\%$
test_unbind_pytree	0.1263ms	28.3056μs	35.3287 KOps/s	35.2404 KOps/s	$\color{#35bf28}+0.25\%$
test_unbind_td	0.6106ms	36.9885μs	27.0354 KOps/s	26.9644 KOps/s	$\color{#35bf28}+0.26\%$
test_split_pytree	0.1237ms	30.4706μs	32.8186 KOps/s	32.4490 KOps/s	$\color{#35bf28}+1.14\%$
test_split_td	0.7526ms	38.9561μs	25.6699 KOps/s	24.5135 KOps/s	$\color{#35bf28}+4.72\%$
test_add_pytree	0.1435ms	32.6537μs	30.6244 KOps/s	29.0428 KOps/s	$\textbf{\color{#35bf28}+5.45\%}$
test_add_td	82.4350μs	45.5065μs	21.9749 KOps/s	17.9731 KOps/s	$\textbf{\color{#35bf28}+22.27\%}$
test_compile_add_one_nested[tensordict-compile]	0.2693ms	0.1231ms	8.1225 KOps/s	7.8394 KOps/s	$\color{#35bf28}+3.61\%$
test_compile_add_one_nested[tensordict-eager]	0.2613ms	0.1348ms	7.4208 KOps/s	7.4645 KOps/s	$\color{#d91a1a}-0.58\%$
test_compile_add_one_nested[pytree-compile]	0.1910ms	96.9087μs	10.3190 KOps/s	10.1050 KOps/s	$\color{#35bf28}+2.12\%$
test_compile_add_one_nested[pytree-eager]	1.2963ms	0.1473ms	6.7911 KOps/s	6.5671 KOps/s	$\color{#35bf28}+3.41\%$
test_compile_copy_nested[tensordict-compile]	0.1669ms	23.3652μs	42.7986 KOps/s	43.7309 KOps/s	$\color{#d91a1a}-2.13\%$
test_compile_copy_nested[tensordict-eager]	0.2108ms	29.6140μs	33.7678 KOps/s	33.5932 KOps/s	$\color{#35bf28}+0.52\%$
test_compile_copy_nested[pytree-compile]	0.3695ms	65.3227μs	15.3086 KOps/s	15.0804 KOps/s	$\color{#35bf28}+1.51\%$
test_compile_copy_nested[pytree-eager]	0.1360ms	49.4153μs	20.2367 KOps/s	20.0518 KOps/s	$\color{#35bf28}+0.92\%$
test_compile_add_one_flat[tensordict-compile]	0.1998ms	0.1415ms	7.0654 KOps/s	6.9203 KOps/s	$\color{#35bf28}+2.10\%$
test_compile_add_one_flat[tensordict-eager]	0.3543ms	0.2147ms	4.6567 KOps/s	4.6210 KOps/s	$\color{#35bf28}+0.77\%$
test_compile_add_one_flat[tensorclass-compile]	0.2734ms	99.1286μs	10.0879 KOps/s	10.1871 KOps/s	$\color{#d91a1a}-0.97\%$
test_compile_add_one_flat[tensorclass-eager]	0.1165ms	54.8205μs	18.2413 KOps/s	18.3460 KOps/s	$\color{#d91a1a}-0.57\%$
test_compile_add_one_flat[pytree-compile]	0.1741ms	0.1361ms	7.3460 KOps/s	7.1847 KOps/s	$\color{#35bf28}+2.24\%$
test_compile_add_one_flat[pytree-eager]	0.6340ms	0.4802ms	2.0825 KOps/s	2.0271 KOps/s	$\color{#35bf28}+2.73\%$
test_compile_add_self_flat[tensordict-eager]	0.3842ms	0.2585ms	3.8692 KOps/s	3.8140 KOps/s	$\color{#35bf28}+1.45\%$
test_compile_add_self_flat[tensordict-compile]	0.1843ms	0.1429ms	6.9981 KOps/s	6.7805 KOps/s	$\color{#35bf28}+3.21\%$
test_compile_add_self_flat[tensorclass-eager]	0.1805ms	65.8646μs	15.1827 KOps/s	15.0895 KOps/s	$\color{#35bf28}+0.62\%$
test_compile_add_self_flat[tensorclass-compile]	0.1357ms	98.6994μs	10.1318 KOps/s	10.1790 KOps/s	$\color{#d91a1a}-0.46\%$
test_compile_add_self_flat[pytree-eager]	0.5746ms	0.4102ms	2.4378 KOps/s	2.3936 KOps/s	$\color{#35bf28}+1.84\%$
test_compile_add_self_flat[pytree-compile]	0.2933ms	0.1360ms	7.3510 KOps/s	7.3030 KOps/s	$\color{#35bf28}+0.66\%$
test_compile_copy_flat[tensordict-compile]	76.3840μs	19.3736μs	51.6166 KOps/s	53.1262 KOps/s	$\color{#d91a1a}-2.84\%$
test_compile_copy_flat[tensordict-eager]	55.7630μs	31.1707μs	32.0814 KOps/s	32.2652 KOps/s	$\color{#d91a1a}-0.57\%$
test_compile_copy_flat[pytree-compile]	98.3650μs	70.4364μs	14.1972 KOps/s	14.1207 KOps/s	$\color{#35bf28}+0.54\%$
test_compile_copy_flat[pytree-eager]	0.1546ms	51.2125μs	19.5265 KOps/s	19.4179 KOps/s	$\color{#35bf28}+0.56\%$
test_compile_assign_and_add[tensordict-compile]	1.6987ms	0.4071ms	2.4563 KOps/s	2.1868 KOps/s	$\textbf{\color{#35bf28}+12.33\%}$
test_compile_assign_and_add[tensordict-eager]	2.9940ms	2.6460ms	377.9298 Ops/s	382.7390 Ops/s	$\color{#d91a1a}-1.26\%$
test_compile_assign_and_add[pytree-compile]	1.5921ms	0.4308ms	2.3215 KOps/s	2.2438 KOps/s	$\color{#35bf28}+3.46\%$
test_compile_assign_and_add[pytree-eager]	2.9953ms	2.6171ms	382.1008 Ops/s	378.6867 Ops/s	$\color{#35bf28}+0.90\%$
test_compile_indexing[tensor-tensordict-compile]	0.5385ms	0.1146ms	8.7289 KOps/s	8.7879 KOps/s	$\color{#d91a1a}-0.67\%$
test_compile_indexing[tensor-tensordict-eager]	0.5613ms	83.2913μs	12.0061 KOps/s	12.5659 KOps/s	$\color{#d91a1a}-4.45\%$
test_compile_indexing[tensor-tensorclass-compile]	0.5207ms	0.1065ms	9.3890 KOps/s	9.4768 KOps/s	$\color{#d91a1a}-0.93\%$
test_compile_indexing[tensor-tensorclass-eager]	0.4679ms	70.3109μs	14.2226 KOps/s	14.6691 KOps/s	$\color{#d91a1a}-3.04\%$
test_compile_indexing[tensor-pytree-compile]	0.5238ms	0.1133ms	8.8232 KOps/s	9.3419 KOps/s	$\textbf{\color{#d91a1a}-5.55\%}$
test_compile_indexing[tensor-pytree-eager]	0.1346ms	71.9276μs	13.9029 KOps/s	14.7294 KOps/s	$\textbf{\color{#d91a1a}-5.61\%}$
test_compile_indexing[slice-tensordict-compile]	0.2467ms	0.1027ms	9.7371 KOps/s	9.8139 KOps/s	$\color{#d91a1a}-0.78\%$
test_compile_indexing[slice-tensordict-eager]	0.4174ms	17.3296μs	57.7047 KOps/s	55.6798 KOps/s	$\color{#35bf28}+3.64\%$
test_compile_indexing[slice-tensorclass-compile]	0.5195ms	0.1012ms	9.8840 KOps/s	10.2393 KOps/s	$\color{#d91a1a}-3.47\%$
test_compile_indexing[slice-tensorclass-eager]	0.4110ms	16.7546μs	59.6850 KOps/s	61.5907 KOps/s	$\color{#d91a1a}-3.09\%$
test_compile_indexing[slice-pytree-compile]	0.5080ms	0.1030ms	9.7089 KOps/s	10.1552 KOps/s	$\color{#d91a1a}-4.39\%$
test_compile_indexing[slice-pytree-eager]	41.1120μs	16.1754μs	61.8221 KOps/s	61.9993 KOps/s	$\color{#d91a1a}-0.29\%$
test_compile_indexing[int-tensordict-compile]	0.5200ms	0.1059ms	9.4443 KOps/s	9.7670 KOps/s	$\color{#d91a1a}-3.30\%$
test_compile_indexing[int-tensordict-eager]	0.6192ms	17.2346μs	58.0228 KOps/s	56.0624 KOps/s	$\color{#35bf28}+3.50\%$
test_compile_indexing[int-tensorclass-compile]	0.5089ms	0.1001ms	9.9879 KOps/s	10.1932 KOps/s	$\color{#d91a1a}-2.01\%$
test_compile_indexing[int-tensorclass-eager]	0.4172ms	16.3005μs	61.3478 KOps/s	62.1560 KOps/s	$\color{#d91a1a}-1.30\%$
test_compile_indexing[int-pytree-compile]	0.5050ms	99.4922μs	10.0510 KOps/s	10.1833 KOps/s	$\color{#d91a1a}-1.30\%$
test_compile_indexing[int-pytree-eager]	54.6430μs	16.3072μs	61.3228 KOps/s	62.1429 KOps/s	$\color{#d91a1a}-1.32\%$
test_mod_add[eager]	0.1644ms	39.9222μs	25.0487 KOps/s	25.6548 KOps/s	$\color{#d91a1a}-2.36\%$
test_mod_add[compile]	0.1234ms	79.8465μs	12.5240 KOps/s	12.3436 KOps/s	$\color{#35bf28}+1.46\%$
test_mod_add[compile-overhead]	0.3231ms	0.1665ms	6.0061 KOps/s	5.6751 KOps/s	$\textbf{\color{#35bf28}+5.83\%}$
test_mod_wrap[eager]	0.3315ms	0.2454ms	4.0743 KOps/s	3.9537 KOps/s	$\color{#35bf28}+3.05\%$
test_mod_wrap[compile]	0.3354ms	0.2829ms	3.5354 KOps/s	3.4593 KOps/s	$\color{#35bf28}+2.20\%$
test_mod_wrap[compile-overhead]	7.0650ms	3.7288ms	268.1838 Ops/s	275.7490 Ops/s	$\color{#d91a1a}-2.74\%$
test_mod_wrap_and_backward[eager]	1.4987ms	1.3253ms	754.5216 Ops/s	698.4028 Ops/s	$\textbf{\color{#35bf28}+8.04\%}$
test_mod_wrap_and_backward[compile]	1.4045ms	1.2609ms	793.0876 Ops/s	727.9055 Ops/s	$\textbf{\color{#35bf28}+8.95\%}$
test_mod_wrap_and_backward[compile-overhead]	1.4128ms	0.9243ms	1.0819 KOps/s	905.4966 Ops/s	$\textbf{\color{#35bf28}+19.48\%}$
test_seq_add[eager]	0.1720ms	0.1166ms	8.5772 KOps/s	8.2922 KOps/s	$\color{#35bf28}+3.44\%$
test_seq_add[compile]	0.1843ms	88.5960μs	11.2872 KOps/s	11.2641 KOps/s	$\color{#35bf28}+0.20\%$
test_seq_add[compile-overhead]	0.2068ms	0.1293ms	7.7331 KOps/s	7.6391 KOps/s	$\color{#35bf28}+1.23\%$
test_seq_wrap[eager]	0.5723ms	0.4221ms	2.3692 KOps/s	2.3147 KOps/s	$\color{#35bf28}+2.36\%$
test_seq_wrap[compile]	0.3921ms	0.3019ms	3.3126 KOps/s	3.2905 KOps/s	$\color{#35bf28}+0.67\%$
test_seq_wrap[compile-overhead]	0.2724ms	0.2232ms	4.4803 KOps/s	4.3975 KOps/s	$\color{#35bf28}+1.88\%$
test_func_call_runtime[False-eager]	0.8504ms	0.7571ms	1.3209 KOps/s	1.3515 KOps/s	$\color{#d91a1a}-2.27\%$
test_func_call_runtime[False-compile]	1.0377ms	0.7475ms	1.3377 KOps/s	1.3234 KOps/s	$\color{#35bf28}+1.08\%$
test_func_call_runtime[False-compile-overhead]	0.4468ms	0.3665ms	2.7287 KOps/s	2.7109 KOps/s	$\color{#35bf28}+0.66\%$
test_func_call_runtime[True-eager]	0.9971ms	0.9129ms	1.0955 KOps/s	1.0882 KOps/s	$\color{#35bf28}+0.67\%$
test_func_call_runtime[True-compile]	0.9129ms	0.7698ms	1.2991 KOps/s	1.2892 KOps/s	$\color{#35bf28}+0.77\%$
test_func_call_runtime[True-compile-overhead]	0.4779ms	0.3847ms	2.5997 KOps/s	2.5393 KOps/s	$\color{#35bf28}+2.38\%$
test_func_call_cm_runtime[False-eager]	0.8316ms	0.7388ms	1.3536 KOps/s	1.3518 KOps/s	$\color{#35bf28}+0.13\%$
test_func_call_cm_runtime[False-compile]	0.8165ms	0.7504ms	1.3326 KOps/s	1.3179 KOps/s	$\color{#35bf28}+1.11\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4112ms	0.3679ms	2.7180 KOps/s	2.7003 KOps/s	$\color{#35bf28}+0.65\%$
test_func_call_cm_runtime[True-eager]	1.0729ms	0.9856ms	1.0146 KOps/s	998.5466 Ops/s	$\color{#35bf28}+1.61\%$
test_func_call_cm_runtime[True-compile]	0.8794ms	0.8126ms	1.2307 KOps/s	1.2476 KOps/s	$\color{#d91a1a}-1.36\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4633ms	0.4111ms	2.4323 KOps/s	2.3936 KOps/s	$\color{#35bf28}+1.62\%$
test_vmap_func_call_cm_runtime[eager]	2.5215ms	2.0224ms	494.4653 Ops/s	480.7310 Ops/s	$\color{#35bf28}+2.86\%$
test_vmap_func_call_cm_runtime[compile]	0.8642ms	0.8115ms	1.2323 KOps/s	1.2111 KOps/s	$\color{#35bf28}+1.75\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4762ms	0.4132ms	2.4204 KOps/s	2.3847 KOps/s	$\color{#35bf28}+1.50\%$
test_distributed	3.8330ms	0.1786ms	5.5976 KOps/s	8.8246 KOps/s	$\textbf{\color{#d91a1a}-36.57\%}$
test_tdmodule	30.8320μs	19.1530μs	52.2112 KOps/s	48.2859 KOps/s	$\textbf{\color{#35bf28}+8.13\%}$
test_tdmodule_dispatch	73.8640μs	34.2620μs	29.1869 KOps/s	26.5618 KOps/s	$\textbf{\color{#35bf28}+9.88\%}$
test_tdseq	39.8420μs	20.0354μs	49.9117 KOps/s	45.2029 KOps/s	$\textbf{\color{#35bf28}+10.42\%}$
test_tdseq_dispatch	59.4730μs	37.3754μs	26.7556 KOps/s	24.3091 KOps/s	$\textbf{\color{#35bf28}+10.06\%}$
test_instantiation_functorch	1.6375ms	1.5636ms	639.5352 Ops/s	639.5175 Ops/s	$+0.00\%$
test_exec_functorch	0.1960ms	0.1431ms	6.9876 KOps/s	7.0494 KOps/s	$\color{#d91a1a}-0.88\%$
test_exec_functional_call	0.1714ms	0.1332ms	7.5103 KOps/s	7.5459 KOps/s	$\color{#d91a1a}-0.47\%$
test_exec_td_decorator	0.3695ms	0.1830ms	5.4649 KOps/s	5.4696 KOps/s	$\color{#d91a1a}-0.09\%$
test_vmap_mlp_speed_decorator[True-True]	0.7450ms	0.6695ms	1.4936 KOps/s	1.4661 KOps/s	$\color{#35bf28}+1.87\%$
test_vmap_mlp_speed_decorator[True-False]	0.8200ms	0.6709ms	1.4904 KOps/s	1.4665 KOps/s	$\color{#35bf28}+1.63\%$
test_vmap_mlp_speed_decorator[False-True]	0.7004ms	0.5816ms	1.7193 KOps/s	1.6310 KOps/s	$\textbf{\color{#35bf28}+5.42\%}$
test_vmap_mlp_speed_decorator[False-False]	0.6997ms	0.5817ms	1.7191 KOps/s	1.6184 KOps/s	$\textbf{\color{#35bf28}+6.22\%}$
test_vmap_transformer_speed_decorator[True-True]	18.8503ms	18.7492ms	53.3357 Ops/s	52.9530 Ops/s	$\color{#35bf28}+0.72\%$
test_vmap_transformer_speed_decorator[True-False]	18.8891ms	18.7896ms	53.2208 Ops/s	52.8809 Ops/s	$\color{#35bf28}+0.64\%$
test_vmap_transformer_speed_decorator[False-True]	18.8210ms	18.6784ms	53.5379 Ops/s	53.4969 Ops/s	$\color{#35bf28}+0.08\%$
test_vmap_transformer_speed_decorator[False-False]	18.7181ms	18.6502ms	53.6189 Ops/s	53.2769 Ops/s	$\color{#35bf28}+0.64\%$
test_to_module_speed[True]	1.4564ms	0.9754ms	1.0252 KOps/s	1.0212 KOps/s	$\color{#35bf28}+0.39\%$
test_to_module_speed[False]	1.3428ms	0.9664ms	1.0348 KOps/s	1.0430 KOps/s	$\color{#d91a1a}-0.79\%$
test_tc_init	57.9230μs	35.3218μs	28.3111 KOps/s	25.4340 KOps/s	$\textbf{\color{#35bf28}+11.31\%}$
test_tc_init_nested	0.1617ms	73.5688μs	13.5927 KOps/s	12.6452 KOps/s	$\textbf{\color{#35bf28}+7.49\%}$
test_tc_first_layer_tensor	17.4053μs	0.7088μs	1.4108 MOps/s	1.4181 MOps/s	$\color{#d91a1a}-0.52\%$
test_tc_first_layer_nontensor	33.6120μs	2.3307μs	429.0465 KOps/s	430.5308 KOps/s	$\color{#d91a1a}-0.34\%$
test_tc_second_layer_tensor	9.9540μs	1.4257μs	701.4015 KOps/s	658.9653 KOps/s	$\textbf{\color{#35bf28}+6.44\%}$
test_tc_second_layer_nontensor	32.7710μs	3.0819μs	324.4740 KOps/s	322.5599 KOps/s	$\color{#35bf28}+0.59\%$
test_unbind	0.2312s	10.3338ms	96.7700 Ops/s	142.1190 Ops/s	$\textbf{\color{#d91a1a}-31.91\%}$
test_full_like	10.7849ms	9.2811ms	107.7464 Ops/s	106.5092 Ops/s	$\color{#35bf28}+1.16\%$
test_zeros_like	5.3230ms	4.3210ms	231.4281 Ops/s	230.8909 Ops/s	$\color{#35bf28}+0.23\%$
test_ones_like	4.9377ms	4.3247ms	231.2276 Ops/s	231.0146 Ops/s	$\color{#35bf28}+0.09\%$
test_clone	11.5469ms	9.1604ms	109.1654 Ops/s	155.0516 Ops/s	$\textbf{\color{#d91a1a}-29.59\%}$
test_squeeze	60.4140μs	9.6854μs	103.2485 KOps/s	104.4934 KOps/s	$\color{#d91a1a}-1.19\%$
test_unsqueeze	0.1361ms	78.1480μs	12.7962 KOps/s	13.5362 KOps/s	$\textbf{\color{#d91a1a}-5.47\%}$
test_split	0.3890ms	0.1624ms	6.1575 KOps/s	6.1188 KOps/s	$\color{#35bf28}+0.63\%$
test_permute	0.2273ms	0.1834ms	5.4532 KOps/s	5.4515 KOps/s	$\color{#35bf28}+0.03\%$
test_stack	51.2543ms	50.8594ms	19.6621 Ops/s	19.6851 Ops/s	$\color{#d91a1a}-0.12\%$
test_cat	51.1061ms	50.6460ms	19.7449 Ops/s	20.0458 Ops/s	$\color{#d91a1a}-1.50\%$