[Feature] strict kwarg in TDModule

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• -> [Feature] strict kwarg in TDModule #1234

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}21$. Worsened: $\large\color{#d91a1a}6$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	44.5440μs	20.8115μs	48.0503 KOps/s	46.6387 KOps/s	$\color{#35bf28}+3.03\%$
test_plain_set_stack_nested	44.5230μs	21.3142μs	46.9170 KOps/s	47.0141 KOps/s	$\color{#d91a1a}-0.21\%$
test_plain_set_nested_inplace	62.7880μs	23.0799μs	43.3277 KOps/s	42.7302 KOps/s	$\color{#35bf28}+1.40\%$
test_plain_set_stack_nested_inplace	0.1144ms	22.6772μs	44.0971 KOps/s	43.2913 KOps/s	$\color{#35bf28}+1.86\%$
test_items	40.1350μs	4.1001μs	243.8940 KOps/s	242.4979 KOps/s	$\color{#35bf28}+0.58\%$
test_items_nested	0.8783ms	0.4039ms	2.4760 KOps/s	2.4864 KOps/s	$\color{#d91a1a}-0.42\%$
test_items_nested_locked	0.6842ms	0.4038ms	2.4763 KOps/s	2.4921 KOps/s	$\color{#d91a1a}-0.63\%$
test_items_nested_leaf	0.1572ms	77.8227μs	12.8497 KOps/s	13.1644 KOps/s	$\color{#d91a1a}-2.39\%$
test_items_stack_nested	0.5334ms	0.4028ms	2.4828 KOps/s	2.4949 KOps/s	$\color{#d91a1a}-0.48\%$
test_items_stack_nested_leaf	0.1709ms	77.3402μs	12.9299 KOps/s	13.0209 KOps/s	$\color{#d91a1a}-0.70\%$
test_items_stack_nested_locked	0.6530ms	0.4032ms	2.4803 KOps/s	2.4879 KOps/s	$\color{#d91a1a}-0.31\%$
test_keys	40.5960μs	3.4739μs	287.8610 KOps/s	288.9440 KOps/s	$\color{#d91a1a}-0.37\%$
test_keys_nested	0.3025ms	0.1628ms	6.1409 KOps/s	6.0901 KOps/s	$\color{#35bf28}+0.83\%$
test_keys_nested_locked	1.7431ms	0.1693ms	5.9061 KOps/s	5.8763 KOps/s	$\color{#35bf28}+0.51\%$
test_keys_nested_leaf	0.1951ms	0.1425ms	7.0163 KOps/s	6.9829 KOps/s	$\color{#35bf28}+0.48\%$
test_keys_stack_nested	0.3970ms	0.1633ms	6.1226 KOps/s	6.1152 KOps/s	$\color{#35bf28}+0.12\%$
test_keys_stack_nested_leaf	0.2253ms	0.1437ms	6.9583 KOps/s	6.9786 KOps/s	$\color{#d91a1a}-0.29\%$
test_keys_stack_nested_locked	0.3098ms	0.1694ms	5.9039 KOps/s	5.8883 KOps/s	$\color{#35bf28}+0.26\%$
test_values	12.9522μs	1.0346μs	966.5619 KOps/s	965.6817 KOps/s	$\color{#35bf28}+0.09\%$
test_values_nested	0.1251ms	62.4432μs	16.0145 KOps/s	16.0757 KOps/s	$\color{#d91a1a}-0.38\%$
test_values_nested_locked	0.1084ms	61.9900μs	16.1316 KOps/s	14.9192 KOps/s	$\textbf{\color{#35bf28}+8.13\%}$
test_values_nested_leaf	0.1422ms	71.2718μs	14.0308 KOps/s	14.1030 KOps/s	$\color{#d91a1a}-0.51\%$
test_values_stack_nested	0.1518ms	63.9454μs	15.6383 KOps/s	16.1065 KOps/s	$\color{#d91a1a}-2.91\%$
test_values_stack_nested_leaf	0.1729ms	70.3673μs	14.2112 KOps/s	14.0668 KOps/s	$\color{#35bf28}+1.03\%$
test_values_stack_nested_locked	0.1242ms	62.1500μs	16.0901 KOps/s	15.8967 KOps/s	$\color{#35bf28}+1.22\%$
test_membership	28.1630μs	0.8533μs	1.1719 MOps/s	1.3872 MOps/s	$\textbf{\color{#d91a1a}-15.52\%}$
test_membership_nested	41.5880μs	2.8894μs	346.0930 KOps/s	332.9129 KOps/s	$\color{#35bf28}+3.96\%$
test_membership_nested_leaf	30.1160μs	2.9113μs	343.4894 KOps/s	325.0490 KOps/s	$\textbf{\color{#35bf28}+5.67\%}$
test_membership_stacked_nested	57.3970μs	3.0027μs	333.0304 KOps/s	335.0742 KOps/s	$\color{#d91a1a}-0.61\%$
test_membership_stacked_nested_leaf	38.3020μs	2.8788μs	347.3689 KOps/s	326.4315 KOps/s	$\textbf{\color{#35bf28}+6.41\%}$
test_membership_nested_last	41.5580μs	4.3468μs	230.0560 KOps/s	224.2451 KOps/s	$\color{#35bf28}+2.59\%$
test_membership_nested_leaf_last	59.7620μs	4.3374μs	230.5504 KOps/s	223.4468 KOps/s	$\color{#35bf28}+3.18\%$
test_membership_stacked_nested_last	35.8670μs	4.2944μs	232.8635 KOps/s	227.1440 KOps/s	$\color{#35bf28}+2.52\%$
test_membership_stacked_nested_leaf_last	40.3650μs	4.3417μs	230.3219 KOps/s	225.0434 KOps/s	$\color{#35bf28}+2.35\%$
test_nested_getleaf	35.2960μs	10.6503μs	93.8938 KOps/s	94.1559 KOps/s	$\color{#d91a1a}-0.28\%$
test_nested_get	50.3840μs	10.0540μs	99.4625 KOps/s	98.4708 KOps/s	$\color{#35bf28}+1.01\%$
test_stacked_getleaf	47.6990μs	10.6758μs	93.6697 KOps/s	92.0810 KOps/s	$\color{#35bf28}+1.73\%$
test_stacked_get	34.8750μs	9.9750μs	100.2511 KOps/s	96.2009 KOps/s	$\color{#35bf28}+4.21\%$
test_nested_getitemleaf	69.6990μs	11.2515μs	88.8767 KOps/s	87.0460 KOps/s	$\color{#35bf28}+2.10\%$
test_nested_getitem	50.9290μs	10.6513μs	93.8853 KOps/s	91.6991 KOps/s	$\color{#35bf28}+2.38\%$
test_stacked_getitemleaf	54.4020μs	11.2661μs	88.7618 KOps/s	87.8199 KOps/s	$\color{#35bf28}+1.07\%$
test_stacked_getitem	55.2640μs	10.7914μs	92.6665 KOps/s	89.7925 KOps/s	$\color{#35bf28}+3.20\%$
test_lock_nested	0.6641ms	0.4156ms	2.4060 KOps/s	2.4137 KOps/s	$\color{#d91a1a}-0.32\%$
test_lock_stack_nested	0.4985ms	0.4240ms	2.3583 KOps/s	2.3439 KOps/s	$\color{#35bf28}+0.61\%$
test_unlock_nested	0.4727ms	0.3370ms	2.9673 KOps/s	2.9308 KOps/s	$\color{#35bf28}+1.24\%$
test_unlock_stack_nested	0.5193ms	0.3424ms	2.9210 KOps/s	2.8541 KOps/s	$\color{#35bf28}+2.34\%$
test_flatten_speed	0.1568ms	0.1002ms	9.9845 KOps/s	10.0611 KOps/s	$\color{#d91a1a}-0.76\%$
test_unflatten_speed	0.6516ms	0.5179ms	1.9309 KOps/s	1.9077 KOps/s	$\color{#35bf28}+1.21\%$
test_common_ops	4.7876ms	0.8142ms	1.2281 KOps/s	1.1963 KOps/s	$\color{#35bf28}+2.66\%$
test_creation	38.4020μs	2.4804μs	403.1681 KOps/s	386.2634 KOps/s	$\color{#35bf28}+4.38\%$
test_creation_empty	38.1820μs	12.9328μs	77.3227 KOps/s	72.7890 KOps/s	$\textbf{\color{#35bf28}+6.23\%}$
test_creation_nested_1	53.7500μs	15.4750μs	64.6202 KOps/s	60.3236 KOps/s	$\textbf{\color{#35bf28}+7.12\%}$
test_creation_nested_2	72.3260μs	20.1258μs	49.6875 KOps/s	46.4840 KOps/s	$\textbf{\color{#35bf28}+6.89\%}$
test_clone	59.1600μs	13.3650μs	74.8223 KOps/s	73.4621 KOps/s	$\color{#35bf28}+1.85\%$
test_getitem[int]	1.0310ms	12.6048μs	79.3352 KOps/s	76.4370 KOps/s	$\color{#35bf28}+3.79\%$
test_getitem[slice_int]	0.1308ms	24.0047μs	41.6585 KOps/s	39.2667 KOps/s	$\textbf{\color{#35bf28}+6.09\%}$
test_getitem[range]	0.1637ms	48.6543μs	20.5532 KOps/s	19.3250 KOps/s	$\textbf{\color{#35bf28}+6.36\%}$
test_getitem[tuple]	0.1331ms	20.1763μs	49.5631 KOps/s	48.4410 KOps/s	$\color{#35bf28}+2.32\%$
test_getitem[list]	0.1583ms	44.7449μs	22.3489 KOps/s	21.4225 KOps/s	$\color{#35bf28}+4.32\%$
test_setitem_dim[int]	53.9010μs	25.2455μs	39.6109 KOps/s	38.8467 KOps/s	$\color{#35bf28}+1.97\%$
test_setitem_dim[slice_int]	0.1204ms	49.6730μs	20.1317 KOps/s	19.8285 KOps/s	$\color{#35bf28}+1.53\%$
test_setitem_dim[range]	0.1007ms	73.8611μs	13.5389 KOps/s	12.9165 KOps/s	$\color{#35bf28}+4.82\%$
test_setitem_dim[tuple]	96.6710μs	40.9478μs	24.4214 KOps/s	24.3002 KOps/s	$\color{#35bf28}+0.50\%$
test_setitem	69.0890μs	20.9258μs	47.7879 KOps/s	45.9325 KOps/s	$\color{#35bf28}+4.04\%$
test_set	0.2744ms	20.1926μs	49.5230 KOps/s	47.9798 KOps/s	$\color{#35bf28}+3.22\%$
test_set_shared	4.0521ms	0.1826ms	5.4752 KOps/s	5.3289 KOps/s	$\color{#35bf28}+2.74\%$
test_update	0.1031ms	23.6508μs	42.2818 KOps/s	40.2226 KOps/s	$\textbf{\color{#35bf28}+5.12\%}$
test_update_nested	97.2120μs	34.0352μs	29.3814 KOps/s	27.6113 KOps/s	$\textbf{\color{#35bf28}+6.41\%}$
test_update__nested	0.4194ms	33.7506μs	29.6291 KOps/s	29.4523 KOps/s	$\color{#35bf28}+0.60\%$
test_set_nested	64.5010μs	22.4249μs	44.5932 KOps/s	42.0006 KOps/s	$\textbf{\color{#35bf28}+6.17\%}$
test_set_nested_new	0.1019ms	26.9452μs	37.1124 KOps/s	35.0887 KOps/s	$\textbf{\color{#35bf28}+5.77\%}$
test_select	95.8190μs	42.5939μs	23.4776 KOps/s	22.4960 KOps/s	$\color{#35bf28}+4.36\%$
test_select_nested	0.1247ms	62.2262μs	16.0704 KOps/s	16.1039 KOps/s	$\color{#d91a1a}-0.21\%$
test_exclude_nested	0.1861ms	80.0994μs	12.4845 KOps/s	12.3054 KOps/s	$\color{#35bf28}+1.46\%$
test_empty[True]	0.5905ms	0.4093ms	2.4434 KOps/s	2.4473 KOps/s	$\color{#d91a1a}-0.16\%$
test_empty[False]	11.0858μs	1.3902μs	719.3449 KOps/s	739.1336 KOps/s	$\color{#d91a1a}-2.68\%$
test_unbind_speed	0.6323ms	0.2713ms	3.6862 KOps/s	3.5803 KOps/s	$\color{#35bf28}+2.96\%$
test_unbind_speed_stack0	0.3883ms	0.2674ms	3.7396 KOps/s	3.6020 KOps/s	$\color{#35bf28}+3.82\%$
test_unbind_speed_stack1	0.1015s	0.7317ms	1.3667 KOps/s	1.2290 KOps/s	$\textbf{\color{#35bf28}+11.21\%}$
test_split	0.1007s	1.7479ms	572.1204 Ops/s	543.1077 Ops/s	$\textbf{\color{#35bf28}+5.34\%}$
test_chunk	0.1008s	1.7475ms	572.2501 Ops/s	611.5674 Ops/s	$\textbf{\color{#d91a1a}-6.43\%}$
test_consolidate_njt[False-None]	12.1605ms	8.1845ms	122.1815 Ops/s	109.6394 Ops/s	$\textbf{\color{#35bf28}+11.44\%}$
test_creation[device0]	0.2293ms	89.1934μs	11.2116 KOps/s	10.7767 KOps/s	$\color{#35bf28}+4.04\%$
test_creation_from_tensor	3.4611ms	93.8429μs	10.6561 KOps/s	10.6227 KOps/s	$\color{#35bf28}+0.31\%$
test_add_one[memmap_tensor0]	0.1312ms	4.7477μs	210.6289 KOps/s	202.8342 KOps/s	$\color{#35bf28}+3.84\%$
test_contiguous[memmap_tensor0]	20.8690μs	0.5040μs	1.9842 MOps/s	1.9479 MOps/s	$\color{#35bf28}+1.87\%$
test_stack[memmap_tensor0]	25.5470μs	3.3360μs	299.7586 KOps/s	293.4258 KOps/s	$\color{#35bf28}+2.16\%$
test_memmaptd_index	0.3152ms	0.2315ms	4.3197 KOps/s	4.4246 KOps/s	$\color{#d91a1a}-2.37\%$
test_memmaptd_index_astensor	1.0517ms	0.3160ms	3.1641 KOps/s	3.2145 KOps/s	$\color{#d91a1a}-1.57\%$
test_memmaptd_index_op	0.8244ms	0.5920ms	1.6893 KOps/s	1.6646 KOps/s	$\color{#35bf28}+1.49\%$
test_serialize_model	0.2081s	0.1305s	7.6638 Ops/s	8.5426 Ops/s	$\textbf{\color{#d91a1a}-10.29\%}$
test_serialize_model_pickle	0.4433s	0.3884s	2.5750 Ops/s	2.5359 Ops/s	$\color{#35bf28}+1.54\%$
test_serialize_weights	0.1335s	0.1138s	8.7896 Ops/s	8.7133 Ops/s	$\color{#35bf28}+0.88\%$
test_serialize_weights_returnearly	0.1892s	0.1611s	6.2063 Ops/s	6.1198 Ops/s	$\color{#35bf28}+1.41\%$
test_serialize_weights_pickle	0.4901s	0.4039s	2.4757 Ops/s	1.1921 Ops/s	$\textbf{\color{#35bf28}+107.67\%}$
test_serialize_weights_filesystem	0.2401s	0.1602s	6.2414 Ops/s	6.7484 Ops/s	$\textbf{\color{#d91a1a}-7.51\%}$
test_serialize_model_filesystem	0.1526s	0.1451s	6.8918 Ops/s	6.9043 Ops/s	$\color{#d91a1a}-0.18\%$
test_reshape_pytree	60.9040μs	26.2602μs	38.0804 KOps/s	37.1824 KOps/s	$\color{#35bf28}+2.42\%$
test_reshape_td	77.3650μs	32.9513μs	30.3479 KOps/s	28.6111 KOps/s	$\textbf{\color{#35bf28}+6.07\%}$
test_view_pytree	72.8460μs	26.1660μs	38.2176 KOps/s	37.5929 KOps/s	$\color{#35bf28}+1.66\%$
test_view_td	83.9070μs	41.7050μs	23.9779 KOps/s	23.9365 KOps/s	$\color{#35bf28}+0.17\%$
test_unbind_pytree	0.1278ms	29.8568μs	33.4932 KOps/s	33.9263 KOps/s	$\color{#d91a1a}-1.28\%$
test_unbind_td	0.3381ms	40.3522μs	24.7818 KOps/s	24.3762 KOps/s	$\color{#35bf28}+1.66\%$
test_split_pytree	89.8380μs	29.0724μs	34.3969 KOps/s	34.6651 KOps/s	$\color{#d91a1a}-0.77\%$
test_split_td	0.2051ms	45.8796μs	21.7962 KOps/s	21.1169 KOps/s	$\color{#35bf28}+3.22\%$
test_add_pytree	82.8960μs	35.6728μs	28.0326 KOps/s	27.1783 KOps/s	$\color{#35bf28}+3.14\%$
test_add_td	0.1254ms	59.0464μs	16.9358 KOps/s	16.4129 KOps/s	$\color{#35bf28}+3.19\%$
test_compile_add_one_nested[tensordict-compile]	0.1304ms	66.8269μs	14.9640 KOps/s	14.8552 KOps/s	$\color{#35bf28}+0.73\%$
test_compile_add_one_nested[tensordict-eager]	1.0931ms	0.1731ms	5.7760 KOps/s	5.8314 KOps/s	$\color{#d91a1a}-0.95\%$
test_compile_add_one_nested[pytree-compile]	0.1070ms	45.5789μs	21.9400 KOps/s	21.8390 KOps/s	$\color{#35bf28}+0.46\%$
test_compile_add_one_nested[pytree-eager]	0.3249ms	0.1201ms	8.3264 KOps/s	8.4396 KOps/s	$\color{#d91a1a}-1.34\%$
test_compile_copy_nested[tensordict-compile]	96.1200μs	27.9435μs	35.7865 KOps/s	34.9946 KOps/s	$\color{#35bf28}+2.26\%$
test_compile_copy_nested[tensordict-eager]	0.1295ms	58.1864μs	17.1861 KOps/s	17.1641 KOps/s	$\color{#35bf28}+0.13\%$
test_compile_copy_nested[pytree-compile]	0.1623ms	79.1142μs	12.6400 KOps/s	12.2583 KOps/s	$\color{#35bf28}+3.11\%$
test_compile_copy_nested[pytree-eager]	0.1289ms	66.6430μs	15.0053 KOps/s	14.7371 KOps/s	$\color{#35bf28}+1.82\%$
test_compile_add_one_flat[tensordict-compile]	0.2203ms	0.1064ms	9.4011 KOps/s	9.4772 KOps/s	$\color{#d91a1a}-0.80\%$
test_compile_add_one_flat[tensordict-eager]	0.4169ms	0.2142ms	4.6680 KOps/s	4.6777 KOps/s	$\color{#d91a1a}-0.21\%$
test_compile_add_one_flat[tensorclass-compile]	0.1244ms	47.7511μs	20.9419 KOps/s	20.9979 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_add_one_flat[tensorclass-eager]	0.1957ms	66.4847μs	15.0411 KOps/s	14.8497 KOps/s	$\color{#35bf28}+1.29\%$
test_compile_add_one_flat[pytree-compile]	0.1832ms	0.1013ms	9.8753 KOps/s	10.0566 KOps/s	$\color{#d91a1a}-1.80\%$
test_compile_add_one_flat[pytree-eager]	0.3662ms	0.2035ms	4.9146 KOps/s	4.8537 KOps/s	$\color{#35bf28}+1.25\%$
test_compile_add_self_flat[tensordict-eager]	0.3958ms	0.2317ms	4.3157 KOps/s	4.3130 KOps/s	$\color{#35bf28}+0.06\%$
test_compile_add_self_flat[tensordict-compile]	0.2957ms	0.1106ms	9.0386 KOps/s	9.4469 KOps/s	$\color{#d91a1a}-4.32\%$
test_compile_add_self_flat[tensorclass-eager]	0.1442ms	62.6257μs	15.9679 KOps/s	15.9220 KOps/s	$\color{#35bf28}+0.29\%$
test_compile_add_self_flat[tensorclass-compile]	97.7530μs	48.4434μs	20.6426 KOps/s	21.2489 KOps/s	$\color{#d91a1a}-2.85\%$
test_compile_add_self_flat[pytree-eager]	0.2200ms	0.1564ms	6.3927 KOps/s	6.3669 KOps/s	$\color{#35bf28}+0.41\%$
test_compile_add_self_flat[pytree-compile]	0.2388ms	0.1004ms	9.9560 KOps/s	10.0352 KOps/s	$\color{#d91a1a}-0.79\%$
test_compile_copy_flat[tensordict-compile]	0.1074ms	21.2449μs	47.0701 KOps/s	46.8028 KOps/s	$\color{#35bf28}+0.57\%$
test_compile_copy_flat[tensordict-eager]	0.1146ms	67.9247μs	14.7222 KOps/s	15.3273 KOps/s	$\color{#d91a1a}-3.95\%$
test_compile_copy_flat[pytree-compile]	0.1976ms	81.8733μs	12.2140 KOps/s	12.1018 KOps/s	$\color{#35bf28}+0.93\%$
test_compile_copy_flat[pytree-eager]	0.1158ms	67.3871μs	14.8396 KOps/s	14.7384 KOps/s	$\color{#35bf28}+0.69\%$
test_compile_assign_and_add[tensordict-compile]	0.3058ms	0.2166ms	4.6179 KOps/s	4.7883 KOps/s	$\color{#d91a1a}-3.56\%$
test_compile_assign_and_add[tensordict-eager]	1.8284ms	1.3787ms	725.3471 Ops/s	730.1003 Ops/s	$\color{#d91a1a}-0.65\%$
test_compile_assign_and_add[pytree-compile]	0.4391ms	0.2088ms	4.7890 KOps/s	4.7610 KOps/s	$\color{#35bf28}+0.59\%$
test_compile_assign_and_add[pytree-eager]	0.9293ms	0.8207ms	1.2185 KOps/s	1.1952 KOps/s	$\color{#35bf28}+1.94\%$
test_compile_assign_and_add_stack[compile]	0.9151ms	0.4676ms	2.1384 KOps/s	2.2137 KOps/s	$\color{#d91a1a}-3.40\%$
test_compile_assign_and_add_stack[eager]	4.6469ms	2.7047ms	369.7282 Ops/s	356.6375 Ops/s	$\color{#35bf28}+3.67\%$
test_compile_indexing[tensor-tensordict-compile]	0.1125ms	38.8452μs	25.7432 KOps/s	25.8316 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_indexing[tensor-tensordict-eager]	0.5931ms	34.1409μs	29.2903 KOps/s	30.2454 KOps/s	$\color{#d91a1a}-3.16\%$
test_compile_indexing[tensor-tensorclass-compile]	78.8580μs	31.5978μs	31.6478 KOps/s	31.9479 KOps/s	$\color{#d91a1a}-0.94\%$
test_compile_indexing[tensor-tensorclass-eager]	66.7750μs	23.2873μs	42.9419 KOps/s	43.4573 KOps/s	$\color{#d91a1a}-1.19\%$
test_compile_indexing[tensor-pytree-compile]	75.6920μs	32.1440μs	31.1100 KOps/s	31.1025 KOps/s	$\color{#35bf28}+0.02\%$
test_compile_indexing[tensor-pytree-eager]	78.2260μs	23.3250μs	42.8724 KOps/s	43.3952 KOps/s	$\color{#d91a1a}-1.20\%$
test_compile_indexing[slice-tensordict-compile]	0.1517ms	52.8080μs	18.9365 KOps/s	19.0086 KOps/s	$\color{#d91a1a}-0.38\%$
test_compile_indexing[slice-tensordict-eager]	0.3735ms	20.6492μs	48.4279 KOps/s	48.6860 KOps/s	$\color{#d91a1a}-0.53\%$
test_compile_indexing[slice-tensorclass-compile]	0.1072ms	45.3038μs	22.0732 KOps/s	22.8213 KOps/s	$\color{#d91a1a}-3.28\%$
test_compile_indexing[slice-tensorclass-eager]	53.6800μs	18.8960μs	52.9211 KOps/s	53.7793 KOps/s	$\color{#d91a1a}-1.60\%$
test_compile_indexing[slice-pytree-compile]	96.3810μs	46.5255μs	21.4936 KOps/s	21.8498 KOps/s	$\color{#d91a1a}-1.63\%$
test_compile_indexing[slice-pytree-eager]	68.6680μs	19.1143μs	52.3167 KOps/s	53.1473 KOps/s	$\color{#d91a1a}-1.56\%$
test_compile_indexing[int-tensordict-compile]	0.1120ms	53.9937μs	18.5207 KOps/s	18.7632 KOps/s	$\color{#d91a1a}-1.29\%$
test_compile_indexing[int-tensordict-eager]	0.9398ms	20.3641μs	49.1061 KOps/s	49.1169 KOps/s	$\color{#d91a1a}-0.02\%$
test_compile_indexing[int-tensorclass-compile]	0.1343ms	46.3956μs	21.5538 KOps/s	22.0435 KOps/s	$\color{#d91a1a}-2.22\%$
test_compile_indexing[int-tensorclass-eager]	65.1030μs	18.8740μs	52.9830 KOps/s	53.5426 KOps/s	$\color{#d91a1a}-1.05\%$
test_compile_indexing[int-pytree-compile]	99.0360μs	46.8130μs	21.3616 KOps/s	21.7792 KOps/s	$\color{#d91a1a}-1.92\%$
test_compile_indexing[int-pytree-eager]	53.2300μs	18.7768μs	53.2571 KOps/s	54.1892 KOps/s	$\color{#d91a1a}-1.72\%$
test_mod_add[eager]	88.6060μs	37.3474μs	26.7757 KOps/s	26.3189 KOps/s	$\color{#35bf28}+1.74\%$
test_mod_add[compile]	0.1488ms	66.0907μs	15.1307 KOps/s	15.6001 KOps/s	$\color{#d91a1a}-3.01\%$
test_mod_add[compile-overhead]	0.1236ms	65.0591μs	15.3706 KOps/s	15.7040 KOps/s	$\color{#d91a1a}-2.12\%$
test_mod_wrap[eager]	0.3998ms	0.2191ms	4.5635 KOps/s	4.5218 KOps/s	$\color{#35bf28}+0.92\%$
test_mod_wrap[compile]	1.4634ms	0.2283ms	4.3806 KOps/s	4.4562 KOps/s	$\color{#d91a1a}-1.70\%$
test_mod_wrap[compile-overhead]	0.3639ms	0.2204ms	4.5363 KOps/s	4.5385 KOps/s	$\color{#d91a1a}-0.05\%$
test_mod_wrap_and_backward[eager]	12.1285ms	10.5679ms	94.6263 Ops/s	92.9685 Ops/s	$\color{#35bf28}+1.78\%$
test_mod_wrap_and_backward[compile]	12.0632ms	10.4727ms	95.4860 Ops/s	92.9316 Ops/s	$\color{#35bf28}+2.75\%$
test_mod_wrap_and_backward[compile-overhead]	12.9523ms	10.5412ms	94.8662 Ops/s	92.8246 Ops/s	$\color{#35bf28}+2.20\%$
test_seq_add[eager]	0.2119ms	0.1218ms	8.2082 KOps/s	8.1322 KOps/s	$\color{#35bf28}+0.93\%$
test_seq_add[compile]	0.1937ms	79.1617μs	12.6324 KOps/s	12.8798 KOps/s	$\color{#d91a1a}-1.92\%$
test_seq_add[compile-overhead]	0.1323ms	76.3581μs	13.0962 KOps/s	13.1605 KOps/s	$\color{#d91a1a}-0.49\%$
test_seq_wrap[eager]	0.7465ms	0.4524ms	2.2105 KOps/s	2.1845 KOps/s	$\color{#35bf28}+1.19\%$
test_seq_wrap[compile]	0.4363ms	0.2410ms	4.1502 KOps/s	4.0831 KOps/s	$\color{#35bf28}+1.64\%$
test_seq_wrap[compile-overhead]	0.4426ms	0.2410ms	4.1495 KOps/s	4.1347 KOps/s	$\color{#35bf28}+0.36\%$
test_func_call_runtime[False-eager]	1.0711ms	0.5349ms	1.8695 KOps/s	1.8818 KOps/s	$\color{#d91a1a}-0.65\%$
test_func_call_runtime[False-compile]	0.9254ms	0.4456ms	2.2440 KOps/s	2.2541 KOps/s	$\color{#d91a1a}-0.45\%$
test_func_call_runtime[False-compile-overhead]	0.8527ms	0.4423ms	2.2607 KOps/s	2.2782 KOps/s	$\color{#d91a1a}-0.77\%$
test_func_call_runtime[True-eager]	0.9123ms	0.7501ms	1.3331 KOps/s	1.3459 KOps/s	$\color{#d91a1a}-0.95\%$
test_func_call_runtime[True-compile]	0.5750ms	0.4628ms	2.1605 KOps/s	2.1580 KOps/s	$\color{#35bf28}+0.12\%$
test_func_call_runtime[True-compile-overhead]	0.8317ms	0.4646ms	2.1526 KOps/s	2.1528 KOps/s	$-0.01\%$
test_func_call_cm_runtime[False-eager]	0.9420ms	0.5224ms	1.9143 KOps/s	1.8980 KOps/s	$\color{#35bf28}+0.86\%$
test_func_call_cm_runtime[False-compile]	0.5551ms	0.4414ms	2.2655 KOps/s	2.2543 KOps/s	$\color{#35bf28}+0.50\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6030ms	0.4407ms	2.2689 KOps/s	2.2512 KOps/s	$\color{#35bf28}+0.79\%$
test_func_call_cm_runtime[True-eager]	1.4347ms	0.8956ms	1.1166 KOps/s	1.1250 KOps/s	$\color{#d91a1a}-0.75\%$
test_func_call_cm_runtime[True-compile]	0.9980ms	0.7934ms	1.2605 KOps/s	1.2684 KOps/s	$\color{#d91a1a}-0.62\%$
test_func_call_cm_runtime[True-compile-overhead]	0.9495ms	0.8020ms	1.2469 KOps/s	1.2727 KOps/s	$\color{#d91a1a}-2.03\%$
test_vmap_func_call_cm_runtime[eager]	2.6142ms	1.8689ms	535.0793 Ops/s	527.3117 Ops/s	$\color{#35bf28}+1.47\%$
test_vmap_func_call_cm_runtime[compile]	0.7806ms	0.5381ms	1.8584 KOps/s	1.8461 KOps/s	$\color{#35bf28}+0.67\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.8861ms	0.5423ms	1.8442 KOps/s	1.8527 KOps/s	$\color{#d91a1a}-0.46\%$
test_distributed	0.2577ms	0.1244ms	8.0396 KOps/s	7.7491 KOps/s	$\color{#35bf28}+3.75\%$
test_tdmodule	91.2710μs	28.7735μs	34.7542 KOps/s	34.8733 KOps/s	$\color{#d91a1a}-0.34\%$
test_tdmodule_dispatch	94.2670μs	52.1385μs	19.1797 KOps/s	19.0083 KOps/s	$\color{#35bf28}+0.90\%$
test_tdseq	46.1870μs	29.6325μs	33.7467 KOps/s	32.2536 KOps/s	$\color{#35bf28}+4.63\%$
test_tdseq_dispatch	81.4030μs	55.7838μs	17.9264 KOps/s	17.2037 KOps/s	$\color{#35bf28}+4.20\%$
test_instantiation_functorch	1.7376ms	1.5404ms	649.1679 Ops/s	633.8720 Ops/s	$\color{#35bf28}+2.41\%$
test_exec_functorch	0.3980ms	0.1742ms	5.7390 KOps/s	5.4896 KOps/s	$\color{#35bf28}+4.54\%$
test_exec_functional_call	0.3317ms	0.1698ms	5.8910 KOps/s	5.8110 KOps/s	$\color{#35bf28}+1.38\%$
test_exec_td_decorator	0.4834ms	0.2299ms	4.3502 KOps/s	4.3166 KOps/s	$\color{#35bf28}+0.78\%$
test_vmap_mlp_speed_decorator[True-True]	1.1650ms	0.6498ms	1.5389 KOps/s	1.5429 KOps/s	$\color{#d91a1a}-0.26\%$
test_vmap_mlp_speed_decorator[True-False]	0.9855ms	0.6472ms	1.5450 KOps/s	1.5388 KOps/s	$\color{#35bf28}+0.41\%$
test_vmap_mlp_speed_decorator[False-True]	0.8441ms	0.5176ms	1.9322 KOps/s	1.9174 KOps/s	$\color{#35bf28}+0.77\%$
test_vmap_mlp_speed_decorator[False-False]	0.8356ms	0.5189ms	1.9270 KOps/s	1.8965 KOps/s	$\color{#35bf28}+1.61\%$
test_to_module_speed[True]	1.8518ms	1.3265ms	753.8595 Ops/s	747.4724 Ops/s	$\color{#35bf28}+0.85\%$
test_to_module_speed[False]	2.1315ms	1.3155ms	760.1704 Ops/s	767.5310 Ops/s	$\color{#d91a1a}-0.96\%$
test_tc_init	97.4330μs	50.0532μs	19.9788 KOps/s	20.5039 KOps/s	$\color{#d91a1a}-2.56\%$
test_tc_init_nested	0.1839ms	99.7387μs	10.0262 KOps/s	10.1571 KOps/s	$\color{#d91a1a}-1.29\%$
test_tc_first_layer_tensor	19.7670μs	1.5196μs	658.0749 KOps/s	656.8847 KOps/s	$\color{#35bf28}+0.18\%$
test_tc_first_layer_nontensor	18.9960μs	4.7556μs	210.2803 KOps/s	208.5129 KOps/s	$\color{#35bf28}+0.85\%$
test_tc_second_layer_tensor	32.0800μs	2.9062μs	344.0928 KOps/s	350.1679 KOps/s	$\color{#d91a1a}-1.73\%$
test_tc_second_layer_nontensor	0.1046ms	6.1528μs	162.5273 KOps/s	158.2746 KOps/s	$\color{#35bf28}+2.69\%$
test_unbind	0.2239s	12.9393ms	77.2839 Ops/s	76.4886 Ops/s	$\color{#35bf28}+1.04\%$
test_full_like	9.1917ms	8.1671ms	122.4418 Ops/s	130.4145 Ops/s	$\textbf{\color{#d91a1a}-6.11\%}$
test_zeros_like	5.0078ms	2.6395ms	378.8626 Ops/s	225.2808 Ops/s	$\textbf{\color{#35bf28}+68.17\%}$
test_ones_like	4.6174ms	3.0909ms	323.5316 Ops/s	306.8165 Ops/s	$\textbf{\color{#35bf28}+5.45\%}$
test_clone	7.6575ms	6.5349ms	153.0251 Ops/s	204.6715 Ops/s	$\textbf{\color{#d91a1a}-25.23\%}$
test_squeeze	65.2720μs	12.6001μs	79.3643 KOps/s	79.7371 KOps/s	$\color{#d91a1a}-0.47\%$
test_unsqueeze	0.3373ms	93.3148μs	10.7164 KOps/s	10.6398 KOps/s	$\color{#35bf28}+0.72\%$
test_split	0.3115ms	0.1910ms	5.2346 KOps/s	5.1777 KOps/s	$\color{#35bf28}+1.10\%$
test_permute	0.3311ms	0.1983ms	5.0434 KOps/s	4.9848 KOps/s	$\color{#35bf28}+1.18\%$
test_stack	27.1478ms	23.7409ms	42.1214 Ops/s	39.2739 Ops/s	$\textbf{\color{#35bf28}+7.25\%}$
test_cat	33.1466ms	23.9652ms	41.7271 Ops/s	39.0569 Ops/s	$\textbf{\color{#35bf28}+6.84\%}$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}16$. Worsened: $\large\color{#d91a1a}24$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	34.8110μs	13.5406μs	73.8521 KOps/s	79.0865 KOps/s	$\textbf{\color{#d91a1a}-6.62\%}$
test_plain_set_stack_nested	53.0730μs	13.5991μs	73.5343 KOps/s	78.8174 KOps/s	$\textbf{\color{#d91a1a}-6.70\%}$
test_plain_set_nested_inplace	40.2330μs	14.6567μs	68.2282 KOps/s	72.9424 KOps/s	$\textbf{\color{#d91a1a}-6.46\%}$
test_plain_set_stack_nested_inplace	53.6330μs	14.5704μs	68.6324 KOps/s	73.7387 KOps/s	$\textbf{\color{#d91a1a}-6.92\%}$
test_items	28.2520μs	2.8663μs	348.8797 KOps/s	343.8510 KOps/s	$\color{#35bf28}+1.46\%$
test_items_nested	0.4353ms	0.3857ms	2.5928 KOps/s	2.5715 KOps/s	$\color{#35bf28}+0.83\%$
test_items_nested_locked	0.4304ms	0.3851ms	2.5967 KOps/s	2.5723 KOps/s	$\color{#35bf28}+0.95\%$
test_items_nested_leaf	87.2450μs	60.5822μs	16.5065 KOps/s	16.5686 KOps/s	$\color{#d91a1a}-0.38\%$
test_items_stack_nested	0.4507ms	0.3837ms	2.6063 KOps/s	2.6160 KOps/s	$\color{#d91a1a}-0.37\%$
test_items_stack_nested_leaf	98.1750μs	60.8444μs	16.4354 KOps/s	16.5862 KOps/s	$\color{#d91a1a}-0.91\%$
test_items_stack_nested_locked	0.4389ms	0.3834ms	2.6079 KOps/s	2.5886 KOps/s	$\color{#35bf28}+0.75\%$
test_keys	31.4120μs	3.4261μs	291.8798 KOps/s	292.6072 KOps/s	$\color{#d91a1a}-0.25\%$
test_keys_nested	0.1234ms	87.2273μs	11.4643 KOps/s	11.3949 KOps/s	$\color{#35bf28}+0.61\%$
test_keys_nested_locked	0.7392ms	93.2496μs	10.7239 KOps/s	10.6863 KOps/s	$\color{#35bf28}+0.35\%$
test_keys_nested_leaf	0.1192ms	78.5763μs	12.7265 KOps/s	12.7090 KOps/s	$\color{#35bf28}+0.14\%$
test_keys_stack_nested	0.1226ms	87.1790μs	11.4706 KOps/s	11.4373 KOps/s	$\color{#35bf28}+0.29\%$
test_keys_stack_nested_leaf	0.1139ms	78.2428μs	12.7807 KOps/s	12.7205 KOps/s	$\color{#35bf28}+0.47\%$
test_keys_stack_nested_locked	0.1249ms	92.8696μs	10.7678 KOps/s	10.6616 KOps/s	$\color{#35bf28}+1.00\%$
test_values	5.7453μs	0.8570μs	1.1669 MOps/s	1.1693 MOps/s	$\color{#d91a1a}-0.20\%$
test_values_nested	60.9230μs	36.9072μs	27.0950 KOps/s	26.9716 KOps/s	$\color{#35bf28}+0.46\%$
test_values_nested_locked	64.2630μs	38.7052μs	25.8363 KOps/s	25.8865 KOps/s	$\color{#d91a1a}-0.19\%$
test_values_nested_leaf	77.8650μs	42.0307μs	23.7921 KOps/s	23.8799 KOps/s	$\color{#d91a1a}-0.37\%$
test_values_stack_nested	76.6240μs	37.1673μs	26.9054 KOps/s	26.8633 KOps/s	$\color{#35bf28}+0.16\%$
test_values_stack_nested_leaf	72.3140μs	42.0129μs	23.8022 KOps/s	23.7856 KOps/s	$\color{#35bf28}+0.07\%$
test_values_stack_nested_locked	63.0340μs	38.8104μs	25.7663 KOps/s	25.9317 KOps/s	$\color{#d91a1a}-0.64\%$
test_membership	2.5866μs	0.4976μs	2.0096 MOps/s	1.6843 MOps/s	$\textbf{\color{#35bf28}+19.31\%}$
test_membership_nested	14.5605μs	2.0988μs	476.4730 KOps/s	476.2476 KOps/s	$\color{#35bf28}+0.05\%$
test_membership_nested_leaf	16.1655μs	2.0977μs	476.7225 KOps/s	483.5888 KOps/s	$\color{#d91a1a}-1.42\%$
test_membership_stacked_nested	42.5020μs	2.1807μs	458.5655 KOps/s	467.1513 KOps/s	$\color{#d91a1a}-1.84\%$
test_membership_stacked_nested_leaf	29.1820μs	2.1765μs	459.4427 KOps/s	475.1123 KOps/s	$\color{#d91a1a}-3.30\%$
test_membership_nested_last	37.7920μs	3.0717μs	325.5473 KOps/s	321.6525 KOps/s	$\color{#35bf28}+1.21\%$
test_membership_nested_leaf_last	28.7720μs	3.0855μs	324.1005 KOps/s	320.5106 KOps/s	$\color{#35bf28}+1.12\%$
test_membership_stacked_nested_last	34.2720μs	3.1084μs	321.7071 KOps/s	324.5700 KOps/s	$\color{#d91a1a}-0.88\%$
test_membership_stacked_nested_leaf_last	25.6520μs	3.1110μs	321.4351 KOps/s	324.1604 KOps/s	$\color{#d91a1a}-0.84\%$
test_nested_getleaf	60.9230μs	6.3081μs	158.5261 KOps/s	160.1775 KOps/s	$\color{#d91a1a}-1.03\%$
test_nested_get	44.5220μs	6.0102μs	166.3840 KOps/s	166.0512 KOps/s	$\color{#35bf28}+0.20\%$
test_stacked_getleaf	37.9420μs	6.3686μs	157.0195 KOps/s	161.6873 KOps/s	$\color{#d91a1a}-2.89\%$
test_stacked_get	37.4720μs	5.9979μs	166.7251 KOps/s	172.0951 KOps/s	$\color{#d91a1a}-3.12\%$
test_nested_getitemleaf	32.7820μs	6.4805μs	154.3097 KOps/s	153.8696 KOps/s	$\color{#35bf28}+0.29\%$
test_nested_getitem	28.6210μs	6.2059μs	161.1357 KOps/s	161.9520 KOps/s	$\color{#d91a1a}-0.50\%$
test_stacked_getitemleaf	33.2120μs	6.4820μs	154.2723 KOps/s	155.6120 KOps/s	$\color{#d91a1a}-0.86\%$
test_stacked_getitem	27.0820μs	6.0808μs	164.4514 KOps/s	165.4990 KOps/s	$\color{#d91a1a}-0.63\%$
test_lock_nested	8.7670ms	0.3433ms	2.9132 KOps/s	2.9853 KOps/s	$\color{#d91a1a}-2.42\%$
test_lock_stack_nested	0.3966ms	0.3417ms	2.9269 KOps/s	2.9337 KOps/s	$\color{#d91a1a}-0.23\%$
test_unlock_nested	0.3431ms	0.2823ms	3.5418 KOps/s	3.6027 KOps/s	$\color{#d91a1a}-1.69\%$
test_unlock_stack_nested	0.3356ms	0.2825ms	3.5403 KOps/s	3.5818 KOps/s	$\color{#d91a1a}-1.16\%$
test_flatten_speed	0.1094ms	77.5894μs	12.8884 KOps/s	12.9578 KOps/s	$\color{#d91a1a}-0.54\%$
test_unflatten_speed	0.3759ms	0.3231ms	3.0953 KOps/s	3.0621 KOps/s	$\color{#35bf28}+1.08\%$
test_common_ops	0.7647ms	0.6401ms	1.5623 KOps/s	1.6484 KOps/s	$\textbf{\color{#d91a1a}-5.22\%}$
test_creation	72.0140μs	1.7287μs	578.4709 KOps/s	584.8597 KOps/s	$\color{#d91a1a}-1.09\%$
test_creation_empty	38.1220μs	10.3154μs	96.9429 KOps/s	119.5345 KOps/s	$\textbf{\color{#d91a1a}-18.90\%}$
test_creation_nested_1	37.3220μs	11.9654μs	83.5745 KOps/s	99.6293 KOps/s	$\textbf{\color{#d91a1a}-16.11\%}$
test_creation_nested_2	36.8920μs	14.6952μs	68.0494 KOps/s	78.1235 KOps/s	$\textbf{\color{#d91a1a}-12.90\%}$
test_clone	42.6320μs	10.3911μs	96.2364 KOps/s	96.7032 KOps/s	$\color{#d91a1a}-0.48\%$
test_getitem[int]	1.1809ms	10.3322μs	96.7847 KOps/s	94.5644 KOps/s	$\color{#35bf28}+2.35\%$
test_getitem[slice_int]	0.1148ms	20.3745μs	49.0809 KOps/s	47.7842 KOps/s	$\color{#35bf28}+2.71\%$
test_getitem[range]	0.1284ms	37.4150μs	26.7273 KOps/s	25.2869 KOps/s	$\textbf{\color{#35bf28}+5.70\%}$
test_getitem[tuple]	0.1069ms	17.3020μs	57.7969 KOps/s	55.4257 KOps/s	$\color{#35bf28}+4.28\%$
test_getitem[list]	0.1315ms	32.9934μs	30.3091 KOps/s	30.0520 KOps/s	$\color{#35bf28}+0.86\%$
test_setitem_dim[int]	38.0420μs	19.0305μs	52.5472 KOps/s	52.3028 KOps/s	$\color{#35bf28}+0.47\%$
test_setitem_dim[slice_int]	63.1830μs	38.5877μs	25.9150 KOps/s	25.0532 KOps/s	$\color{#35bf28}+3.44\%$
test_setitem_dim[range]	79.8140μs	52.1061μs	19.1916 KOps/s	18.0080 KOps/s	$\textbf{\color{#35bf28}+6.57\%}$
test_setitem_dim[tuple]	42.9020μs	31.8588μs	31.3885 KOps/s	28.6588 KOps/s	$\textbf{\color{#35bf28}+9.52\%}$
test_setitem	0.1362ms	16.0192μs	62.4251 KOps/s	67.3543 KOps/s	$\textbf{\color{#d91a1a}-7.32\%}$
test_set	46.8730μs	15.5989μs	64.1072 KOps/s	69.8080 KOps/s	$\textbf{\color{#d91a1a}-8.17\%}$
test_set_shared	0.5153ms	0.1567ms	6.3830 KOps/s	6.3081 KOps/s	$\color{#35bf28}+1.19\%$
test_update	0.3397ms	19.4174μs	51.5003 KOps/s	57.2876 KOps/s	$\textbf{\color{#d91a1a}-10.10\%}$
test_update_nested	58.7130μs	24.7966μs	40.3281 KOps/s	43.8481 KOps/s	$\textbf{\color{#d91a1a}-8.03\%}$
test_update__nested	0.5056ms	24.7187μs	40.4552 KOps/s	39.3150 KOps/s	$\color{#35bf28}+2.90\%$
test_set_nested	50.1830μs	16.8132μs	59.4770 KOps/s	64.2760 KOps/s	$\textbf{\color{#d91a1a}-7.47\%}$
test_set_nested_new	54.2530μs	19.8188μs	50.4571 KOps/s	56.8035 KOps/s	$\textbf{\color{#d91a1a}-11.17\%}$
test_select	58.2740μs	30.0298μs	33.3003 KOps/s	34.3073 KOps/s	$\color{#d91a1a}-2.94\%$
test_select_nested	85.4050μs	43.2348μs	23.1295 KOps/s	23.1323 KOps/s	$\color{#d91a1a}-0.01\%$
test_exclude_nested	0.1008ms	63.1311μs	15.8400 KOps/s	15.7843 KOps/s	$\color{#35bf28}+0.35\%$
test_empty[True]	0.3545ms	0.3097ms	3.2286 KOps/s	3.2330 KOps/s	$\color{#d91a1a}-0.13\%$
test_empty[False]	3.8592μs	0.8267μs	1.2097 MOps/s	1.2205 MOps/s	$\color{#d91a1a}-0.88\%$
test_to	87.8950μs	55.7431μs	17.9394 KOps/s	16.2473 KOps/s	$\textbf{\color{#35bf28}+10.41\%}$
test_to_nonblocking	97.9250μs	48.8256μs	20.4811 KOps/s	21.2703 KOps/s	$\color{#d91a1a}-3.71\%$
test_unbind_speed	0.2664ms	0.2392ms	4.1798 KOps/s	4.2296 KOps/s	$\color{#d91a1a}-1.18\%$
test_unbind_speed_stack0	0.3005ms	0.2338ms	4.2777 KOps/s	4.2814 KOps/s	$\color{#d91a1a}-0.09\%$
test_unbind_speed_stack1	93.2221ms	0.7379ms	1.3552 KOps/s	1.3734 KOps/s	$\color{#d91a1a}-1.32\%$
test_split	94.2489ms	1.5805ms	632.7112 Ops/s	630.0358 Ops/s	$\color{#35bf28}+0.42\%$
test_chunk	96.1053ms	1.5912ms	628.4537 Ops/s	628.9411 Ops/s	$\color{#d91a1a}-0.08\%$
test_consolidate[False-None]	2.8367ms	2.7131ms	368.5861 Ops/s	331.5470 Ops/s	$\textbf{\color{#35bf28}+11.17\%}$
test_consolidate[default-None]	1.9236ms	1.7410ms	574.3747 Ops/s	577.6204 Ops/s	$\color{#d91a1a}-0.56\%$
test_consolidate[reduce-overhead-None]	1.8566ms	1.7843ms	560.4576 Ops/s	568.1061 Ops/s	$\color{#d91a1a}-1.35\%$
test_consolidate_njt[False-None]	0.2980s	8.5523ms	116.9280 Ops/s	155.5041 Ops/s	$\textbf{\color{#d91a1a}-24.81\%}$
test_to[False-False-None]	1.7981ms	1.7366ms	575.8214 Ops/s	580.3141 Ops/s	$\color{#d91a1a}-0.77\%$
test_to[True-False-None]	1.5363ms	1.3644ms	732.9225 Ops/s	733.8494 Ops/s	$\color{#d91a1a}-0.13\%$
test_to[within-False-None]	4.5732ms	4.1664ms	240.0143 Ops/s	171.0588 Ops/s	$\textbf{\color{#35bf28}+40.31\%}$
test_to[True-default-None]	5.4782ms	5.1442ms	194.3935 Ops/s	193.9438 Ops/s	$\color{#35bf28}+0.23\%$
test_to_njt[False-False-None]	7.0966ms	6.9371ms	144.1530 Ops/s	143.4420 Ops/s	$\color{#35bf28}+0.50\%$
test_to_njt[True-False-None]	5.6497ms	5.4271ms	184.2608 Ops/s	181.2478 Ops/s	$\color{#35bf28}+1.66\%$
test_to_njt[within-False-None]	12.4571ms	12.0102ms	83.2624 Ops/s	81.6822 Ops/s	$\color{#35bf28}+1.93\%$
test_creation[device0]	0.4548ms	84.7465μs	11.7999 KOps/s	12.4594 KOps/s	$\textbf{\color{#d91a1a}-5.29\%}$
test_creation_from_tensor	0.5105ms	88.1628μs	11.3427 KOps/s	11.5813 KOps/s	$\color{#d91a1a}-2.06\%$
test_add_one[memmap_tensor0]	0.4194ms	6.8281μs	146.4531 KOps/s	147.5917 KOps/s	$\color{#d91a1a}-0.77\%$
test_contiguous[memmap_tensor0]	1.7001μs	0.4349μs	2.2992 MOps/s	2.2990 MOps/s	$\color{#35bf28}+0.01\%$
test_stack[memmap_tensor0]	21.4120μs	4.3391μs	230.4640 KOps/s	228.4929 KOps/s	$\color{#35bf28}+0.86\%$
test_memmaptd_index	0.4517ms	0.2385ms	4.1927 KOps/s	4.1355 KOps/s	$\color{#35bf28}+1.38\%$
test_memmaptd_index_astensor	0.4475ms	0.3023ms	3.3079 KOps/s	3.3426 KOps/s	$\color{#d91a1a}-1.04\%$
test_memmaptd_index_op	0.7532ms	0.6034ms	1.6573 KOps/s	1.7379 KOps/s	$\color{#d91a1a}-4.64\%$
test_serialize_model	0.1317s	0.1310s	7.6313 Ops/s	7.6170 Ops/s	$\color{#35bf28}+0.19\%$
test_serialize_model_pickle	1.3522s	1.2156s	0.8226 Ops/s	0.8218 Ops/s	$\color{#35bf28}+0.10\%$
test_serialize_weights	0.1316s	0.1305s	7.6630 Ops/s	7.6754 Ops/s	$\color{#d91a1a}-0.16\%$
test_serialize_weights_returnearly	0.3340s	55.8421ms	17.9076 Ops/s	14.9459 Ops/s	$\textbf{\color{#35bf28}+19.82\%}$
test_serialize_weights_pickle	1.3753s	1.2158s	0.8225 Ops/s	0.8427 Ops/s	$\color{#d91a1a}-2.39\%$
test_reshape_pytree	53.4330μs	21.9842μs	45.4872 KOps/s	45.0871 KOps/s	$\color{#35bf28}+0.89\%$
test_reshape_td	51.7130μs	26.4532μs	37.8026 KOps/s	37.1707 KOps/s	$\color{#35bf28}+1.70\%$
test_view_pytree	46.1330μs	21.8724μs	45.7196 KOps/s	45.3615 KOps/s	$\color{#35bf28}+0.79\%$
test_view_td	60.4930μs	31.3964μs	31.8508 KOps/s	30.5846 KOps/s	$\color{#35bf28}+4.14\%$
test_unbind_pytree	58.9430μs	27.5533μs	36.2933 KOps/s	36.3331 KOps/s	$\color{#d91a1a}-0.11\%$
test_unbind_td	0.6184ms	35.7525μs	27.9701 KOps/s	27.5250 KOps/s	$\color{#35bf28}+1.62\%$
test_split_pytree	70.1240μs	29.4163μs	33.9948 KOps/s	34.3054 KOps/s	$\color{#d91a1a}-0.91\%$
test_split_td	0.7861ms	37.7089μs	26.5189 KOps/s	25.8152 KOps/s	$\color{#35bf28}+2.73\%$
test_add_pytree	70.3340μs	35.2855μs	28.3402 KOps/s	29.0191 KOps/s	$\color{#d91a1a}-2.34\%$
test_add_td	89.0840μs	49.7343μs	20.1068 KOps/s	20.8958 KOps/s	$\color{#d91a1a}-3.78\%$
test_compile_add_one_nested[tensordict-compile]	0.1899ms	0.1217ms	8.2158 KOps/s	7.9822 KOps/s	$\color{#35bf28}+2.93\%$
test_compile_add_one_nested[tensordict-eager]	0.5304ms	0.1313ms	7.6175 KOps/s	7.6096 KOps/s	$\color{#35bf28}+0.10\%$
test_compile_add_one_nested[pytree-compile]	0.1894ms	94.6527μs	10.5649 KOps/s	10.3062 KOps/s	$\color{#35bf28}+2.51\%$
test_compile_add_one_nested[pytree-eager]	1.4381ms	0.1495ms	6.6900 KOps/s	6.7336 KOps/s	$\color{#d91a1a}-0.65\%$
test_compile_copy_nested[tensordict-compile]	0.4507ms	23.2684μs	42.9767 KOps/s	37.8378 KOps/s	$\textbf{\color{#35bf28}+13.58\%}$
test_compile_copy_nested[tensordict-eager]	0.4333ms	30.0533μs	33.2743 KOps/s	33.5914 KOps/s	$\color{#d91a1a}-0.94\%$
test_compile_copy_nested[pytree-compile]	0.4980ms	63.2236μs	15.8169 KOps/s	15.6000 KOps/s	$\color{#35bf28}+1.39\%$
test_compile_copy_nested[pytree-eager]	0.4586ms	48.9435μs	20.4317 KOps/s	20.5399 KOps/s	$\color{#d91a1a}-0.53\%$
test_compile_add_one_flat[tensordict-compile]	0.1891ms	0.1415ms	7.0695 KOps/s	7.1325 KOps/s	$\color{#d91a1a}-0.88\%$
test_compile_add_one_flat[tensordict-eager]	0.6660ms	0.2171ms	4.6059 KOps/s	4.6292 KOps/s	$\color{#d91a1a}-0.50\%$
test_compile_add_one_flat[tensorclass-compile]	0.1446ms	98.8237μs	10.1190 KOps/s	10.3720 KOps/s	$\color{#d91a1a}-2.44\%$
test_compile_add_one_flat[tensorclass-eager]	0.4702ms	56.7620μs	17.6174 KOps/s	18.0396 KOps/s	$\color{#d91a1a}-2.34\%$
test_compile_add_one_flat[pytree-compile]	0.2862ms	0.1353ms	7.3901 KOps/s	7.2869 KOps/s	$\color{#35bf28}+1.42\%$
test_compile_add_one_flat[pytree-eager]	0.8898ms	0.4839ms	2.0665 KOps/s	2.0687 KOps/s	$\color{#d91a1a}-0.11\%$
test_compile_add_self_flat[tensordict-eager]	0.6600ms	0.2606ms	3.8377 KOps/s	3.8479 KOps/s	$\color{#d91a1a}-0.26\%$
test_compile_add_self_flat[tensordict-compile]	0.2038ms	0.1420ms	7.0407 KOps/s	7.0812 KOps/s	$\color{#d91a1a}-0.57\%$
test_compile_add_self_flat[tensorclass-eager]	0.4765ms	66.5284μs	15.0312 KOps/s	14.4500 KOps/s	$\color{#35bf28}+4.02\%$
test_compile_add_self_flat[tensorclass-compile]	0.1455ms	98.2833μs	10.1747 KOps/s	10.2870 KOps/s	$\color{#d91a1a}-1.09\%$
test_compile_add_self_flat[pytree-eager]	0.8203ms	0.4123ms	2.4254 KOps/s	2.4617 KOps/s	$\color{#d91a1a}-1.47\%$
test_compile_add_self_flat[pytree-compile]	0.1921ms	0.1327ms	7.5381 KOps/s	7.4238 KOps/s	$\color{#35bf28}+1.54\%$
test_compile_copy_flat[tensordict-compile]	79.1550μs	18.4556μs	54.1840 KOps/s	57.5890 KOps/s	$\textbf{\color{#d91a1a}-5.91\%}$
test_compile_copy_flat[tensordict-eager]	0.4156ms	32.4838μs	30.7846 KOps/s	31.6423 KOps/s	$\color{#d91a1a}-2.71\%$
test_compile_copy_flat[pytree-compile]	0.4638ms	69.2695μs	14.4364 KOps/s	14.5035 KOps/s	$\color{#d91a1a}-0.46\%$
test_compile_copy_flat[pytree-eager]	0.4259ms	51.5018μs	19.4168 KOps/s	19.3081 KOps/s	$\color{#35bf28}+0.56\%$
test_compile_assign_and_add[tensordict-compile]	1.6814ms	0.4006ms	2.4966 KOps/s	2.1747 KOps/s	$\textbf{\color{#35bf28}+14.80\%}$
test_compile_assign_and_add[tensordict-eager]	2.8299ms	2.6394ms	378.8736 Ops/s	374.8231 Ops/s	$\color{#35bf28}+1.08\%$
test_compile_assign_and_add[pytree-compile]	1.6382ms	0.4410ms	2.2676 KOps/s	2.2449 KOps/s	$\color{#35bf28}+1.01\%$
test_compile_assign_and_add[pytree-eager]	2.8058ms	2.6472ms	377.7521 Ops/s	360.2391 Ops/s	$\color{#35bf28}+4.86\%$
test_compile_indexing[tensor-tensordict-compile]	0.2451ms	0.1155ms	8.6544 KOps/s	8.4249 KOps/s	$\color{#35bf28}+2.72\%$
test_compile_indexing[tensor-tensordict-eager]	0.5811ms	78.8332μs	12.6850 KOps/s	12.3728 KOps/s	$\color{#35bf28}+2.52\%$
test_compile_indexing[tensor-tensorclass-compile]	0.5192ms	0.1090ms	9.1778 KOps/s	9.2786 KOps/s	$\color{#d91a1a}-1.09\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1880ms	70.5501μs	14.1743 KOps/s	13.5368 KOps/s	$\color{#35bf28}+4.71\%$
test_compile_indexing[tensor-pytree-compile]	0.1710ms	0.1154ms	8.6631 KOps/s	8.7189 KOps/s	$\color{#d91a1a}-0.64\%$
test_compile_indexing[tensor-pytree-eager]	0.2013ms	72.6224μs	13.7699 KOps/s	13.5603 KOps/s	$\color{#35bf28}+1.55\%$
test_compile_indexing[slice-tensordict-compile]	0.2395ms	0.1007ms	9.9280 KOps/s	9.9136 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_indexing[slice-tensordict-eager]	0.1453ms	16.9178μs	59.1092 KOps/s	57.7900 KOps/s	$\color{#35bf28}+2.28\%$
test_compile_indexing[slice-tensorclass-compile]	0.1541ms	95.4692μs	10.4746 KOps/s	10.4492 KOps/s	$\color{#35bf28}+0.24\%$
test_compile_indexing[slice-tensorclass-eager]	50.7030μs	15.4058μs	64.9106 KOps/s	60.6710 KOps/s	$\textbf{\color{#35bf28}+6.99\%}$
test_compile_indexing[slice-pytree-compile]	0.1626ms	99.4483μs	10.0555 KOps/s	10.3303 KOps/s	$\color{#d91a1a}-2.66\%$
test_compile_indexing[slice-pytree-eager]	86.7450μs	15.2413μs	65.6113 KOps/s	64.8205 KOps/s	$\color{#35bf28}+1.22\%$
test_compile_indexing[int-tensordict-compile]	0.1739ms	0.1023ms	9.7706 KOps/s	9.8039 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_indexing[int-tensordict-eager]	0.6180ms	17.1001μs	58.4791 KOps/s	57.4300 KOps/s	$\color{#35bf28}+1.83\%$
test_compile_indexing[int-tensorclass-compile]	0.1519ms	96.2268μs	10.3921 KOps/s	10.3406 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_indexing[int-tensorclass-eager]	52.8530μs	15.3776μs	65.0295 KOps/s	64.8755 KOps/s	$\color{#35bf28}+0.24\%$
test_compile_indexing[int-pytree-compile]	0.1614ms	0.1009ms	9.9132 KOps/s	10.2796 KOps/s	$\color{#d91a1a}-3.56\%$
test_compile_indexing[int-pytree-eager]	36.0620μs	15.7473μs	63.5031 KOps/s	65.3527 KOps/s	$\color{#d91a1a}-2.83\%$
test_mod_add[eager]	0.1437ms	41.5936μs	24.0421 KOps/s	24.3270 KOps/s	$\color{#d91a1a}-1.17\%$
test_mod_add[compile]	0.3632ms	80.7311μs	12.3868 KOps/s	12.1634 KOps/s	$\color{#35bf28}+1.84\%$
test_mod_add[compile-overhead]	0.3319ms	0.1701ms	5.8804 KOps/s	5.5994 KOps/s	$\textbf{\color{#35bf28}+5.02\%}$
test_mod_wrap[eager]	0.3333ms	0.2526ms	3.9584 KOps/s	3.6704 KOps/s	$\textbf{\color{#35bf28}+7.85\%}$
test_mod_wrap[compile]	0.3725ms	0.2911ms	3.4349 KOps/s	3.4326 KOps/s	$\color{#35bf28}+0.07\%$
test_mod_wrap[compile-overhead]	7.6721ms	3.8896ms	257.0929 Ops/s	266.7582 Ops/s	$\color{#d91a1a}-3.62\%$
test_mod_wrap_and_backward[eager]	1.4967ms	1.3898ms	719.5322 Ops/s	678.5885 Ops/s	$\textbf{\color{#35bf28}+6.03\%}$
test_mod_wrap_and_backward[compile]	1.4135ms	1.2783ms	782.2745 Ops/s	716.5147 Ops/s	$\textbf{\color{#35bf28}+9.18\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3775ms	0.9336ms	1.0712 KOps/s	948.1243 Ops/s	$\textbf{\color{#35bf28}+12.98\%}$
test_seq_add[eager]	0.1648ms	0.1183ms	8.4527 KOps/s	8.2651 KOps/s	$\color{#35bf28}+2.27\%$
test_seq_add[compile]	0.1321ms	89.2883μs	11.1997 KOps/s	11.2810 KOps/s	$\color{#d91a1a}-0.72\%$
test_seq_add[compile-overhead]	0.1730ms	0.1301ms	7.6884 KOps/s	7.7127 KOps/s	$\color{#d91a1a}-0.31\%$
test_seq_wrap[eager]	0.5045ms	0.4358ms	2.2945 KOps/s	2.2674 KOps/s	$\color{#35bf28}+1.19\%$
test_seq_wrap[compile]	0.3953ms	0.3052ms	3.2770 KOps/s	3.2143 KOps/s	$\color{#35bf28}+1.95\%$
test_seq_wrap[compile-overhead]	0.2760ms	0.2272ms	4.4024 KOps/s	4.3503 KOps/s	$\color{#35bf28}+1.20\%$
test_func_call_runtime[False-eager]	0.8953ms	0.7952ms	1.2575 KOps/s	1.3003 KOps/s	$\color{#d91a1a}-3.29\%$
test_func_call_runtime[False-compile]	0.9065ms	0.7508ms	1.3319 KOps/s	1.3097 KOps/s	$\color{#35bf28}+1.69\%$
test_func_call_runtime[False-compile-overhead]	0.4406ms	0.3654ms	2.7366 KOps/s	2.7264 KOps/s	$\color{#35bf28}+0.37\%$
test_func_call_runtime[True-eager]	1.0637ms	0.9126ms	1.0957 KOps/s	1.0630 KOps/s	$\color{#35bf28}+3.08\%$
test_func_call_runtime[True-compile]	0.8733ms	0.7782ms	1.2850 KOps/s	1.2806 KOps/s	$\color{#35bf28}+0.34\%$
test_func_call_runtime[True-compile-overhead]	0.4781ms	0.3874ms	2.5815 KOps/s	2.5625 KOps/s	$\color{#35bf28}+0.74\%$
test_func_call_cm_runtime[False-eager]	0.8591ms	0.7387ms	1.3538 KOps/s	1.3149 KOps/s	$\color{#35bf28}+2.96\%$
test_func_call_cm_runtime[False-compile]	0.8589ms	0.7571ms	1.3209 KOps/s	1.3160 KOps/s	$\color{#35bf28}+0.37\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4294ms	0.3657ms	2.7344 KOps/s	2.7076 KOps/s	$\color{#35bf28}+0.99\%$
test_func_call_cm_runtime[True-eager]	1.1067ms	1.0072ms	992.8429 Ops/s	957.7774 Ops/s	$\color{#35bf28}+3.66\%$
test_func_call_cm_runtime[True-compile]	1.1372ms	1.0054ms	994.5864 Ops/s	978.6435 Ops/s	$\color{#35bf28}+1.63\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0905ms	1.0002ms	999.7792 Ops/s	964.3644 Ops/s	$\color{#35bf28}+3.67\%$
test_vmap_func_call_cm_runtime[eager]	2.5035ms	2.1023ms	475.6739 Ops/s	465.2727 Ops/s	$\color{#35bf28}+2.24\%$
test_vmap_func_call_cm_runtime[compile]	0.9288ms	0.8134ms	1.2293 KOps/s	1.2022 KOps/s	$\color{#35bf28}+2.25\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4714ms	0.4171ms	2.3975 KOps/s	2.3712 KOps/s	$\color{#35bf28}+1.11\%$
test_distributed	0.6737ms	0.1624ms	6.1566 KOps/s	8.6665 KOps/s	$\textbf{\color{#d91a1a}-28.96\%}$
test_tdmodule	0.1566ms	22.1867μs	45.0720 KOps/s	47.8395 KOps/s	$\textbf{\color{#d91a1a}-5.78\%}$
test_tdmodule_dispatch	65.6830μs	38.0073μs	26.3108 KOps/s	27.1378 KOps/s	$\color{#d91a1a}-3.05\%$
test_tdseq	68.6240μs	21.9819μs	45.4919 KOps/s	47.9057 KOps/s	$\textbf{\color{#d91a1a}-5.04\%}$
test_tdseq_dispatch	71.2040μs	41.1096μs	24.3252 KOps/s	25.7817 KOps/s	$\textbf{\color{#d91a1a}-5.65\%}$
test_instantiation_functorch	1.6262ms	1.5381ms	650.1725 Ops/s	648.6645 Ops/s	$\color{#35bf28}+0.23\%$
test_exec_functorch	0.1845ms	0.1425ms	7.0175 KOps/s	6.9399 KOps/s	$\color{#35bf28}+1.12\%$
test_exec_functional_call	0.1767ms	0.1359ms	7.3572 KOps/s	7.2918 KOps/s	$\color{#35bf28}+0.90\%$
test_exec_td_decorator	0.3700ms	0.1860ms	5.3757 KOps/s	5.3272 KOps/s	$\color{#35bf28}+0.91\%$
test_vmap_mlp_speed_decorator[True-True]	0.8203ms	0.6952ms	1.4385 KOps/s	1.4372 KOps/s	$\color{#35bf28}+0.09\%$
test_vmap_mlp_speed_decorator[True-False]	0.8452ms	0.6956ms	1.4376 KOps/s	1.4353 KOps/s	$\color{#35bf28}+0.16\%$
test_vmap_mlp_speed_decorator[False-True]	0.7296ms	0.6000ms	1.6668 KOps/s	1.6584 KOps/s	$\color{#35bf28}+0.50\%$
test_vmap_mlp_speed_decorator[False-False]	0.7293ms	0.6006ms	1.6650 KOps/s	1.6591 KOps/s	$\color{#35bf28}+0.36\%$
test_vmap_transformer_speed_decorator[True-True]	19.6200ms	19.4279ms	51.4723 Ops/s	51.5031 Ops/s	$\color{#d91a1a}-0.06\%$
test_vmap_transformer_speed_decorator[True-False]	19.7516ms	19.4465ms	51.4232 Ops/s	51.5155 Ops/s	$\color{#d91a1a}-0.18\%$
test_vmap_transformer_speed_decorator[False-True]	19.4395ms	19.2602ms	51.9207 Ops/s	51.7859 Ops/s	$\color{#35bf28}+0.26\%$
test_vmap_transformer_speed_decorator[False-False]	19.4052ms	19.2845ms	51.8552 Ops/s	51.9762 Ops/s	$\color{#d91a1a}-0.23\%$
test_to_module_speed[True]	1.5321ms	0.9674ms	1.0337 KOps/s	1.0276 KOps/s	$\color{#35bf28}+0.60\%$
test_to_module_speed[False]	1.0141ms	0.9504ms	1.0521 KOps/s	1.0397 KOps/s	$\color{#35bf28}+1.19\%$
test_tc_init	66.5840μs	38.6766μs	25.8554 KOps/s	27.6216 KOps/s	$\textbf{\color{#d91a1a}-6.39\%}$
test_tc_init_nested	0.1132ms	78.0859μs	12.8064 KOps/s	13.8434 KOps/s	$\textbf{\color{#d91a1a}-7.49\%}$
test_tc_first_layer_tensor	30.6310μs	0.7866μs	1.2713 MOps/s	1.2383 MOps/s	$\color{#35bf28}+2.66\%$
test_tc_first_layer_nontensor	94.3150μs	2.2375μs	446.9327 KOps/s	446.2132 KOps/s	$\color{#35bf28}+0.16\%$
test_tc_second_layer_tensor	12.7182μs	1.4154μs	706.5234 KOps/s	703.5868 KOps/s	$\color{#35bf28}+0.42\%$
test_tc_second_layer_nontensor	22.3520μs	2.9566μs	338.2259 KOps/s	335.2744 KOps/s	$\color{#35bf28}+0.88\%$
test_unbind	0.2375s	10.2693ms	97.3779 Ops/s	142.9291 Ops/s	$\textbf{\color{#d91a1a}-31.87\%}$
test_full_like	10.8579ms	9.1438ms	109.3632 Ops/s	107.2402 Ops/s	$\color{#35bf28}+1.98\%$
test_zeros_like	4.8601ms	4.3190ms	231.5360 Ops/s	234.8250 Ops/s	$\color{#d91a1a}-1.40\%$
test_ones_like	4.5204ms	4.3251ms	231.2075 Ops/s	237.4955 Ops/s	$\color{#d91a1a}-2.65\%$
test_clone	11.3049ms	9.0850ms	110.0719 Ops/s	110.6623 Ops/s	$\color{#d91a1a}-0.53\%$
test_squeeze	59.5630μs	9.7374μs	102.6968 KOps/s	101.3356 KOps/s	$\color{#35bf28}+1.34\%$
test_unsqueeze	0.2025ms	72.3898μs	13.8141 KOps/s	13.9825 KOps/s	$\color{#d91a1a}-1.20\%$
test_split	0.2544ms	0.1570ms	6.3701 KOps/s	6.2831 KOps/s	$\color{#35bf28}+1.38\%$
test_permute	0.2347ms	0.1786ms	5.5986 KOps/s	5.6328 KOps/s	$\color{#d91a1a}-0.61\%$
test_stack	50.4184ms	50.1609ms	19.9358 Ops/s	20.0021 Ops/s	$\color{#d91a1a}-0.33\%$
test_cat	50.4769ms	50.1170ms	19.9533 Ops/s	20.0353 Ops/s	$\color{#d91a1a}-0.41\%$