[Test] fix inline TDParams kwargs for nontensordata

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• -> [Test] fix inline TDParams kwargs for nontensordata #1095

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}8$. Worsened: $\large\color{#d91a1a}14$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	43.8620μs	17.9340μs	55.7601 KOps/s	55.2984 KOps/s	$\color{#35bf28}+0.83\%$
test_plain_set_stack_nested	63.7190μs	18.1485μs	55.1011 KOps/s	54.9763 KOps/s	$\color{#35bf28}+0.23\%$
test_plain_set_nested_inplace	53.5810μs	20.1140μs	49.7165 KOps/s	50.6457 KOps/s	$\color{#d91a1a}-1.83\%$
test_plain_set_stack_nested_inplace	72.0950μs	20.0894μs	49.7776 KOps/s	50.3473 KOps/s	$\color{#d91a1a}-1.13\%$
test_items	49.4560μs	4.1177μs	242.8545 KOps/s	237.7996 KOps/s	$\color{#35bf28}+2.13\%$
test_items_nested	0.5039ms	0.3368ms	2.9692 KOps/s	2.9365 KOps/s	$\color{#35bf28}+1.11\%$
test_items_nested_locked	0.4851ms	0.3381ms	2.9576 KOps/s	2.9314 KOps/s	$\color{#35bf28}+0.89\%$
test_items_nested_leaf	0.1309ms	72.3516μs	13.8214 KOps/s	14.0073 KOps/s	$\color{#d91a1a}-1.33\%$
test_items_stack_nested	0.5138ms	0.3389ms	2.9507 KOps/s	2.9117 KOps/s	$\color{#35bf28}+1.34\%$
test_items_stack_nested_leaf	0.1429ms	73.9790μs	13.5173 KOps/s	13.5366 KOps/s	$\color{#d91a1a}-0.14\%$
test_items_stack_nested_locked	0.5030ms	0.3414ms	2.9294 KOps/s	2.7899 KOps/s	$\color{#35bf28}+5.00\%$
test_keys	34.3040μs	3.5067μs	285.1702 KOps/s	284.4103 KOps/s	$\color{#35bf28}+0.27\%$
test_keys_nested	0.2085ms	0.1379ms	7.2529 KOps/s	7.2375 KOps/s	$\color{#35bf28}+0.21\%$
test_keys_nested_locked	1.8755ms	0.1434ms	6.9722 KOps/s	7.0479 KOps/s	$\color{#d91a1a}-1.07\%$
test_keys_nested_leaf	0.2265ms	0.1184ms	8.4441 KOps/s	8.6752 KOps/s	$\color{#d91a1a}-2.66\%$
test_keys_stack_nested	0.2320ms	0.1390ms	7.1919 KOps/s	7.3400 KOps/s	$\color{#d91a1a}-2.02\%$
test_keys_stack_nested_leaf	0.2281ms	0.1194ms	8.3748 KOps/s	8.4624 KOps/s	$\color{#d91a1a}-1.04\%$
test_keys_stack_nested_locked	0.2468ms	0.1431ms	6.9903 KOps/s	7.1312 KOps/s	$\color{#d91a1a}-1.98\%$
test_values	9.4742μs	1.0478μs	954.3499 KOps/s	952.1755 KOps/s	$\color{#35bf28}+0.23\%$
test_values_nested	0.1112ms	55.6048μs	17.9841 KOps/s	18.1102 KOps/s	$\color{#d91a1a}-0.70\%$
test_values_nested_locked	0.1084ms	55.3474μs	18.0677 KOps/s	18.3053 KOps/s	$\color{#d91a1a}-1.30\%$
test_values_nested_leaf	0.1281ms	60.8281μs	16.4398 KOps/s	16.7748 KOps/s	$\color{#d91a1a}-2.00\%$
test_values_stack_nested	0.1208ms	56.7602μs	17.6180 KOps/s	16.8679 KOps/s	$\color{#35bf28}+4.45\%$
test_values_stack_nested_leaf	0.1247ms	61.4458μs	16.2745 KOps/s	16.7327 KOps/s	$\color{#d91a1a}-2.74\%$
test_values_stack_nested_locked	0.1248ms	56.6523μs	17.6515 KOps/s	18.0221 KOps/s	$\color{#d91a1a}-2.06\%$
test_membership	21.5500μs	0.8946μs	1.1178 MOps/s	1.3526 MOps/s	$\textbf{\color{#d91a1a}-17.35\%}$
test_membership_nested	57.5380μs	2.7860μs	358.9361 KOps/s	362.4034 KOps/s	$\color{#d91a1a}-0.96\%$
test_membership_nested_leaf	46.8370μs	2.7744μs	360.4407 KOps/s	367.5318 KOps/s	$\color{#d91a1a}-1.93\%$
test_membership_stacked_nested	50.9940μs	2.7644μs	361.7399 KOps/s	366.3861 KOps/s	$\color{#d91a1a}-1.27\%$
test_membership_stacked_nested_leaf	40.8170μs	2.7645μs	361.7342 KOps/s	365.1289 KOps/s	$\color{#d91a1a}-0.93\%$
test_membership_nested_last	58.7000μs	4.0498μs	246.9285 KOps/s	249.0123 KOps/s	$\color{#d91a1a}-0.84\%$
test_membership_nested_leaf_last	50.8750μs	4.0747μs	245.4139 KOps/s	251.3527 KOps/s	$\color{#d91a1a}-2.36\%$
test_membership_stacked_nested_last	27.7720μs	4.0863μs	244.7217 KOps/s	253.0952 KOps/s	$\color{#d91a1a}-3.31\%$
test_membership_stacked_nested_leaf_last	59.1610μs	4.0508μs	246.8649 KOps/s	251.3192 KOps/s	$\color{#d91a1a}-1.77\%$
test_nested_getleaf	46.2370μs	10.6146μs	94.2097 KOps/s	95.1646 KOps/s	$\color{#d91a1a}-1.00\%$
test_nested_get	53.8310μs	10.1834μs	98.1994 KOps/s	100.0835 KOps/s	$\color{#d91a1a}-1.88\%$
test_stacked_getleaf	58.0890μs	10.4620μs	95.5840 KOps/s	95.4275 KOps/s	$\color{#35bf28}+0.16\%$
test_stacked_get	37.0090μs	10.1301μs	98.7155 KOps/s	100.3956 KOps/s	$\color{#d91a1a}-1.67\%$
test_nested_getitemleaf	55.7740μs	11.1347μs	89.8093 KOps/s	91.4605 KOps/s	$\color{#d91a1a}-1.81\%$
test_nested_getitem	54.0510μs	10.4961μs	95.2739 KOps/s	97.0390 KOps/s	$\color{#d91a1a}-1.82\%$
test_stacked_getitemleaf	61.8550μs	11.2202μs	89.1246 KOps/s	91.4283 KOps/s	$\color{#d91a1a}-2.52\%$
test_stacked_getitem	61.9360μs	10.3903μs	96.2437 KOps/s	98.4734 KOps/s	$\color{#d91a1a}-2.26\%$
test_lock_nested	2.7775ms	0.4559ms	2.1936 KOps/s	1.8339 KOps/s	$\textbf{\color{#35bf28}+19.61\%}$
test_lock_stack_nested	0.7728ms	0.4200ms	2.3808 KOps/s	2.4341 KOps/s	$\color{#d91a1a}-2.19\%$
test_unlock_nested	0.8515ms	0.3658ms	2.7335 KOps/s	2.7351 KOps/s	$\color{#d91a1a}-0.06\%$
test_unlock_stack_nested	0.5084ms	0.3381ms	2.9575 KOps/s	3.0404 KOps/s	$\color{#d91a1a}-2.73\%$
test_flatten_speed	0.1841ms	94.3219μs	10.6020 KOps/s	11.1309 KOps/s	$\color{#d91a1a}-4.75\%$
test_unflatten_speed	0.6641ms	0.4792ms	2.0866 KOps/s	2.1240 KOps/s	$\color{#d91a1a}-1.76\%$
test_common_ops	1.6416ms	0.7789ms	1.2839 KOps/s	1.2945 KOps/s	$\color{#d91a1a}-0.81\%$
test_creation	0.1523ms	2.0922μs	477.9758 KOps/s	497.5719 KOps/s	$\color{#d91a1a}-3.94\%$
test_creation_empty	39.0130μs	11.1554μs	89.6430 KOps/s	86.9170 KOps/s	$\color{#35bf28}+3.14\%$
test_creation_nested_1	54.0310μs	13.9624μs	71.6211 KOps/s	69.9810 KOps/s	$\color{#35bf28}+2.34\%$
test_creation_nested_2	54.3720μs	18.0418μs	55.4268 KOps/s	53.6659 KOps/s	$\color{#35bf28}+3.28\%$
test_clone	0.1197ms	13.7276μs	72.8459 KOps/s	77.9354 KOps/s	$\textbf{\color{#d91a1a}-6.53\%}$
test_getitem[int]	0.8629ms	12.6013μs	79.3568 KOps/s	79.5633 KOps/s	$\color{#d91a1a}-0.26\%$
test_getitem[slice_int]	0.1494ms	23.9134μs	41.8175 KOps/s	42.3578 KOps/s	$\color{#d91a1a}-1.28\%$
test_getitem[range]	0.3861ms	50.2638μs	19.8950 KOps/s	20.4316 KOps/s	$\color{#d91a1a}-2.63\%$
test_getitem[tuple]	0.1546ms	19.7837μs	50.5468 KOps/s	50.6822 KOps/s	$\color{#d91a1a}-0.27\%$
test_getitem[list]	0.3218ms	44.8784μs	22.2824 KOps/s	22.4687 KOps/s	$\color{#d91a1a}-0.83\%$
test_setitem_dim[int]	59.6610μs	26.2656μs	38.0726 KOps/s	39.3874 KOps/s	$\color{#d91a1a}-3.34\%$
test_setitem_dim[slice_int]	95.1380μs	52.8002μs	18.9393 KOps/s	19.9898 KOps/s	$\textbf{\color{#d91a1a}-5.25\%}$
test_setitem_dim[range]	0.1877ms	77.2554μs	12.9441 KOps/s	13.1556 KOps/s	$\color{#d91a1a}-1.61\%$
test_setitem_dim[tuple]	76.0420μs	41.3729μs	24.1704 KOps/s	24.9648 KOps/s	$\color{#d91a1a}-3.18\%$
test_setitem	0.1090ms	20.8538μs	47.9528 KOps/s	48.4318 KOps/s	$\color{#d91a1a}-0.99\%$
test_set	0.1950ms	20.2174μs	49.4624 KOps/s	49.8733 KOps/s	$\color{#d91a1a}-0.82\%$
test_set_shared	4.3688ms	0.1706ms	5.8625 KOps/s	5.8632 KOps/s	$\color{#d91a1a}-0.01\%$
test_update	0.1531ms	23.5093μs	42.5363 KOps/s	42.8801 KOps/s	$\color{#d91a1a}-0.80\%$
test_update_nested	0.1470ms	33.4768μs	29.8714 KOps/s	30.9563 KOps/s	$\color{#d91a1a}-3.50\%$
test_update__nested	0.1619ms	33.0247μs	30.2804 KOps/s	31.0708 KOps/s	$\color{#d91a1a}-2.54\%$
test_set_nested	0.1562ms	22.6118μs	44.2248 KOps/s	45.6606 KOps/s	$\color{#d91a1a}-3.14\%$
test_set_nested_new	0.2541ms	27.4687μs	36.4051 KOps/s	37.2415 KOps/s	$\color{#d91a1a}-2.25\%$
test_select	0.1879ms	42.1140μs	23.7451 KOps/s	23.3913 KOps/s	$\color{#35bf28}+1.51\%$
test_select_nested	0.1350ms	60.5989μs	16.5019 KOps/s	16.6599 KOps/s	$\color{#d91a1a}-0.95\%$
test_exclude_nested	0.1398ms	74.8315μs	13.3634 KOps/s	13.5508 KOps/s	$\color{#d91a1a}-1.38\%$
test_empty[True]	0.5743ms	0.3504ms	2.8542 KOps/s	2.9003 KOps/s	$\color{#d91a1a}-1.59\%$
test_empty[False]	12.3458μs	1.2498μs	800.1555 KOps/s	803.0305 KOps/s	$\color{#d91a1a}-0.36\%$
test_unbind_speed	0.4690ms	0.2656ms	3.7651 KOps/s	3.8350 KOps/s	$\color{#d91a1a}-1.82\%$
test_unbind_speed_stack0	0.5317ms	0.2636ms	3.7933 KOps/s	3.9597 KOps/s	$\color{#d91a1a}-4.20\%$
test_unbind_speed_stack1	0.1099s	0.7887ms	1.2679 KOps/s	1.4297 KOps/s	$\textbf{\color{#d91a1a}-11.32\%}$
test_split	0.1202s	1.7349ms	576.3941 Ops/s	568.4599 Ops/s	$\color{#35bf28}+1.40\%$
test_chunk	0.1118s	1.7361ms	575.9931 Ops/s	573.4761 Ops/s	$\color{#35bf28}+0.44\%$
test_consolidate_njt[False-None]	11.2029ms	8.2072ms	121.8441 Ops/s	124.6948 Ops/s	$\color{#d91a1a}-2.29\%$
test_creation[device0]	3.5816ms	93.9037μs	10.6492 KOps/s	10.7889 KOps/s	$\color{#d91a1a}-1.30\%$
test_creation_from_tensor	0.2863ms	95.1506μs	10.5097 KOps/s	10.4875 KOps/s	$\color{#35bf28}+0.21\%$
test_add_one[memmap_tensor0]	0.1611ms	4.9635μs	201.4717 KOps/s	207.2031 KOps/s	$\color{#d91a1a}-2.77\%$
test_contiguous[memmap_tensor0]	40.1850μs	0.5235μs	1.9102 MOps/s	1.8354 MOps/s	$\color{#35bf28}+4.07\%$
test_stack[memmap_tensor0]	28.1020μs	3.3857μs	295.3557 KOps/s	297.1902 KOps/s	$\color{#d91a1a}-0.62\%$
test_memmaptd_index	0.9588ms	0.2416ms	4.1388 KOps/s	4.3122 KOps/s	$\color{#d91a1a}-4.02\%$
test_memmaptd_index_astensor	0.7183ms	0.3241ms	3.0856 KOps/s	3.2498 KOps/s	$\textbf{\color{#d91a1a}-5.05\%}$
test_memmaptd_index_op	0.9952ms	0.6010ms	1.6639 KOps/s	1.7078 KOps/s	$\color{#d91a1a}-2.57\%$
test_serialize_model	0.1252s	0.1177s	8.4997 Ops/s	7.4606 Ops/s	$\textbf{\color{#35bf28}+13.93\%}$
test_serialize_model_pickle	0.4450s	0.3965s	2.5222 Ops/s	2.5214 Ops/s	$\color{#35bf28}+0.03\%$
test_serialize_weights	0.2592s	0.1334s	7.4974 Ops/s	8.6703 Ops/s	$\textbf{\color{#d91a1a}-13.53\%}$
test_serialize_weights_returnearly	0.1787s	0.1605s	6.2287 Ops/s	6.2847 Ops/s	$\color{#d91a1a}-0.89\%$
test_serialize_weights_pickle	0.4598s	0.3939s	2.5389 Ops/s	2.4511 Ops/s	$\color{#35bf28}+3.58\%$
test_serialize_weights_filesystem	0.1566s	0.1463s	6.8363 Ops/s	6.9446 Ops/s	$\color{#d91a1a}-1.56\%$
test_serialize_model_filesystem	0.1704s	0.1511s	6.6202 Ops/s	6.5421 Ops/s	$\color{#35bf28}+1.19\%$
test_reshape_pytree	0.1032ms	27.8804μs	35.8674 KOps/s	37.6214 KOps/s	$\color{#d91a1a}-4.66\%$
test_reshape_td	0.1172ms	32.6201μs	30.6559 KOps/s	30.7217 KOps/s	$\color{#d91a1a}-0.21\%$
test_view_pytree	72.9670μs	27.4434μs	36.4386 KOps/s	37.3674 KOps/s	$\color{#d91a1a}-2.49\%$
test_view_td	97.3930μs	38.5720μs	25.9256 KOps/s	27.1835 KOps/s	$\color{#d91a1a}-4.63\%$
test_unbind_pytree	79.8490μs	30.5438μs	32.7399 KOps/s	34.3216 KOps/s	$\color{#d91a1a}-4.61\%$
test_unbind_td	0.3331ms	39.4451μs	25.3517 KOps/s	26.4647 KOps/s	$\color{#d91a1a}-4.21\%$
test_split_pytree	75.6420μs	30.1751μs	33.1399 KOps/s	34.1195 KOps/s	$\color{#d91a1a}-2.87\%$
test_split_td	0.5476ms	43.7646μs	22.8495 KOps/s	22.7812 KOps/s	$\color{#35bf28}+0.30\%$
test_add_pytree	93.2050μs	37.1238μs	26.9369 KOps/s	28.4705 KOps/s	$\textbf{\color{#d91a1a}-5.39\%}$
test_add_td	0.1397ms	60.5533μs	16.5144 KOps/s	18.0152 KOps/s	$\textbf{\color{#d91a1a}-8.33\%}$
test_compile_add_one_nested[tensordict-compile]	0.1283ms	63.2462μs	15.8112 KOps/s	16.1884 KOps/s	$\color{#d91a1a}-2.33\%$
test_compile_add_one_nested[tensordict-eager]	0.4102ms	0.1630ms	6.1349 KOps/s	6.1442 KOps/s	$\color{#d91a1a}-0.15\%$
test_compile_add_one_nested[pytree-compile]	0.1353ms	47.0607μs	21.2491 KOps/s	22.0737 KOps/s	$\color{#d91a1a}-3.74\%$
test_compile_add_one_nested[pytree-eager]	0.2714ms	0.1207ms	8.2848 KOps/s	8.4742 KOps/s	$\color{#d91a1a}-2.23\%$
test_compile_copy_nested[tensordict-compile]	81.2820μs	26.5069μs	37.7260 KOps/s	39.2819 KOps/s	$\color{#d91a1a}-3.96\%$
test_compile_copy_nested[tensordict-eager]	0.1458ms	53.7538μs	18.6033 KOps/s	18.6513 KOps/s	$\color{#d91a1a}-0.26\%$
test_compile_copy_nested[pytree-compile]	0.2182ms	82.2032μs	12.1650 KOps/s	12.6211 KOps/s	$\color{#d91a1a}-3.61\%$
test_compile_copy_nested[pytree-eager]	0.1300ms	69.3000μs	14.4300 KOps/s	14.5654 KOps/s	$\color{#d91a1a}-0.93\%$
test_compile_add_one_flat[tensordict-compile]	0.2263ms	0.1073ms	9.3229 KOps/s	9.4908 KOps/s	$\color{#d91a1a}-1.77\%$
test_compile_add_one_flat[tensordict-eager]	0.3778ms	0.2063ms	4.8471 KOps/s	5.1044 KOps/s	$\textbf{\color{#d91a1a}-5.04\%}$
test_compile_add_one_flat[tensorclass-compile]	0.1129ms	46.0416μs	21.7195 KOps/s	20.9039 KOps/s	$\color{#35bf28}+3.90\%$
test_compile_add_one_flat[tensorclass-eager]	0.4976ms	63.0450μs	15.8617 KOps/s	16.4363 KOps/s	$\color{#d91a1a}-3.50\%$
test_compile_add_one_flat[pytree-compile]	0.1878ms	0.1040ms	9.6114 KOps/s	9.7547 KOps/s	$\color{#d91a1a}-1.47\%$
test_compile_add_one_flat[pytree-eager]	0.3678ms	0.2015ms	4.9625 KOps/s	4.9519 KOps/s	$\color{#35bf28}+0.21\%$
test_compile_add_self_flat[tensordict-eager]	0.4625ms	0.2180ms	4.5877 KOps/s	4.8195 KOps/s	$\color{#d91a1a}-4.81\%$
test_compile_add_self_flat[tensordict-compile]	0.1860ms	0.1083ms	9.2350 KOps/s	9.4625 KOps/s	$\color{#d91a1a}-2.40\%$
test_compile_add_self_flat[tensorclass-eager]	0.1886ms	55.1376μs	18.1365 KOps/s	18.6782 KOps/s	$\color{#d91a1a}-2.90\%$
test_compile_add_self_flat[tensorclass-compile]	0.1179ms	48.2648μs	20.7190 KOps/s	22.0454 KOps/s	$\textbf{\color{#d91a1a}-6.02\%}$
test_compile_add_self_flat[pytree-eager]	0.6568ms	0.1595ms	6.2700 KOps/s	6.2871 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_add_self_flat[pytree-compile]	0.1827ms	0.1054ms	9.4905 KOps/s	9.7655 KOps/s	$\color{#d91a1a}-2.82\%$
test_compile_copy_flat[tensordict-compile]	58.8700μs	21.3237μs	46.8962 KOps/s	47.3159 KOps/s	$\color{#d91a1a}-0.89\%$
test_compile_copy_flat[tensordict-eager]	0.1599ms	59.5415μs	16.7950 KOps/s	17.5390 KOps/s	$\color{#d91a1a}-4.24\%$
test_compile_copy_flat[pytree-compile]	0.1579ms	82.9121μs	12.0610 KOps/s	12.2524 KOps/s	$\color{#d91a1a}-1.56\%$
test_compile_copy_flat[pytree-eager]	0.1311ms	70.2728μs	14.2303 KOps/s	14.5802 KOps/s	$\color{#d91a1a}-2.40\%$
test_compile_assign_and_add[tensordict-compile]	0.3087ms	0.2116ms	4.7263 KOps/s	4.8213 KOps/s	$\color{#d91a1a}-1.97\%$
test_compile_assign_and_add[tensordict-eager]	1.5868ms	1.3034ms	767.2083 Ops/s	794.4541 Ops/s	$\color{#d91a1a}-3.43\%$
test_compile_assign_and_add[pytree-compile]	0.3027ms	0.2039ms	4.9033 KOps/s	4.9213 KOps/s	$\color{#d91a1a}-0.37\%$
test_compile_assign_and_add[pytree-eager]	0.9473ms	0.7736ms	1.2926 KOps/s	1.2959 KOps/s	$\color{#d91a1a}-0.25\%$
test_compile_assign_and_add_stack[compile]	0.5696ms	0.4621ms	2.1640 KOps/s	2.1991 KOps/s	$\color{#d91a1a}-1.59\%$
test_compile_assign_and_add_stack[eager]	2.9487ms	2.6541ms	376.7686 Ops/s	379.3485 Ops/s	$\color{#d91a1a}-0.68\%$
test_compile_indexing[tensor-tensordict-compile]	0.1094ms	37.9441μs	26.3546 KOps/s	28.1154 KOps/s	$\textbf{\color{#d91a1a}-6.26\%}$
test_compile_indexing[tensor-tensordict-eager]	0.5684ms	33.3265μs	30.0061 KOps/s	30.8751 KOps/s	$\color{#d91a1a}-2.81\%$
test_compile_indexing[tensor-tensorclass-compile]	82.1530μs	29.7435μs	33.6208 KOps/s	34.8490 KOps/s	$\color{#d91a1a}-3.52\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1155ms	24.3844μs	41.0098 KOps/s	43.8273 KOps/s	$\textbf{\color{#d91a1a}-6.43\%}$
test_compile_indexing[tensor-pytree-compile]	0.1033ms	30.7950μs	32.4728 KOps/s	32.3024 KOps/s	$\color{#35bf28}+0.53\%$
test_compile_indexing[tensor-pytree-eager]	64.9610μs	24.1856μs	41.3470 KOps/s	43.8769 KOps/s	$\textbf{\color{#d91a1a}-5.77\%}$
test_compile_indexing[slice-tensordict-compile]	0.1189ms	53.0657μs	18.8445 KOps/s	19.2627 KOps/s	$\color{#d91a1a}-2.17\%$
test_compile_indexing[slice-tensordict-eager]	0.5410ms	19.1616μs	52.1877 KOps/s	51.0555 KOps/s	$\color{#35bf28}+2.22\%$
test_compile_indexing[slice-tensorclass-compile]	98.5340μs	45.2870μs	22.0814 KOps/s	22.4599 KOps/s	$\color{#d91a1a}-1.69\%$
test_compile_indexing[slice-tensorclass-eager]	71.6650μs	18.9818μs	52.6821 KOps/s	53.4058 KOps/s	$\color{#d91a1a}-1.36\%$
test_compile_indexing[slice-pytree-compile]	99.7670μs	46.1445μs	21.6711 KOps/s	22.3275 KOps/s	$\color{#d91a1a}-2.94\%$
test_compile_indexing[slice-pytree-eager]	71.3630μs	19.1612μs	52.1889 KOps/s	53.1344 KOps/s	$\color{#d91a1a}-1.78\%$
test_compile_indexing[int-tensordict-compile]	0.1520ms	54.3585μs	18.3964 KOps/s	18.8213 KOps/s	$\color{#d91a1a}-2.26\%$
test_compile_indexing[int-tensordict-eager]	0.8831ms	19.4089μs	51.5228 KOps/s	51.5137 KOps/s	$\color{#35bf28}+0.02\%$
test_compile_indexing[int-tensorclass-compile]	0.1076ms	45.8195μs	21.8248 KOps/s	21.7014 KOps/s	$\color{#35bf28}+0.57\%$
test_compile_indexing[int-tensorclass-eager]	0.3051ms	19.1767μs	52.1465 KOps/s	53.7397 KOps/s	$\color{#d91a1a}-2.96\%$
test_compile_indexing[int-pytree-compile]	0.1081ms	46.0496μs	21.7157 KOps/s	22.1139 KOps/s	$\color{#d91a1a}-1.80\%$
test_compile_indexing[int-pytree-eager]	62.7880μs	19.0787μs	52.4146 KOps/s	53.6118 KOps/s	$\color{#d91a1a}-2.23\%$
test_mod_add[eager]	75.5520μs	26.6887μs	37.4690 KOps/s	37.4828 KOps/s	$\color{#d91a1a}-0.04\%$
test_mod_add[compile]	0.1488ms	45.9723μs	21.7522 KOps/s	22.1880 KOps/s	$\color{#d91a1a}-1.96\%$
test_mod_add[compile-overhead]	94.8270μs	45.7028μs	21.8805 KOps/s	21.8757 KOps/s	$\color{#35bf28}+0.02\%$
test_mod_wrap[eager]	0.4625ms	0.2146ms	4.6608 KOps/s	4.6552 KOps/s	$\color{#35bf28}+0.12\%$
test_mod_wrap[compile]	1.8766ms	0.2060ms	4.8535 KOps/s	4.8925 KOps/s	$\color{#d91a1a}-0.80\%$
test_mod_wrap[compile-overhead]	1.8639ms	0.2038ms	4.9076 KOps/s	4.9248 KOps/s	$\color{#d91a1a}-0.35\%$
test_mod_wrap_and_backward[eager]	18.2272ms	12.0994ms	82.6485 Ops/s	79.1816 Ops/s	$\color{#35bf28}+4.38\%$
test_mod_wrap_and_backward[compile]	17.3069ms	12.6939ms	78.7779 Ops/s	76.0960 Ops/s	$\color{#35bf28}+3.52\%$
test_mod_wrap_and_backward[compile-overhead]	22.3787ms	12.5948ms	79.3981 Ops/s	73.1973 Ops/s	$\textbf{\color{#35bf28}+8.47\%}$
test_seq_add[eager]	0.1807ms	90.7294μs	11.0218 KOps/s	10.8686 KOps/s	$\color{#35bf28}+1.41\%$
test_seq_add[compile]	0.1447ms	61.6854μs	16.2113 KOps/s	16.1335 KOps/s	$\color{#35bf28}+0.48\%$
test_seq_add[compile-overhead]	0.1284ms	59.6996μs	16.7505 KOps/s	16.4261 KOps/s	$\color{#35bf28}+1.98\%$
test_seq_wrap[eager]	0.5343ms	0.3894ms	2.5681 KOps/s	2.4990 KOps/s	$\color{#35bf28}+2.76\%$
test_seq_wrap[compile]	0.3790ms	0.2284ms	4.3785 KOps/s	4.3195 KOps/s	$\color{#35bf28}+1.37\%$
test_seq_wrap[compile-overhead]	0.4615ms	0.2290ms	4.3677 KOps/s	4.3548 KOps/s	$\color{#35bf28}+0.30\%$
test_func_call_runtime[False-eager]	0.9551ms	0.5670ms	1.7637 KOps/s	1.8288 KOps/s	$\color{#d91a1a}-3.56\%$
test_func_call_runtime[False-compile]	0.8065ms	0.4270ms	2.3421 KOps/s	2.3144 KOps/s	$\color{#35bf28}+1.20\%$
test_func_call_runtime[False-compile-overhead]	0.5453ms	0.4291ms	2.3304 KOps/s	2.3199 KOps/s	$\color{#35bf28}+0.45\%$
test_func_call_runtime[True-eager]	1.4707ms	0.7702ms	1.2983 KOps/s	1.3266 KOps/s	$\color{#d91a1a}-2.13\%$
test_func_call_runtime[True-compile]	0.6894ms	0.4696ms	2.1296 KOps/s	2.1183 KOps/s	$\color{#35bf28}+0.53\%$
test_func_call_runtime[True-compile-overhead]	0.9957ms	0.4694ms	2.1302 KOps/s	2.1204 KOps/s	$\color{#35bf28}+0.46\%$
test_func_call_cm_runtime[False-eager]	0.8823ms	0.5493ms	1.8206 KOps/s	1.8617 KOps/s	$\color{#d91a1a}-2.21\%$
test_func_call_cm_runtime[False-compile]	0.6557ms	0.4266ms	2.3444 KOps/s	2.3365 KOps/s	$\color{#35bf28}+0.34\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5684ms	0.4258ms	2.3484 KOps/s	2.3167 KOps/s	$\color{#35bf28}+1.37\%$
test_func_call_cm_runtime[True-eager]	1.1177ms	0.9001ms	1.1110 KOps/s	1.1362 KOps/s	$\color{#d91a1a}-2.22\%$
test_func_call_cm_runtime[True-compile]	0.6466ms	0.4927ms	2.0297 KOps/s	2.0068 KOps/s	$\color{#35bf28}+1.14\%$
test_func_call_cm_runtime[True-compile-overhead]	0.6395ms	0.4949ms	2.0204 KOps/s	2.0252 KOps/s	$\color{#d91a1a}-0.23\%$
test_vmap_func_call_cm_runtime[eager]	2.3872ms	1.8950ms	527.7053 Ops/s	525.7537 Ops/s	$\color{#35bf28}+0.37\%$
test_vmap_func_call_cm_runtime[compile]	0.8736ms	0.5213ms	1.9182 KOps/s	1.9279 KOps/s	$\color{#d91a1a}-0.51\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.7128ms	0.5182ms	1.9298 KOps/s	1.9197 KOps/s	$\color{#35bf28}+0.53\%$
test_distributed	0.3696ms	0.1288ms	7.7658 KOps/s	7.7139 KOps/s	$\color{#35bf28}+0.67\%$
test_tdmodule	84.0170μs	18.5201μs	53.9954 KOps/s	50.9784 KOps/s	$\textbf{\color{#35bf28}+5.92\%}$
test_tdmodule_dispatch	58.5090μs	37.2233μs	26.8649 KOps/s	26.6808 KOps/s	$\color{#35bf28}+0.69\%$
test_tdseq	46.5580μs	21.1325μs	47.3204 KOps/s	45.3442 KOps/s	$\color{#35bf28}+4.36\%$
test_tdseq_dispatch	70.9230μs	42.5881μs	23.4808 KOps/s	23.2448 KOps/s	$\color{#35bf28}+1.02\%$
test_instantiation_functorch	2.5090ms	1.5557ms	642.8087 Ops/s	660.1514 Ops/s	$\color{#d91a1a}-2.63\%$
test_exec_functorch	0.3669ms	0.1799ms	5.5600 KOps/s	5.6494 KOps/s	$\color{#d91a1a}-1.58\%$
test_exec_functional_call	0.3409ms	0.1758ms	5.6867 KOps/s	5.8365 KOps/s	$\color{#d91a1a}-2.57\%$
test_exec_td_decorator	0.5763ms	0.2339ms	4.2762 KOps/s	4.4893 KOps/s	$\color{#d91a1a}-4.75\%$
test_vmap_mlp_speed_decorator[True-True]	1.1868ms	0.6457ms	1.5486 KOps/s	1.5533 KOps/s	$\color{#d91a1a}-0.30\%$
test_vmap_mlp_speed_decorator[True-False]	0.9064ms	0.6441ms	1.5525 KOps/s	1.5797 KOps/s	$\color{#d91a1a}-1.72\%$
test_vmap_mlp_speed_decorator[False-True]	0.7548ms	0.5239ms	1.9088 KOps/s	1.9163 KOps/s	$\color{#d91a1a}-0.39\%$
test_vmap_mlp_speed_decorator[False-False]	0.8183ms	0.5227ms	1.9130 KOps/s	1.9293 KOps/s	$\color{#d91a1a}-0.85\%$
test_to_module_speed[True]	1.5795ms	1.3008ms	768.7465 Ops/s	781.8737 Ops/s	$\color{#d91a1a}-1.68\%$
test_to_module_speed[False]	1.6952ms	1.2665ms	789.5959 Ops/s	805.6185 Ops/s	$\color{#d91a1a}-1.99\%$
test_tc_init	76.1820μs	44.6762μs	22.3833 KOps/s	21.9063 KOps/s	$\color{#35bf28}+2.18\%$
test_tc_init_nested	0.1636ms	86.0076μs	11.6269 KOps/s	11.0431 KOps/s	$\textbf{\color{#35bf28}+5.29\%}$
test_tc_first_layer_tensor	49.7630μs	1.5039μs	664.9528 KOps/s	655.3203 KOps/s	$\color{#35bf28}+1.47\%$
test_tc_first_layer_nontensor	42.0490μs	4.6881μs	213.3054 KOps/s	210.7062 KOps/s	$\color{#35bf28}+1.23\%$
test_tc_second_layer_tensor	48.3910μs	2.7622μs	362.0341 KOps/s	355.4126 KOps/s	$\color{#35bf28}+1.86\%$
test_tc_second_layer_nontensor	48.8820μs	5.9709μs	167.4794 KOps/s	165.5854 KOps/s	$\color{#35bf28}+1.14\%$
test_unbind	0.2405s	13.6172ms	73.4363 Ops/s	81.2529 Ops/s	$\textbf{\color{#d91a1a}-9.62\%}$
test_full_like	9.1469ms	8.0832ms	123.7127 Ops/s	120.6627 Ops/s	$\color{#35bf28}+2.53\%$
test_zeros_like	4.7666ms	3.2053ms	311.9855 Ops/s	128.2216 Ops/s	$\textbf{\color{#35bf28}+143.32\%}$
test_ones_like	4.5179ms	3.5896ms	278.5789 Ops/s	124.4009 Ops/s	$\textbf{\color{#35bf28}+123.94\%}$
test_clone	7.3750ms	5.8459ms	171.0593 Ops/s	102.2872 Ops/s	$\textbf{\color{#35bf28}+67.23\%}$
test_squeeze	61.6950μs	11.8120μs	84.6595 KOps/s	81.2878 KOps/s	$\color{#35bf28}+4.15\%$
test_unsqueeze	0.3777ms	89.3514μs	11.1918 KOps/s	11.4862 KOps/s	$\color{#d91a1a}-2.56\%$
test_split	0.3142ms	0.1875ms	5.3322 KOps/s	5.3882 KOps/s	$\color{#d91a1a}-1.04\%$
test_permute	0.3364ms	0.2170ms	4.6092 KOps/s	4.5729 KOps/s	$\color{#35bf28}+0.79\%$
test_stack	33.3708ms	27.0305ms	36.9952 Ops/s	38.3619 Ops/s	$\color{#d91a1a}-3.56\%$
test_cat	29.6924ms	26.6155ms	37.5721 Ops/s	38.3826 Ops/s	$\color{#d91a1a}-2.11\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}19$. Worsened: $\large\color{#d91a1a}17$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	33.7700μs	10.1066μs	98.9451 KOps/s	101.0562 KOps/s	$\color{#d91a1a}-2.09\%$
test_plain_set_stack_nested	41.1710μs	10.1560μs	98.4638 KOps/s	100.6353 KOps/s	$\color{#d91a1a}-2.16\%$
test_plain_set_nested_inplace	53.2510μs	10.8981μs	91.7593 KOps/s	93.0856 KOps/s	$\color{#d91a1a}-1.42\%$
test_plain_set_stack_nested_inplace	48.4510μs	10.9557μs	91.2766 KOps/s	92.3535 KOps/s	$\color{#d91a1a}-1.17\%$
test_items	44.5010μs	2.8592μs	349.7440 KOps/s	347.4538 KOps/s	$\color{#35bf28}+0.66\%$
test_items_nested	0.3787ms	0.3206ms	3.1191 KOps/s	3.1513 KOps/s	$\color{#d91a1a}-1.02\%$
test_items_nested_locked	0.4177ms	0.3228ms	3.0980 KOps/s	3.1230 KOps/s	$\color{#d91a1a}-0.80\%$
test_items_nested_leaf	89.9810μs	58.1363μs	17.2010 KOps/s	17.3623 KOps/s	$\color{#d91a1a}-0.93\%$
test_items_stack_nested	0.3686ms	0.3236ms	3.0901 KOps/s	3.1432 KOps/s	$\color{#d91a1a}-1.69\%$
test_items_stack_nested_leaf	94.3920μs	58.8688μs	16.9869 KOps/s	16.8466 KOps/s	$\color{#35bf28}+0.83\%$
test_items_stack_nested_locked	0.4624ms	0.3251ms	3.0763 KOps/s	3.1125 KOps/s	$\color{#d91a1a}-1.16\%$
test_keys	42.7410μs	3.7452μs	267.0094 KOps/s	289.5231 KOps/s	$\textbf{\color{#d91a1a}-7.78\%}$
test_keys_nested	0.1163ms	70.0365μs	14.2783 KOps/s	14.4842 KOps/s	$\color{#d91a1a}-1.42\%$
test_keys_nested_locked	0.7232ms	74.9271μs	13.3463 KOps/s	13.3140 KOps/s	$\color{#35bf28}+0.24\%$
test_keys_nested_leaf	0.1046ms	60.7757μs	16.4540 KOps/s	16.4606 KOps/s	$\color{#d91a1a}-0.04\%$
test_keys_stack_nested	0.1377ms	70.2078μs	14.2434 KOps/s	14.2143 KOps/s	$\color{#35bf28}+0.20\%$
test_keys_stack_nested_leaf	0.1081ms	61.5763μs	16.2400 KOps/s	16.2337 KOps/s	$\color{#35bf28}+0.04\%$
test_keys_stack_nested_locked	0.1138ms	75.1316μs	13.3100 KOps/s	13.2908 KOps/s	$\color{#35bf28}+0.14\%$
test_values	5.5035μs	0.8453μs	1.1831 MOps/s	1.1904 MOps/s	$\color{#d91a1a}-0.62\%$
test_values_nested	63.7620μs	31.2351μs	32.0153 KOps/s	32.4039 KOps/s	$\color{#d91a1a}-1.20\%$
test_values_nested_locked	67.1710μs	32.6379μs	30.6392 KOps/s	30.9784 KOps/s	$\color{#d91a1a}-1.10\%$
test_values_nested_leaf	83.5810μs	33.6773μs	29.6936 KOps/s	30.0512 KOps/s	$\color{#d91a1a}-1.19\%$
test_values_stack_nested	67.0410μs	31.8077μs	31.4390 KOps/s	31.7513 KOps/s	$\color{#d91a1a}-0.98\%$
test_values_stack_nested_leaf	63.0810μs	35.3078μs	28.3224 KOps/s	29.4322 KOps/s	$\color{#d91a1a}-3.77\%$
test_values_stack_nested_locked	80.4710μs	33.1708μs	30.1470 KOps/s	30.3064 KOps/s	$\color{#d91a1a}-0.53\%$
test_membership	1.8780μs	0.5073μs	1.9712 MOps/s	1.9897 MOps/s	$\color{#d91a1a}-0.93\%$
test_membership_nested	11.5703μs	1.7779μs	562.4669 KOps/s	540.1189 KOps/s	$\color{#35bf28}+4.14\%$
test_membership_nested_leaf	11.7500μs	1.8053μs	553.9223 KOps/s	550.2419 KOps/s	$\color{#35bf28}+0.67\%$
test_membership_stacked_nested	30.6200μs	1.9014μs	525.9375 KOps/s	516.4041 KOps/s	$\color{#35bf28}+1.85\%$
test_membership_stacked_nested_leaf	30.0010μs	1.9067μs	524.4798 KOps/s	520.8034 KOps/s	$\color{#35bf28}+0.71\%$
test_membership_nested_last	41.2400μs	2.7150μs	368.3245 KOps/s	365.5284 KOps/s	$\color{#35bf28}+0.76\%$
test_membership_nested_leaf_last	27.8510μs	2.7227μs	367.2857 KOps/s	365.7732 KOps/s	$\color{#35bf28}+0.41\%$
test_membership_stacked_nested_last	39.4810μs	2.7240μs	367.1038 KOps/s	266.6801 KOps/s	$\textbf{\color{#35bf28}+37.66\%}$
test_membership_stacked_nested_leaf_last	41.4210μs	2.7625μs	361.9968 KOps/s	271.7149 KOps/s	$\textbf{\color{#35bf28}+33.23\%}$
test_nested_getleaf	38.4410μs	5.9518μs	168.0175 KOps/s	167.5508 KOps/s	$\color{#35bf28}+0.28\%$
test_nested_get	45.8610μs	5.6856μs	175.8818 KOps/s	175.6776 KOps/s	$\color{#35bf28}+0.12\%$
test_stacked_getleaf	34.9400μs	5.9824μs	167.1567 KOps/s	168.6540 KOps/s	$\color{#d91a1a}-0.89\%$
test_stacked_get	49.8710μs	5.6635μs	176.5702 KOps/s	176.7370 KOps/s	$\color{#d91a1a}-0.09\%$
test_nested_getitemleaf	32.9110μs	6.0170μs	166.1963 KOps/s	164.4237 KOps/s	$\color{#35bf28}+1.08\%$
test_nested_getitem	46.5810μs	5.7446μs	174.0769 KOps/s	174.9893 KOps/s	$\color{#d91a1a}-0.52\%$
test_stacked_getitemleaf	25.5310μs	6.0491μs	165.3145 KOps/s	166.3183 KOps/s	$\color{#d91a1a}-0.60\%$
test_stacked_getitem	38.8410μs	5.7674μs	173.3892 KOps/s	175.6400 KOps/s	$\color{#d91a1a}-1.28\%$
test_lock_nested	9.1854ms	0.3688ms	2.7115 KOps/s	2.7840 KOps/s	$\color{#d91a1a}-2.61\%$
test_lock_stack_nested	0.3737ms	0.3287ms	3.0426 KOps/s	3.0875 KOps/s	$\color{#d91a1a}-1.46\%$
test_unlock_nested	0.6788ms	0.2994ms	3.3399 KOps/s	3.3753 KOps/s	$\color{#d91a1a}-1.05\%$
test_unlock_stack_nested	0.3119ms	0.2695ms	3.7107 KOps/s	3.8077 KOps/s	$\color{#d91a1a}-2.55\%$
test_flatten_speed	0.1112ms	73.9062μs	13.5307 KOps/s	13.8540 KOps/s	$\color{#d91a1a}-2.33\%$
test_unflatten_speed	0.3456ms	0.2911ms	3.4351 KOps/s	3.5065 KOps/s	$\color{#d91a1a}-2.04\%$
test_common_ops	1.7800ms	0.5606ms	1.7837 KOps/s	1.8316 KOps/s	$\color{#d91a1a}-2.62\%$
test_creation	0.1666ms	1.4158μs	706.2920 KOps/s	717.2876 KOps/s	$\color{#d91a1a}-1.53\%$
test_creation_empty	41.6310μs	6.3866μs	156.5779 KOps/s	166.5433 KOps/s	$\textbf{\color{#d91a1a}-5.98\%}$
test_creation_nested_1	34.5700μs	7.7211μs	129.5150 KOps/s	136.5119 KOps/s	$\textbf{\color{#d91a1a}-5.13\%}$
test_creation_nested_2	36.0910μs	10.2626μs	97.4412 KOps/s	102.3517 KOps/s	$\color{#d91a1a}-4.80\%$
test_clone	72.5710μs	10.2203μs	97.8446 KOps/s	96.0197 KOps/s	$\color{#35bf28}+1.90\%$
test_getitem[int]	92.1308ms	15.4318μs	64.8013 KOps/s	99.6048 KOps/s	$\textbf{\color{#d91a1a}-34.94\%}$
test_getitem[slice_int]	0.1090ms	19.6300μs	50.9424 KOps/s	52.3854 KOps/s	$\color{#d91a1a}-2.75\%$
test_getitem[range]	0.1315ms	35.1260μs	28.4689 KOps/s	28.0798 KOps/s	$\color{#35bf28}+1.39\%$
test_getitem[tuple]	0.1041ms	17.0893μs	58.5160 KOps/s	59.0331 KOps/s	$\color{#d91a1a}-0.88\%$
test_getitem[list]	0.2648ms	31.9446μs	31.3042 KOps/s	31.1617 KOps/s	$\color{#35bf28}+0.46\%$
test_setitem_dim[int]	38.9310μs	18.3564μs	54.4770 KOps/s	56.3097 KOps/s	$\color{#d91a1a}-3.25\%$
test_setitem_dim[slice_int]	65.5120μs	36.1571μs	27.6571 KOps/s	27.9980 KOps/s	$\color{#d91a1a}-1.22\%$
test_setitem_dim[range]	72.5110μs	51.4655μs	19.4305 KOps/s	20.1583 KOps/s	$\color{#d91a1a}-3.61\%$
test_setitem_dim[tuple]	71.4120μs	31.0135μs	32.2440 KOps/s	34.0109 KOps/s	$\textbf{\color{#d91a1a}-5.20\%}$
test_setitem	92.6620μs	13.9533μs	71.6677 KOps/s	74.5719 KOps/s	$\color{#d91a1a}-3.89\%$
test_set	94.7320μs	13.2699μs	75.3583 KOps/s	76.0947 KOps/s	$\color{#d91a1a}-0.97\%$
test_set_shared	1.6675ms	0.1439ms	6.9503 KOps/s	6.9527 KOps/s	$\color{#d91a1a}-0.04\%$
test_update	1.0601ms	15.4911μs	64.5532 KOps/s	67.0900 KOps/s	$\color{#d91a1a}-3.78\%$
test_update_nested	0.1074ms	20.4441μs	48.9139 KOps/s	51.6661 KOps/s	$\textbf{\color{#d91a1a}-5.33\%}$
test_update__nested	0.2426ms	23.5628μs	42.4398 KOps/s	42.1216 KOps/s	$\color{#35bf28}+0.76\%$
test_set_nested	94.8820μs	14.4033μs	69.4284 KOps/s	70.2609 KOps/s	$\color{#d91a1a}-1.18\%$
test_set_nested_new	73.1720μs	16.6177μs	60.1767 KOps/s	61.0746 KOps/s	$\color{#d91a1a}-1.47\%$
test_select	95.9720μs	27.1065μs	36.8916 KOps/s	35.6940 KOps/s	$\color{#35bf28}+3.36\%$
test_select_nested	0.1024ms	40.8520μs	24.4786 KOps/s	24.6299 KOps/s	$\color{#d91a1a}-0.61\%$
test_exclude_nested	89.4820μs	57.1335μs	17.5029 KOps/s	17.7630 KOps/s	$\color{#d91a1a}-1.46\%$
test_empty[True]	0.2888ms	0.2532ms	3.9488 KOps/s	4.0174 KOps/s	$\color{#d91a1a}-1.71\%$
test_empty[False]	3.3971μs	0.7448μs	1.3426 MOps/s	1.3581 MOps/s	$\color{#d91a1a}-1.13\%$
test_to	83.2620μs	53.5840μs	18.6623 KOps/s	18.6747 KOps/s	$\color{#d91a1a}-0.07\%$
test_to_nonblocking	92.0620μs	43.3175μs	23.0854 KOps/s	22.2782 KOps/s	$\color{#35bf28}+3.62\%$
test_unbind_speed	0.2539ms	0.2259ms	4.4271 KOps/s	4.4603 KOps/s	$\color{#d91a1a}-0.74\%$
test_unbind_speed_stack0	0.2826ms	0.2281ms	4.3849 KOps/s	4.4107 KOps/s	$\color{#d91a1a}-0.58\%$
test_unbind_speed_stack1	92.6684ms	0.6476ms	1.5442 KOps/s	1.7189 KOps/s	$\textbf{\color{#d91a1a}-10.16\%}$
test_split	93.1191ms	1.5380ms	650.1805 Ops/s	643.6402 Ops/s	$\color{#35bf28}+1.02\%$
test_chunk	97.0212ms	1.7226ms	580.5201 Ops/s	645.9870 Ops/s	$\textbf{\color{#d91a1a}-10.13\%}$
test_consolidate[False-None]	2.6107ms	2.5385ms	393.9388 Ops/s	357.9407 Ops/s	$\textbf{\color{#35bf28}+10.06\%}$
test_consolidate[default-None]	1.7440ms	1.6610ms	602.0390 Ops/s	609.9128 Ops/s	$\color{#d91a1a}-1.29\%$
test_consolidate[reduce-overhead-None]	1.7598ms	1.6936ms	590.4553 Ops/s	606.4998 Ops/s	$\color{#d91a1a}-2.65\%$
test_consolidate_njt[False-None]	6.4892ms	6.4046ms	156.1378 Ops/s	156.1502 Ops/s	$-0.01\%$
test_to[False-False-None]	1.7672ms	1.7005ms	588.0726 Ops/s	584.4730 Ops/s	$\color{#35bf28}+0.62\%$
test_to[True-False-None]	1.4416ms	1.2424ms	804.8917 Ops/s	776.1304 Ops/s	$\color{#35bf28}+3.71\%$
test_to[within-False-None]	0.2957s	5.0348ms	198.6165 Ops/s	253.3865 Ops/s	$\textbf{\color{#d91a1a}-21.62\%}$
test_to[True-default-None]	5.1825ms	4.9154ms	203.4426 Ops/s	192.3786 Ops/s	$\textbf{\color{#35bf28}+5.75\%}$
test_to_njt[False-False-None]	7.1969ms	6.8704ms	145.5515 Ops/s	147.0774 Ops/s	$\color{#d91a1a}-1.04\%$
test_to_njt[True-False-None]	5.5948ms	5.2732ms	189.6384 Ops/s	183.6468 Ops/s	$\color{#35bf28}+3.26\%$
test_to_njt[within-False-None]	12.0097ms	11.8786ms	84.1851 Ops/s	85.1511 Ops/s	$\color{#d91a1a}-1.13\%$
test_creation[device0]	0.5632ms	80.0428μs	12.4933 KOps/s	12.8936 KOps/s	$\color{#d91a1a}-3.10\%$
test_creation_from_tensor	0.6142ms	83.9002μs	11.9189 KOps/s	12.1108 KOps/s	$\color{#d91a1a}-1.58\%$
test_add_one[memmap_tensor0]	0.4360ms	6.6246μs	150.9530 KOps/s	149.4076 KOps/s	$\color{#35bf28}+1.03\%$
test_contiguous[memmap_tensor0]	1.6720μs	0.3898μs	2.5653 MOps/s	2.5177 MOps/s	$\color{#35bf28}+1.89\%$
test_stack[memmap_tensor0]	26.5410μs	4.3274μs	231.0873 KOps/s	236.6312 KOps/s	$\color{#d91a1a}-2.34\%$
test_memmaptd_index	2.0513ms	0.2397ms	4.1719 KOps/s	4.1937 KOps/s	$\color{#d91a1a}-0.52\%$
test_memmaptd_index_astensor	0.7901ms	0.2962ms	3.3764 KOps/s	3.4533 KOps/s	$\color{#d91a1a}-2.23\%$
test_memmaptd_index_op	0.9592ms	0.5463ms	1.8304 KOps/s	1.8653 KOps/s	$\color{#d91a1a}-1.87\%$
test_serialize_model	0.1310s	0.1296s	7.7136 Ops/s	7.6845 Ops/s	$\color{#35bf28}+0.38\%$
test_serialize_model_pickle	1.3494s	1.1904s	0.8401 Ops/s	0.8255 Ops/s	$\color{#35bf28}+1.76\%$
test_serialize_weights	0.1310s	0.1298s	7.7015 Ops/s	7.7440 Ops/s	$\color{#d91a1a}-0.55\%$
test_serialize_weights_returnearly	49.6778ms	40.2118ms	24.8683 Ops/s	14.9409 Ops/s	$\textbf{\color{#35bf28}+66.44\%}$
test_serialize_weights_pickle	1.3480s	1.1837s	0.8448 Ops/s	0.8212 Ops/s	$\color{#35bf28}+2.87\%$
test_reshape_pytree	71.1320μs	21.2007μs	47.1683 KOps/s	44.9407 KOps/s	$\color{#35bf28}+4.96\%$
test_reshape_td	49.2310μs	25.8565μs	38.6750 KOps/s	38.3621 KOps/s	$\color{#35bf28}+0.82\%$
test_view_pytree	47.9510μs	21.3969μs	46.7357 KOps/s	45.7724 KOps/s	$\color{#35bf28}+2.10\%$
test_view_td	59.4010μs	28.2227μs	35.4325 KOps/s	31.9766 KOps/s	$\textbf{\color{#35bf28}+10.81\%}$
test_unbind_pytree	56.0810μs	27.1252μs	36.8661 KOps/s	35.9667 KOps/s	$\color{#35bf28}+2.50\%$
test_unbind_td	0.5322ms	34.2025μs	29.2376 KOps/s	29.0629 KOps/s	$\color{#35bf28}+0.60\%$
test_split_pytree	57.7810μs	29.9670μs	33.3700 KOps/s	33.9585 KOps/s	$\color{#d91a1a}-1.73\%$
test_split_td	0.1642ms	36.6405μs	27.2922 KOps/s	26.6352 KOps/s	$\color{#35bf28}+2.47\%$
test_add_pytree	69.1710μs	34.3185μs	29.1388 KOps/s	28.8915 KOps/s	$\color{#35bf28}+0.86\%$
test_add_td	0.1348ms	44.5208μs	22.4614 KOps/s	24.0436 KOps/s	$\textbf{\color{#d91a1a}-6.58\%}$
test_compile_add_one_nested[tensordict-compile]	0.1710ms	0.1177ms	8.4928 KOps/s	8.3041 KOps/s	$\color{#35bf28}+2.27\%$
test_compile_add_one_nested[tensordict-eager]	0.2142ms	0.1214ms	8.2349 KOps/s	8.0449 KOps/s	$\color{#35bf28}+2.36\%$
test_compile_add_one_nested[pytree-compile]	0.1430ms	94.6001μs	10.5708 KOps/s	10.3929 KOps/s	$\color{#35bf28}+1.71\%$
test_compile_add_one_nested[pytree-eager]	1.1621ms	0.1489ms	6.7172 KOps/s	6.6704 KOps/s	$\color{#35bf28}+0.70\%$
test_compile_copy_nested[tensordict-compile]	0.2298ms	24.4313μs	40.9311 KOps/s	44.5347 KOps/s	$\textbf{\color{#d91a1a}-8.09\%}$
test_compile_copy_nested[tensordict-eager]	0.1032ms	26.3268μs	37.9842 KOps/s	37.9864 KOps/s	$-0.01\%$
test_compile_copy_nested[pytree-compile]	1.3677ms	63.7287μs	15.6915 KOps/s	15.4374 KOps/s	$\color{#35bf28}+1.65\%$
test_compile_copy_nested[pytree-eager]	81.1110μs	49.1636μs	20.3402 KOps/s	19.9244 KOps/s	$\color{#35bf28}+2.09\%$
test_compile_add_one_flat[tensordict-compile]	0.2068ms	0.1405ms	7.1176 KOps/s	7.1096 KOps/s	$\color{#35bf28}+0.11\%$
test_compile_add_one_flat[tensordict-eager]	0.2957ms	0.2055ms	4.8671 KOps/s	4.8373 KOps/s	$\color{#35bf28}+0.62\%$
test_compile_add_one_flat[tensorclass-compile]	0.1337ms	96.6202μs	10.3498 KOps/s	10.4108 KOps/s	$\color{#d91a1a}-0.59\%$
test_compile_add_one_flat[tensorclass-eager]	0.1028ms	49.6590μs	20.1373 KOps/s	20.3735 KOps/s	$\color{#d91a1a}-1.16\%$
test_compile_add_one_flat[pytree-compile]	0.1814ms	0.1338ms	7.4761 KOps/s	7.4102 KOps/s	$\color{#35bf28}+0.89\%$
test_compile_add_one_flat[pytree-eager]	0.5297ms	0.4821ms	2.0743 KOps/s	2.0434 KOps/s	$\color{#35bf28}+1.51\%$
test_compile_add_self_flat[tensordict-eager]	0.3687ms	0.2463ms	4.0595 KOps/s	4.0642 KOps/s	$\color{#d91a1a}-0.11\%$
test_compile_add_self_flat[tensordict-compile]	0.2899ms	0.1516ms	6.5980 KOps/s	7.1468 KOps/s	$\textbf{\color{#d91a1a}-7.68\%}$
test_compile_add_self_flat[tensorclass-eager]	0.1810ms	61.6208μs	16.2283 KOps/s	16.8397 KOps/s	$\color{#d91a1a}-3.63\%$
test_compile_add_self_flat[tensorclass-compile]	0.5153ms	0.1029ms	9.7140 KOps/s	10.4691 KOps/s	$\textbf{\color{#d91a1a}-7.21\%}$
test_compile_add_self_flat[pytree-eager]	0.5745ms	0.4240ms	2.3585 KOps/s	2.4100 KOps/s	$\color{#d91a1a}-2.13\%$
test_compile_add_self_flat[pytree-compile]	0.2030ms	0.1392ms	7.1860 KOps/s	7.4602 KOps/s	$\color{#d91a1a}-3.68\%$
test_compile_copy_flat[tensordict-compile]	67.5120μs	18.0107μs	55.5225 KOps/s	54.4784 KOps/s	$\color{#35bf28}+1.92\%$
test_compile_copy_flat[tensordict-eager]	80.2710μs	26.6597μs	37.5098 KOps/s	37.0631 KOps/s	$\color{#35bf28}+1.21\%$
test_compile_copy_flat[pytree-compile]	0.1041ms	69.7072μs	14.3457 KOps/s	14.4362 KOps/s	$\color{#d91a1a}-0.63\%$
test_compile_copy_flat[pytree-eager]	94.0210μs	52.0582μs	19.2093 KOps/s	19.2692 KOps/s	$\color{#d91a1a}-0.31\%$
test_compile_assign_and_add[tensordict-compile]	1.6084ms	0.3876ms	2.5802 KOps/s	2.2006 KOps/s	$\textbf{\color{#35bf28}+17.25\%}$
test_compile_assign_and_add[tensordict-eager]	2.6655ms	2.5921ms	385.7814 Ops/s	381.5329 Ops/s	$\color{#35bf28}+1.11\%$
test_compile_assign_and_add[pytree-compile]	1.5827ms	0.3775ms	2.6487 KOps/s	2.2948 KOps/s	$\textbf{\color{#35bf28}+15.42\%}$
test_compile_assign_and_add[pytree-eager]	2.7870ms	2.6528ms	376.9564 Ops/s	373.6686 Ops/s	$\color{#35bf28}+0.88\%$
test_compile_indexing[tensor-tensordict-compile]	0.1730ms	0.1124ms	8.8953 KOps/s	8.6837 KOps/s	$\color{#35bf28}+2.44\%$
test_compile_indexing[tensor-tensordict-eager]	0.5560ms	76.8015μs	13.0206 KOps/s	12.8608 KOps/s	$\color{#35bf28}+1.24\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1962ms	0.1059ms	9.4425 KOps/s	9.4586 KOps/s	$\color{#d91a1a}-0.17\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1122ms	66.9019μs	14.9473 KOps/s	14.0386 KOps/s	$\textbf{\color{#35bf28}+6.47\%}$
test_compile_indexing[tensor-pytree-compile]	0.1655ms	0.1057ms	9.4595 KOps/s	8.9776 KOps/s	$\textbf{\color{#35bf28}+5.37\%}$
test_compile_indexing[tensor-pytree-eager]	0.1071ms	67.1725μs	14.8870 KOps/s	14.2445 KOps/s	$\color{#35bf28}+4.51\%$
test_compile_indexing[slice-tensordict-compile]	0.1476ms	99.4319μs	10.0571 KOps/s	10.1378 KOps/s	$\color{#d91a1a}-0.80\%$
test_compile_indexing[slice-tensordict-eager]	0.1448ms	16.3101μs	61.3115 KOps/s	59.2490 KOps/s	$\color{#35bf28}+3.48\%$
test_compile_indexing[slice-tensorclass-compile]	0.1396ms	94.3261μs	10.6015 KOps/s	10.6285 KOps/s	$\color{#d91a1a}-0.25\%$
test_compile_indexing[slice-tensorclass-eager]	51.9510μs	15.2662μs	65.5042 KOps/s	64.0622 KOps/s	$\color{#35bf28}+2.25\%$
test_compile_indexing[slice-pytree-compile]	0.1414ms	94.4488μs	10.5877 KOps/s	10.4439 KOps/s	$\color{#35bf28}+1.38\%$
test_compile_indexing[slice-pytree-eager]	43.4910μs	15.1334μs	66.0791 KOps/s	56.8154 KOps/s	$\textbf{\color{#35bf28}+16.30\%}$
test_compile_indexing[int-tensordict-compile]	0.1503ms	99.1855μs	10.0821 KOps/s	10.0427 KOps/s	$\color{#35bf28}+0.39\%$
test_compile_indexing[int-tensordict-eager]	0.6007ms	16.1443μs	61.9414 KOps/s	60.3703 KOps/s	$\color{#35bf28}+2.60\%$
test_compile_indexing[int-tensorclass-compile]	0.2003ms	94.6336μs	10.5671 KOps/s	10.1301 KOps/s	$\color{#35bf28}+4.31\%$
test_compile_indexing[int-tensorclass-eager]	43.2610μs	15.2659μs	65.5054 KOps/s	64.5419 KOps/s	$\color{#35bf28}+1.49\%$
test_compile_indexing[int-pytree-compile]	0.1403ms	94.4642μs	10.5860 KOps/s	10.5056 KOps/s	$\color{#35bf28}+0.77\%$
test_compile_indexing[int-pytree-eager]	44.4300μs	15.2955μs	65.3789 KOps/s	64.3759 KOps/s	$\color{#35bf28}+1.56\%$
test_mod_add[eager]	60.2420μs	29.4072μs	34.0052 KOps/s	33.9218 KOps/s	$\color{#35bf28}+0.25\%$
test_mod_add[compile]	0.1258ms	77.6735μs	12.8744 KOps/s	12.8150 KOps/s	$\color{#35bf28}+0.46\%$
test_mod_add[compile-overhead]	0.3139ms	0.1621ms	6.1689 KOps/s	5.7009 KOps/s	$\textbf{\color{#35bf28}+8.21\%}$
test_mod_wrap[eager]	0.3237ms	0.2481ms	4.0310 KOps/s	4.1713 KOps/s	$\color{#d91a1a}-3.36\%$
test_mod_wrap[compile]	1.5909ms	0.2793ms	3.5805 KOps/s	3.5750 KOps/s	$\color{#35bf28}+0.15\%$
test_mod_wrap[compile-overhead]	7.2562ms	3.7909ms	263.7881 Ops/s	261.3155 Ops/s	$\color{#35bf28}+0.95\%$
test_mod_wrap_and_backward[eager]	1.4743ms	1.3482ms	741.7352 Ops/s	687.9240 Ops/s	$\textbf{\color{#35bf28}+7.82\%}$
test_mod_wrap_and_backward[compile]	1.3789ms	1.2443ms	803.6745 Ops/s	735.6997 Ops/s	$\textbf{\color{#35bf28}+9.24\%}$
test_mod_wrap_and_backward[compile-overhead]	1.5100ms	1.0160ms	984.2035 Ops/s	978.0523 Ops/s	$\color{#35bf28}+0.63\%$
test_seq_add[eager]	0.1375ms	92.7043μs	10.7870 KOps/s	10.5315 KOps/s	$\color{#35bf28}+2.43\%$
test_seq_add[compile]	0.2097ms	84.9248μs	11.7751 KOps/s	11.3308 KOps/s	$\color{#35bf28}+3.92\%$
test_seq_add[compile-overhead]	0.1641ms	0.1261ms	7.9275 KOps/s	7.9660 KOps/s	$\color{#d91a1a}-0.48\%$
test_seq_wrap[eager]	0.4306ms	0.3674ms	2.7218 KOps/s	2.7028 KOps/s	$\color{#35bf28}+0.70\%$
test_seq_wrap[compile]	0.3920ms	0.2940ms	3.4017 KOps/s	3.2604 KOps/s	$\color{#35bf28}+4.33\%$
test_seq_wrap[compile-overhead]	0.2617ms	0.2190ms	4.5671 KOps/s	4.6144 KOps/s	$\color{#d91a1a}-1.03\%$
test_func_call_runtime[False-eager]	0.8388ms	0.7382ms	1.3547 KOps/s	1.3514 KOps/s	$\color{#35bf28}+0.25\%$
test_func_call_runtime[False-compile]	0.9248ms	0.7274ms	1.3747 KOps/s	1.3595 KOps/s	$\color{#35bf28}+1.12\%$
test_func_call_runtime[False-compile-overhead]	0.3960ms	0.3524ms	2.8378 KOps/s	2.7802 KOps/s	$\color{#35bf28}+2.07\%$
test_func_call_runtime[True-eager]	0.9521ms	0.8938ms	1.1188 KOps/s	1.0958 KOps/s	$\color{#35bf28}+2.10\%$
test_func_call_runtime[True-compile]	0.8714ms	0.7482ms	1.3366 KOps/s	1.3147 KOps/s	$\color{#35bf28}+1.67\%$
test_func_call_runtime[True-compile-overhead]	0.4446ms	0.3741ms	2.6733 KOps/s	2.6772 KOps/s	$\color{#d91a1a}-0.15\%$
test_func_call_cm_runtime[False-eager]	0.8392ms	0.7552ms	1.3242 KOps/s	1.3611 KOps/s	$\color{#d91a1a}-2.72\%$
test_func_call_cm_runtime[False-compile]	0.9595ms	0.7260ms	1.3774 KOps/s	1.3372 KOps/s	$\color{#35bf28}+3.00\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4012ms	0.3540ms	2.8248 KOps/s	2.8155 KOps/s	$\color{#35bf28}+0.33\%$
test_func_call_cm_runtime[True-eager]	1.1269ms	0.9920ms	1.0080 KOps/s	992.9092 Ops/s	$\color{#35bf28}+1.52\%$
test_func_call_cm_runtime[True-compile]	0.8244ms	0.7741ms	1.2918 KOps/s	1.2904 KOps/s	$\color{#35bf28}+0.11\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4688ms	0.3981ms	2.5117 KOps/s	2.5039 KOps/s	$\color{#35bf28}+0.31\%$
test_vmap_func_call_cm_runtime[eager]	2.5266ms	2.0734ms	482.2958 Ops/s	483.5957 Ops/s	$\color{#d91a1a}-0.27\%$
test_vmap_func_call_cm_runtime[compile]	0.9173ms	0.8110ms	1.2331 KOps/s	1.2452 KOps/s	$\color{#d91a1a}-0.97\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4493ms	0.4033ms	2.4797 KOps/s	2.4285 KOps/s	$\color{#35bf28}+2.11\%$
test_distributed	2.0639ms	0.2034ms	4.9164 KOps/s	8.7577 KOps/s	$\textbf{\color{#d91a1a}-43.86\%}$
test_tdmodule	49.1010μs	12.6857μs	78.8290 KOps/s	73.2409 KOps/s	$\textbf{\color{#35bf28}+7.63\%}$
test_tdmodule_dispatch	45.5610μs	25.0117μs	39.9812 KOps/s	39.2085 KOps/s	$\color{#35bf28}+1.97\%$
test_tdseq	33.6200μs	14.2553μs	70.1494 KOps/s	65.4772 KOps/s	$\textbf{\color{#35bf28}+7.14\%}$
test_tdseq_dispatch	47.6610μs	28.3326μs	35.2951 KOps/s	34.3043 KOps/s	$\color{#35bf28}+2.89\%$
test_instantiation_functorch	1.6153ms	1.5176ms	658.9449 Ops/s	665.1934 Ops/s	$\color{#d91a1a}-0.94\%$
test_exec_functorch	0.2237ms	0.1444ms	6.9257 KOps/s	6.8552 KOps/s	$\color{#35bf28}+1.03\%$
test_exec_functional_call	0.1711ms	0.1360ms	7.3504 KOps/s	7.0054 KOps/s	$\color{#35bf28}+4.93\%$
test_exec_td_decorator	0.3619ms	0.1782ms	5.6111 KOps/s	5.2502 KOps/s	$\textbf{\color{#35bf28}+6.88\%}$
test_vmap_mlp_speed_decorator[True-True]	0.7266ms	0.6646ms	1.5046 KOps/s	1.4721 KOps/s	$\color{#35bf28}+2.21\%$
test_vmap_mlp_speed_decorator[True-False]	0.7470ms	0.6619ms	1.5107 KOps/s	1.4453 KOps/s	$\color{#35bf28}+4.53\%$
test_vmap_mlp_speed_decorator[False-True]	0.6989ms	0.5891ms	1.6974 KOps/s	1.6294 KOps/s	$\color{#35bf28}+4.17\%$
test_vmap_mlp_speed_decorator[False-False]	0.6937ms	0.5878ms	1.7014 KOps/s	1.6213 KOps/s	$\color{#35bf28}+4.94\%$
test_vmap_transformer_speed_decorator[True-True]	19.2046ms	19.1193ms	52.3031 Ops/s	52.6008 Ops/s	$\color{#d91a1a}-0.57\%$
test_vmap_transformer_speed_decorator[True-False]	19.3081ms	19.1906ms	52.1087 Ops/s	52.1896 Ops/s	$\color{#d91a1a}-0.16\%$
test_vmap_transformer_speed_decorator[False-True]	19.1225ms	19.0170ms	52.5845 Ops/s	53.1443 Ops/s	$\color{#d91a1a}-1.05\%$
test_vmap_transformer_speed_decorator[False-False]	19.1176ms	19.0190ms	52.5791 Ops/s	52.7687 Ops/s	$\color{#d91a1a}-0.36\%$
test_to_module_speed[True]	1.0169ms	0.9176ms	1.0899 KOps/s	1.0861 KOps/s	$\color{#35bf28}+0.34\%$
test_to_module_speed[False]	1.3745ms	0.9000ms	1.1111 KOps/s	1.1067 KOps/s	$\color{#35bf28}+0.40\%$
test_tc_init	67.7510μs	32.9399μs	30.3583 KOps/s	31.4709 KOps/s	$\color{#d91a1a}-3.54\%$
test_tc_init_nested	0.1052ms	68.0844μs	14.6876 KOps/s	15.6343 KOps/s	$\textbf{\color{#d91a1a}-6.05\%}$
test_tc_first_layer_tensor	3.8559μs	0.6905μs	1.4482 MOps/s	1.4505 MOps/s	$\color{#d91a1a}-0.16\%$
test_tc_first_layer_nontensor	29.4200μs	2.2705μs	440.4394 KOps/s	440.0301 KOps/s	$\color{#35bf28}+0.09\%$
test_tc_second_layer_tensor	11.4502μs	1.3760μs	726.7645 KOps/s	722.1855 KOps/s	$\color{#35bf28}+0.63\%$
test_tc_second_layer_nontensor	22.8610μs	2.9772μs	335.8883 KOps/s	337.4197 KOps/s	$\color{#d91a1a}-0.45\%$
test_unbind	0.2212s	9.6290ms	103.8528 Ops/s	153.0871 Ops/s	$\textbf{\color{#d91a1a}-32.16\%}$
test_full_like	10.2782ms	9.0929ms	109.9755 Ops/s	109.0385 Ops/s	$\color{#35bf28}+0.86\%$
test_zeros_like	9.2212ms	7.1422ms	140.0127 Ops/s	114.6833 Ops/s	$\textbf{\color{#35bf28}+22.09\%}$
test_ones_like	9.1546ms	7.1761ms	139.3516 Ops/s	232.0332 Ops/s	$\textbf{\color{#d91a1a}-39.94\%}$
test_clone	6.9204ms	6.3248ms	158.1087 Ops/s	158.7270 Ops/s	$\color{#d91a1a}-0.39\%$
test_squeeze	58.7010μs	9.1772μs	108.9657 KOps/s	106.8381 KOps/s	$\color{#35bf28}+1.99\%$
test_unsqueeze	0.1200ms	67.2405μs	14.8720 KOps/s	14.4790 KOps/s	$\color{#35bf28}+2.71\%$
test_split	0.3793ms	0.1512ms	6.6150 KOps/s	6.2786 KOps/s	$\textbf{\color{#35bf28}+5.36\%}$
test_permute	0.2062ms	0.1673ms	5.9757 KOps/s	5.7698 KOps/s	$\color{#35bf28}+3.57\%$
test_stack	50.7186ms	50.3964ms	19.8427 Ops/s	19.5520 Ops/s	$\color{#35bf28}+1.49\%$
test_cat	50.4059ms	50.2208ms	19.9121 Ops/s	19.8482 Ops/s	$\color{#35bf28}+0.32\%$