[Versioning] python 3.8 compatibility fix

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• -> [Versioning] python 3.8 compatibility fix #1127

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}11$. Worsened: $\large\color{#d91a1a}12$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	44.5740μs	18.5849μs	53.8070 KOps/s	54.1005 KOps/s	$\color{#d91a1a}-0.54\%$
test_plain_set_stack_nested	43.8120μs	18.6885μs	53.5090 KOps/s	52.9763 KOps/s	$\color{#35bf28}+1.01\%$
test_plain_set_nested_inplace	85.6890μs	20.3171μs	49.2196 KOps/s	47.9837 KOps/s	$\color{#35bf28}+2.58\%$
test_plain_set_stack_nested_inplace	77.0540μs	20.3523μs	49.1345 KOps/s	49.0546 KOps/s	$\color{#35bf28}+0.16\%$
test_items	20.6690μs	4.1807μs	239.1971 KOps/s	242.3602 KOps/s	$\color{#d91a1a}-1.31\%$
test_items_nested	0.7226ms	0.3986ms	2.5090 KOps/s	2.5297 KOps/s	$\color{#d91a1a}-0.82\%$
test_items_nested_locked	0.8204ms	0.3993ms	2.5043 KOps/s	2.5177 KOps/s	$\color{#d91a1a}-0.53\%$
test_items_nested_leaf	0.1241ms	71.2917μs	14.0269 KOps/s	13.9613 KOps/s	$\color{#35bf28}+0.47\%$
test_items_stack_nested	0.6131ms	0.3978ms	2.5136 KOps/s	2.5200 KOps/s	$\color{#d91a1a}-0.25\%$
test_items_stack_nested_leaf	0.1633ms	74.2696μs	13.4645 KOps/s	13.1662 KOps/s	$\color{#35bf28}+2.27\%$
test_items_stack_nested_locked	0.5212ms	0.4017ms	2.4892 KOps/s	2.4858 KOps/s	$\color{#35bf28}+0.14\%$
test_keys	24.6660μs	3.4675μs	288.3900 KOps/s	287.7919 KOps/s	$\color{#35bf28}+0.21\%$
test_keys_nested	0.6707ms	0.1431ms	6.9890 KOps/s	7.3559 KOps/s	$\color{#d91a1a}-4.99\%$
test_keys_nested_locked	2.1093ms	0.1478ms	6.7662 KOps/s	7.0405 KOps/s	$\color{#d91a1a}-3.90\%$
test_keys_nested_leaf	0.2299ms	0.1169ms	8.5533 KOps/s	8.5642 KOps/s	$\color{#d91a1a}-0.13\%$
test_keys_stack_nested	0.2205ms	0.1356ms	7.3736 KOps/s	7.4071 KOps/s	$\color{#d91a1a}-0.45\%$
test_keys_stack_nested_leaf	0.2265ms	0.1174ms	8.5191 KOps/s	8.6549 KOps/s	$\color{#d91a1a}-1.57\%$
test_keys_stack_nested_locked	0.2769ms	0.1409ms	7.0949 KOps/s	7.0135 KOps/s	$\color{#35bf28}+1.16\%$
test_values	26.3412μs	1.0758μs	929.5178 KOps/s	897.7016 KOps/s	$\color{#35bf28}+3.54\%$
test_values_nested	0.1071ms	55.9141μs	17.8846 KOps/s	18.1807 KOps/s	$\color{#d91a1a}-1.63\%$
test_values_nested_locked	0.2971ms	56.1038μs	17.8241 KOps/s	18.0973 KOps/s	$\color{#d91a1a}-1.51\%$
test_values_nested_leaf	0.1166ms	60.5285μs	16.5212 KOps/s	16.5675 KOps/s	$\color{#d91a1a}-0.28\%$
test_values_stack_nested	0.1072ms	56.7348μs	17.6259 KOps/s	17.7872 KOps/s	$\color{#d91a1a}-0.91\%$
test_values_stack_nested_leaf	0.1391ms	60.3617μs	16.5668 KOps/s	15.9750 KOps/s	$\color{#35bf28}+3.70\%$
test_values_stack_nested_locked	0.3346ms	57.0957μs	17.5145 KOps/s	17.2385 KOps/s	$\color{#35bf28}+1.60\%$
test_membership	11.7920μs	0.8675μs	1.1528 MOps/s	1.1660 MOps/s	$\color{#d91a1a}-1.13\%$
test_membership_nested	40.7760μs	2.9257μs	341.7939 KOps/s	345.3711 KOps/s	$\color{#d91a1a}-1.04\%$
test_membership_nested_leaf	27.8210μs	3.0197μs	331.1593 KOps/s	339.3983 KOps/s	$\color{#d91a1a}-2.43\%$
test_membership_stacked_nested	16.9220μs	2.9158μs	342.9570 KOps/s	342.1109 KOps/s	$\color{#35bf28}+0.25\%$
test_membership_stacked_nested_leaf	16.5510μs	2.9197μs	342.5042 KOps/s	339.9051 KOps/s	$\color{#35bf28}+0.76\%$
test_membership_nested_last	34.9750μs	4.1613μs	240.3082 KOps/s	235.4210 KOps/s	$\color{#35bf28}+2.08\%$
test_membership_nested_leaf_last	31.6290μs	4.1966μs	238.2862 KOps/s	229.5091 KOps/s	$\color{#35bf28}+3.82\%$
test_membership_stacked_nested_last	34.8850μs	6.3817μs	156.6981 KOps/s	234.5219 KOps/s	$\textbf{\color{#d91a1a}-33.18\%}$
test_membership_stacked_nested_leaf_last	44.3720μs	6.2443μs	160.1454 KOps/s	236.1297 KOps/s	$\textbf{\color{#d91a1a}-32.18\%}$
test_nested_getleaf	34.6550μs	10.7589μs	92.9465 KOps/s	91.6146 KOps/s	$\color{#35bf28}+1.45\%$
test_nested_get	66.7850μs	10.1967μs	98.0712 KOps/s	96.2388 KOps/s	$\color{#35bf28}+1.90\%$
test_stacked_getleaf	59.3110μs	10.6734μs	93.6905 KOps/s	93.7308 KOps/s	$\color{#d91a1a}-0.04\%$
test_stacked_get	38.9130μs	10.2306μs	97.7464 KOps/s	95.0987 KOps/s	$\color{#35bf28}+2.78\%$
test_nested_getitemleaf	0.2564ms	11.6034μs	86.1814 KOps/s	88.5762 KOps/s	$\color{#d91a1a}-2.70\%$
test_nested_getitem	0.1416ms	10.8975μs	91.7645 KOps/s	95.8040 KOps/s	$\color{#d91a1a}-4.22\%$
test_stacked_getitemleaf	34.6850μs	11.1740μs	89.4937 KOps/s	89.6071 KOps/s	$\color{#d91a1a}-0.13\%$
test_stacked_getitem	69.6220μs	10.3326μs	96.7811 KOps/s	95.8049 KOps/s	$\color{#35bf28}+1.02\%$
test_lock_nested	4.3557ms	0.4496ms	2.2242 KOps/s	2.1831 KOps/s	$\color{#35bf28}+1.88\%$
test_lock_stack_nested	0.7435ms	0.4102ms	2.4376 KOps/s	2.3948 KOps/s	$\color{#35bf28}+1.79\%$
test_unlock_nested	1.1233ms	0.3674ms	2.7215 KOps/s	2.6511 KOps/s	$\color{#35bf28}+2.65\%$
test_unlock_stack_nested	0.5585ms	0.3254ms	3.0736 KOps/s	2.9405 KOps/s	$\color{#35bf28}+4.53\%$
test_flatten_speed	0.5986ms	95.2225μs	10.5017 KOps/s	10.3943 KOps/s	$\color{#35bf28}+1.03\%$
test_unflatten_speed	0.6192ms	0.4895ms	2.0429 KOps/s	2.0230 KOps/s	$\color{#35bf28}+0.98\%$
test_common_ops	3.6704ms	0.8009ms	1.2486 KOps/s	1.2286 KOps/s	$\color{#35bf28}+1.63\%$
test_creation	20.3680μs	2.0728μs	482.4357 KOps/s	497.5153 KOps/s	$\color{#d91a1a}-3.03\%$
test_creation_empty	41.8180μs	12.2298μs	81.7676 KOps/s	82.1081 KOps/s	$\color{#d91a1a}-0.41\%$
test_creation_nested_1	58.7690μs	15.1195μs	66.1399 KOps/s	64.9257 KOps/s	$\color{#35bf28}+1.87\%$
test_creation_nested_2	0.1305ms	21.1487μs	47.2842 KOps/s	47.6513 KOps/s	$\color{#d91a1a}-0.77\%$
test_clone	90.3090μs	12.8881μs	77.5910 KOps/s	75.3643 KOps/s	$\color{#35bf28}+2.95\%$
test_getitem[int]	1.2710ms	12.9437μs	77.2578 KOps/s	80.1297 KOps/s	$\color{#d91a1a}-3.58\%$
test_getitem[slice_int]	0.1791ms	24.6092μs	40.6351 KOps/s	40.1878 KOps/s	$\color{#35bf28}+1.11\%$
test_getitem[range]	0.2897ms	49.8539μs	20.0586 KOps/s	19.8105 KOps/s	$\color{#35bf28}+1.25\%$
test_getitem[tuple]	0.1452ms	20.2335μs	49.4231 KOps/s	49.3415 KOps/s	$\color{#35bf28}+0.17\%$
test_getitem[list]	0.3595ms	44.3689μs	22.5383 KOps/s	22.2996 KOps/s	$\color{#35bf28}+1.07\%$
test_setitem_dim[int]	78.7470μs	25.6312μs	39.0150 KOps/s	39.1122 KOps/s	$\color{#d91a1a}-0.25\%$
test_setitem_dim[slice_int]	0.1348ms	51.2195μs	19.5238 KOps/s	18.5968 KOps/s	$\color{#35bf28}+4.98\%$
test_setitem_dim[range]	0.1166ms	73.5504μs	13.5961 KOps/s	13.3606 KOps/s	$\color{#35bf28}+1.76\%$
test_setitem_dim[tuple]	71.4640μs	40.8728μs	24.4662 KOps/s	23.6727 KOps/s	$\color{#35bf28}+3.35\%$
test_setitem	0.1242ms	20.7587μs	48.1725 KOps/s	47.0215 KOps/s	$\color{#35bf28}+2.45\%$
test_set	0.1137ms	20.5923μs	48.5619 KOps/s	47.2386 KOps/s	$\color{#35bf28}+2.80\%$
test_set_shared	1.3548ms	0.1708ms	5.8554 KOps/s	5.5864 KOps/s	$\color{#35bf28}+4.81\%$
test_update	0.1547ms	23.8911μs	41.8566 KOps/s	42.6568 KOps/s	$\color{#d91a1a}-1.88\%$
test_update_nested	1.1011ms	34.4195μs	29.0533 KOps/s	28.7742 KOps/s	$\color{#35bf28}+0.97\%$
test_update__nested	0.1513ms	32.4329μs	30.8329 KOps/s	30.4850 KOps/s	$\color{#35bf28}+1.14\%$
test_set_nested	0.1456ms	22.9445μs	43.5834 KOps/s	44.2709 KOps/s	$\color{#d91a1a}-1.55\%$
test_set_nested_new	0.1611ms	27.0903μs	36.9136 KOps/s	35.8039 KOps/s	$\color{#35bf28}+3.10\%$
test_select	0.1419ms	42.4771μs	23.5421 KOps/s	22.2761 KOps/s	$\textbf{\color{#35bf28}+5.68\%}$
test_select_nested	0.4560ms	61.6673μs	16.2161 KOps/s	16.7264 KOps/s	$\color{#d91a1a}-3.05\%$
test_exclude_nested	0.1535ms	79.9095μs	12.5142 KOps/s	12.9048 KOps/s	$\color{#d91a1a}-3.03\%$
test_empty[True]	0.4670ms	0.3826ms	2.6138 KOps/s	2.6549 KOps/s	$\color{#d91a1a}-1.55\%$
test_empty[False]	9.0690μs	1.2046μs	830.1813 KOps/s	812.6427 KOps/s	$\color{#35bf28}+2.16\%$
test_unbind_speed	0.3893ms	0.2596ms	3.8515 KOps/s	3.8126 KOps/s	$\color{#35bf28}+1.02\%$
test_unbind_speed_stack0	0.5250ms	0.2566ms	3.8976 KOps/s	3.8291 KOps/s	$\color{#35bf28}+1.79\%$
test_unbind_speed_stack1	0.1084s	0.7613ms	1.3136 KOps/s	1.4237 KOps/s	$\textbf{\color{#d91a1a}-7.73\%}$
test_split	2.5048ms	1.5887ms	629.4260 Ops/s	557.9234 Ops/s	$\textbf{\color{#35bf28}+12.82\%}$
test_chunk	0.1120s	1.9261ms	519.1776 Ops/s	558.7965 Ops/s	$\textbf{\color{#d91a1a}-7.09\%}$
test_consolidate_njt[False-None]	10.6630ms	8.2288ms	121.5242 Ops/s	116.6861 Ops/s	$\color{#35bf28}+4.15\%$
test_creation[device0]	0.2334ms	91.3167μs	10.9509 KOps/s	10.6104 KOps/s	$\color{#35bf28}+3.21\%$
test_creation_from_tensor	3.3085ms	95.8635μs	10.4315 KOps/s	10.2018 KOps/s	$\color{#35bf28}+2.25\%$
test_add_one[memmap_tensor0]	0.2364ms	4.7724μs	209.5400 KOps/s	207.4388 KOps/s	$\color{#35bf28}+1.01\%$
test_contiguous[memmap_tensor0]	16.0700μs	0.5127μs	1.9506 MOps/s	1.9255 MOps/s	$\color{#35bf28}+1.31\%$
test_stack[memmap_tensor0]	46.9780μs	3.5935μs	278.2794 KOps/s	282.5147 KOps/s	$\color{#d91a1a}-1.50\%$
test_memmaptd_index	1.0082ms	0.2365ms	4.2280 KOps/s	4.1874 KOps/s	$\color{#35bf28}+0.97\%$
test_memmaptd_index_astensor	0.5765ms	0.3111ms	3.2147 KOps/s	3.1287 KOps/s	$\color{#35bf28}+2.75\%$
test_memmaptd_index_op	1.0498ms	0.5919ms	1.6896 KOps/s	1.6596 KOps/s	$\color{#35bf28}+1.81\%$
test_serialize_model	0.1214s	0.1159s	8.6296 Ops/s	8.3853 Ops/s	$\color{#35bf28}+2.91\%$
test_serialize_model_pickle	0.4454s	0.3859s	2.5913 Ops/s	2.5339 Ops/s	$\color{#35bf28}+2.27\%$
test_serialize_weights	0.2190s	0.1268s	7.8882 Ops/s	7.2169 Ops/s	$\textbf{\color{#35bf28}+9.30\%}$
test_serialize_weights_returnearly	0.1809s	0.1582s	6.3198 Ops/s	6.2881 Ops/s	$\color{#35bf28}+0.50\%$
test_serialize_weights_pickle	0.5613s	0.4604s	2.1722 Ops/s	2.4635 Ops/s	$\textbf{\color{#d91a1a}-11.83\%}$
test_serialize_weights_filesystem	0.1535s	0.1423s	7.0289 Ops/s	6.9098 Ops/s	$\color{#35bf28}+1.72\%$
test_serialize_model_filesystem	0.1556s	0.1468s	6.8114 Ops/s	6.4313 Ops/s	$\textbf{\color{#35bf28}+5.91\%}$
test_reshape_pytree	68.8390μs	27.2516μs	36.6951 KOps/s	37.7531 KOps/s	$\color{#d91a1a}-2.80\%$
test_reshape_td	72.4650μs	33.0727μs	30.2364 KOps/s	30.2364 KOps/s	$-0.00\%$
test_view_pytree	60.0130μs	26.6484μs	37.5256 KOps/s	35.6904 KOps/s	$\textbf{\color{#35bf28}+5.14\%}$
test_view_td	85.3390μs	37.5263μs	26.6480 KOps/s	26.5131 KOps/s	$\color{#35bf28}+0.51\%$
test_unbind_pytree	77.1150μs	29.9878μs	33.3469 KOps/s	33.8308 KOps/s	$\color{#d91a1a}-1.43\%$
test_unbind_td	0.3240ms	37.7225μs	26.5094 KOps/s	25.7234 KOps/s	$\color{#35bf28}+3.06\%$
test_split_pytree	73.9780μs	29.5100μs	33.8869 KOps/s	34.1553 KOps/s	$\color{#d91a1a}-0.79\%$
test_split_td	0.1017s	53.2989μs	18.7621 KOps/s	22.6622 KOps/s	$\textbf{\color{#d91a1a}-17.21\%}$
test_add_pytree	0.1054ms	35.6397μs	28.0586 KOps/s	28.0542 KOps/s	$\color{#35bf28}+0.02\%$
test_add_td	0.1265ms	59.0482μs	16.9353 KOps/s	18.4918 KOps/s	$\textbf{\color{#d91a1a}-8.42\%}$
test_compile_add_one_nested[tensordict-compile]	0.1364ms	63.4412μs	15.7626 KOps/s	15.5229 KOps/s	$\color{#35bf28}+1.54\%$
test_compile_add_one_nested[tensordict-eager]	0.5195ms	0.1655ms	6.0408 KOps/s	6.2005 KOps/s	$\color{#d91a1a}-2.58\%$
test_compile_add_one_nested[pytree-compile]	0.1061ms	46.3833μs	21.5595 KOps/s	21.5630 KOps/s	$\color{#d91a1a}-0.02\%$
test_compile_add_one_nested[pytree-eager]	0.2217ms	0.1185ms	8.4365 KOps/s	8.4273 KOps/s	$\color{#35bf28}+0.11\%$
test_compile_copy_nested[tensordict-compile]	88.9270μs	25.7728μs	38.8005 KOps/s	38.4174 KOps/s	$\color{#35bf28}+1.00\%$
test_compile_copy_nested[tensordict-eager]	0.1028ms	53.1685μs	18.8081 KOps/s	18.4753 KOps/s	$\color{#35bf28}+1.80\%$
test_compile_copy_nested[pytree-compile]	0.1442ms	77.5692μs	12.8917 KOps/s	12.7307 KOps/s	$\color{#35bf28}+1.27\%$
test_compile_copy_nested[pytree-eager]	0.1523ms	65.9976μs	15.1521 KOps/s	14.7282 KOps/s	$\color{#35bf28}+2.88\%$
test_compile_add_one_flat[tensordict-compile]	0.2369ms	0.1062ms	9.4194 KOps/s	9.6190 KOps/s	$\color{#d91a1a}-2.07\%$
test_compile_add_one_flat[tensordict-eager]	0.3214ms	0.1970ms	5.0760 KOps/s	5.0852 KOps/s	$\color{#d91a1a}-0.18\%$
test_compile_add_one_flat[tensorclass-compile]	0.1114ms	45.3770μs	22.0376 KOps/s	22.6510 KOps/s	$\color{#d91a1a}-2.71\%$
test_compile_add_one_flat[tensorclass-eager]	0.4853ms	61.4536μs	16.2724 KOps/s	16.2818 KOps/s	$\color{#d91a1a}-0.06\%$
test_compile_add_one_flat[pytree-compile]	0.2178ms	0.1054ms	9.4841 KOps/s	9.5222 KOps/s	$\color{#d91a1a}-0.40\%$
test_compile_add_one_flat[pytree-eager]	0.3506ms	0.2000ms	4.9991 KOps/s	5.0058 KOps/s	$\color{#d91a1a}-0.13\%$
test_compile_add_self_flat[tensordict-eager]	0.4361ms	0.2086ms	4.7932 KOps/s	4.7901 KOps/s	$\color{#35bf28}+0.06\%$
test_compile_add_self_flat[tensordict-compile]	0.1783ms	0.1060ms	9.4373 KOps/s	9.5990 KOps/s	$\color{#d91a1a}-1.68\%$
test_compile_add_self_flat[tensorclass-eager]	0.1172ms	55.1597μs	18.1292 KOps/s	18.0475 KOps/s	$\color{#35bf28}+0.45\%$
test_compile_add_self_flat[tensorclass-compile]	0.1028ms	47.7454μs	20.9444 KOps/s	22.1273 KOps/s	$\textbf{\color{#d91a1a}-5.35\%}$
test_compile_add_self_flat[pytree-eager]	0.3360ms	0.1602ms	6.2416 KOps/s	6.3525 KOps/s	$\color{#d91a1a}-1.74\%$
test_compile_add_self_flat[pytree-compile]	0.2485ms	0.1069ms	9.3560 KOps/s	9.7777 KOps/s	$\color{#d91a1a}-4.31\%$
test_compile_copy_flat[tensordict-compile]	80.6700μs	21.0643μs	47.4738 KOps/s	47.7861 KOps/s	$\color{#d91a1a}-0.65\%$
test_compile_copy_flat[tensordict-eager]	0.1352ms	60.3162μs	16.5793 KOps/s	17.2212 KOps/s	$\color{#d91a1a}-3.73\%$
test_compile_copy_flat[pytree-compile]	0.1490ms	80.6929μs	12.3927 KOps/s	12.4618 KOps/s	$\color{#d91a1a}-0.55\%$
test_compile_copy_flat[pytree-eager]	0.1244ms	67.6832μs	14.7747 KOps/s	14.5642 KOps/s	$\color{#35bf28}+1.45\%$
test_compile_assign_and_add[tensordict-compile]	0.3247ms	0.2115ms	4.7287 KOps/s	4.9393 KOps/s	$\color{#d91a1a}-4.26\%$
test_compile_assign_and_add[tensordict-eager]	1.4396ms	1.2891ms	775.7465 Ops/s	771.6264 Ops/s	$\color{#35bf28}+0.53\%$
test_compile_assign_and_add[pytree-compile]	0.3001ms	0.2065ms	4.8430 KOps/s	4.9810 KOps/s	$\color{#d91a1a}-2.77\%$
test_compile_assign_and_add[pytree-eager]	0.8738ms	0.7773ms	1.2866 KOps/s	1.2871 KOps/s	$\color{#d91a1a}-0.04\%$
test_compile_assign_and_add_stack[compile]	0.5776ms	0.4633ms	2.1585 KOps/s	2.2286 KOps/s	$\color{#d91a1a}-3.15\%$
test_compile_assign_and_add_stack[eager]	3.2840ms	2.6701ms	374.5175 Ops/s	368.7355 Ops/s	$\color{#35bf28}+1.57\%$
test_compile_indexing[tensor-tensordict-compile]	0.1067ms	37.2024μs	26.8800 KOps/s	27.7460 KOps/s	$\color{#d91a1a}-3.12\%$
test_compile_indexing[tensor-tensordict-eager]	0.6959ms	33.6023μs	29.7599 KOps/s	20.6146 KOps/s	$\textbf{\color{#35bf28}+44.36\%}$
test_compile_indexing[tensor-tensorclass-compile]	89.9580μs	30.2915μs	33.0126 KOps/s	32.9360 KOps/s	$\color{#35bf28}+0.23\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1077ms	23.7815μs	42.0494 KOps/s	43.0419 KOps/s	$\color{#d91a1a}-2.31\%$
test_compile_indexing[tensor-pytree-compile]	0.1296ms	31.4687μs	31.7777 KOps/s	32.2791 KOps/s	$\color{#d91a1a}-1.55\%$
test_compile_indexing[tensor-pytree-eager]	0.1890ms	24.6172μs	40.6221 KOps/s	42.2722 KOps/s	$\color{#d91a1a}-3.90\%$
test_compile_indexing[slice-tensordict-compile]	0.1326ms	51.5790μs	19.3877 KOps/s	19.1011 KOps/s	$\color{#35bf28}+1.50\%$
test_compile_indexing[slice-tensordict-eager]	0.5994ms	19.8568μs	50.3606 KOps/s	49.4737 KOps/s	$\color{#35bf28}+1.79\%$
test_compile_indexing[slice-tensorclass-compile]	0.1501ms	44.0731μs	22.6896 KOps/s	22.7659 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_indexing[slice-tensorclass-eager]	64.2400μs	18.8850μs	52.9521 KOps/s	53.9675 KOps/s	$\color{#d91a1a}-1.88\%$
test_compile_indexing[slice-pytree-compile]	0.1170ms	45.2780μs	22.0858 KOps/s	22.0607 KOps/s	$\color{#35bf28}+0.11\%$
test_compile_indexing[slice-pytree-eager]	68.1170μs	18.9864μs	52.6694 KOps/s	53.0921 KOps/s	$\color{#d91a1a}-0.80\%$
test_compile_indexing[int-tensordict-compile]	0.1052ms	52.5850μs	19.0168 KOps/s	18.2448 KOps/s	$\color{#35bf28}+4.23\%$
test_compile_indexing[int-tensordict-eager]	1.0700ms	19.5023μs	51.2760 KOps/s	50.3881 KOps/s	$\color{#35bf28}+1.76\%$
test_compile_indexing[int-tensorclass-compile]	0.1342ms	43.8320μs	22.8144 KOps/s	21.6929 KOps/s	$\textbf{\color{#35bf28}+5.17\%}$
test_compile_indexing[int-tensorclass-eager]	73.7670μs	18.6572μs	53.5987 KOps/s	53.7210 KOps/s	$\color{#d91a1a}-0.23\%$
test_compile_indexing[int-pytree-compile]	97.9430μs	45.0525μs	22.1963 KOps/s	21.9676 KOps/s	$\color{#35bf28}+1.04\%$
test_compile_indexing[int-pytree-eager]	68.0370μs	18.7029μs	53.4676 KOps/s	53.6262 KOps/s	$\color{#d91a1a}-0.30\%$
test_mod_add[eager]	95.7390μs	35.9034μs	27.8525 KOps/s	27.9449 KOps/s	$\color{#d91a1a}-0.33\%$
test_mod_add[compile]	0.1157ms	48.7420μs	20.5162 KOps/s	20.6276 KOps/s	$\color{#d91a1a}-0.54\%$
test_mod_add[compile-overhead]	99.6560μs	49.0696μs	20.3792 KOps/s	20.6923 KOps/s	$\color{#d91a1a}-1.51\%$
test_mod_wrap[eager]	0.5368ms	0.2321ms	4.3076 KOps/s	4.4375 KOps/s	$\color{#d91a1a}-2.93\%$
test_mod_wrap[compile]	0.4169ms	0.2147ms	4.6566 KOps/s	4.8597 KOps/s	$\color{#d91a1a}-4.18\%$
test_mod_wrap[compile-overhead]	0.3173ms	0.2096ms	4.7705 KOps/s	4.8573 KOps/s	$\color{#d91a1a}-1.79\%$
test_mod_wrap_and_backward[eager]	13.4372ms	11.2529ms	88.8659 Ops/s	89.9260 Ops/s	$\color{#d91a1a}-1.18\%$
test_mod_wrap_and_backward[compile]	16.1758ms	12.5156ms	79.9000 Ops/s	87.5073 Ops/s	$\textbf{\color{#d91a1a}-8.69\%}$
test_mod_wrap_and_backward[compile-overhead]	18.2842ms	13.0361ms	76.7101 Ops/s	76.6244 Ops/s	$\color{#35bf28}+0.11\%$
test_seq_add[eager]	0.3396ms	0.1161ms	8.6142 KOps/s	8.5644 KOps/s	$\color{#35bf28}+0.58\%$
test_seq_add[compile]	0.1194ms	63.4331μs	15.7646 KOps/s	16.4601 KOps/s	$\color{#d91a1a}-4.22\%$
test_seq_add[compile-overhead]	0.3202ms	63.1844μs	15.8267 KOps/s	16.5280 KOps/s	$\color{#d91a1a}-4.24\%$
test_seq_wrap[eager]	0.6212ms	0.4479ms	2.2328 KOps/s	2.2443 KOps/s	$\color{#d91a1a}-0.51\%$
test_seq_wrap[compile]	0.6495ms	0.2381ms	4.1995 KOps/s	4.3516 KOps/s	$\color{#d91a1a}-3.49\%$
test_seq_wrap[compile-overhead]	0.5221ms	0.2319ms	4.3129 KOps/s	4.3661 KOps/s	$\color{#d91a1a}-1.22\%$
test_func_call_runtime[False-eager]	1.0503ms	0.5545ms	1.8035 KOps/s	1.8315 KOps/s	$\color{#d91a1a}-1.53\%$
test_func_call_runtime[False-compile]	0.8818ms	0.4331ms	2.3091 KOps/s	2.3660 KOps/s	$\color{#d91a1a}-2.41\%$
test_func_call_runtime[False-compile-overhead]	0.8850ms	0.4343ms	2.3026 KOps/s	2.3694 KOps/s	$\color{#d91a1a}-2.82\%$
test_func_call_runtime[True-eager]	0.8877ms	0.7510ms	1.3315 KOps/s	1.3362 KOps/s	$\color{#d91a1a}-0.35\%$
test_func_call_runtime[True-compile]	0.7013ms	0.4739ms	2.1101 KOps/s	2.1373 KOps/s	$\color{#d91a1a}-1.27\%$
test_func_call_runtime[True-compile-overhead]	0.6532ms	0.4725ms	2.1164 KOps/s	2.1220 KOps/s	$\color{#d91a1a}-0.27\%$
test_func_call_cm_runtime[False-eager]	0.6944ms	0.5397ms	1.8528 KOps/s	1.8246 KOps/s	$\color{#35bf28}+1.55\%$
test_func_call_cm_runtime[False-compile]	0.8519ms	0.4316ms	2.3171 KOps/s	2.3545 KOps/s	$\color{#d91a1a}-1.59\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5886ms	0.4318ms	2.3159 KOps/s	2.3744 KOps/s	$\color{#d91a1a}-2.47\%$
test_func_call_cm_runtime[True-eager]	1.4480ms	0.9091ms	1.1000 KOps/s	1.1315 KOps/s	$\color{#d91a1a}-2.79\%$
test_func_call_cm_runtime[True-compile]	0.7105ms	0.5002ms	1.9992 KOps/s	2.0118 KOps/s	$\color{#d91a1a}-0.63\%$
test_func_call_cm_runtime[True-compile-overhead]	0.8257ms	0.4982ms	2.0072 KOps/s	2.0169 KOps/s	$\color{#d91a1a}-0.48\%$
test_vmap_func_call_cm_runtime[eager]	2.3760ms	1.9053ms	524.8501 Ops/s	533.6447 Ops/s	$\color{#d91a1a}-1.65\%$
test_vmap_func_call_cm_runtime[compile]	0.8839ms	0.5229ms	1.9125 KOps/s	1.9169 KOps/s	$\color{#d91a1a}-0.23\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.8664ms	0.5299ms	1.8870 KOps/s	1.9119 KOps/s	$\color{#d91a1a}-1.30\%$
test_distributed	0.2480ms	0.1261ms	7.9314 KOps/s	7.3282 KOps/s	$\textbf{\color{#35bf28}+8.23\%}$
test_tdmodule	81.1520μs	26.5097μs	37.7220 KOps/s	37.3176 KOps/s	$\color{#35bf28}+1.08\%$
test_tdmodule_dispatch	77.8360μs	48.4609μs	20.6352 KOps/s	19.7202 KOps/s	$\color{#35bf28}+4.64\%$
test_tdseq	47.6890μs	26.7877μs	37.3305 KOps/s	37.7595 KOps/s	$\color{#d91a1a}-1.14\%$
test_tdseq_dispatch	82.0330μs	52.5882μs	19.0157 KOps/s	18.4661 KOps/s	$\color{#35bf28}+2.98\%$
test_instantiation_functorch	2.3160ms	1.5518ms	644.4219 Ops/s	649.8235 Ops/s	$\color{#d91a1a}-0.83\%$
test_exec_functorch	0.3019ms	0.1851ms	5.4031 KOps/s	5.4915 KOps/s	$\color{#d91a1a}-1.61\%$
test_exec_functional_call	0.3250ms	0.1777ms	5.6265 KOps/s	5.5798 KOps/s	$\color{#35bf28}+0.84\%$
test_exec_td_decorator	0.4884ms	0.2311ms	4.3265 KOps/s	4.3197 KOps/s	$\color{#35bf28}+0.16\%$
test_vmap_mlp_speed_decorator[True-True]	0.9745ms	0.6671ms	1.4991 KOps/s	1.5303 KOps/s	$\color{#d91a1a}-2.04\%$
test_vmap_mlp_speed_decorator[True-False]	0.9573ms	0.6567ms	1.5229 KOps/s	1.5472 KOps/s	$\color{#d91a1a}-1.57\%$
test_vmap_mlp_speed_decorator[False-True]	0.8673ms	0.5275ms	1.8956 KOps/s	1.9209 KOps/s	$\color{#d91a1a}-1.32\%$
test_vmap_mlp_speed_decorator[False-False]	0.7662ms	0.5238ms	1.9091 KOps/s	1.9255 KOps/s	$\color{#d91a1a}-0.85\%$
test_to_module_speed[True]	1.9318ms	1.2968ms	771.1283 Ops/s	772.2169 Ops/s	$\color{#d91a1a}-0.14\%$
test_to_module_speed[False]	1.6669ms	1.2778ms	782.5961 Ops/s	798.1392 Ops/s	$\color{#d91a1a}-1.95\%$
test_tc_init	78.8170μs	46.8373μs	21.3505 KOps/s	20.8914 KOps/s	$\color{#35bf28}+2.20\%$
test_tc_init_nested	0.1853ms	91.5961μs	10.9175 KOps/s	10.3477 KOps/s	$\textbf{\color{#35bf28}+5.51\%}$
test_tc_first_layer_tensor	39.1130μs	1.5537μs	643.6288 KOps/s	655.0711 KOps/s	$\color{#d91a1a}-1.75\%$
test_tc_first_layer_nontensor	29.3740μs	4.6914μs	213.1581 KOps/s	209.3773 KOps/s	$\color{#35bf28}+1.81\%$
test_tc_second_layer_tensor	52.0980μs	2.8608μs	349.5532 KOps/s	358.6616 KOps/s	$\color{#d91a1a}-2.54\%$
test_tc_second_layer_nontensor	50.4140μs	6.0955μs	164.0545 KOps/s	165.7680 KOps/s	$\color{#d91a1a}-1.03\%$
test_unbind	0.2344s	13.4507ms	74.3457 Ops/s	75.5177 Ops/s	$\color{#d91a1a}-1.55\%$
test_full_like	10.7647ms	8.4601ms	118.2022 Ops/s	126.8764 Ops/s	$\textbf{\color{#d91a1a}-6.84\%}$
test_zeros_like	7.3960ms	3.3672ms	296.9840 Ops/s	343.0516 Ops/s	$\textbf{\color{#d91a1a}-13.43\%}$
test_ones_like	6.0233ms	3.8060ms	262.7429 Ops/s	156.8629 Ops/s	$\textbf{\color{#35bf28}+67.50\%}$
test_clone	6.2252ms	5.1592ms	193.8279 Ops/s	117.0705 Ops/s	$\textbf{\color{#35bf28}+65.57\%}$
test_squeeze	68.6880μs	12.5040μs	79.9746 KOps/s	85.3968 KOps/s	$\textbf{\color{#d91a1a}-6.35\%}$
test_unsqueeze	0.1586ms	88.3960μs	11.3127 KOps/s	11.2215 KOps/s	$\color{#35bf28}+0.81\%$
test_split	0.3957ms	0.1944ms	5.1441 KOps/s	5.2550 KOps/s	$\color{#d91a1a}-2.11\%$
test_permute	0.5744ms	0.2244ms	4.4571 KOps/s	4.5789 KOps/s	$\color{#d91a1a}-2.66\%$
test_stack	33.2437ms	25.8809ms	38.6385 Ops/s	38.0484 Ops/s	$\color{#35bf28}+1.55\%$
test_cat	32.0759ms	25.7658ms	38.8112 Ops/s	37.3259 Ops/s	$\color{#35bf28}+3.98\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}26$. Worsened: $\large\color{#d91a1a}17$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	36.6510μs	10.9236μs	91.5453 KOps/s	96.4125 KOps/s	$\textbf{\color{#d91a1a}-5.05\%}$
test_plain_set_stack_nested	36.1200μs	10.9013μs	91.7321 KOps/s	95.8888 KOps/s	$\color{#d91a1a}-4.33\%$
test_plain_set_nested_inplace	59.5920μs	11.7704μs	84.9591 KOps/s	88.6062 KOps/s	$\color{#d91a1a}-4.12\%$
test_plain_set_stack_nested_inplace	41.3510μs	11.8792μs	84.1810 KOps/s	88.8053 KOps/s	$\textbf{\color{#d91a1a}-5.21\%}$
test_items	33.2210μs	2.8585μs	349.8287 KOps/s	338.8499 KOps/s	$\color{#35bf28}+3.24\%$
test_items_nested	0.4474ms	0.3571ms	2.8007 KOps/s	2.8549 KOps/s	$\color{#d91a1a}-1.90\%$
test_items_nested_locked	0.3932ms	0.3552ms	2.8151 KOps/s	2.8389 KOps/s	$\color{#d91a1a}-0.84\%$
test_items_nested_leaf	91.0220μs	58.0494μs	17.2267 KOps/s	17.1664 KOps/s	$\color{#35bf28}+0.35\%$
test_items_stack_nested	0.4775ms	0.3570ms	2.8011 KOps/s	2.8348 KOps/s	$\color{#d91a1a}-1.19\%$
test_items_stack_nested_leaf	92.7420μs	57.8209μs	17.2948 KOps/s	16.8894 KOps/s	$\color{#35bf28}+2.40\%$
test_items_stack_nested_locked	0.4011ms	0.3556ms	2.8123 KOps/s	2.8094 KOps/s	$\color{#35bf28}+0.10\%$
test_keys	31.8700μs	3.5010μs	285.6336 KOps/s	288.3943 KOps/s	$\color{#d91a1a}-0.96\%$
test_keys_nested	0.1045ms	70.0036μs	14.2850 KOps/s	14.0960 KOps/s	$\color{#35bf28}+1.34\%$
test_keys_nested_locked	0.7718ms	76.0813μs	13.1438 KOps/s	13.1157 KOps/s	$\color{#35bf28}+0.21\%$
test_keys_nested_leaf	97.8520μs	61.6643μs	16.2168 KOps/s	16.2765 KOps/s	$\color{#d91a1a}-0.37\%$
test_keys_stack_nested	0.1115ms	70.3170μs	14.2213 KOps/s	14.1130 KOps/s	$\color{#35bf28}+0.77\%$
test_keys_stack_nested_leaf	0.1004ms	61.3258μs	16.3063 KOps/s	15.9152 KOps/s	$\color{#35bf28}+2.46\%$
test_keys_stack_nested_locked	0.1189ms	75.5893μs	13.2294 KOps/s	13.0306 KOps/s	$\color{#35bf28}+1.53\%$
test_values	5.9452μs	0.8469μs	1.1808 MOps/s	1.1755 MOps/s	$\color{#35bf28}+0.45\%$
test_values_nested	60.1820μs	31.1131μs	32.1408 KOps/s	32.2819 KOps/s	$\color{#d91a1a}-0.44\%$
test_values_nested_locked	58.6010μs	32.7434μs	30.5405 KOps/s	30.6097 KOps/s	$\color{#d91a1a}-0.23\%$
test_values_nested_leaf	73.4620μs	33.6024μs	29.7598 KOps/s	29.6940 KOps/s	$\color{#35bf28}+0.22\%$
test_values_stack_nested	56.2910μs	31.3232μs	31.9252 KOps/s	31.2868 KOps/s	$\color{#35bf28}+2.04\%$
test_values_stack_nested_leaf	60.9420μs	33.7606μs	29.6204 KOps/s	29.0493 KOps/s	$\color{#35bf28}+1.97\%$
test_values_stack_nested_locked	68.0720μs	33.1322μs	30.1821 KOps/s	29.8655 KOps/s	$\color{#35bf28}+1.06\%$
test_membership	2.0580μs	0.5100μs	1.9608 MOps/s	1.9660 MOps/s	$\color{#d91a1a}-0.27\%$
test_membership_nested	20.4205μs	1.9655μs	508.7636 KOps/s	500.9542 KOps/s	$\color{#35bf28}+1.56\%$
test_membership_nested_leaf	19.1005μs	1.9517μs	512.3644 KOps/s	491.9401 KOps/s	$\color{#35bf28}+4.15\%$
test_membership_stacked_nested	26.1700μs	2.0669μs	483.8100 KOps/s	476.9157 KOps/s	$\color{#35bf28}+1.45\%$
test_membership_stacked_nested_leaf	32.1100μs	2.0530μs	487.0888 KOps/s	480.8793 KOps/s	$\color{#35bf28}+1.29\%$
test_membership_nested_last	41.1900μs	3.3615μs	297.4877 KOps/s	339.2930 KOps/s	$\textbf{\color{#d91a1a}-12.32\%}$
test_membership_nested_leaf_last	35.5410μs	2.9630μs	337.4932 KOps/s	338.0500 KOps/s	$\color{#d91a1a}-0.16\%$
test_membership_stacked_nested_last	26.9210μs	2.9295μs	341.3577 KOps/s	295.5853 KOps/s	$\textbf{\color{#35bf28}+15.49\%}$
test_membership_stacked_nested_leaf_last	26.4200μs	3.0161μs	331.5495 KOps/s	297.0164 KOps/s	$\textbf{\color{#35bf28}+11.63\%}$
test_nested_getleaf	36.4510μs	6.2174μs	160.8393 KOps/s	162.7424 KOps/s	$\color{#d91a1a}-1.17\%$
test_nested_get	28.9600μs	5.9362μs	168.4584 KOps/s	171.2693 KOps/s	$\color{#d91a1a}-1.64\%$
test_stacked_getleaf	29.9300μs	6.2584μs	159.7863 KOps/s	163.2343 KOps/s	$\color{#d91a1a}-2.11\%$
test_stacked_get	0.1012ms	5.9898μs	166.9512 KOps/s	171.4864 KOps/s	$\color{#d91a1a}-2.64\%$
test_nested_getitemleaf	75.2910μs	6.4535μs	154.9537 KOps/s	160.8501 KOps/s	$\color{#d91a1a}-3.67\%$
test_nested_getitem	42.9010μs	6.0292μs	165.8598 KOps/s	170.5801 KOps/s	$\color{#d91a1a}-2.77\%$
test_stacked_getitemleaf	28.2900μs	6.3255μs	158.0891 KOps/s	161.1957 KOps/s	$\color{#d91a1a}-1.93\%$
test_stacked_getitem	28.6200μs	6.0047μs	166.5366 KOps/s	169.6416 KOps/s	$\color{#d91a1a}-1.83\%$
test_lock_nested	8.8794ms	0.3820ms	2.6181 KOps/s	2.6273 KOps/s	$\color{#d91a1a}-0.35\%$
test_lock_stack_nested	0.3839ms	0.3378ms	2.9605 KOps/s	2.9387 KOps/s	$\color{#35bf28}+0.74\%$
test_unlock_nested	0.6518ms	0.3130ms	3.1946 KOps/s	3.1927 KOps/s	$\color{#35bf28}+0.06\%$
test_unlock_stack_nested	0.3171ms	0.2795ms	3.5779 KOps/s	3.5994 KOps/s	$\color{#d91a1a}-0.60\%$
test_flatten_speed	0.1085ms	76.8573μs	13.0111 KOps/s	13.4130 KOps/s	$\color{#d91a1a}-3.00\%$
test_unflatten_speed	0.3587ms	0.3111ms	3.2146 KOps/s	3.2775 KOps/s	$\color{#d91a1a}-1.92\%$
test_common_ops	1.7693ms	0.6084ms	1.6435 KOps/s	1.6750 KOps/s	$\color{#d91a1a}-1.88\%$
test_creation	98.7920μs	1.4738μs	678.4954 KOps/s	682.4262 KOps/s	$\color{#d91a1a}-0.58\%$
test_creation_empty	31.0310μs	7.8645μs	127.1536 KOps/s	143.6285 KOps/s	$\textbf{\color{#d91a1a}-11.47\%}$
test_creation_nested_1	39.5410μs	9.3400μs	107.0668 KOps/s	118.8723 KOps/s	$\textbf{\color{#d91a1a}-9.93\%}$
test_creation_nested_2	35.7700μs	11.8776μs	84.1922 KOps/s	91.5844 KOps/s	$\textbf{\color{#d91a1a}-8.07\%}$
test_clone	50.1710μs	10.3974μs	96.1780 KOps/s	89.4349 KOps/s	$\textbf{\color{#35bf28}+7.54\%}$
test_getitem[int]	91.7955ms	15.5332μs	64.3784 KOps/s	89.1582 KOps/s	$\textbf{\color{#d91a1a}-27.79\%}$
test_getitem[slice_int]	0.1067ms	20.6927μs	48.3263 KOps/s	45.2534 KOps/s	$\textbf{\color{#35bf28}+6.79\%}$
test_getitem[range]	0.1411ms	37.6094μs	26.5891 KOps/s	25.1131 KOps/s	$\textbf{\color{#35bf28}+5.88\%}$
test_getitem[tuple]	0.1049ms	18.1289μs	55.1605 KOps/s	51.5144 KOps/s	$\textbf{\color{#35bf28}+7.08\%}$
test_getitem[list]	0.2478ms	33.1237μs	30.1899 KOps/s	28.1421 KOps/s	$\textbf{\color{#35bf28}+7.28\%}$
test_setitem_dim[int]	38.3210μs	18.8621μs	53.0164 KOps/s	51.1363 KOps/s	$\color{#35bf28}+3.68\%$
test_setitem_dim[slice_int]	59.5910μs	38.3799μs	26.0553 KOps/s	25.2331 KOps/s	$\color{#35bf28}+3.26\%$
test_setitem_dim[range]	76.0820μs	53.8240μs	18.5791 KOps/s	18.0086 KOps/s	$\color{#35bf28}+3.17\%$
test_setitem_dim[tuple]	53.0910μs	32.7851μs	30.5016 KOps/s	29.5712 KOps/s	$\color{#35bf28}+3.15\%$
test_setitem	83.0920μs	14.6621μs	68.2029 KOps/s	63.7553 KOps/s	$\textbf{\color{#35bf28}+6.98\%}$
test_set	75.7020μs	14.2175μs	70.3359 KOps/s	65.6979 KOps/s	$\textbf{\color{#35bf28}+7.06\%}$
test_set_shared	1.5815ms	0.1471ms	6.7993 KOps/s	6.7372 KOps/s	$\color{#35bf28}+0.92\%$
test_update	0.2678ms	17.0207μs	58.7522 KOps/s	57.1006 KOps/s	$\color{#35bf28}+2.89\%$
test_update_nested	76.3410μs	21.9656μs	45.5257 KOps/s	43.4126 KOps/s	$\color{#35bf28}+4.87\%$
test_update__nested	1.0441ms	24.5400μs	40.7497 KOps/s	39.3447 KOps/s	$\color{#35bf28}+3.57\%$
test_set_nested	79.3820μs	15.3208μs	65.2707 KOps/s	60.3033 KOps/s	$\textbf{\color{#35bf28}+8.24\%}$
test_set_nested_new	86.4420μs	17.7360μs	56.3825 KOps/s	46.6023 KOps/s	$\textbf{\color{#35bf28}+20.99\%}$
test_select	89.4820μs	29.8086μs	33.5474 KOps/s	29.6809 KOps/s	$\textbf{\color{#35bf28}+13.03\%}$
test_select_nested	65.7510μs	41.5317μs	24.0780 KOps/s	23.8821 KOps/s	$\color{#35bf28}+0.82\%$
test_exclude_nested	89.8520μs	61.9990μs	16.1293 KOps/s	16.3491 KOps/s	$\color{#d91a1a}-1.34\%$
test_empty[True]	0.3035ms	0.2774ms	3.6046 KOps/s	3.6477 KOps/s	$\color{#d91a1a}-1.18\%$
test_empty[False]	3.8961μs	0.7459μs	1.3407 MOps/s	1.3478 MOps/s	$\color{#d91a1a}-0.53\%$
test_to	88.8810μs	55.7797μs	17.9277 KOps/s	16.9607 KOps/s	$\textbf{\color{#35bf28}+5.70\%}$
test_to_nonblocking	0.1011ms	45.6197μs	21.9204 KOps/s	21.1427 KOps/s	$\color{#35bf28}+3.68\%$
test_unbind_speed	1.4674ms	0.2321ms	4.3078 KOps/s	4.2742 KOps/s	$\color{#35bf28}+0.78\%$
test_unbind_speed_stack0	0.2652ms	0.2327ms	4.2981 KOps/s	4.2779 KOps/s	$\color{#35bf28}+0.47\%$
test_unbind_speed_stack1	93.3499ms	0.6514ms	1.5351 KOps/s	1.5387 KOps/s	$\color{#d91a1a}-0.23\%$
test_split	93.6369ms	1.7158ms	582.8306 Ops/s	612.3013 Ops/s	$\color{#d91a1a}-4.81\%$
test_chunk	94.8771ms	1.5975ms	625.9860 Ops/s	607.5958 Ops/s	$\color{#35bf28}+3.03\%$
test_consolidate[False-None]	2.7123ms	2.6515ms	377.1496 Ops/s	344.3569 Ops/s	$\textbf{\color{#35bf28}+9.52\%}$
test_consolidate[default-None]	1.8037ms	1.6856ms	593.2476 Ops/s	575.7367 Ops/s	$\color{#35bf28}+3.04\%$
test_consolidate[reduce-overhead-None]	1.8419ms	1.7174ms	582.2699 Ops/s	566.8801 Ops/s	$\color{#35bf28}+2.71\%$
test_consolidate_njt[False-None]	6.7285ms	6.5744ms	152.1052 Ops/s	147.3508 Ops/s	$\color{#35bf28}+3.23\%$
test_to[False-False-None]	1.8362ms	1.7559ms	569.4935 Ops/s	579.4321 Ops/s	$\color{#d91a1a}-1.72\%$
test_to[True-False-None]	1.5284ms	1.3000ms	769.2489 Ops/s	739.4569 Ops/s	$\color{#35bf28}+4.03\%$
test_to[within-False-None]	4.4122ms	4.1010ms	243.8451 Ops/s	241.7887 Ops/s	$\color{#35bf28}+0.85\%$
test_to[True-default-None]	5.3672ms	5.1981ms	192.3776 Ops/s	185.3742 Ops/s	$\color{#35bf28}+3.78\%$
test_to_njt[False-False-None]	7.2287ms	7.0579ms	141.6848 Ops/s	139.6915 Ops/s	$\color{#35bf28}+1.43\%$
test_to_njt[True-False-None]	5.6859ms	5.5733ms	179.4265 Ops/s	173.8803 Ops/s	$\color{#35bf28}+3.19\%$
test_to_njt[within-False-None]	12.4311ms	12.2987ms	81.3096 Ops/s	78.9137 Ops/s	$\color{#35bf28}+3.04\%$
test_creation[device0]	0.4503ms	80.2933μs	12.4543 KOps/s	11.9941 KOps/s	$\color{#35bf28}+3.84\%$
test_creation_from_tensor	0.4924ms	83.1314μs	12.0291 KOps/s	11.7746 KOps/s	$\color{#35bf28}+2.16\%$
test_add_one[memmap_tensor0]	0.2269ms	7.0049μs	142.7565 KOps/s	140.1507 KOps/s	$\color{#35bf28}+1.86\%$
test_contiguous[memmap_tensor0]	1.7946μs	0.4123μs	2.4256 MOps/s	2.3963 MOps/s	$\color{#35bf28}+1.22\%$
test_stack[memmap_tensor0]	38.9910μs	4.4475μs	224.8439 KOps/s	208.2513 KOps/s	$\textbf{\color{#35bf28}+7.97\%}$
test_memmaptd_index	1.5280ms	0.2558ms	3.9096 KOps/s	3.8684 KOps/s	$\color{#35bf28}+1.06\%$
test_memmaptd_index_astensor	0.6138ms	0.3131ms	3.1937 KOps/s	3.2000 KOps/s	$\color{#d91a1a}-0.20\%$
test_memmaptd_index_op	1.0498ms	0.6043ms	1.6549 KOps/s	1.6992 KOps/s	$\color{#d91a1a}-2.61\%$
test_serialize_model	0.1309s	0.1301s	7.6842 Ops/s	7.6845 Ops/s	$-0.00\%$
test_serialize_model_pickle	1.3469s	1.2122s	0.8250 Ops/s	0.8256 Ops/s	$\color{#d91a1a}-0.07\%$
test_serialize_weights	0.1307s	0.1297s	7.7078 Ops/s	7.7433 Ops/s	$\color{#d91a1a}-0.46\%$
test_serialize_weights_returnearly	0.6094s	66.1437ms	15.1186 Ops/s	14.5139 Ops/s	$\color{#35bf28}+4.17\%$
test_serialize_weights_pickle	1.3475s	1.1848s	0.8440 Ops/s	0.8382 Ops/s	$\color{#35bf28}+0.69\%$
test_reshape_pytree	51.6410μs	22.4914μs	44.4614 KOps/s	43.6855 KOps/s	$\color{#35bf28}+1.78\%$
test_reshape_td	58.1010μs	27.1978μs	36.7677 KOps/s	36.0648 KOps/s	$\color{#35bf28}+1.95\%$
test_view_pytree	56.8510μs	22.5699μs	44.3068 KOps/s	44.1909 KOps/s	$\color{#35bf28}+0.26\%$
test_view_td	66.7810μs	30.0467μs	33.2815 KOps/s	31.2316 KOps/s	$\textbf{\color{#35bf28}+6.56\%}$
test_unbind_pytree	57.1810μs	28.2395μs	35.4114 KOps/s	35.0199 KOps/s	$\color{#35bf28}+1.12\%$
test_unbind_td	0.7455ms	36.1225μs	27.6836 KOps/s	27.2387 KOps/s	$\color{#35bf28}+1.63\%$
test_split_pytree	57.2610μs	29.9605μs	33.3773 KOps/s	32.0242 KOps/s	$\color{#35bf28}+4.23\%$
test_split_td	0.9511ms	38.9699μs	25.6608 KOps/s	24.5917 KOps/s	$\color{#35bf28}+4.35\%$
test_add_pytree	61.3210μs	35.3699μs	28.2726 KOps/s	27.8431 KOps/s	$\color{#35bf28}+1.54\%$
test_add_td	79.3820μs	47.2286μs	21.1736 KOps/s	21.6484 KOps/s	$\color{#d91a1a}-2.19\%$
test_compile_add_one_nested[tensordict-compile]	0.1731ms	0.1210ms	8.2626 KOps/s	7.9441 KOps/s	$\color{#35bf28}+4.01\%$
test_compile_add_one_nested[tensordict-eager]	0.2240ms	0.1259ms	7.9401 KOps/s	7.7944 KOps/s	$\color{#35bf28}+1.87\%$
test_compile_add_one_nested[pytree-compile]	0.1337ms	97.0072μs	10.3085 KOps/s	10.0355 KOps/s	$\color{#35bf28}+2.72\%$
test_compile_add_one_nested[pytree-eager]	2.1413ms	0.1510ms	6.6239 KOps/s	6.5248 KOps/s	$\color{#35bf28}+1.52\%$
test_compile_copy_nested[tensordict-compile]	54.9010μs	22.9002μs	43.6677 KOps/s	44.1255 KOps/s	$\color{#d91a1a}-1.04\%$
test_compile_copy_nested[tensordict-eager]	57.0210μs	27.0809μs	36.9264 KOps/s	36.8101 KOps/s	$\color{#35bf28}+0.32\%$
test_compile_copy_nested[pytree-compile]	0.1125ms	64.9945μs	15.3859 KOps/s	15.1319 KOps/s	$\color{#35bf28}+1.68\%$
test_compile_copy_nested[pytree-eager]	78.9210μs	49.3220μs	20.2749 KOps/s	20.0085 KOps/s	$\color{#35bf28}+1.33\%$
test_compile_add_one_flat[tensordict-compile]	0.1839ms	0.1442ms	6.9336 KOps/s	6.8638 KOps/s	$\color{#35bf28}+1.02\%$
test_compile_add_one_flat[tensordict-eager]	0.3059ms	0.2107ms	4.7468 KOps/s	4.8505 KOps/s	$\color{#d91a1a}-2.14\%$
test_compile_add_one_flat[tensorclass-compile]	0.1377ms	0.1004ms	9.9570 KOps/s	10.0396 KOps/s	$\color{#d91a1a}-0.82\%$
test_compile_add_one_flat[tensorclass-eager]	0.1163ms	53.4990μs	18.6920 KOps/s	18.5612 KOps/s	$\color{#35bf28}+0.70\%$
test_compile_add_one_flat[pytree-compile]	0.1825ms	0.1378ms	7.2562 KOps/s	7.2595 KOps/s	$\color{#d91a1a}-0.04\%$
test_compile_add_one_flat[pytree-eager]	0.5562ms	0.4904ms	2.0390 KOps/s	2.0125 KOps/s	$\color{#35bf28}+1.32\%$
test_compile_add_self_flat[tensordict-eager]	0.3673ms	0.2504ms	3.9932 KOps/s	4.0022 KOps/s	$\color{#d91a1a}-0.22\%$
test_compile_add_self_flat[tensordict-compile]	0.1867ms	0.1459ms	6.8539 KOps/s	6.6971 KOps/s	$\color{#35bf28}+2.34\%$
test_compile_add_self_flat[tensorclass-eager]	0.1447ms	63.4521μs	15.7599 KOps/s	15.7533 KOps/s	$\color{#35bf28}+0.04\%$
test_compile_add_self_flat[tensorclass-compile]	0.2369ms	0.1042ms	9.5924 KOps/s	10.0834 KOps/s	$\color{#d91a1a}-4.87\%$
test_compile_add_self_flat[pytree-eager]	0.5874ms	0.4217ms	2.3716 KOps/s	2.3828 KOps/s	$\color{#d91a1a}-0.47\%$
test_compile_add_self_flat[pytree-compile]	0.2581ms	0.1468ms	6.8133 KOps/s	7.2881 KOps/s	$\textbf{\color{#d91a1a}-6.51\%}$
test_compile_copy_flat[tensordict-compile]	0.1268ms	19.9056μs	50.2372 KOps/s	53.8933 KOps/s	$\textbf{\color{#d91a1a}-6.78\%}$
test_compile_copy_flat[tensordict-eager]	0.1129ms	26.6657μs	37.5013 KOps/s	36.9076 KOps/s	$\color{#35bf28}+1.61\%$
test_compile_copy_flat[pytree-compile]	0.1433ms	69.3768μs	14.4140 KOps/s	14.1487 KOps/s	$\color{#35bf28}+1.88\%$
test_compile_copy_flat[pytree-eager]	0.1368ms	50.6691μs	19.7359 KOps/s	19.2621 KOps/s	$\color{#35bf28}+2.46\%$
test_compile_assign_and_add[tensordict-compile]	1.6470ms	0.3953ms	2.5300 KOps/s	2.1976 KOps/s	$\textbf{\color{#35bf28}+15.13\%}$
test_compile_assign_and_add[tensordict-eager]	2.7143ms	2.6479ms	377.6524 Ops/s	370.1032 Ops/s	$\color{#35bf28}+2.04\%$
test_compile_assign_and_add[pytree-compile]	1.6492ms	0.4447ms	2.2488 KOps/s	2.2282 KOps/s	$\color{#35bf28}+0.92\%$
test_compile_assign_and_add[pytree-eager]	2.7596ms	2.7005ms	370.3036 Ops/s	363.5488 Ops/s	$\color{#35bf28}+1.86\%$
test_compile_indexing[tensor-tensordict-compile]	0.2660ms	0.1219ms	8.2024 KOps/s	8.3066 KOps/s	$\color{#d91a1a}-1.26\%$
test_compile_indexing[tensor-tensordict-eager]	0.5521ms	79.7277μs	12.5427 KOps/s	12.0229 KOps/s	$\color{#35bf28}+4.32\%$
test_compile_indexing[tensor-tensorclass-compile]	0.6846ms	0.1147ms	8.7176 KOps/s	9.3619 KOps/s	$\textbf{\color{#d91a1a}-6.88\%}$
test_compile_indexing[tensor-tensorclass-eager]	0.1270ms	73.8341μs	13.5439 KOps/s	14.3230 KOps/s	$\textbf{\color{#d91a1a}-5.44\%}$
test_compile_indexing[tensor-pytree-compile]	0.3096ms	0.1163ms	8.5967 KOps/s	9.2857 KOps/s	$\textbf{\color{#d91a1a}-7.42\%}$
test_compile_indexing[tensor-pytree-eager]	0.1792ms	74.0720μs	13.5004 KOps/s	14.3995 KOps/s	$\textbf{\color{#d91a1a}-6.24\%}$
test_compile_indexing[slice-tensordict-compile]	0.1598ms	0.1050ms	9.5205 KOps/s	9.4527 KOps/s	$\color{#35bf28}+0.72\%$
test_compile_indexing[slice-tensordict-eager]	0.1480ms	17.7178μs	56.4403 KOps/s	53.1103 KOps/s	$\textbf{\color{#35bf28}+6.27\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1350ms	97.1268μs	10.2958 KOps/s	10.1438 KOps/s	$\color{#35bf28}+1.50\%$
test_compile_indexing[slice-tensorclass-eager]	52.1110μs	15.9124μs	62.8440 KOps/s	60.2333 KOps/s	$\color{#35bf28}+4.33\%$
test_compile_indexing[slice-pytree-compile]	0.1509ms	0.1014ms	9.8618 KOps/s	10.0784 KOps/s	$\color{#d91a1a}-2.15\%$
test_compile_indexing[slice-pytree-eager]	60.2910μs	15.8182μs	63.2184 KOps/s	60.6951 KOps/s	$\color{#35bf28}+4.16\%$
test_compile_indexing[int-tensordict-compile]	0.1481ms	0.1039ms	9.6278 KOps/s	9.6025 KOps/s	$\color{#35bf28}+0.26\%$
test_compile_indexing[int-tensordict-eager]	0.5608ms	17.4891μs	57.1784 KOps/s	53.2374 KOps/s	$\textbf{\color{#35bf28}+7.40\%}$
test_compile_indexing[int-tensorclass-compile]	0.1466ms	98.3315μs	10.1697 KOps/s	10.0728 KOps/s	$\color{#35bf28}+0.96\%$
test_compile_indexing[int-tensorclass-eager]	44.6910μs	15.9960μs	62.5157 KOps/s	61.2090 KOps/s	$\color{#35bf28}+2.13\%$
test_compile_indexing[int-pytree-compile]	0.1395ms	0.1023ms	9.7795 KOps/s	10.1117 KOps/s	$\color{#d91a1a}-3.29\%$
test_compile_indexing[int-pytree-eager]	0.1281ms	16.9555μs	58.9780 KOps/s	61.1677 KOps/s	$\color{#d91a1a}-3.58\%$
test_mod_add[eager]	83.8020μs	39.5854μs	25.2618 KOps/s	26.4372 KOps/s	$\color{#d91a1a}-4.45\%$
test_mod_add[compile]	0.1198ms	80.8431μs	12.3696 KOps/s	12.0210 KOps/s	$\color{#35bf28}+2.90\%$
test_mod_add[compile-overhead]	0.3241ms	0.1673ms	5.9757 KOps/s	5.6371 KOps/s	$\textbf{\color{#35bf28}+6.01\%}$
test_mod_wrap[eager]	0.3475ms	0.2559ms	3.9071 KOps/s	3.8894 KOps/s	$\color{#35bf28}+0.46\%$
test_mod_wrap[compile]	0.8058ms	0.2875ms	3.4786 KOps/s	3.4189 KOps/s	$\color{#35bf28}+1.75\%$
test_mod_wrap[compile-overhead]	7.2105ms	3.8110ms	262.3961 Ops/s	264.0811 Ops/s	$\color{#d91a1a}-0.64\%$
test_mod_wrap_and_backward[eager]	1.5111ms	1.3957ms	716.4813 Ops/s	667.6135 Ops/s	$\textbf{\color{#35bf28}+7.32\%}$
test_mod_wrap_and_backward[compile]	1.3970ms	1.2768ms	783.2225 Ops/s	715.1015 Ops/s	$\textbf{\color{#35bf28}+9.53\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3751ms	0.9258ms	1.0801 KOps/s	962.8859 Ops/s	$\textbf{\color{#35bf28}+12.18\%}$
test_seq_add[eager]	0.1654ms	0.1139ms	8.7770 KOps/s	8.7420 KOps/s	$\color{#35bf28}+0.40\%$
test_seq_add[compile]	0.1420ms	88.4623μs	11.3043 KOps/s	10.9937 KOps/s	$\color{#35bf28}+2.83\%$
test_seq_add[compile-overhead]	0.1820ms	0.1290ms	7.7548 KOps/s	7.5946 KOps/s	$\color{#35bf28}+2.11\%$
test_seq_wrap[eager]	0.5029ms	0.4343ms	2.3024 KOps/s	2.3623 KOps/s	$\color{#d91a1a}-2.54\%$
test_seq_wrap[compile]	0.4234ms	0.3072ms	3.2555 KOps/s	3.2390 KOps/s	$\color{#35bf28}+0.51\%$
test_seq_wrap[compile-overhead]	0.2808ms	0.2233ms	4.4780 KOps/s	4.3801 KOps/s	$\color{#35bf28}+2.23\%$
test_func_call_runtime[False-eager]	0.8760ms	0.7746ms	1.2910 KOps/s	1.2998 KOps/s	$\color{#d91a1a}-0.68\%$
test_func_call_runtime[False-compile]	0.8529ms	0.7601ms	1.3156 KOps/s	1.3104 KOps/s	$\color{#35bf28}+0.40\%$
test_func_call_runtime[False-compile-overhead]	0.4358ms	0.3648ms	2.7413 KOps/s	2.7192 KOps/s	$\color{#35bf28}+0.81\%$
test_func_call_runtime[True-eager]	1.0745ms	0.9236ms	1.0828 KOps/s	1.0744 KOps/s	$\color{#35bf28}+0.78\%$
test_func_call_runtime[True-compile]	0.8119ms	0.7699ms	1.2989 KOps/s	1.2733 KOps/s	$\color{#35bf28}+2.01\%$
test_func_call_runtime[True-compile-overhead]	0.4964ms	0.3853ms	2.5954 KOps/s	2.5797 KOps/s	$\color{#35bf28}+0.61\%$
test_func_call_cm_runtime[False-eager]	0.8245ms	0.7521ms	1.3296 KOps/s	1.3117 KOps/s	$\color{#35bf28}+1.37\%$
test_func_call_cm_runtime[False-compile]	0.8053ms	0.7503ms	1.3328 KOps/s	1.3031 KOps/s	$\color{#35bf28}+2.28\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4286ms	0.3664ms	2.7295 KOps/s	2.7024 KOps/s	$\color{#35bf28}+1.00\%$
test_func_call_cm_runtime[True-eager]	1.1211ms	1.0279ms	972.8375 Ops/s	968.7507 Ops/s	$\color{#35bf28}+0.42\%$
test_func_call_cm_runtime[True-compile]	0.9102ms	0.7996ms	1.2506 KOps/s	1.2232 KOps/s	$\color{#35bf28}+2.24\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4743ms	0.4116ms	2.4298 KOps/s	2.4094 KOps/s	$\color{#35bf28}+0.85\%$
test_vmap_func_call_cm_runtime[eager]	2.5729ms	2.1029ms	475.5312 Ops/s	474.5265 Ops/s	$\color{#35bf28}+0.21\%$
test_vmap_func_call_cm_runtime[compile]	0.8805ms	0.8113ms	1.2326 KOps/s	1.2034 KOps/s	$\color{#35bf28}+2.43\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4868ms	0.4118ms	2.4282 KOps/s	2.3802 KOps/s	$\color{#35bf28}+2.01\%$
test_distributed	4.0609ms	0.3173ms	3.1519 KOps/s	8.4837 KOps/s	$\textbf{\color{#d91a1a}-62.85\%}$
test_tdmodule	57.4710μs	19.0081μs	52.6092 KOps/s	52.7672 KOps/s	$\color{#d91a1a}-0.30\%$
test_tdmodule_dispatch	84.8120μs	34.5397μs	28.9522 KOps/s	29.7152 KOps/s	$\color{#d91a1a}-2.57\%$
test_tdseq	38.8810μs	19.1828μs	52.1300 KOps/s	54.0071 KOps/s	$\color{#d91a1a}-3.48\%$
test_tdseq_dispatch	58.9510μs	37.0301μs	27.0050 KOps/s	28.1755 KOps/s	$\color{#d91a1a}-4.15\%$
test_instantiation_functorch	1.6204ms	1.5255ms	655.5436 Ops/s	633.2222 Ops/s	$\color{#35bf28}+3.53\%$
test_exec_functorch	0.1980ms	0.1434ms	6.9749 KOps/s	6.6983 KOps/s	$\color{#35bf28}+4.13\%$
test_exec_functional_call	0.1681ms	0.1392ms	7.1813 KOps/s	6.9568 KOps/s	$\color{#35bf28}+3.23\%$
test_exec_td_decorator	0.3650ms	0.1841ms	5.4319 KOps/s	5.3385 KOps/s	$\color{#35bf28}+1.75\%$
test_vmap_mlp_speed_decorator[True-True]	0.8189ms	0.6921ms	1.4449 KOps/s	1.4555 KOps/s	$\color{#d91a1a}-0.72\%$
test_vmap_mlp_speed_decorator[True-False]	0.8535ms	0.6915ms	1.4461 KOps/s	1.4544 KOps/s	$\color{#d91a1a}-0.57\%$
test_vmap_mlp_speed_decorator[False-True]	0.7176ms	0.5994ms	1.6684 KOps/s	1.6676 KOps/s	$\color{#35bf28}+0.05\%$
test_vmap_mlp_speed_decorator[False-False]	0.7219ms	0.6004ms	1.6655 KOps/s	1.6631 KOps/s	$\color{#35bf28}+0.15\%$
test_vmap_transformer_speed_decorator[True-True]	19.3975ms	19.3310ms	51.7305 Ops/s	51.8756 Ops/s	$\color{#d91a1a}-0.28\%$
test_vmap_transformer_speed_decorator[True-False]	20.0542ms	19.4037ms	51.5367 Ops/s	51.8703 Ops/s	$\color{#d91a1a}-0.64\%$
test_vmap_transformer_speed_decorator[False-True]	19.3583ms	19.2732ms	51.8854 Ops/s	52.2212 Ops/s	$\color{#d91a1a}-0.64\%$
test_vmap_transformer_speed_decorator[False-False]	19.3063ms	19.2409ms	51.9727 Ops/s	52.2255 Ops/s	$\color{#d91a1a}-0.48\%$
test_to_module_speed[True]	1.0324ms	0.9356ms	1.0689 KOps/s	1.0647 KOps/s	$\color{#35bf28}+0.40\%$
test_to_module_speed[False]	1.3083ms	0.9308ms	1.0743 KOps/s	1.0945 KOps/s	$\color{#d91a1a}-1.85\%$
test_tc_init	70.3510μs	36.7201μs	27.2330 KOps/s	28.7852 KOps/s	$\textbf{\color{#d91a1a}-5.39\%}$
test_tc_init_nested	0.2097ms	74.3437μs	13.4510 KOps/s	13.9384 KOps/s	$\color{#d91a1a}-3.50\%$
test_tc_first_layer_tensor	5.0744μs	0.6964μs	1.4359 MOps/s	1.4385 MOps/s	$\color{#d91a1a}-0.18\%$
test_tc_first_layer_nontensor	22.0200μs	2.3128μs	432.3768 KOps/s	430.0189 KOps/s	$\color{#35bf28}+0.55\%$
test_tc_second_layer_tensor	11.6570μs	1.4443μs	692.3877 KOps/s	712.0949 KOps/s	$\color{#d91a1a}-2.77\%$
test_tc_second_layer_nontensor	26.0300μs	3.0778μs	324.9055 KOps/s	327.6916 KOps/s	$\color{#d91a1a}-0.85\%$
test_unbind	0.2237s	9.7359ms	102.7123 Ops/s	148.0410 Ops/s	$\textbf{\color{#d91a1a}-30.62\%}$
test_full_like	12.1973ms	9.1929ms	108.7791 Ops/s	105.5583 Ops/s	$\color{#35bf28}+3.05\%$
test_zeros_like	5.3271ms	4.2142ms	237.2948 Ops/s	113.6337 Ops/s	$\textbf{\color{#35bf28}+108.82\%}$
test_ones_like	4.9370ms	4.2756ms	233.8828 Ops/s	232.2611 Ops/s	$\color{#35bf28}+0.70\%$
test_clone	11.4001ms	9.0161ms	110.9128 Ops/s	158.7720 Ops/s	$\textbf{\color{#d91a1a}-30.14\%}$
test_squeeze	92.6210μs	9.5104μs	105.1476 KOps/s	104.3574 KOps/s	$\color{#35bf28}+0.76\%$
test_unsqueeze	0.1200ms	71.0279μs	14.0790 KOps/s	13.5958 KOps/s	$\color{#35bf28}+3.55\%$
test_split	0.3831ms	0.1588ms	6.2980 KOps/s	5.9449 KOps/s	$\textbf{\color{#35bf28}+5.94\%}$
test_permute	0.3032ms	0.1776ms	5.6322 KOps/s	5.5119 KOps/s	$\color{#35bf28}+2.18\%$
test_stack	50.6048ms	50.3333ms	19.8676 Ops/s	18.9092 Ops/s	$\textbf{\color{#35bf28}+5.07\%}$
test_cat	51.5313ms	50.2388ms	19.9049 Ops/s	19.8153 Ops/s	$\color{#35bf28}+0.45\%$