[Feature,Refactor] More args in constructors, refactor free functions

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• -> [Feature,Refactor] More args in constructors, refactor free functions #1116

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}6$. Worsened: $\large\color{#d91a1a}47$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	35.2550μs	18.2388μs	54.8282 KOps/s	63.0230 KOps/s	$\textbf{\color{#d91a1a}-13.00\%}$
test_plain_set_stack_nested	62.2660μs	17.5925μs	56.8424 KOps/s	59.3763 KOps/s	$\color{#d91a1a}-4.27\%$
test_plain_set_nested_inplace	53.5400μs	19.5894μs	51.0480 KOps/s	54.2757 KOps/s	$\textbf{\color{#d91a1a}-5.95\%}$
test_plain_set_stack_nested_inplace	51.9270μs	19.8421μs	50.3979 KOps/s	55.7857 KOps/s	$\textbf{\color{#d91a1a}-9.66\%}$
test_items	32.2680μs	4.1642μs	240.1422 KOps/s	248.3198 KOps/s	$\color{#d91a1a}-3.29\%$
test_items_nested	0.4956ms	0.3833ms	2.6089 KOps/s	2.5543 KOps/s	$\color{#35bf28}+2.14\%$
test_items_nested_locked	0.5127ms	0.3941ms	2.5372 KOps/s	2.5802 KOps/s	$\color{#d91a1a}-1.67\%$
test_items_nested_leaf	0.1364ms	72.3209μs	13.8273 KOps/s	14.4643 KOps/s	$\color{#d91a1a}-4.40\%$
test_items_stack_nested	0.6151ms	0.3949ms	2.5323 KOps/s	2.4811 KOps/s	$\color{#35bf28}+2.06\%$
test_items_stack_nested_leaf	0.1316ms	71.7176μs	13.9436 KOps/s	14.0368 KOps/s	$\color{#d91a1a}-0.66\%$
test_items_stack_nested_locked	0.5083ms	0.3866ms	2.5869 KOps/s	2.5813 KOps/s	$\color{#35bf28}+0.21\%$
test_keys	15.8290μs	3.4109μs	293.1749 KOps/s	292.1116 KOps/s	$\color{#35bf28}+0.36\%$
test_keys_nested	0.2822ms	0.1358ms	7.3630 KOps/s	7.3421 KOps/s	$\color{#35bf28}+0.28\%$
test_keys_nested_locked	0.6965ms	0.1430ms	6.9906 KOps/s	7.0888 KOps/s	$\color{#d91a1a}-1.38\%$
test_keys_nested_leaf	0.2135ms	0.1156ms	8.6517 KOps/s	8.7388 KOps/s	$\color{#d91a1a}-1.00\%$
test_keys_stack_nested	0.1934ms	0.1349ms	7.4121 KOps/s	7.5645 KOps/s	$\color{#d91a1a}-2.01\%$
test_keys_stack_nested_leaf	0.2046ms	0.1154ms	8.6680 KOps/s	8.8559 KOps/s	$\color{#d91a1a}-2.12\%$
test_keys_stack_nested_locked	0.2191ms	0.1429ms	7.0002 KOps/s	7.2318 KOps/s	$\color{#d91a1a}-3.20\%$
test_values	7.7064μs	1.0681μs	936.2654 KOps/s	984.6997 KOps/s	$\color{#d91a1a}-4.92\%$
test_values_nested	0.1095ms	55.1934μs	18.1181 KOps/s	18.7184 KOps/s	$\color{#d91a1a}-3.21\%$
test_values_nested_locked	0.1085ms	54.3848μs	18.3875 KOps/s	18.6158 KOps/s	$\color{#d91a1a}-1.23\%$
test_values_nested_leaf	0.1160ms	59.0856μs	16.9246 KOps/s	17.5316 KOps/s	$\color{#d91a1a}-3.46\%$
test_values_stack_nested	0.1247ms	57.0596μs	17.5255 KOps/s	18.3990 KOps/s	$\color{#d91a1a}-4.75\%$
test_values_stack_nested_leaf	0.1198ms	61.3388μs	16.3029 KOps/s	16.8924 KOps/s	$\color{#d91a1a}-3.49\%$
test_values_stack_nested_locked	0.1158ms	55.3944μs	18.0524 KOps/s	17.9222 KOps/s	$\color{#35bf28}+0.73\%$
test_membership	16.3400μs	0.8635μs	1.1580 MOps/s	1.1685 MOps/s	$\color{#d91a1a}-0.89\%$
test_membership_nested	22.2510μs	2.8078μs	356.1485 KOps/s	359.0121 KOps/s	$\color{#d91a1a}-0.80\%$
test_membership_nested_leaf	40.5860μs	2.9520μs	338.7530 KOps/s	360.4117 KOps/s	$\textbf{\color{#d91a1a}-6.01\%}$
test_membership_stacked_nested	25.9290μs	2.8780μs	347.4619 KOps/s	355.1657 KOps/s	$\color{#d91a1a}-2.17\%$
test_membership_stacked_nested_leaf	23.5540μs	2.9486μs	339.1450 KOps/s	351.6689 KOps/s	$\color{#d91a1a}-3.56\%$
test_membership_nested_last	42.2790μs	4.4432μs	225.0635 KOps/s	243.3449 KOps/s	$\textbf{\color{#d91a1a}-7.51\%}$
test_membership_nested_leaf_last	38.5320μs	4.4418μs	225.1352 KOps/s	240.3105 KOps/s	$\textbf{\color{#d91a1a}-6.31\%}$
test_membership_stacked_nested_last	42.5100μs	4.2462μs	235.5050 KOps/s	76.2293 KOps/s	$\textbf{\color{#35bf28}+208.94\%}$
test_membership_stacked_nested_leaf_last	27.2810μs	4.3560μs	229.5709 KOps/s	76.2606 KOps/s	$\textbf{\color{#35bf28}+201.03\%}$
test_nested_getleaf	52.1980μs	10.6340μs	94.0381 KOps/s	97.2893 KOps/s	$\color{#d91a1a}-3.34\%$
test_nested_get	45.1950μs	10.2125μs	97.9195 KOps/s	103.3443 KOps/s	$\textbf{\color{#d91a1a}-5.25\%}$
test_stacked_getleaf	33.4630μs	10.5462μs	94.8212 KOps/s	92.9434 KOps/s	$\color{#35bf28}+2.02\%$
test_stacked_get	28.1630μs	9.9661μs	100.3404 KOps/s	101.9306 KOps/s	$\color{#d91a1a}-1.56\%$
test_nested_getitemleaf	57.0570μs	10.9690μs	91.1659 KOps/s	93.1813 KOps/s	$\color{#d91a1a}-2.16\%$
test_nested_getitem	47.4090μs	10.3617μs	96.5093 KOps/s	95.4660 KOps/s	$\color{#35bf28}+1.09\%$
test_stacked_getitemleaf	56.2550μs	11.1036μs	90.0608 KOps/s	90.5838 KOps/s	$\color{#d91a1a}-0.58\%$
test_stacked_getitem	36.1180μs	10.4083μs	96.0774 KOps/s	97.5908 KOps/s	$\color{#d91a1a}-1.55\%$
test_lock_nested	0.8162ms	0.4322ms	2.3139 KOps/s	2.3615 KOps/s	$\color{#d91a1a}-2.01\%$
test_lock_stack_nested	0.6379ms	0.4009ms	2.4942 KOps/s	2.5603 KOps/s	$\color{#d91a1a}-2.58\%$
test_unlock_nested	0.7063ms	0.3460ms	2.8901 KOps/s	2.8434 KOps/s	$\color{#35bf28}+1.64\%$
test_unlock_stack_nested	0.6425ms	0.3214ms	3.1116 KOps/s	3.2477 KOps/s	$\color{#d91a1a}-4.19\%$
test_flatten_speed	0.1938ms	93.7609μs	10.6654 KOps/s	10.9651 KOps/s	$\color{#d91a1a}-2.73\%$
test_unflatten_speed	0.9111ms	0.4936ms	2.0260 KOps/s	2.0687 KOps/s	$\color{#d91a1a}-2.06\%$
test_common_ops	2.9917ms	0.7602ms	1.3154 KOps/s	1.4270 KOps/s	$\textbf{\color{#d91a1a}-7.82\%}$
test_creation	34.9350μs	1.9316μs	517.7103 KOps/s	499.7471 KOps/s	$\color{#35bf28}+3.59\%$
test_creation_empty	45.0940μs	11.1853μs	89.4034 KOps/s	118.3961 KOps/s	$\textbf{\color{#d91a1a}-24.49\%}$
test_creation_nested_1	1.8667ms	13.8892μs	71.9984 KOps/s	91.4109 KOps/s	$\textbf{\color{#d91a1a}-21.24\%}$
test_creation_nested_2	42.8300μs	17.8727μs	55.9514 KOps/s	65.3145 KOps/s	$\textbf{\color{#d91a1a}-14.34\%}$
test_clone	0.1021ms	12.7454μs	78.4595 KOps/s	78.6441 KOps/s	$\color{#d91a1a}-0.23\%$
test_getitem[int]	0.8852ms	12.1953μs	81.9986 KOps/s	80.1922 KOps/s	$\color{#35bf28}+2.25\%$
test_getitem[slice_int]	0.1400ms	24.0419μs	41.5941 KOps/s	40.6064 KOps/s	$\color{#35bf28}+2.43\%$
test_getitem[range]	0.2540ms	46.7883μs	21.3729 KOps/s	21.6452 KOps/s	$\color{#d91a1a}-1.26\%$
test_getitem[tuple]	0.1298ms	19.4925μs	51.3018 KOps/s	49.5041 KOps/s	$\color{#35bf28}+3.63\%$
test_getitem[list]	0.2663ms	42.4668μs	23.5478 KOps/s	24.1752 KOps/s	$\color{#d91a1a}-2.60\%$
test_setitem_dim[int]	48.9720μs	23.6367μs	42.3072 KOps/s	41.1746 KOps/s	$\color{#35bf28}+2.75\%$
test_setitem_dim[slice_int]	0.1062ms	50.4114μs	19.8368 KOps/s	20.1663 KOps/s	$\color{#d91a1a}-1.63\%$
test_setitem_dim[range]	0.1124ms	72.0283μs	13.8834 KOps/s	14.2282 KOps/s	$\color{#d91a1a}-2.42\%$
test_setitem_dim[tuple]	66.9050μs	39.1830μs	25.5213 KOps/s	24.2958 KOps/s	$\textbf{\color{#35bf28}+5.04\%}$
test_setitem	93.1440μs	20.2960μs	49.2709 KOps/s	52.6371 KOps/s	$\textbf{\color{#d91a1a}-6.40\%}$
test_set	0.1083ms	19.7348μs	50.6718 KOps/s	55.2837 KOps/s	$\textbf{\color{#d91a1a}-8.34\%}$
test_set_shared	1.0856ms	0.1620ms	6.1718 KOps/s	6.0909 KOps/s	$\color{#35bf28}+1.33\%$
test_update	0.1851ms	22.3671μs	44.7085 KOps/s	49.4310 KOps/s	$\textbf{\color{#d91a1a}-9.55\%}$
test_update_nested	0.1135ms	32.7858μs	30.5010 KOps/s	32.3652 KOps/s	$\textbf{\color{#d91a1a}-5.76\%}$
test_update__nested	0.2702ms	33.0885μs	30.2220 KOps/s	31.2481 KOps/s	$\color{#d91a1a}-3.28\%$
test_set_nested	0.1493ms	21.9196μs	45.6213 KOps/s	49.5229 KOps/s	$\textbf{\color{#d91a1a}-7.88\%}$
test_set_nested_new	0.1349ms	26.7674μs	37.3589 KOps/s	40.2036 KOps/s	$\textbf{\color{#d91a1a}-7.08\%}$
test_select	0.2328ms	42.4912μs	23.5343 KOps/s	25.6267 KOps/s	$\textbf{\color{#d91a1a}-8.16\%}$
test_select_nested	0.1220ms	59.2900μs	16.8663 KOps/s	17.4562 KOps/s	$\color{#d91a1a}-3.38\%$
test_exclude_nested	0.1559ms	77.0966μs	12.9707 KOps/s	12.9177 KOps/s	$\color{#35bf28}+0.41\%$
test_empty[True]	0.5312ms	0.3711ms	2.6944 KOps/s	2.7220 KOps/s	$\color{#d91a1a}-1.01\%$
test_empty[False]	10.9003μs	1.2067μs	828.7105 KOps/s	864.0256 KOps/s	$\color{#d91a1a}-4.09\%$
test_unbind_speed	0.3185ms	0.2506ms	3.9912 KOps/s	3.9040 KOps/s	$\color{#35bf28}+2.23\%$
test_unbind_speed_stack0	0.3462ms	0.2509ms	3.9859 KOps/s	4.1524 KOps/s	$\color{#d91a1a}-4.01\%$
test_unbind_speed_stack1	99.7101ms	0.7444ms	1.3434 KOps/s	1.5116 KOps/s	$\textbf{\color{#d91a1a}-11.13\%}$
test_split	96.2533ms	1.6555ms	604.0495 Ops/s	592.3442 Ops/s	$\color{#35bf28}+1.98\%$
test_chunk	0.1001s	1.6645ms	600.7783 Ops/s	604.2201 Ops/s	$\color{#d91a1a}-0.57\%$
test_consolidate_njt[False-None]	9.7532ms	7.7742ms	128.6299 Ops/s	127.9156 Ops/s	$\color{#35bf28}+0.56\%$
test_creation[device0]	0.2261ms	87.4427μs	11.4361 KOps/s	11.1993 KOps/s	$\color{#35bf28}+2.11\%$
test_creation_from_tensor	4.3579ms	93.6284μs	10.6805 KOps/s	10.7909 KOps/s	$\color{#d91a1a}-1.02\%$
test_add_one[memmap_tensor0]	0.1194ms	4.8522μs	206.0903 KOps/s	217.2374 KOps/s	$\textbf{\color{#d91a1a}-5.13\%}$
test_contiguous[memmap_tensor0]	21.5410μs	0.4887μs	2.0463 MOps/s	2.0272 MOps/s	$\color{#35bf28}+0.94\%$
test_stack[memmap_tensor0]	63.2880μs	3.3724μs	296.5216 KOps/s	301.4758 KOps/s	$\color{#d91a1a}-1.64\%$
test_memmaptd_index	0.4732ms	0.2239ms	4.4664 KOps/s	4.3342 KOps/s	$\color{#35bf28}+3.05\%$
test_memmaptd_index_astensor	0.6778ms	0.3040ms	3.2896 KOps/s	3.2998 KOps/s	$\color{#d91a1a}-0.31\%$
test_memmaptd_index_op	1.0964ms	0.5758ms	1.7366 KOps/s	1.9019 KOps/s	$\textbf{\color{#d91a1a}-8.69\%}$
test_serialize_model	0.1231s	0.1136s	8.8066 Ops/s	7.7829 Ops/s	$\textbf{\color{#35bf28}+13.15\%}$
test_serialize_model_pickle	0.4750s	0.3967s	2.5205 Ops/s	2.5561 Ops/s	$\color{#d91a1a}-1.39\%$
test_serialize_weights	0.2014s	0.1265s	7.9065 Ops/s	8.6790 Ops/s	$\textbf{\color{#d91a1a}-8.90\%}$
test_serialize_weights_returnearly	0.1844s	0.1655s	6.0406 Ops/s	6.4357 Ops/s	$\textbf{\color{#d91a1a}-6.14\%}$
test_serialize_weights_pickle	0.5471s	0.4394s	2.2760 Ops/s	2.5466 Ops/s	$\textbf{\color{#d91a1a}-10.63\%}$
test_serialize_weights_filesystem	0.1450s	0.1410s	7.0922 Ops/s	7.1577 Ops/s	$\color{#d91a1a}-0.92\%$
test_serialize_model_filesystem	0.1690s	0.1490s	6.7119 Ops/s	6.6946 Ops/s	$\color{#35bf28}+0.26\%$
test_reshape_pytree	54.1410μs	25.8336μs	38.7093 KOps/s	37.9270 KOps/s	$\color{#35bf28}+2.06\%$
test_reshape_td	80.9600μs	31.9904μs	31.2594 KOps/s	31.1755 KOps/s	$\color{#35bf28}+0.27\%$
test_view_pytree	66.8130μs	26.6046μs	37.5875 KOps/s	37.8559 KOps/s	$\color{#d91a1a}-0.71\%$
test_view_td	81.3910μs	38.4049μs	26.0384 KOps/s	27.6333 KOps/s	$\textbf{\color{#d91a1a}-5.77\%}$
test_unbind_pytree	89.2750μs	30.0393μs	33.2897 KOps/s	33.7105 KOps/s	$\color{#d91a1a}-1.25\%$
test_unbind_td	0.3586ms	37.6751μs	26.5427 KOps/s	25.9700 KOps/s	$\color{#35bf28}+2.21\%$
test_split_pytree	69.9510μs	28.6116μs	34.9509 KOps/s	33.7563 KOps/s	$\color{#35bf28}+3.54\%$
test_split_td	0.4978ms	42.5938μs	23.4776 KOps/s	23.4114 KOps/s	$\color{#35bf28}+0.28\%$
test_add_pytree	85.9500μs	35.3492μs	28.2891 KOps/s	28.9404 KOps/s	$\color{#d91a1a}-2.25\%$
test_add_td	0.1438ms	54.1916μs	18.4531 KOps/s	20.7449 KOps/s	$\textbf{\color{#d91a1a}-11.05\%}$
test_compile_add_one_nested[tensordict-compile]	0.1369ms	59.7355μs	16.7405 KOps/s	16.7962 KOps/s	$\color{#d91a1a}-0.33\%$
test_compile_add_one_nested[tensordict-eager]	0.4908ms	0.1567ms	6.3802 KOps/s	6.4062 KOps/s	$\color{#d91a1a}-0.41\%$
test_compile_add_one_nested[pytree-compile]	87.5130μs	44.6692μs	22.3868 KOps/s	22.3819 KOps/s	$\color{#35bf28}+0.02\%$
test_compile_add_one_nested[pytree-eager]	0.2214ms	0.1190ms	8.4033 KOps/s	8.6023 KOps/s	$\color{#d91a1a}-2.31\%$
test_compile_copy_nested[tensordict-compile]	60.6230μs	24.7238μs	40.4469 KOps/s	40.0430 KOps/s	$\color{#35bf28}+1.01\%$
test_compile_copy_nested[tensordict-eager]	0.1559ms	52.4958μs	19.0491 KOps/s	18.9525 KOps/s	$\color{#35bf28}+0.51\%$
test_compile_copy_nested[pytree-compile]	0.1506ms	78.6137μs	12.7204 KOps/s	12.7734 KOps/s	$\color{#d91a1a}-0.42\%$
test_compile_copy_nested[pytree-eager]	0.1211ms	66.5749μs	15.0207 KOps/s	14.9827 KOps/s	$\color{#35bf28}+0.25\%$
test_compile_add_one_flat[tensordict-compile]	0.1882ms	0.1024ms	9.7660 KOps/s	9.2670 KOps/s	$\textbf{\color{#35bf28}+5.38\%}$
test_compile_add_one_flat[tensordict-eager]	0.3204ms	0.1960ms	5.1027 KOps/s	4.9442 KOps/s	$\color{#35bf28}+3.21\%$
test_compile_add_one_flat[tensorclass-compile]	0.1451ms	43.9864μs	22.7343 KOps/s	21.5630 KOps/s	$\textbf{\color{#35bf28}+5.43\%}$
test_compile_add_one_flat[tensorclass-eager]	0.4934ms	61.7538μs	16.1933 KOps/s	16.6406 KOps/s	$\color{#d91a1a}-2.69\%$
test_compile_add_one_flat[pytree-compile]	0.1717ms	98.7389μs	10.1277 KOps/s	9.7604 KOps/s	$\color{#35bf28}+3.76\%$
test_compile_add_one_flat[pytree-eager]	0.3516ms	0.2012ms	4.9700 KOps/s	5.0506 KOps/s	$\color{#d91a1a}-1.59\%$
test_compile_add_self_flat[tensordict-eager]	0.4808ms	0.2080ms	4.8077 KOps/s	5.0208 KOps/s	$\color{#d91a1a}-4.24\%$
test_compile_add_self_flat[tensordict-compile]	0.1631ms	0.1010ms	9.8966 KOps/s	9.9538 KOps/s	$\color{#d91a1a}-0.57\%$
test_compile_add_self_flat[tensorclass-eager]	0.2174ms	53.3925μs	18.7292 KOps/s	19.0085 KOps/s	$\color{#d91a1a}-1.47\%$
test_compile_add_self_flat[tensorclass-compile]	0.2105ms	47.9630μs	20.8494 KOps/s	22.7635 KOps/s	$\textbf{\color{#d91a1a}-8.41\%}$
test_compile_add_self_flat[pytree-eager]	1.6135ms	0.1604ms	6.2337 KOps/s	6.3267 KOps/s	$\color{#d91a1a}-1.47\%$
test_compile_add_self_flat[pytree-compile]	0.1849ms	0.1011ms	9.8946 KOps/s	10.2495 KOps/s	$\color{#d91a1a}-3.46\%$
test_compile_copy_flat[tensordict-compile]	62.5560μs	20.3878μs	49.0489 KOps/s	48.3904 KOps/s	$\color{#35bf28}+1.36\%$
test_compile_copy_flat[tensordict-eager]	0.1318ms	57.6677μs	17.3407 KOps/s	17.1953 KOps/s	$\color{#35bf28}+0.85\%$
test_compile_copy_flat[pytree-compile]	0.1763ms	79.5441μs	12.5716 KOps/s	12.6197 KOps/s	$\color{#d91a1a}-0.38\%$
test_compile_copy_flat[pytree-eager]	0.1527ms	67.6794μs	14.7755 KOps/s	14.8678 KOps/s	$\color{#d91a1a}-0.62\%$
test_compile_assign_and_add[tensordict-compile]	0.3058ms	0.2041ms	4.9005 KOps/s	5.0286 KOps/s	$\color{#d91a1a}-2.55\%$
test_compile_assign_and_add[tensordict-eager]	1.4887ms	1.2778ms	782.6085 Ops/s	800.9458 Ops/s	$\color{#d91a1a}-2.29\%$
test_compile_assign_and_add[pytree-compile]	0.3403ms	0.2016ms	4.9599 KOps/s	5.1324 KOps/s	$\color{#d91a1a}-3.36\%$
test_compile_assign_and_add[pytree-eager]	1.2436ms	0.7616ms	1.3131 KOps/s	1.3389 KOps/s	$\color{#d91a1a}-1.93\%$
test_compile_assign_and_add_stack[compile]	0.7919ms	0.4414ms	2.2655 KOps/s	2.2732 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_assign_and_add_stack[eager]	3.5638ms	2.5747ms	388.3889 Ops/s	407.2657 Ops/s	$\color{#d91a1a}-4.64\%$
test_compile_indexing[tensor-tensordict-compile]	91.2600μs	35.6084μs	28.0833 KOps/s	29.0042 KOps/s	$\color{#d91a1a}-3.18\%$
test_compile_indexing[tensor-tensordict-eager]	0.5839ms	32.2260μs	31.0308 KOps/s	31.4096 KOps/s	$\color{#d91a1a}-1.21\%$
test_compile_indexing[tensor-tensorclass-compile]	94.2150μs	28.3615μs	35.2591 KOps/s	36.1251 KOps/s	$\color{#d91a1a}-2.40\%$
test_compile_indexing[tensor-tensorclass-eager]	75.8810μs	23.1918μs	43.1187 KOps/s	44.4601 KOps/s	$\color{#d91a1a}-3.02\%$
test_compile_indexing[tensor-pytree-compile]	68.8690μs	28.9307μs	34.5654 KOps/s	35.5181 KOps/s	$\color{#d91a1a}-2.68\%$
test_compile_indexing[tensor-pytree-eager]	67.8660μs	23.4184μs	42.7014 KOps/s	43.9587 KOps/s	$\color{#d91a1a}-2.86\%$
test_compile_indexing[slice-tensordict-compile]	0.1160ms	50.6366μs	19.7486 KOps/s	20.0303 KOps/s	$\color{#d91a1a}-1.41\%$
test_compile_indexing[slice-tensordict-eager]	0.5838ms	20.0405μs	49.8988 KOps/s	51.0895 KOps/s	$\color{#d91a1a}-2.33\%$
test_compile_indexing[slice-tensorclass-compile]	0.1101ms	44.0035μs	22.7255 KOps/s	23.3813 KOps/s	$\color{#d91a1a}-2.81\%$
test_compile_indexing[slice-tensorclass-eager]	59.8420μs	18.8640μs	53.0110 KOps/s	55.0942 KOps/s	$\color{#d91a1a}-3.78\%$
test_compile_indexing[slice-pytree-compile]	0.1120ms	44.1073μs	22.6720 KOps/s	23.4361 KOps/s	$\color{#d91a1a}-3.26\%$
test_compile_indexing[slice-pytree-eager]	51.1650μs	18.6741μs	53.5501 KOps/s	54.4117 KOps/s	$\color{#d91a1a}-1.58\%$
test_compile_indexing[int-tensordict-compile]	0.1182ms	52.3429μs	19.1048 KOps/s	20.3877 KOps/s	$\textbf{\color{#d91a1a}-6.29\%}$
test_compile_indexing[int-tensordict-eager]	0.9588ms	19.4263μs	51.4765 KOps/s	49.8591 KOps/s	$\color{#35bf28}+3.24\%$
test_compile_indexing[int-tensorclass-compile]	0.1626ms	43.8964μs	22.7809 KOps/s	23.2968 KOps/s	$\color{#d91a1a}-2.21\%$
test_compile_indexing[int-tensorclass-eager]	54.0710μs	18.5354μs	53.9508 KOps/s	53.2205 KOps/s	$\color{#35bf28}+1.37\%$
test_compile_indexing[int-pytree-compile]	0.1342ms	43.7767μs	22.8432 KOps/s	23.0642 KOps/s	$\color{#d91a1a}-0.96\%$
test_compile_indexing[int-pytree-eager]	59.1200μs	18.3556μs	54.4791 KOps/s	55.2477 KOps/s	$\color{#d91a1a}-1.39\%$
test_mod_add[eager]	75.6410μs	32.6658μs	30.6130 KOps/s	31.4234 KOps/s	$\color{#d91a1a}-2.58\%$
test_mod_add[compile]	0.1005ms	47.1200μs	21.2224 KOps/s	21.8045 KOps/s	$\color{#d91a1a}-2.67\%$
test_mod_add[compile-overhead]	0.1053ms	45.1906μs	22.1285 KOps/s	22.1011 KOps/s	$\color{#35bf28}+0.12\%$
test_mod_wrap[eager]	0.3531ms	0.2228ms	4.4881 KOps/s	4.7736 KOps/s	$\textbf{\color{#d91a1a}-5.98\%}$
test_mod_wrap[compile]	0.4075ms	0.2063ms	4.8469 KOps/s	5.1141 KOps/s	$\textbf{\color{#d91a1a}-5.22\%}$
test_mod_wrap[compile-overhead]	0.3381ms	0.2047ms	4.8852 KOps/s	5.1667 KOps/s	$\textbf{\color{#d91a1a}-5.45\%}$
test_mod_wrap_and_backward[eager]	14.5672ms	12.0753ms	82.8134 Ops/s	91.1530 Ops/s	$\textbf{\color{#d91a1a}-9.15\%}$
test_mod_wrap_and_backward[compile]	19.2037ms	13.9088ms	71.8972 Ops/s	77.8041 Ops/s	$\textbf{\color{#d91a1a}-7.59\%}$
test_mod_wrap_and_backward[compile-overhead]	18.1347ms	12.7136ms	78.6561 Ops/s	80.1331 Ops/s	$\color{#d91a1a}-1.84\%$
test_seq_add[eager]	0.2385ms	0.1071ms	9.3383 KOps/s	9.5322 KOps/s	$\color{#d91a1a}-2.03\%$
test_seq_add[compile]	0.1391ms	61.9941μs	16.1306 KOps/s	17.2046 KOps/s	$\textbf{\color{#d91a1a}-6.24\%}$
test_seq_add[compile-overhead]	0.1346ms	57.7952μs	17.3025 KOps/s	17.5444 KOps/s	$\color{#d91a1a}-1.38\%$
test_seq_wrap[eager]	0.8679ms	0.4308ms	2.3213 KOps/s	2.4026 KOps/s	$\color{#d91a1a}-3.38\%$
test_seq_wrap[compile]	0.3816ms	0.2293ms	4.3619 KOps/s	4.5486 KOps/s	$\color{#d91a1a}-4.11\%$
test_seq_wrap[compile-overhead]	0.3433ms	0.2290ms	4.3670 KOps/s	4.6196 KOps/s	$\textbf{\color{#d91a1a}-5.47\%}$
test_func_call_runtime[False-eager]	0.9331ms	0.5206ms	1.9209 KOps/s	1.9406 KOps/s	$\color{#d91a1a}-1.02\%$
test_func_call_runtime[False-compile]	0.8999ms	0.4226ms	2.3664 KOps/s	2.4547 KOps/s	$\color{#d91a1a}-3.60\%$
test_func_call_runtime[False-compile-overhead]	0.8676ms	0.4187ms	2.3882 KOps/s	2.3889 KOps/s	$\color{#d91a1a}-0.03\%$
test_func_call_runtime[True-eager]	1.2719ms	0.7428ms	1.3462 KOps/s	1.3581 KOps/s	$\color{#d91a1a}-0.87\%$
test_func_call_runtime[True-compile]	0.5682ms	0.4642ms	2.1543 KOps/s	2.2732 KOps/s	$\textbf{\color{#d91a1a}-5.23\%}$
test_func_call_runtime[True-compile-overhead]	0.5680ms	0.4724ms	2.1167 KOps/s	2.2770 KOps/s	$\textbf{\color{#d91a1a}-7.04\%}$
test_func_call_cm_runtime[False-eager]	1.2416ms	0.5373ms	1.8612 KOps/s	1.9592 KOps/s	$\textbf{\color{#d91a1a}-5.00\%}$
test_func_call_cm_runtime[False-compile]	0.7398ms	0.4188ms	2.3877 KOps/s	2.4519 KOps/s	$\color{#d91a1a}-2.62\%$
test_func_call_cm_runtime[False-compile-overhead]	0.8318ms	0.4174ms	2.3958 KOps/s	2.4667 KOps/s	$\color{#d91a1a}-2.88\%$
test_func_call_cm_runtime[True-eager]	1.0941ms	0.8663ms	1.1544 KOps/s	1.1624 KOps/s	$\color{#d91a1a}-0.69\%$
test_func_call_cm_runtime[True-compile]	0.5940ms	0.4772ms	2.0957 KOps/s	2.1526 KOps/s	$\color{#d91a1a}-2.64\%$
test_func_call_cm_runtime[True-compile-overhead]	0.5535ms	0.4741ms	2.1092 KOps/s	2.1528 KOps/s	$\color{#d91a1a}-2.03\%$
test_vmap_func_call_cm_runtime[eager]	3.4981ms	1.8533ms	539.5844 Ops/s	548.0001 Ops/s	$\color{#d91a1a}-1.54\%$
test_vmap_func_call_cm_runtime[compile]	0.8789ms	0.5089ms	1.9649 KOps/s	1.9571 KOps/s	$\color{#35bf28}+0.40\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.8048ms	0.5236ms	1.9097 KOps/s	1.9764 KOps/s	$\color{#d91a1a}-3.37\%$
test_distributed	0.2936ms	0.1223ms	8.1745 KOps/s	8.1759 KOps/s	$\color{#d91a1a}-0.02\%$
test_tdmodule	54.3210μs	24.7178μs	40.4568 KOps/s	42.2517 KOps/s	$\color{#d91a1a}-4.25\%$
test_tdmodule_dispatch	73.5970μs	46.3968μs	21.5532 KOps/s	23.1964 KOps/s	$\textbf{\color{#d91a1a}-7.08\%}$
test_tdseq	56.4060μs	25.2063μs	39.6726 KOps/s	43.7262 KOps/s	$\textbf{\color{#d91a1a}-9.27\%}$
test_tdseq_dispatch	74.4180μs	47.1663μs	21.2016 KOps/s	21.7756 KOps/s	$\color{#d91a1a}-2.64\%$
test_instantiation_functorch	2.3955ms	1.4932ms	669.7082 Ops/s	669.0413 Ops/s	$\color{#35bf28}+0.10\%$
test_exec_functorch	0.3515ms	0.1768ms	5.6557 KOps/s	5.9588 KOps/s	$\textbf{\color{#d91a1a}-5.09\%}$
test_exec_functional_call	0.2606ms	0.1698ms	5.8910 KOps/s	6.0986 KOps/s	$\color{#d91a1a}-3.40\%$
test_exec_td_decorator	0.4515ms	0.2210ms	4.5245 KOps/s	4.6137 KOps/s	$\color{#d91a1a}-1.93\%$
test_vmap_mlp_speed_decorator[True-True]	1.4616ms	0.6725ms	1.4869 KOps/s	1.5951 KOps/s	$\textbf{\color{#d91a1a}-6.78\%}$
test_vmap_mlp_speed_decorator[True-False]	0.8869ms	0.6553ms	1.5260 KOps/s	1.5807 KOps/s	$\color{#d91a1a}-3.46\%$
test_vmap_mlp_speed_decorator[False-True]	0.6919ms	0.5238ms	1.9090 KOps/s	1.9861 KOps/s	$\color{#d91a1a}-3.88\%$
test_vmap_mlp_speed_decorator[False-False]	0.9203ms	0.5248ms	1.9055 KOps/s	1.9906 KOps/s	$\color{#d91a1a}-4.28\%$
test_to_module_speed[True]	2.0257ms	1.2495ms	800.3492 Ops/s	806.2999 Ops/s	$\color{#d91a1a}-0.74\%$
test_to_module_speed[False]	1.6877ms	1.2076ms	828.0702 Ops/s	808.4425 Ops/s	$\color{#35bf28}+2.43\%$
test_tc_init	83.3950μs	45.7896μs	21.8390 KOps/s	22.9264 KOps/s	$\color{#d91a1a}-4.74\%$
test_tc_init_nested	0.2125ms	90.6412μs	11.0325 KOps/s	11.8277 KOps/s	$\textbf{\color{#d91a1a}-6.72\%}$
test_tc_first_layer_tensor	15.8290μs	1.4734μs	678.6965 KOps/s	681.8348 KOps/s	$\color{#d91a1a}-0.46\%$
test_tc_first_layer_nontensor	24.4060μs	4.5616μs	219.2190 KOps/s	222.3620 KOps/s	$\color{#d91a1a}-1.41\%$
test_tc_second_layer_tensor	26.2790μs	2.7638μs	361.8219 KOps/s	365.7807 KOps/s	$\color{#d91a1a}-1.08\%$
test_tc_second_layer_nontensor	24.1850μs	6.0416μs	165.5183 KOps/s	171.6511 KOps/s	$\color{#d91a1a}-3.57\%$
test_unbind	0.2178s	12.5020ms	79.9870 Ops/s	82.8611 Ops/s	$\color{#d91a1a}-3.47\%$
test_full_like	16.0905ms	11.3111ms	88.4088 Ops/s	137.9852 Ops/s	$\textbf{\color{#d91a1a}-35.93\%}$
test_zeros_like	14.0145ms	7.7203ms	129.5287 Ops/s	361.9480 Ops/s	$\textbf{\color{#d91a1a}-64.21\%}$
test_ones_like	10.7280ms	7.6695ms	130.3869 Ops/s	297.7170 Ops/s	$\textbf{\color{#d91a1a}-56.20\%}$
test_clone	15.1664ms	9.2990ms	107.5386 Ops/s	200.7360 Ops/s	$\textbf{\color{#d91a1a}-46.43\%}$
test_squeeze	67.1050μs	11.9054μs	83.9954 KOps/s	84.7569 KOps/s	$\color{#d91a1a}-0.90\%$
test_unsqueeze	0.2160ms	88.6092μs	11.2855 KOps/s	11.6088 KOps/s	$\color{#d91a1a}-2.79\%$
test_split	0.4597ms	0.1915ms	5.2232 KOps/s	5.2535 KOps/s	$\color{#d91a1a}-0.58\%$
test_permute	0.3882ms	0.2151ms	4.6484 KOps/s	4.7451 KOps/s	$\color{#d91a1a}-2.04\%$
test_stack	26.5562ms	24.4182ms	40.9531 Ops/s	41.2787 Ops/s	$\color{#d91a1a}-0.79\%$
test_cat	28.7790ms	24.4595ms	40.8839 Ops/s	41.3496 Ops/s	$\color{#d91a1a}-1.13\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}11$. Worsened: $\large\color{#d91a1a}24$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	33.5910μs	11.2927μs	88.5530 KOps/s	97.1432 KOps/s	$\textbf{\color{#d91a1a}-8.84\%}$
test_plain_set_stack_nested	34.0310μs	11.3447μs	88.1468 KOps/s	96.8939 KOps/s	$\textbf{\color{#d91a1a}-9.03\%}$
test_plain_set_nested_inplace	73.3210μs	12.2159μs	81.8603 KOps/s	89.2071 KOps/s	$\textbf{\color{#d91a1a}-8.24\%}$
test_plain_set_stack_nested_inplace	38.0010μs	12.0886μs	82.7227 KOps/s	90.4243 KOps/s	$\textbf{\color{#d91a1a}-8.52\%}$
test_items	27.6310μs	2.8954μs	345.3696 KOps/s	342.9443 KOps/s	$\color{#35bf28}+0.71\%$
test_items_nested	0.4558ms	0.3508ms	2.8504 KOps/s	2.8035 KOps/s	$\color{#35bf28}+1.67\%$
test_items_nested_locked	0.4214ms	0.3489ms	2.8661 KOps/s	2.7970 KOps/s	$\color{#35bf28}+2.47\%$
test_items_nested_leaf	81.1610μs	58.0640μs	17.2224 KOps/s	17.2948 KOps/s	$\color{#d91a1a}-0.42\%$
test_items_stack_nested	0.4045ms	0.3535ms	2.8287 KOps/s	2.7988 KOps/s	$\color{#35bf28}+1.07\%$
test_items_stack_nested_leaf	87.5910μs	58.6703μs	17.0444 KOps/s	17.3354 KOps/s	$\color{#d91a1a}-1.68\%$
test_items_stack_nested_locked	0.4142ms	0.3525ms	2.8365 KOps/s	2.7730 KOps/s	$\color{#35bf28}+2.29\%$
test_keys	30.2700μs	3.4625μs	288.8102 KOps/s	290.2719 KOps/s	$\color{#d91a1a}-0.50\%$
test_keys_nested	95.8120μs	70.4204μs	14.2004 KOps/s	14.1736 KOps/s	$\color{#35bf28}+0.19\%$
test_keys_nested_locked	0.7339ms	76.1185μs	13.1374 KOps/s	13.0870 KOps/s	$\color{#35bf28}+0.39\%$
test_keys_nested_leaf	94.7910μs	61.8688μs	16.1632 KOps/s	16.1671 KOps/s	$\color{#d91a1a}-0.02\%$
test_keys_stack_nested	0.1189ms	70.7967μs	14.1250 KOps/s	14.2612 KOps/s	$\color{#d91a1a}-0.96\%$
test_keys_stack_nested_leaf	97.1210μs	62.1157μs	16.0990 KOps/s	16.3825 KOps/s	$\color{#d91a1a}-1.73\%$
test_keys_stack_nested_locked	0.1594ms	76.7143μs	13.0354 KOps/s	13.1292 KOps/s	$\color{#d91a1a}-0.71\%$
test_values	5.0767μs	0.8506μs	1.1756 MOps/s	1.1772 MOps/s	$\color{#d91a1a}-0.14\%$
test_values_nested	59.8010μs	31.3373μs	31.9108 KOps/s	32.0139 KOps/s	$\color{#d91a1a}-0.32\%$
test_values_nested_locked	63.1010μs	33.2758μs	30.0519 KOps/s	30.6070 KOps/s	$\color{#d91a1a}-1.81\%$
test_values_nested_leaf	64.3210μs	33.8550μs	29.5377 KOps/s	29.7537 KOps/s	$\color{#d91a1a}-0.73\%$
test_values_stack_nested	89.9510μs	31.5005μs	31.7455 KOps/s	31.8577 KOps/s	$\color{#d91a1a}-0.35\%$
test_values_stack_nested_leaf	72.9710μs	34.0473μs	29.3709 KOps/s	29.7150 KOps/s	$\color{#d91a1a}-1.16\%$
test_values_stack_nested_locked	67.3700μs	33.3102μs	30.0208 KOps/s	30.4245 KOps/s	$\color{#d91a1a}-1.33\%$
test_membership	1.6650μs	0.5072μs	1.9715 MOps/s	1.9520 MOps/s	$\color{#35bf28}+1.00\%$
test_membership_nested	15.9250μs	1.9581μs	510.6997 KOps/s	488.5148 KOps/s	$\color{#35bf28}+4.54\%$
test_membership_nested_leaf	17.6450μs	1.9595μs	510.3400 KOps/s	494.6488 KOps/s	$\color{#35bf28}+3.17\%$
test_membership_stacked_nested	24.3910μs	2.0607μs	485.2788 KOps/s	473.7609 KOps/s	$\color{#35bf28}+2.43\%$
test_membership_stacked_nested_leaf	37.3910μs	2.0611μs	485.1771 KOps/s	476.3541 KOps/s	$\color{#35bf28}+1.85\%$
test_membership_nested_last	39.5600μs	2.9373μs	340.4453 KOps/s	339.4457 KOps/s	$\color{#35bf28}+0.29\%$
test_membership_nested_leaf_last	28.3000μs	2.9490μs	339.1001 KOps/s	339.7361 KOps/s	$\color{#d91a1a}-0.19\%$
test_membership_stacked_nested_last	29.5400μs	2.9348μs	340.7374 KOps/s	339.0455 KOps/s	$\color{#35bf28}+0.50\%$
test_membership_stacked_nested_leaf_last	46.6000μs	2.9327μs	340.9871 KOps/s	337.6603 KOps/s	$\color{#35bf28}+0.99\%$
test_nested_getleaf	45.1310μs	6.1583μs	162.3817 KOps/s	162.1059 KOps/s	$\color{#35bf28}+0.17\%$
test_nested_get	71.0910μs	5.8434μs	171.1346 KOps/s	169.8330 KOps/s	$\color{#35bf28}+0.77\%$
test_stacked_getleaf	44.1010μs	6.1088μs	163.6996 KOps/s	163.1077 KOps/s	$\color{#35bf28}+0.36\%$
test_stacked_get	0.1796ms	5.8200μs	171.8200 KOps/s	171.6212 KOps/s	$\color{#35bf28}+0.12\%$
test_nested_getitemleaf	29.6500μs	6.2453μs	160.1211 KOps/s	161.1590 KOps/s	$\color{#d91a1a}-0.64\%$
test_nested_getitem	29.6800μs	5.9096μs	169.2157 KOps/s	168.0546 KOps/s	$\color{#35bf28}+0.69\%$
test_stacked_getitemleaf	39.1200μs	6.1983μs	161.3336 KOps/s	160.6321 KOps/s	$\color{#35bf28}+0.44\%$
test_stacked_getitem	43.3600μs	5.8951μs	169.6335 KOps/s	168.6229 KOps/s	$\color{#35bf28}+0.60\%$
test_lock_nested	0.8179ms	0.3631ms	2.7543 KOps/s	2.6888 KOps/s	$\color{#35bf28}+2.44\%$
test_lock_stack_nested	0.3681ms	0.3322ms	3.0098 KOps/s	2.9751 KOps/s	$\color{#35bf28}+1.17\%$
test_unlock_nested	0.6328ms	0.3036ms	3.2940 KOps/s	3.2594 KOps/s	$\color{#35bf28}+1.06\%$
test_unlock_stack_nested	0.3052ms	0.2721ms	3.6755 KOps/s	3.6623 KOps/s	$\color{#35bf28}+0.36\%$
test_flatten_speed	0.1144ms	74.0238μs	13.5092 KOps/s	13.3160 KOps/s	$\color{#35bf28}+1.45\%$
test_unflatten_speed	0.3277ms	0.3042ms	3.2876 KOps/s	3.2595 KOps/s	$\color{#35bf28}+0.86\%$
test_common_ops	1.5249ms	0.6017ms	1.6620 KOps/s	1.7505 KOps/s	$\textbf{\color{#d91a1a}-5.05\%}$
test_creation	0.1948ms	1.4748μs	678.0427 KOps/s	670.5271 KOps/s	$\color{#35bf28}+1.12\%$
test_creation_empty	29.0810μs	8.6850μs	115.1407 KOps/s	146.0132 KOps/s	$\textbf{\color{#d91a1a}-21.14\%}$
test_creation_nested_1	31.8600μs	10.3426μs	96.6878 KOps/s	119.0659 KOps/s	$\textbf{\color{#d91a1a}-18.79\%}$
test_creation_nested_2	34.5010μs	12.7456μs	78.4582 KOps/s	91.7629 KOps/s	$\textbf{\color{#d91a1a}-14.50\%}$
test_clone	0.1319ms	9.9753μs	100.2474 KOps/s	99.2478 KOps/s	$\color{#35bf28}+1.01\%$
test_getitem[int]	1.6496ms	10.6247μs	94.1199 KOps/s	91.9891 KOps/s	$\color{#35bf28}+2.32\%$
test_getitem[slice_int]	0.1049ms	20.1019μs	49.7465 KOps/s	47.7051 KOps/s	$\color{#35bf28}+4.28\%$
test_getitem[range]	0.1324ms	36.2833μs	27.5609 KOps/s	27.3007 KOps/s	$\color{#35bf28}+0.95\%$
test_getitem[tuple]	0.1105ms	18.0039μs	55.5435 KOps/s	53.6479 KOps/s	$\color{#35bf28}+3.53\%$
test_getitem[list]	0.3710ms	31.5804μs	31.6653 KOps/s	29.1883 KOps/s	$\textbf{\color{#35bf28}+8.49\%}$
test_setitem_dim[int]	30.8600μs	17.8095μs	56.1498 KOps/s	57.8211 KOps/s	$\color{#d91a1a}-2.89\%$
test_setitem_dim[slice_int]	61.4410μs	36.9267μs	27.0807 KOps/s	28.0899 KOps/s	$\color{#d91a1a}-3.59\%$
test_setitem_dim[range]	77.5610μs	51.9041μs	19.2663 KOps/s	18.8454 KOps/s	$\color{#35bf28}+2.23\%$
test_setitem_dim[tuple]	69.5610μs	30.3495μs	32.9495 KOps/s	31.5705 KOps/s	$\color{#35bf28}+4.37\%$
test_setitem	0.1297ms	14.6052μs	68.4686 KOps/s	72.4926 KOps/s	$\textbf{\color{#d91a1a}-5.55\%}$
test_set	0.1239ms	14.3289μs	69.7893 KOps/s	74.1366 KOps/s	$\textbf{\color{#d91a1a}-5.86\%}$
test_set_shared	1.5639ms	0.1451ms	6.8910 KOps/s	6.8868 KOps/s	$\color{#35bf28}+0.06\%$
test_update	0.4400ms	17.2738μs	57.8910 KOps/s	64.9457 KOps/s	$\textbf{\color{#d91a1a}-10.86\%}$
test_update_nested	0.1414ms	22.1437μs	45.1595 KOps/s	47.3675 KOps/s	$\color{#d91a1a}-4.66\%$
test_update__nested	0.6876ms	23.2124μs	43.0804 KOps/s	43.1345 KOps/s	$\color{#d91a1a}-0.13\%$
test_set_nested	0.1899ms	15.2965μs	65.3744 KOps/s	68.9866 KOps/s	$\textbf{\color{#d91a1a}-5.24\%}$
test_set_nested_new	0.1376ms	17.3094μs	57.7721 KOps/s	58.3942 KOps/s	$\color{#d91a1a}-1.07\%$
test_select	0.1393ms	29.1165μs	34.3448 KOps/s	34.5382 KOps/s	$\color{#d91a1a}-0.56\%$
test_select_nested	0.1025ms	41.0418μs	24.3654 KOps/s	23.8578 KOps/s	$\color{#35bf28}+2.13\%$
test_exclude_nested	83.6710μs	60.7770μs	16.4536 KOps/s	16.1744 KOps/s	$\color{#35bf28}+1.73\%$
test_empty[True]	0.3224ms	0.2735ms	3.6565 KOps/s	3.5963 KOps/s	$\color{#35bf28}+1.67\%$
test_empty[False]	3.5900μs	0.7514μs	1.3309 MOps/s	1.3430 MOps/s	$\color{#d91a1a}-0.90\%$
test_to	88.5810μs	55.1779μs	18.1232 KOps/s	18.0308 KOps/s	$\color{#35bf28}+0.51\%$
test_to_nonblocking	92.7110μs	45.8656μs	21.8028 KOps/s	21.7934 KOps/s	$\color{#35bf28}+0.04\%$
test_unbind_speed	0.2696ms	0.2309ms	4.3309 KOps/s	4.3843 KOps/s	$\color{#d91a1a}-1.22\%$
test_unbind_speed_stack0	0.2908ms	0.2304ms	4.3409 KOps/s	4.3995 KOps/s	$\color{#d91a1a}-1.33\%$
test_unbind_speed_stack1	96.5192ms	0.6420ms	1.5576 KOps/s	1.5518 KOps/s	$\color{#35bf28}+0.37\%$
test_split	97.4115ms	1.7200ms	581.4091 Ops/s	580.3805 Ops/s	$\color{#35bf28}+0.18\%$
test_chunk	96.4564ms	1.5950ms	626.9691 Ops/s	632.6644 Ops/s	$\color{#d91a1a}-0.90\%$
test_consolidate[False-None]	3.4376ms	2.6258ms	380.8371 Ops/s	381.4417 Ops/s	$\color{#d91a1a}-0.16\%$
test_consolidate[default-None]	2.0871ms	1.6845ms	593.6351 Ops/s	593.8786 Ops/s	$\color{#d91a1a}-0.04\%$
test_consolidate[reduce-overhead-None]	1.9172ms	1.7225ms	580.5493 Ops/s	580.0965 Ops/s	$\color{#35bf28}+0.08\%$
test_consolidate_njt[False-None]	6.8186ms	6.5078ms	153.6627 Ops/s	151.6236 Ops/s	$\color{#35bf28}+1.34\%$
test_to[False-False-None]	1.7620ms	1.6622ms	601.6196 Ops/s	606.1835 Ops/s	$\color{#d91a1a}-0.75\%$
test_to[True-False-None]	1.5023ms	1.2903ms	775.0260 Ops/s	782.5633 Ops/s	$\color{#d91a1a}-0.96\%$
test_to[within-False-None]	4.2741ms	4.0079ms	249.5061 Ops/s	252.6117 Ops/s	$\color{#d91a1a}-1.23\%$
test_to[True-default-None]	5.2919ms	5.0553ms	197.8132 Ops/s	192.5787 Ops/s	$\color{#35bf28}+2.72\%$
test_to_njt[False-False-None]	7.0792ms	6.8362ms	146.2809 Ops/s	141.9894 Ops/s	$\color{#35bf28}+3.02\%$
test_to_njt[True-False-None]	5.6369ms	5.4057ms	184.9890 Ops/s	179.2532 Ops/s	$\color{#35bf28}+3.20\%$
test_to_njt[within-False-None]	12.2804ms	12.0023ms	83.3173 Ops/s	81.6918 Ops/s	$\color{#35bf28}+1.99\%$
test_creation[device0]	0.4623ms	78.0242μs	12.8165 KOps/s	12.4086 KOps/s	$\color{#35bf28}+3.29\%$
test_creation_from_tensor	0.5585ms	80.6864μs	12.3937 KOps/s	12.3719 KOps/s	$\color{#35bf28}+0.18\%$
test_add_one[memmap_tensor0]	0.4248ms	6.3037μs	158.6368 KOps/s	158.8084 KOps/s	$\color{#d91a1a}-0.11\%$
test_contiguous[memmap_tensor0]	4.1025μs	0.4053μs	2.4673 MOps/s	2.4066 MOps/s	$\color{#35bf28}+2.52\%$
test_stack[memmap_tensor0]	42.8710μs	4.6157μs	216.6541 KOps/s	216.3122 KOps/s	$\color{#35bf28}+0.16\%$
test_memmaptd_index	1.7646ms	0.2454ms	4.0745 KOps/s	4.0775 KOps/s	$\color{#d91a1a}-0.07\%$
test_memmaptd_index_astensor	0.5661ms	0.3000ms	3.3328 KOps/s	3.2990 KOps/s	$\color{#35bf28}+1.02\%$
test_memmaptd_index_op	0.9981ms	0.5637ms	1.7740 KOps/s	1.8310 KOps/s	$\color{#d91a1a}-3.11\%$
test_serialize_model	0.1315s	0.1305s	7.6646 Ops/s	7.6888 Ops/s	$\color{#d91a1a}-0.31\%$
test_serialize_model_pickle	1.3494s	1.1849s	0.8439 Ops/s	0.8247 Ops/s	$\color{#35bf28}+2.33\%$
test_serialize_weights	0.1309s	0.1294s	7.7306 Ops/s	7.7134 Ops/s	$\color{#35bf28}+0.22\%$
test_serialize_weights_returnearly	0.4169s	65.8573ms	15.1843 Ops/s	23.7269 Ops/s	$\textbf{\color{#d91a1a}-36.00\%}$
test_serialize_weights_pickle	1.3820s	1.2171s	0.8217 Ops/s	0.8184 Ops/s	$\color{#35bf28}+0.40\%$
test_reshape_pytree	52.2010μs	22.1236μs	45.2005 KOps/s	44.8613 KOps/s	$\color{#35bf28}+0.76\%$
test_reshape_td	53.5110μs	26.3930μs	37.8888 KOps/s	37.8625 KOps/s	$\color{#35bf28}+0.07\%$
test_view_pytree	54.9710μs	21.8991μs	45.6640 KOps/s	45.3434 KOps/s	$\color{#35bf28}+0.71\%$
test_view_td	64.8000μs	28.5964μs	34.9694 KOps/s	35.9171 KOps/s	$\color{#d91a1a}-2.64\%$
test_unbind_pytree	87.5110μs	27.4506μs	36.4291 KOps/s	36.0430 KOps/s	$\color{#35bf28}+1.07\%$
test_unbind_td	0.8400ms	35.1061μs	28.4851 KOps/s	28.5081 KOps/s	$\color{#d91a1a}-0.08\%$
test_split_pytree	73.7410μs	29.8791μs	33.4682 KOps/s	32.9382 KOps/s	$\color{#35bf28}+1.61\%$
test_split_td	1.0103ms	37.7655μs	26.4792 KOps/s	25.9139 KOps/s	$\color{#35bf28}+2.18\%$
test_add_pytree	0.1119ms	32.5568μs	30.7156 KOps/s	30.0803 KOps/s	$\color{#35bf28}+2.11\%$
test_add_td	87.6610μs	44.4978μs	22.4730 KOps/s	23.6055 KOps/s	$\color{#d91a1a}-4.80\%$
test_compile_add_one_nested[tensordict-compile]	0.1771ms	0.1217ms	8.2157 KOps/s	8.0961 KOps/s	$\color{#35bf28}+1.48\%$
test_compile_add_one_nested[tensordict-eager]	0.2323ms	0.1252ms	7.9893 KOps/s	8.0327 KOps/s	$\color{#d91a1a}-0.54\%$
test_compile_add_one_nested[pytree-compile]	0.1425ms	98.5157μs	10.1507 KOps/s	10.0768 KOps/s	$\color{#35bf28}+0.73\%$
test_compile_add_one_nested[pytree-eager]	1.5281ms	0.1461ms	6.8450 KOps/s	6.7607 KOps/s	$\color{#35bf28}+1.25\%$
test_compile_copy_nested[tensordict-compile]	73.6610μs	23.3378μs	42.8490 KOps/s	43.8020 KOps/s	$\color{#d91a1a}-2.18\%$
test_compile_copy_nested[tensordict-eager]	60.0710μs	26.7474μs	37.3868 KOps/s	37.8365 KOps/s	$\color{#d91a1a}-1.19\%$
test_compile_copy_nested[pytree-compile]	0.2983ms	65.0496μs	15.3729 KOps/s	15.1543 KOps/s	$\color{#35bf28}+1.44\%$
test_compile_copy_nested[pytree-eager]	86.3810μs	49.1696μs	20.3378 KOps/s	20.0826 KOps/s	$\color{#35bf28}+1.27\%$
test_compile_add_one_flat[tensordict-compile]	0.1988ms	0.1426ms	7.0147 KOps/s	6.9183 KOps/s	$\color{#35bf28}+1.39\%$
test_compile_add_one_flat[tensordict-eager]	0.5900ms	0.2087ms	4.7914 KOps/s	4.8099 KOps/s	$\color{#d91a1a}-0.39\%$
test_compile_add_one_flat[tensorclass-compile]	0.1466ms	98.3261μs	10.1702 KOps/s	9.3787 KOps/s	$\textbf{\color{#35bf28}+8.44\%}$
test_compile_add_one_flat[tensorclass-eager]	0.4481ms	51.6412μs	19.3644 KOps/s	19.1235 KOps/s	$\color{#35bf28}+1.26\%$
test_compile_add_one_flat[pytree-compile]	0.2295ms	0.1360ms	7.3519 KOps/s	7.2708 KOps/s	$\color{#35bf28}+1.12\%$
test_compile_add_one_flat[pytree-eager]	0.8610ms	0.4696ms	2.1294 KOps/s	2.1521 KOps/s	$\color{#d91a1a}-1.05\%$
test_compile_add_self_flat[tensordict-eager]	0.6520ms	0.2523ms	3.9638 KOps/s	4.0474 KOps/s	$\color{#d91a1a}-2.07\%$
test_compile_add_self_flat[tensordict-compile]	0.5436ms	0.1448ms	6.9077 KOps/s	6.8691 KOps/s	$\color{#35bf28}+0.56\%$
test_compile_add_self_flat[tensorclass-eager]	0.4540ms	63.7508μs	15.6861 KOps/s	16.2570 KOps/s	$\color{#d91a1a}-3.51\%$
test_compile_add_self_flat[tensorclass-compile]	0.2512ms	99.3312μs	10.0673 KOps/s	9.9195 KOps/s	$\color{#35bf28}+1.49\%$
test_compile_add_self_flat[pytree-eager]	0.7777ms	0.4034ms	2.4791 KOps/s	2.4640 KOps/s	$\color{#35bf28}+0.61\%$
test_compile_add_self_flat[pytree-compile]	0.5325ms	0.1382ms	7.2342 KOps/s	7.3846 KOps/s	$\color{#d91a1a}-2.04\%$
test_compile_copy_flat[tensordict-compile]	0.1245ms	19.3722μs	51.6205 KOps/s	54.5777 KOps/s	$\textbf{\color{#d91a1a}-5.42\%}$
test_compile_copy_flat[tensordict-eager]	0.3970ms	27.5051μs	36.3569 KOps/s	37.7395 KOps/s	$\color{#d91a1a}-3.66\%$
test_compile_copy_flat[pytree-compile]	0.4601ms	69.6597μs	14.3555 KOps/s	14.3043 KOps/s	$\color{#35bf28}+0.36\%$
test_compile_copy_flat[pytree-eager]	0.4246ms	51.3598μs	19.4705 KOps/s	19.3188 KOps/s	$\color{#35bf28}+0.79\%$
test_compile_assign_and_add[tensordict-compile]	1.6351ms	0.3933ms	2.5425 KOps/s	2.2208 KOps/s	$\textbf{\color{#35bf28}+14.48\%}$
test_compile_assign_and_add[tensordict-eager]	2.7390ms	2.5954ms	385.2997 Ops/s	389.0543 Ops/s	$\color{#d91a1a}-0.97\%$
test_compile_assign_and_add[pytree-compile]	1.5831ms	0.3823ms	2.6159 KOps/s	2.2413 KOps/s	$\textbf{\color{#35bf28}+16.71\%}$
test_compile_assign_and_add[pytree-eager]	2.6343ms	2.5677ms	389.4565 Ops/s	384.5781 Ops/s	$\color{#35bf28}+1.27\%$
test_compile_indexing[tensor-tensordict-compile]	0.1581ms	0.1119ms	8.9388 KOps/s	8.6325 KOps/s	$\color{#35bf28}+3.55\%$
test_compile_indexing[tensor-tensordict-eager]	0.5615ms	77.1192μs	12.9669 KOps/s	12.9040 KOps/s	$\color{#35bf28}+0.49\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1581ms	0.1093ms	9.1491 KOps/s	9.6117 KOps/s	$\color{#d91a1a}-4.81\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1331ms	67.8176μs	14.7454 KOps/s	14.7684 KOps/s	$\color{#d91a1a}-0.16\%$
test_compile_indexing[tensor-pytree-compile]	0.1615ms	0.1097ms	9.1135 KOps/s	9.4549 KOps/s	$\color{#d91a1a}-3.61\%$
test_compile_indexing[tensor-pytree-eager]	0.1100ms	66.6162μs	15.0114 KOps/s	14.9637 KOps/s	$\color{#35bf28}+0.32\%$
test_compile_indexing[slice-tensordict-compile]	0.1449ms	0.1038ms	9.6343 KOps/s	9.8436 KOps/s	$\color{#d91a1a}-2.13\%$
test_compile_indexing[slice-tensordict-eager]	0.1483ms	20.6849μs	48.3444 KOps/s	57.9813 KOps/s	$\textbf{\color{#d91a1a}-16.62\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1436ms	99.2157μs	10.0791 KOps/s	9.8593 KOps/s	$\color{#35bf28}+2.23\%$
test_compile_indexing[slice-tensorclass-eager]	48.1200μs	15.9122μs	62.8450 KOps/s	63.3089 KOps/s	$\color{#d91a1a}-0.73\%$
test_compile_indexing[slice-pytree-compile]	0.1478ms	0.1014ms	9.8657 KOps/s	9.7732 KOps/s	$\color{#35bf28}+0.95\%$
test_compile_indexing[slice-pytree-eager]	50.7010μs	15.9269μs	62.7869 KOps/s	63.4745 KOps/s	$\color{#d91a1a}-1.08\%$
test_compile_indexing[int-tensordict-compile]	0.1574ms	0.1036ms	9.6512 KOps/s	9.3979 KOps/s	$\color{#35bf28}+2.70\%$
test_compile_indexing[int-tensordict-eager]	0.5715ms	16.9231μs	59.0907 KOps/s	58.5440 KOps/s	$\color{#35bf28}+0.93\%$
test_compile_indexing[int-tensorclass-compile]	0.1383ms	96.7739μs	10.3334 KOps/s	9.7858 KOps/s	$\textbf{\color{#35bf28}+5.60\%}$
test_compile_indexing[int-tensorclass-eager]	45.8610μs	15.9289μs	62.7790 KOps/s	63.3385 KOps/s	$\color{#d91a1a}-0.88\%$
test_compile_indexing[int-pytree-compile]	0.2488ms	97.5404μs	10.2522 KOps/s	9.8980 KOps/s	$\color{#35bf28}+3.58\%$
test_compile_indexing[int-pytree-eager]	0.1399ms	15.7473μs	63.5031 KOps/s	64.7238 KOps/s	$\color{#d91a1a}-1.89\%$
test_mod_add[eager]	85.6910μs	37.1701μs	26.9034 KOps/s	26.4955 KOps/s	$\color{#35bf28}+1.54\%$
test_mod_add[compile]	0.1736ms	81.1921μs	12.3165 KOps/s	12.2048 KOps/s	$\color{#35bf28}+0.92\%$
test_mod_add[compile-overhead]	0.3272ms	0.1678ms	5.9588 KOps/s	5.5167 KOps/s	$\textbf{\color{#35bf28}+8.01\%}$
test_mod_wrap[eager]	0.3368ms	0.2440ms	4.0980 KOps/s	4.0489 KOps/s	$\color{#35bf28}+1.21\%$
test_mod_wrap[compile]	0.3480ms	0.2916ms	3.4292 KOps/s	3.3942 KOps/s	$\color{#35bf28}+1.03\%$
test_mod_wrap[compile-overhead]	7.1313ms	3.7643ms	265.6544 Ops/s	267.4384 Ops/s	$\color{#d91a1a}-0.67\%$
test_mod_wrap_and_backward[eager]	1.5183ms	1.3266ms	753.7812 Ops/s	706.0877 Ops/s	$\textbf{\color{#35bf28}+6.75\%}$
test_mod_wrap_and_backward[compile]	1.3802ms	1.2553ms	796.6210 Ops/s	728.8653 Ops/s	$\textbf{\color{#35bf28}+9.30\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3741ms	0.9268ms	1.0790 KOps/s	909.9590 Ops/s	$\textbf{\color{#35bf28}+18.58\%}$
test_seq_add[eager]	0.1735ms	0.1108ms	9.0286 KOps/s	9.0244 KOps/s	$\color{#35bf28}+0.05\%$
test_seq_add[compile]	0.2390ms	90.6397μs	11.0327 KOps/s	11.0555 KOps/s	$\color{#d91a1a}-0.21\%$
test_seq_add[compile-overhead]	0.2617ms	0.1290ms	7.7512 KOps/s	7.4774 KOps/s	$\color{#35bf28}+3.66\%$
test_seq_wrap[eager]	0.5647ms	0.4097ms	2.4409 KOps/s	2.3465 KOps/s	$\color{#35bf28}+4.02\%$
test_seq_wrap[compile]	0.3495ms	0.2984ms	3.3510 KOps/s	3.2708 KOps/s	$\color{#35bf28}+2.45\%$
test_seq_wrap[compile-overhead]	0.2689ms	0.2261ms	4.4230 KOps/s	4.4067 KOps/s	$\color{#35bf28}+0.37\%$
test_func_call_runtime[False-eager]	0.7792ms	0.7228ms	1.3835 KOps/s	1.3680 KOps/s	$\color{#35bf28}+1.13\%$
test_func_call_runtime[False-compile]	0.7900ms	0.7354ms	1.3597 KOps/s	1.3301 KOps/s	$\color{#35bf28}+2.23\%$
test_func_call_runtime[False-compile-overhead]	0.4734ms	0.3627ms	2.7571 KOps/s	2.7452 KOps/s	$\color{#35bf28}+0.43\%$
test_func_call_runtime[True-eager]	0.9377ms	0.8850ms	1.1299 KOps/s	1.1182 KOps/s	$\color{#35bf28}+1.05\%$
test_func_call_runtime[True-compile]	0.8290ms	0.7581ms	1.3191 KOps/s	1.3013 KOps/s	$\color{#35bf28}+1.37\%$
test_func_call_runtime[True-compile-overhead]	0.5356ms	0.3838ms	2.6054 KOps/s	2.5734 KOps/s	$\color{#35bf28}+1.24\%$
test_func_call_cm_runtime[False-eager]	0.7986ms	0.7185ms	1.3918 KOps/s	1.3789 KOps/s	$\color{#35bf28}+0.94\%$
test_func_call_cm_runtime[False-compile]	0.7973ms	0.7467ms	1.3393 KOps/s	1.3297 KOps/s	$\color{#35bf28}+0.72\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4053ms	0.3650ms	2.7398 KOps/s	2.7394 KOps/s	$\color{#35bf28}+0.02\%$
test_func_call_cm_runtime[True-eager]	1.1338ms	0.9735ms	1.0272 KOps/s	991.8479 Ops/s	$\color{#35bf28}+3.57\%$
test_func_call_cm_runtime[True-compile]	0.8439ms	0.7934ms	1.2603 KOps/s	1.2470 KOps/s	$\color{#35bf28}+1.07\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4549ms	0.4089ms	2.4454 KOps/s	2.4316 KOps/s	$\color{#35bf28}+0.57\%$
test_vmap_func_call_cm_runtime[eager]	2.4534ms	2.0061ms	498.4798 Ops/s	492.7131 Ops/s	$\color{#35bf28}+1.17\%$
test_vmap_func_call_cm_runtime[compile]	0.9620ms	0.8125ms	1.2307 KOps/s	1.2309 KOps/s	$\color{#d91a1a}-0.01\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4829ms	0.4230ms	2.3639 KOps/s	2.4179 KOps/s	$\color{#d91a1a}-2.23\%$
test_distributed	3.0288ms	0.2273ms	4.3991 KOps/s	8.7991 KOps/s	$\textbf{\color{#d91a1a}-50.01\%}$
test_tdmodule	48.0610μs	20.0269μs	49.9327 KOps/s	52.1284 KOps/s	$\color{#d91a1a}-4.21\%$
test_tdmodule_dispatch	64.4510μs	35.8495μs	27.8944 KOps/s	30.1176 KOps/s	$\textbf{\color{#d91a1a}-7.38\%}$
test_tdseq	48.2500μs	19.8706μs	50.3255 KOps/s	53.4690 KOps/s	$\textbf{\color{#d91a1a}-5.88\%}$
test_tdseq_dispatch	64.8500μs	36.7180μs	27.2346 KOps/s	28.3984 KOps/s	$\color{#d91a1a}-4.10\%$
test_instantiation_functorch	1.6212ms	1.5071ms	663.5093 Ops/s	640.4032 Ops/s	$\color{#35bf28}+3.61\%$
test_exec_functorch	0.2660ms	0.1405ms	7.1170 KOps/s	7.0446 KOps/s	$\color{#35bf28}+1.03\%$
test_exec_functional_call	0.2082ms	0.1309ms	7.6385 KOps/s	7.5699 KOps/s	$\color{#35bf28}+0.91\%$
test_exec_td_decorator	0.3628ms	0.1760ms	5.6808 KOps/s	5.6593 KOps/s	$\color{#35bf28}+0.38\%$
test_vmap_mlp_speed_decorator[True-True]	0.7863ms	0.6678ms	1.4974 KOps/s	1.5176 KOps/s	$\color{#d91a1a}-1.33\%$
test_vmap_mlp_speed_decorator[True-False]	0.7985ms	0.6632ms	1.5078 KOps/s	1.5150 KOps/s	$\color{#d91a1a}-0.48\%$
test_vmap_mlp_speed_decorator[False-True]	0.7845ms	0.5745ms	1.7405 KOps/s	1.7456 KOps/s	$\color{#d91a1a}-0.29\%$
test_vmap_mlp_speed_decorator[False-False]	0.6856ms	0.5758ms	1.7368 KOps/s	1.7488 KOps/s	$\color{#d91a1a}-0.69\%$
test_vmap_transformer_speed_decorator[True-True]	18.8089ms	18.6284ms	53.6816 Ops/s	54.4358 Ops/s	$\color{#d91a1a}-1.39\%$
test_vmap_transformer_speed_decorator[True-False]	18.7451ms	18.6676ms	53.5688 Ops/s	54.2533 Ops/s	$\color{#d91a1a}-1.26\%$
test_vmap_transformer_speed_decorator[False-True]	18.8679ms	18.5459ms	53.9204 Ops/s	54.6333 Ops/s	$\color{#d91a1a}-1.30\%$
test_vmap_transformer_speed_decorator[False-False]	18.9258ms	18.5324ms	53.9594 Ops/s	54.5076 Ops/s	$\color{#d91a1a}-1.01\%$
test_to_module_speed[True]	1.0451ms	0.9439ms	1.0594 KOps/s	1.0691 KOps/s	$\color{#d91a1a}-0.91\%$
test_to_module_speed[False]	1.4082ms	0.9271ms	1.0786 KOps/s	1.0831 KOps/s	$\color{#d91a1a}-0.41\%$
test_tc_init	59.0310μs	38.1630μs	26.2034 KOps/s	29.9302 KOps/s	$\textbf{\color{#d91a1a}-12.45\%}$
test_tc_init_nested	0.1743ms	75.4936μs	13.2462 KOps/s	14.6521 KOps/s	$\textbf{\color{#d91a1a}-9.60\%}$
test_tc_first_layer_tensor	4.4471μs	0.7046μs	1.4192 MOps/s	1.4145 MOps/s	$\color{#35bf28}+0.33\%$
test_tc_first_layer_nontensor	21.3100μs	2.3757μs	420.9305 KOps/s	435.5318 KOps/s	$\color{#d91a1a}-3.35\%$
test_tc_second_layer_tensor	7.7277μs	1.4326μs	698.0203 KOps/s	708.6444 KOps/s	$\color{#d91a1a}-1.50\%$
test_tc_second_layer_nontensor	0.1289ms	3.1891μs	313.5659 KOps/s	330.1334 KOps/s	$\textbf{\color{#d91a1a}-5.02\%}$
test_unbind	0.2153s	9.5813ms	104.3703 Ops/s	152.2306 Ops/s	$\textbf{\color{#d91a1a}-31.44\%}$
test_full_like	10.1866ms	9.2734ms	107.8354 Ops/s	101.3297 Ops/s	$\textbf{\color{#35bf28}+6.42\%}$
test_zeros_like	5.2588ms	4.3279ms	231.0582 Ops/s	227.0435 Ops/s	$\color{#35bf28}+1.77\%$
test_ones_like	4.5008ms	4.3331ms	230.7831 Ops/s	226.0003 Ops/s	$\color{#35bf28}+2.12\%$
test_clone	12.0023ms	9.2870ms	107.6772 Ops/s	145.5368 Ops/s	$\textbf{\color{#d91a1a}-26.01\%}$
test_squeeze	58.3910μs	9.3973μs	106.4131 KOps/s	108.4336 KOps/s	$\color{#d91a1a}-1.86\%$
test_unsqueeze	0.1161ms	72.0130μs	13.8864 KOps/s	13.8339 KOps/s	$\color{#35bf28}+0.38\%$
test_split	0.3855ms	0.1550ms	6.4514 KOps/s	6.1294 KOps/s	$\textbf{\color{#35bf28}+5.25\%}$
test_permute	0.2362ms	0.1783ms	5.6094 KOps/s	5.5777 KOps/s	$\color{#35bf28}+0.57\%$
test_stack	52.3750ms	51.2068ms	19.5287 Ops/s	19.2146 Ops/s	$\color{#35bf28}+1.63\%$
test_cat	52.6950ms	51.7074ms	19.3396 Ops/s	22.9336 Ops/s	$\textbf{\color{#d91a1a}-15.67\%}$