[Quality] Better type hints for __init__

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}20$. Worsened: $\large\color{#d91a1a}9$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	44.0120μs	21.0774μs	47.4441 KOps/s	46.6907 KOps/s	$\color{#35bf28}+1.61\%$
test_plain_set_stack_nested	51.6360μs	20.9695μs	47.6882 KOps/s	46.1934 KOps/s	$\color{#35bf28}+3.24\%$
test_plain_set_nested_inplace	71.0330μs	22.5010μs	44.4425 KOps/s	42.3702 KOps/s	$\color{#35bf28}+4.89\%$
test_plain_set_stack_nested_inplace	61.5850μs	22.3309μs	44.7810 KOps/s	42.8727 KOps/s	$\color{#35bf28}+4.45\%$
test_items	43.6010μs	4.2160μs	237.1940 KOps/s	242.3828 KOps/s	$\color{#d91a1a}-2.14\%$
test_items_nested	0.6444ms	0.3670ms	2.7249 KOps/s	2.7741 KOps/s	$\color{#d91a1a}-1.77\%$
test_items_nested_locked	0.4855ms	0.3647ms	2.7423 KOps/s	2.7203 KOps/s	$\color{#35bf28}+0.81\%$
test_items_nested_leaf	0.1336ms	68.7473μs	14.5460 KOps/s	14.4169 KOps/s	$\color{#35bf28}+0.90\%$
test_items_stack_nested	0.5467ms	0.3665ms	2.7284 KOps/s	2.7488 KOps/s	$\color{#d91a1a}-0.74\%$
test_items_stack_nested_leaf	0.1488ms	71.2546μs	14.0342 KOps/s	13.8255 KOps/s	$\color{#35bf28}+1.51\%$
test_items_stack_nested_locked	0.7999ms	0.3684ms	2.7146 KOps/s	2.7465 KOps/s	$\color{#d91a1a}-1.16\%$
test_keys	42.2590μs	3.5393μs	282.5456 KOps/s	288.4870 KOps/s	$\color{#d91a1a}-2.06\%$
test_keys_nested	0.1752ms	0.1002ms	9.9832 KOps/s	9.8483 KOps/s	$\color{#35bf28}+1.37\%$
test_keys_nested_locked	1.7074ms	0.1063ms	9.4073 KOps/s	9.3540 KOps/s	$\color{#35bf28}+0.57\%$
test_keys_nested_leaf	0.1539ms	82.5993μs	12.1066 KOps/s	11.5557 KOps/s	$\color{#35bf28}+4.77\%$
test_keys_stack_nested	0.1881ms	0.1005ms	9.9478 KOps/s	9.7029 KOps/s	$\color{#35bf28}+2.52\%$
test_keys_stack_nested_leaf	0.1644ms	82.3960μs	12.1365 KOps/s	11.4535 KOps/s	$\textbf{\color{#35bf28}+5.96\%}$
test_keys_stack_nested_locked	0.2291ms	0.1056ms	9.4693 KOps/s	9.2834 KOps/s	$\color{#35bf28}+2.00\%$
test_values	8.0868μs	1.0416μs	960.0628 KOps/s	881.5024 KOps/s	$\textbf{\color{#35bf28}+8.91\%}$
test_values_nested	0.1507ms	76.1195μs	13.1372 KOps/s	13.2374 KOps/s	$\color{#d91a1a}-0.76\%$
test_values_nested_locked	0.1238ms	74.8137μs	13.3665 KOps/s	13.2398 KOps/s	$\color{#35bf28}+0.96\%$
test_values_nested_leaf	0.1015ms	61.8068μs	16.1794 KOps/s	16.4209 KOps/s	$\color{#d91a1a}-1.47\%$
test_values_stack_nested	0.1209ms	76.8370μs	13.0146 KOps/s	13.1394 KOps/s	$\color{#d91a1a}-0.95\%$
test_values_stack_nested_leaf	0.1181ms	61.2225μs	16.3339 KOps/s	16.2425 KOps/s	$\color{#35bf28}+0.56\%$
test_values_stack_nested_locked	0.1749ms	76.6338μs	13.0491 KOps/s	13.1715 KOps/s	$\color{#d91a1a}-0.93\%$
test_membership	6.3847μs	0.7609μs	1.3143 MOps/s	1.3825 MOps/s	$\color{#d91a1a}-4.93\%$
test_membership_nested	19.7860μs	2.8210μs	354.4802 KOps/s	361.8672 KOps/s	$\color{#d91a1a}-2.04\%$
test_membership_nested_leaf	39.2830μs	2.7933μs	358.0051 KOps/s	367.7848 KOps/s	$\color{#d91a1a}-2.66\%$
test_membership_stacked_nested	21.8010μs	2.8117μs	355.6625 KOps/s	366.9278 KOps/s	$\color{#d91a1a}-3.07\%$
test_membership_stacked_nested_leaf	44.0420μs	2.7663μs	361.4954 KOps/s	363.8794 KOps/s	$\color{#d91a1a}-0.66\%$
test_membership_nested_last	39.6230μs	4.0723μs	245.5602 KOps/s	250.0769 KOps/s	$\color{#d91a1a}-1.81\%$
test_membership_nested_leaf_last	41.0560μs	3.9872μs	250.8055 KOps/s	251.0687 KOps/s	$\color{#d91a1a}-0.10\%$
test_membership_stacked_nested_last	47.1850μs	6.0338μs	165.7338 KOps/s	247.0787 KOps/s	$\textbf{\color{#d91a1a}-32.92\%}$
test_membership_stacked_nested_leaf_last	23.1430μs	6.0469μs	165.3750 KOps/s	254.7932 KOps/s	$\textbf{\color{#d91a1a}-35.09\%}$
test_nested_getleaf	36.1580μs	10.6344μs	94.0347 KOps/s	92.6083 KOps/s	$\color{#35bf28}+1.54\%$
test_nested_get	42.7600μs	10.1054μs	98.9573 KOps/s	98.5970 KOps/s	$\color{#35bf28}+0.37\%$
test_stacked_getleaf	35.2850μs	10.5619μs	94.6798 KOps/s	94.9915 KOps/s	$\color{#d91a1a}-0.33\%$
test_stacked_get	31.5990μs	10.0632μs	99.3720 KOps/s	99.6309 KOps/s	$\color{#d91a1a}-0.26\%$
test_nested_getitemleaf	32.9520μs	11.0696μs	90.3372 KOps/s	90.5003 KOps/s	$\color{#d91a1a}-0.18\%$
test_nested_getitem	35.6260μs	10.3229μs	96.8719 KOps/s	96.6961 KOps/s	$\color{#35bf28}+0.18\%$
test_stacked_getitemleaf	38.1140μs	10.7927μs	92.6551 KOps/s	91.3784 KOps/s	$\color{#35bf28}+1.40\%$
test_stacked_getitem	37.6000μs	10.2940μs	97.1441 KOps/s	95.5473 KOps/s	$\color{#35bf28}+1.67\%$
test_lock_nested	85.4173ms	0.5832ms	1.7147 KOps/s	2.0098 KOps/s	$\textbf{\color{#d91a1a}-14.68\%}$
test_lock_stack_nested	0.5450ms	0.4589ms	2.1789 KOps/s	2.1288 KOps/s	$\color{#35bf28}+2.35\%$
test_unlock_nested	88.2302ms	0.5037ms	1.9853 KOps/s	2.3915 KOps/s	$\textbf{\color{#d91a1a}-16.99\%}$
test_unlock_stack_nested	0.8301ms	0.3756ms	2.6624 KOps/s	2.5689 KOps/s	$\color{#35bf28}+3.64\%$
test_flatten_speed	0.1801ms	89.1430μs	11.2179 KOps/s	11.5302 KOps/s	$\color{#d91a1a}-2.71\%$
test_unflatten_speed	0.8030ms	0.4677ms	2.1383 KOps/s	2.1717 KOps/s	$\color{#d91a1a}-1.54\%$
test_common_ops	4.4715ms	1.1447ms	873.6072 Ops/s	842.8991 Ops/s	$\color{#35bf28}+3.64\%$
test_creation	32.8310μs	2.1392μs	467.4727 KOps/s	470.6146 KOps/s	$\color{#d91a1a}-0.67\%$
test_creation_empty	62.1960μs	19.2708μs	51.8919 KOps/s	50.4085 KOps/s	$\color{#35bf28}+2.94\%$
test_creation_nested_1	0.1029ms	22.3093μs	44.8244 KOps/s	43.2674 KOps/s	$\color{#35bf28}+3.60\%$
test_creation_nested_2	69.2790μs	26.8594μs	37.2309 KOps/s	35.6080 KOps/s	$\color{#35bf28}+4.56\%$
test_clone	54.0920μs	16.8710μs	59.2731 KOps/s	57.2052 KOps/s	$\color{#35bf28}+3.61\%$
test_getitem[int]	1.2416ms	16.8257μs	59.4329 KOps/s	57.5689 KOps/s	$\color{#35bf28}+3.24\%$
test_getitem[slice_int]	0.1389ms	30.8377μs	32.4278 KOps/s	31.3548 KOps/s	$\color{#35bf28}+3.42\%$
test_getitem[range]	0.1704ms	58.8995μs	16.9781 KOps/s	16.7406 KOps/s	$\color{#35bf28}+1.42\%$
test_getitem[tuple]	0.1627ms	25.3701μs	39.4164 KOps/s	38.8745 KOps/s	$\color{#35bf28}+1.39\%$
test_getitem[list]	0.1689ms	54.2877μs	18.4204 KOps/s	18.1328 KOps/s	$\color{#35bf28}+1.59\%$
test_setitem_dim[int]	66.2040μs	33.2291μs	30.0941 KOps/s	29.2279 KOps/s	$\color{#35bf28}+2.96\%$
test_setitem_dim[slice_int]	0.1099ms	62.5459μs	15.9883 KOps/s	15.7417 KOps/s	$\color{#35bf28}+1.57\%$
test_setitem_dim[range]	0.1881ms	85.7753μs	11.6584 KOps/s	11.6425 KOps/s	$\color{#35bf28}+0.14\%$
test_setitem_dim[tuple]	0.1263ms	50.4566μs	19.8190 KOps/s	19.5962 KOps/s	$\color{#35bf28}+1.14\%$
test_setitem	77.6050μs	30.1788μs	33.1358 KOps/s	31.8930 KOps/s	$\color{#35bf28}+3.90\%$
test_set	86.0910μs	29.4854μs	33.9151 KOps/s	33.0064 KOps/s	$\color{#35bf28}+2.75\%$
test_set_shared	1.3341ms	0.2096ms	4.7708 KOps/s	4.5743 KOps/s	$\color{#35bf28}+4.30\%$
test_update	0.1367ms	37.7601μs	26.4830 KOps/s	26.3043 KOps/s	$\color{#35bf28}+0.68\%$
test_update_nested	0.1216ms	47.7780μs	20.9301 KOps/s	20.0611 KOps/s	$\color{#35bf28}+4.33\%$
test_update__nested	0.1035ms	34.6719μs	28.8418 KOps/s	28.5212 KOps/s	$\color{#35bf28}+1.12\%$
test_set_nested	0.1047ms	32.2348μs	31.0223 KOps/s	30.1107 KOps/s	$\color{#35bf28}+3.03\%$
test_set_nested_new	0.1093ms	37.9508μs	26.3499 KOps/s	26.2814 KOps/s	$\color{#35bf28}+0.26\%$
test_select	0.1132ms	55.6202μs	17.9791 KOps/s	17.3437 KOps/s	$\color{#35bf28}+3.66\%$
test_select_nested	0.1403ms	62.9603μs	15.8830 KOps/s	16.0309 KOps/s	$\color{#d91a1a}-0.92\%$
test_exclude_nested	0.1604ms	77.2830μs	12.9395 KOps/s	12.9548 KOps/s	$\color{#d91a1a}-0.12\%$
test_empty[True]	0.4121ms	0.3217ms	3.1086 KOps/s	3.1162 KOps/s	$\color{#d91a1a}-0.24\%$
test_empty[False]	11.1233μs	1.3560μs	737.4496 KOps/s	806.4615 KOps/s	$\textbf{\color{#d91a1a}-8.56\%}$
test_unbind_speed	0.6174ms	0.3133ms	3.1919 KOps/s	3.1770 KOps/s	$\color{#35bf28}+0.47\%$
test_unbind_speed_stack0	0.5593ms	0.3028ms	3.3022 KOps/s	3.2510 KOps/s	$\color{#35bf28}+1.58\%$
test_unbind_speed_stack1	91.5832ms	0.7683ms	1.3016 KOps/s	1.3205 KOps/s	$\color{#d91a1a}-1.43\%$
test_split	98.5730ms	2.3694ms	422.0453 Ops/s	440.8101 Ops/s	$\color{#d91a1a}-4.26\%$
test_chunk	3.0278ms	1.9852ms	503.7386 Ops/s	446.8641 Ops/s	$\textbf{\color{#35bf28}+12.73\%}$
test_creation[device0]	0.2530ms	0.1153ms	8.6731 KOps/s	8.4368 KOps/s	$\color{#35bf28}+2.80\%$
test_creation_from_tensor	0.2626ms	0.1143ms	8.7503 KOps/s	8.3238 KOps/s	$\textbf{\color{#35bf28}+5.12\%}$
test_add_one[memmap_tensor0]	0.1884ms	6.8662μs	145.6406 KOps/s	136.3610 KOps/s	$\textbf{\color{#35bf28}+6.81\%}$
test_contiguous[memmap_tensor0]	23.3730μs	1.9269μs	518.9767 KOps/s	517.5216 KOps/s	$\color{#35bf28}+0.28\%$
test_stack[memmap_tensor0]	45.0540μs	5.4370μs	183.9236 KOps/s	173.1370 KOps/s	$\textbf{\color{#35bf28}+6.23\%}$
test_memmaptd_index	1.1810ms	0.3999ms	2.5006 KOps/s	2.4354 KOps/s	$\color{#35bf28}+2.68\%$
test_memmaptd_index_astensor	0.9524ms	0.4765ms	2.0986 KOps/s	2.0551 KOps/s	$\color{#35bf28}+2.11\%$
test_memmaptd_index_op	1.8363ms	1.0267ms	973.9634 Ops/s	930.4954 Ops/s	$\color{#35bf28}+4.67\%$
test_serialize_model	0.2127s	0.1350s	7.4059 Ops/s	8.3025 Ops/s	$\textbf{\color{#d91a1a}-10.80\%}$
test_serialize_model_pickle	0.4670s	0.3979s	2.5133 Ops/s	2.5485 Ops/s	$\color{#d91a1a}-1.38\%$
test_serialize_weights	0.1265s	0.1128s	8.8649 Ops/s	7.7833 Ops/s	$\textbf{\color{#35bf28}+13.90\%}$
test_serialize_weights_returnearly	0.2163s	0.1662s	6.0169 Ops/s	6.2934 Ops/s	$\color{#d91a1a}-4.39\%$
test_serialize_weights_pickle	1.1555s	0.7405s	1.3503 Ops/s	2.4760 Ops/s	$\textbf{\color{#d91a1a}-45.46\%}$
test_serialize_weights_filesystem	0.2212s	0.1517s	6.5933 Ops/s	6.9449 Ops/s	$\textbf{\color{#d91a1a}-5.06\%}$
test_serialize_model_filesystem	0.1480s	0.1435s	6.9662 Ops/s	6.5951 Ops/s	$\textbf{\color{#35bf28}+5.63\%}$
test_reshape_pytree	0.1209ms	39.5748μs	25.2686 KOps/s	24.4831 KOps/s	$\color{#35bf28}+3.21\%$
test_reshape_td	0.1013ms	44.8006μs	22.3211 KOps/s	20.4547 KOps/s	$\textbf{\color{#35bf28}+9.12\%}$
test_view_pytree	0.1064ms	38.3381μs	26.0837 KOps/s	25.7073 KOps/s	$\color{#35bf28}+1.46\%$
test_view_td	0.1082ms	50.0528μs	19.9789 KOps/s	18.9302 KOps/s	$\textbf{\color{#35bf28}+5.54\%}$
test_unbind_pytree	69.6800μs	35.0220μs	28.5535 KOps/s	27.4339 KOps/s	$\color{#35bf28}+4.08\%$
test_unbind_td	0.3158ms	45.9306μs	21.7720 KOps/s	21.4642 KOps/s	$\color{#35bf28}+1.43\%$
test_split_pytree	89.3070μs	36.7442μs	27.2152 KOps/s	25.8113 KOps/s	$\textbf{\color{#35bf28}+5.44\%}$
test_split_td	0.4934ms	58.3400μs	17.1409 KOps/s	16.7800 KOps/s	$\color{#35bf28}+2.15\%$
test_add_pytree	91.7410μs	44.3993μs	22.5229 KOps/s	21.9347 KOps/s	$\color{#35bf28}+2.68\%$
test_add_td	0.1529ms	79.5487μs	12.5709 KOps/s	11.4448 KOps/s	$\textbf{\color{#35bf28}+9.84\%}$
test_compile_add_one_nested[tensordict-compile]	0.1538ms	56.7522μs	17.6205 KOps/s	17.5662 KOps/s	$\color{#35bf28}+0.31\%$
test_compile_add_one_nested[tensordict-eager]	0.3434ms	0.1764ms	5.6679 KOps/s	5.6285 KOps/s	$\color{#35bf28}+0.70\%$
test_compile_add_one_nested[pytree-compile]	0.1222ms	56.5851μs	17.6725 KOps/s	17.4106 KOps/s	$\color{#35bf28}+1.50\%$
test_compile_add_one_nested[pytree-eager]	0.2631ms	0.1390ms	7.1940 KOps/s	7.0621 KOps/s	$\color{#35bf28}+1.87\%$
test_compile_copy_nested[tensordict-compile]	64.5500μs	21.5185μs	46.4716 KOps/s	46.2585 KOps/s	$\color{#35bf28}+0.46\%$
test_compile_copy_nested[tensordict-eager]	0.1365ms	68.1202μs	14.6799 KOps/s	14.6006 KOps/s	$\color{#35bf28}+0.54\%$
test_compile_copy_nested[pytree-compile]	0.1431ms	76.6082μs	13.0534 KOps/s	13.1560 KOps/s	$\color{#d91a1a}-0.78\%$
test_compile_copy_nested[pytree-eager]	0.1277ms	69.4016μs	14.4089 KOps/s	14.7274 KOps/s	$\color{#d91a1a}-2.16\%$
test_compile_add_one_flat[tensordict-compile]	0.2782ms	0.1718ms	5.8195 KOps/s	5.8478 KOps/s	$\color{#d91a1a}-0.48\%$
test_compile_add_one_flat[tensordict-eager]	0.3376ms	0.1883ms	5.3116 KOps/s	5.2043 KOps/s	$\color{#35bf28}+2.06\%$
test_compile_add_one_flat[tensorclass-compile]	0.1371ms	46.7727μs	21.3800 KOps/s	21.9388 KOps/s	$\color{#d91a1a}-2.55\%$
test_compile_add_one_flat[tensorclass-eager]	0.1353ms	67.9183μs	14.7236 KOps/s	14.4393 KOps/s	$\color{#35bf28}+1.97\%$
test_compile_add_one_flat[pytree-compile]	0.3797ms	0.1777ms	5.6283 KOps/s	5.7867 KOps/s	$\color{#d91a1a}-2.74\%$
test_compile_add_one_flat[pytree-eager]	0.4971ms	0.2845ms	3.5152 KOps/s	3.3704 KOps/s	$\color{#35bf28}+4.30\%$
test_compile_add_self_flat[tensordict-eager]	0.4146ms	0.2037ms	4.9090 KOps/s	4.9231 KOps/s	$\color{#d91a1a}-0.28\%$
test_compile_add_self_flat[tensordict-compile]	0.3485ms	0.1786ms	5.5988 KOps/s	5.7325 KOps/s	$\color{#d91a1a}-2.33\%$
test_compile_add_self_flat[tensorclass-eager]	0.1668ms	62.4679μs	16.0082 KOps/s	16.2227 KOps/s	$\color{#d91a1a}-1.32\%$
test_compile_add_self_flat[tensorclass-compile]	0.1024ms	46.5334μs	21.4899 KOps/s	20.6943 KOps/s	$\color{#35bf28}+3.84\%$
test_compile_add_self_flat[pytree-eager]	0.4310ms	0.2345ms	4.2635 KOps/s	4.1958 KOps/s	$\color{#35bf28}+1.61\%$
test_compile_add_self_flat[pytree-compile]	0.3242ms	0.1739ms	5.7491 KOps/s	5.7894 KOps/s	$\color{#d91a1a}-0.70\%$
test_compile_copy_flat[tensordict-compile]	0.1873ms	0.1036ms	9.6542 KOps/s	9.7329 KOps/s	$\color{#d91a1a}-0.81\%$
test_compile_copy_flat[tensordict-eager]	0.1246ms	56.3497μs	17.7463 KOps/s	17.9221 KOps/s	$\color{#d91a1a}-0.98\%$
test_compile_copy_flat[pytree-compile]	0.1671ms	78.5123μs	12.7369 KOps/s	13.1424 KOps/s	$\color{#d91a1a}-3.09\%$
test_compile_copy_flat[pytree-eager]	0.1352ms	70.3928μs	14.2060 KOps/s	14.6015 KOps/s	$\color{#d91a1a}-2.71\%$
test_compile_assign_and_add[tensordict-compile]	0.2806ms	0.1951ms	5.1247 KOps/s	5.1185 KOps/s	$\color{#35bf28}+0.12\%$
test_compile_assign_and_add[tensordict-eager]	1.8879ms	1.6562ms	603.7965 Ops/s	591.2945 Ops/s	$\color{#35bf28}+2.11\%$
test_compile_assign_and_add[pytree-compile]	0.3781ms	0.1899ms	5.2673 KOps/s	5.1424 KOps/s	$\color{#35bf28}+2.43\%$
test_compile_assign_and_add[pytree-eager]	1.3229ms	1.0867ms	920.2327 Ops/s	894.6870 Ops/s	$\color{#35bf28}+2.86\%$
test_compile_assign_and_add_stack[compile]	0.5177ms	0.4195ms	2.3838 KOps/s	2.2821 KOps/s	$\color{#35bf28}+4.46\%$
test_compile_assign_and_add_stack[eager]	5.3896ms	3.9257ms	254.7286 Ops/s	248.0452 Ops/s	$\color{#35bf28}+2.69\%$
test_compile_indexing[tensor-tensordict-compile]	0.1155ms	34.2815μs	29.1702 KOps/s	29.2925 KOps/s	$\color{#d91a1a}-0.42\%$
test_compile_indexing[tensor-tensordict-eager]	0.8144ms	50.1193μs	19.9524 KOps/s	19.4178 KOps/s	$\color{#35bf28}+2.75\%$
test_compile_indexing[tensor-tensorclass-compile]	75.1230μs	29.0070μs	34.4744 KOps/s	34.3270 KOps/s	$\color{#35bf28}+0.43\%$
test_compile_indexing[tensor-tensorclass-eager]	99.8410μs	29.6156μs	33.7659 KOps/s	34.0474 KOps/s	$\color{#d91a1a}-0.83\%$
test_compile_indexing[tensor-pytree-compile]	0.1082ms	29.2003μs	34.2463 KOps/s	33.8306 KOps/s	$\color{#35bf28}+1.23\%$
test_compile_indexing[tensor-pytree-eager]	75.4230μs	29.6809μs	33.6917 KOps/s	33.8768 KOps/s	$\color{#d91a1a}-0.55\%$
test_compile_indexing[slice-tensordict-compile]	0.1556ms	73.1056μs	13.6788 KOps/s	13.6447 KOps/s	$\color{#35bf28}+0.25\%$
test_compile_indexing[slice-tensordict-eager]	0.6645ms	27.7986μs	35.9730 KOps/s	34.6192 KOps/s	$\color{#35bf28}+3.91\%$
test_compile_indexing[slice-tensorclass-compile]	0.1438ms	66.4312μs	15.0532 KOps/s	14.7249 KOps/s	$\color{#35bf28}+2.23\%$
test_compile_indexing[slice-tensorclass-eager]	90.5020μs	23.4557μs	42.6336 KOps/s	43.4961 KOps/s	$\color{#d91a1a}-1.98\%$
test_compile_indexing[slice-pytree-compile]	0.1382ms	65.9773μs	15.1567 KOps/s	14.7242 KOps/s	$\color{#35bf28}+2.94\%$
test_compile_indexing[slice-pytree-eager]	86.4390μs	23.2944μs	42.9288 KOps/s	43.0081 KOps/s	$\color{#d91a1a}-0.18\%$
test_compile_indexing[int-tensordict-compile]	0.1406ms	72.5105μs	13.7911 KOps/s	13.7826 KOps/s	$\color{#35bf28}+0.06\%$
test_compile_indexing[int-tensordict-eager]	0.9344ms	28.0329μs	35.6724 KOps/s	35.3376 KOps/s	$\color{#35bf28}+0.95\%$
test_compile_indexing[int-tensorclass-compile]	0.1259ms	65.6456μs	15.2333 KOps/s	14.6962 KOps/s	$\color{#35bf28}+3.65\%$
test_compile_indexing[int-tensorclass-eager]	83.6010μs	22.5818μs	44.2834 KOps/s	43.9619 KOps/s	$\color{#35bf28}+0.73\%$
test_compile_indexing[int-pytree-compile]	0.1557ms	66.3889μs	15.0628 KOps/s	14.6292 KOps/s	$\color{#35bf28}+2.96\%$
test_compile_indexing[int-pytree-eager]	77.8350μs	23.0616μs	43.3622 KOps/s	43.7250 KOps/s	$\color{#d91a1a}-0.83\%$
test_mod_add[eager]	0.1053ms	26.1953μs	38.1749 KOps/s	36.6905 KOps/s	$\color{#35bf28}+4.05\%$
test_mod_add[compile]	83.2160μs	39.2093μs	25.5041 KOps/s	25.7465 KOps/s	$\color{#d91a1a}-0.94\%$
test_mod_add[compile-overhead]	0.1236ms	38.6709μs	25.8592 KOps/s	25.5787 KOps/s	$\color{#35bf28}+1.10\%$
test_mod_wrap[eager]	0.4188ms	0.2071ms	4.8295 KOps/s	4.6797 KOps/s	$\color{#35bf28}+3.20\%$
test_mod_wrap[compile]	0.3848ms	0.2279ms	4.3888 KOps/s	4.2219 KOps/s	$\color{#35bf28}+3.95\%$
test_mod_wrap[compile-overhead]	0.3889ms	0.2346ms	4.2620 KOps/s	4.2607 KOps/s	$\color{#35bf28}+0.03\%$
test_mod_wrap_and_backward[eager]	12.6892ms	10.7559ms	92.9721 Ops/s	93.3055 Ops/s	$\color{#d91a1a}-0.36\%$
test_mod_wrap_and_backward[compile]	12.8900ms	10.8119ms	92.4904 Ops/s	85.3572 Ops/s	$\textbf{\color{#35bf28}+8.36\%}$
test_mod_wrap_and_backward[compile-overhead]	12.0607ms	10.9284ms	91.5045 Ops/s	81.5348 Ops/s	$\textbf{\color{#35bf28}+12.23\%}$
test_seq_add[eager]	0.1556ms	93.1427μs	10.7362 KOps/s	10.5911 KOps/s	$\color{#35bf28}+1.37\%$
test_seq_add[compile]	0.1577ms	65.2016μs	15.3371 KOps/s	15.3753 KOps/s	$\color{#d91a1a}-0.25\%$
test_seq_add[compile-overhead]	0.1321ms	64.3526μs	15.5394 KOps/s	15.5708 KOps/s	$\color{#d91a1a}-0.20\%$
test_seq_wrap[eager]	0.5267ms	0.3893ms	2.5687 KOps/s	2.4842 KOps/s	$\color{#35bf28}+3.40\%$
test_seq_wrap[compile]	1.2352ms	0.2629ms	3.8038 KOps/s	3.6247 KOps/s	$\color{#35bf28}+4.94\%$
test_seq_wrap[compile-overhead]	1.2591ms	0.2640ms	3.7883 KOps/s	3.5879 KOps/s	$\textbf{\color{#35bf28}+5.58\%}$
test_func_call_runtime[False-eager]	0.6358ms	0.5085ms	1.9665 KOps/s	1.9105 KOps/s	$\color{#35bf28}+2.93\%$
test_func_call_runtime[False-compile]	0.9334ms	0.4934ms	2.0266 KOps/s	1.9923 KOps/s	$\color{#35bf28}+1.72\%$
test_func_call_runtime[False-compile-overhead]	0.6218ms	0.4946ms	2.0219 KOps/s	1.9973 KOps/s	$\color{#35bf28}+1.23\%$
test_func_call_runtime[True-eager]	1.1622ms	0.7353ms	1.3600 KOps/s	1.3431 KOps/s	$\color{#35bf28}+1.26\%$
test_func_call_runtime[True-compile]	1.1623ms	0.5374ms	1.8609 KOps/s	1.9366 KOps/s	$\color{#d91a1a}-3.91\%$
test_func_call_runtime[True-compile-overhead]	0.6177ms	0.5090ms	1.9648 KOps/s	1.9429 KOps/s	$\color{#35bf28}+1.13\%$
test_func_call_cm_runtime[False-eager]	0.8298ms	0.5090ms	1.9648 KOps/s	1.9174 KOps/s	$\color{#35bf28}+2.47\%$
test_func_call_cm_runtime[False-compile]	0.7064ms	0.4986ms	2.0055 KOps/s	1.9790 KOps/s	$\color{#35bf28}+1.34\%$
test_func_call_cm_runtime[False-compile-overhead]	1.0224ms	0.4986ms	2.0055 KOps/s	1.9870 KOps/s	$\color{#35bf28}+0.93\%$
test_func_call_cm_runtime[True-eager]	1.0819ms	0.8731ms	1.1454 KOps/s	1.1468 KOps/s	$\color{#d91a1a}-0.13\%$
test_func_call_cm_runtime[True-compile]	0.9198ms	0.7384ms	1.3542 KOps/s	1.3290 KOps/s	$\color{#35bf28}+1.90\%$
test_func_call_cm_runtime[True-compile-overhead]	1.1034ms	0.7423ms	1.3471 KOps/s	1.3280 KOps/s	$\color{#35bf28}+1.44\%$
test_vmap_func_call_cm_runtime[eager]	3.4547ms	1.8674ms	535.5166 Ops/s	527.2857 Ops/s	$\color{#35bf28}+1.56\%$
test_vmap_func_call_cm_runtime[compile]	2.6852ms	1.9054ms	524.8326 Ops/s	512.5661 Ops/s	$\color{#35bf28}+2.39\%$
test_vmap_func_call_cm_runtime[compile-overhead]	2.7134ms	1.9107ms	523.3613 Ops/s	511.2862 Ops/s	$\color{#35bf28}+2.36\%$
test_distributed	0.2739ms	0.1278ms	7.8236 KOps/s	7.8289 KOps/s	$\color{#d91a1a}-0.07\%$
test_tdmodule	78.3670μs	19.1651μs	52.1782 KOps/s	51.3447 KOps/s	$\color{#35bf28}+1.62\%$
test_tdmodule_dispatch	63.3690μs	38.0526μs	26.2794 KOps/s	26.3188 KOps/s	$\color{#d91a1a}-0.15\%$
test_tdseq	40.4460μs	21.5189μs	46.4708 KOps/s	44.9019 KOps/s	$\color{#35bf28}+3.49\%$
test_tdseq_dispatch	81.6530μs	43.4887μs	22.9945 KOps/s	22.6597 KOps/s	$\color{#35bf28}+1.48\%$
test_instantiation_functorch	2.1023ms	1.5452ms	647.1759 Ops/s	631.6476 Ops/s	$\color{#35bf28}+2.46\%$
test_instantiation_td	1.9449ms	1.1653ms	858.1572 Ops/s	848.0021 Ops/s	$\color{#35bf28}+1.20\%$
test_exec_functorch	5.1691ms	0.1854ms	5.3945 KOps/s	5.3655 KOps/s	$\color{#35bf28}+0.54\%$
test_exec_functional_call	0.3376ms	0.1748ms	5.7220 KOps/s	5.7595 KOps/s	$\color{#d91a1a}-0.65\%$
test_exec_td	0.4111ms	0.1694ms	5.9016 KOps/s	5.8331 KOps/s	$\color{#35bf28}+1.17\%$
test_exec_td_decorator	1.1186ms	0.2290ms	4.3664 KOps/s	4.5134 KOps/s	$\color{#d91a1a}-3.26\%$
test_vmap_mlp_speed[True-True]	0.8811ms	0.6405ms	1.5613 KOps/s	1.4384 KOps/s	$\textbf{\color{#35bf28}+8.54\%}$
test_vmap_mlp_speed[True-False]	0.9672ms	0.6468ms	1.5460 KOps/s	1.5052 KOps/s	$\color{#35bf28}+2.71\%$
test_vmap_mlp_speed[False-True]	0.9304ms	0.4974ms	2.0106 KOps/s	1.9636 KOps/s	$\color{#35bf28}+2.40\%$
test_vmap_mlp_speed[False-False]	0.7759ms	0.4915ms	2.0346 KOps/s	1.9735 KOps/s	$\color{#35bf28}+3.09\%$
test_vmap_mlp_speed_decorator[True-True]	1.3772ms	0.6253ms	1.5992 KOps/s	1.5950 KOps/s	$\color{#35bf28}+0.27\%$
test_vmap_mlp_speed_decorator[True-False]	1.0357ms	0.6267ms	1.5958 KOps/s	1.5759 KOps/s	$\color{#35bf28}+1.26\%$
test_vmap_mlp_speed_decorator[False-True]	0.8489ms	0.5090ms	1.9647 KOps/s	1.9254 KOps/s	$\color{#35bf28}+2.04\%$
test_vmap_mlp_speed_decorator[False-False]	1.0313ms	0.5112ms	1.9562 KOps/s	1.9240 KOps/s	$\color{#35bf28}+1.68\%$
test_to_module_speed[True]	2.2002ms	1.3547ms	738.1616 Ops/s	775.0455 Ops/s	$\color{#d91a1a}-4.76\%$
test_to_module_speed[False]	2.1598ms	1.3127ms	761.7668 Ops/s	785.8471 Ops/s	$\color{#d91a1a}-3.06\%$
test_tc_init	90.9410μs	45.0276μs	22.2086 KOps/s	22.0844 KOps/s	$\color{#35bf28}+0.56\%$
test_tc_init_nested	0.2269ms	89.8871μs	11.1251 KOps/s	11.0273 KOps/s	$\color{#35bf28}+0.89\%$
test_tc_first_layer_tensor	25.4980μs	1.5451μs	647.1888 KOps/s	649.6073 KOps/s	$\color{#d91a1a}-0.37\%$
test_tc_first_layer_nontensor	52.3380μs	4.7549μs	210.3092 KOps/s	211.0597 KOps/s	$\color{#d91a1a}-0.36\%$
test_tc_second_layer_tensor	29.2640μs	2.8799μs	347.2383 KOps/s	354.0892 KOps/s	$\color{#d91a1a}-1.93\%$
test_tc_second_layer_nontensor	26.7700μs	6.0734μs	164.6525 KOps/s	166.2106 KOps/s	$\color{#d91a1a}-0.94\%$
test_unbind	0.4674s	15.7573ms	63.4626 Ops/s	74.5779 Ops/s	$\textbf{\color{#d91a1a}-14.90\%}$
test_full_like	9.6342ms	7.2572ms	137.7935 Ops/s	142.0512 Ops/s	$\color{#d91a1a}-3.00\%$
test_zeros_like	3.8232ms	2.8773ms	347.5506 Ops/s	158.6426 Ops/s	$\textbf{\color{#35bf28}+119.08\%}$
test_ones_like	4.5631ms	3.3602ms	297.6037 Ops/s	129.1472 Ops/s	$\textbf{\color{#35bf28}+130.44\%}$
test_clone	6.4730ms	5.1791ms	193.0844 Ops/s	107.8055 Ops/s	$\textbf{\color{#35bf28}+79.10\%}$
test_squeeze	66.3740μs	12.2899μs	81.3677 KOps/s	76.1606 KOps/s	$\textbf{\color{#35bf28}+6.84\%}$
test_unsqueeze	0.1907ms	91.1522μs	10.9707 KOps/s	10.7639 KOps/s	$\color{#35bf28}+1.92\%$
test_split	0.5203ms	0.1957ms	5.1099 KOps/s	4.9924 KOps/s	$\color{#35bf28}+2.35\%$
test_permute	0.3295ms	0.2226ms	4.4923 KOps/s	4.4525 KOps/s	$\color{#35bf28}+0.89\%$
test_stack	32.6168ms	24.8700ms	40.2092 Ops/s	41.0645 Ops/s	$\color{#d91a1a}-2.08\%$
test_cat	35.7418ms	25.1663ms	39.7357 Ops/s	41.5359 Ops/s	$\color{#d91a1a}-4.33\%$

[github-actions]

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

Total Benchmarks: 228. 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	0.1286ms	12.7625μs	78.3548 KOps/s	76.5828 KOps/s	$\color{#35bf28}+2.31\%$
test_plain_set_stack_nested	37.9010μs	12.9700μs	77.1009 KOps/s	75.8520 KOps/s	$\color{#35bf28}+1.65\%$
test_plain_set_nested_inplace	40.3210μs	13.9640μs	71.6128 KOps/s	70.4966 KOps/s	$\color{#35bf28}+1.58\%$
test_plain_set_stack_nested_inplace	47.5300μs	13.8491μs	72.2069 KOps/s	70.0093 KOps/s	$\color{#35bf28}+3.14\%$
test_items	25.5010μs	2.8682μs	348.6484 KOps/s	344.5602 KOps/s	$\color{#35bf28}+1.19\%$
test_items_nested	0.5213ms	0.3301ms	3.0290 KOps/s	3.0830 KOps/s	$\color{#d91a1a}-1.75\%$
test_items_nested_locked	0.4536ms	0.3280ms	3.0489 KOps/s	3.0646 KOps/s	$\color{#d91a1a}-0.52\%$
test_items_nested_leaf	85.6610μs	55.5284μs	18.0088 KOps/s	17.9577 KOps/s	$\color{#35bf28}+0.28\%$
test_items_stack_nested	0.4141ms	0.3266ms	3.0621 KOps/s	3.0631 KOps/s	$\color{#d91a1a}-0.03\%$
test_items_stack_nested_leaf	89.2710μs	56.5876μs	17.6717 KOps/s	17.6095 KOps/s	$\color{#35bf28}+0.35\%$
test_items_stack_nested_locked	0.5139ms	0.3287ms	3.0424 KOps/s	3.0481 KOps/s	$\color{#d91a1a}-0.19\%$
test_keys	29.6100μs	3.4032μs	293.8428 KOps/s	288.9614 KOps/s	$\color{#35bf28}+1.69\%$
test_keys_nested	0.2184ms	56.3540μs	17.7450 KOps/s	18.1657 KOps/s	$\color{#d91a1a}-2.32\%$
test_keys_nested_locked	2.7546ms	62.2688μs	16.0594 KOps/s	15.9873 KOps/s	$\color{#35bf28}+0.45\%$
test_keys_nested_leaf	76.6810μs	47.7350μs	20.9490 KOps/s	20.9864 KOps/s	$\color{#d91a1a}-0.18\%$
test_keys_stack_nested	0.1138ms	55.6000μs	17.9856 KOps/s	17.6755 KOps/s	$\color{#35bf28}+1.75\%$
test_keys_stack_nested_leaf	84.3120μs	48.0182μs	20.8255 KOps/s	20.9461 KOps/s	$\color{#d91a1a}-0.58\%$
test_keys_stack_nested_locked	0.1140ms	61.7513μs	16.1940 KOps/s	16.0424 KOps/s	$\color{#35bf28}+0.94\%$
test_values	6.5717μs	0.8587μs	1.1645 MOps/s	1.2047 MOps/s	$\color{#d91a1a}-3.33\%$
test_values_nested	67.6910μs	41.0691μs	24.3492 KOps/s	24.5530 KOps/s	$\color{#d91a1a}-0.83\%$
test_values_nested_locked	77.2220μs	42.6989μs	23.4198 KOps/s	23.4912 KOps/s	$\color{#d91a1a}-0.30\%$
test_values_nested_leaf	76.2610μs	35.5033μs	28.1664 KOps/s	28.3536 KOps/s	$\color{#d91a1a}-0.66\%$
test_values_stack_nested	86.6420μs	41.7576μs	23.9477 KOps/s	24.0294 KOps/s	$\color{#d91a1a}-0.34\%$
test_values_stack_nested_leaf	83.3410μs	36.0565μs	27.7342 KOps/s	27.8225 KOps/s	$\color{#d91a1a}-0.32\%$
test_values_stack_nested_locked	79.4410μs	43.4747μs	23.0019 KOps/s	22.9939 KOps/s	$\color{#35bf28}+0.03\%$
test_membership	1.6790μs	0.5056μs	1.9780 MOps/s	1.9822 MOps/s	$\color{#d91a1a}-0.21\%$
test_membership_nested	19.1950μs	1.9243μs	519.6673 KOps/s	528.2088 KOps/s	$\color{#d91a1a}-1.62\%$
test_membership_nested_leaf	18.0555μs	1.9148μs	522.2351 KOps/s	538.5011 KOps/s	$\color{#d91a1a}-3.02\%$
test_membership_stacked_nested	25.5010μs	1.9345μs	516.9227 KOps/s	519.2095 KOps/s	$\color{#d91a1a}-0.44\%$
test_membership_stacked_nested_leaf	28.5610μs	1.9366μs	516.3574 KOps/s	514.1185 KOps/s	$\color{#35bf28}+0.44\%$
test_membership_nested_last	28.4600μs	2.8185μs	354.8007 KOps/s	358.9195 KOps/s	$\color{#d91a1a}-1.15\%$
test_membership_nested_leaf_last	27.9010μs	2.8190μs	354.7315 KOps/s	353.6111 KOps/s	$\color{#35bf28}+0.32\%$
test_membership_stacked_nested_last	28.3200μs	3.2351μs	309.1092 KOps/s	363.7873 KOps/s	$\textbf{\color{#d91a1a}-15.03\%}$
test_membership_stacked_nested_leaf_last	21.6110μs	3.2462μs	308.0495 KOps/s	358.9866 KOps/s	$\textbf{\color{#d91a1a}-14.19\%}$
test_nested_getleaf	32.8010μs	6.1442μs	162.7556 KOps/s	163.3223 KOps/s	$\color{#d91a1a}-0.35\%$
test_nested_get	29.6810μs	5.7217μs	174.7739 KOps/s	172.7451 KOps/s	$\color{#35bf28}+1.17\%$
test_stacked_getleaf	36.5300μs	6.0992μs	163.9570 KOps/s	164.4275 KOps/s	$\color{#d91a1a}-0.29\%$
test_stacked_get	32.0100μs	5.7398μs	174.2207 KOps/s	176.1309 KOps/s	$\color{#d91a1a}-1.08\%$
test_nested_getitemleaf	36.2210μs	6.1782μs	161.8601 KOps/s	163.8321 KOps/s	$\color{#d91a1a}-1.20\%$
test_nested_getitem	68.6910μs	5.7492μs	173.9387 KOps/s	173.3549 KOps/s	$\color{#35bf28}+0.34\%$
test_stacked_getitemleaf	43.7500μs	6.1764μs	161.9065 KOps/s	163.9375 KOps/s	$\color{#d91a1a}-1.24\%$
test_stacked_getitem	27.6900μs	5.7715μs	173.2652 KOps/s	173.8925 KOps/s	$\color{#d91a1a}-0.36\%$
test_lock_nested	6.9683ms	0.4261ms	2.3470 KOps/s	2.3705 KOps/s	$\color{#d91a1a}-0.99\%$
test_lock_stack_nested	0.5498ms	0.3872ms	2.5829 KOps/s	2.6147 KOps/s	$\color{#d91a1a}-1.21\%$
test_unlock_nested	0.7920ms	0.3566ms	2.8044 KOps/s	2.8009 KOps/s	$\color{#35bf28}+0.13\%$
test_unlock_stack_nested	0.4600ms	0.3235ms	3.0914 KOps/s	3.0891 KOps/s	$\color{#35bf28}+0.07\%$
test_flatten_speed	0.2487ms	69.7732μs	14.3322 KOps/s	14.3791 KOps/s	$\color{#d91a1a}-0.33\%$
test_unflatten_speed	0.3137ms	0.2859ms	3.4983 KOps/s	3.5505 KOps/s	$\color{#d91a1a}-1.47\%$
test_common_ops	1.5475ms	1.2104ms	826.1746 Ops/s	820.3379 Ops/s	$\color{#35bf28}+0.71\%$
test_creation	20.7400μs	1.4817μs	674.9195 KOps/s	666.9297 KOps/s	$\color{#35bf28}+1.20\%$
test_creation_empty	38.5310μs	13.5570μs	73.7628 KOps/s	70.7430 KOps/s	$\color{#35bf28}+4.27\%$
test_creation_nested_1	56.3010μs	15.4678μs	64.6502 KOps/s	63.0168 KOps/s	$\color{#35bf28}+2.59\%$
test_creation_nested_2	49.9310μs	17.8128μs	56.1394 KOps/s	54.3670 KOps/s	$\color{#35bf28}+3.26\%$
test_clone	0.1810ms	29.5631μs	33.8260 KOps/s	33.5992 KOps/s	$\color{#35bf28}+0.67\%$
test_getitem[int]	1.3526ms	15.8946μs	62.9145 KOps/s	61.0984 KOps/s	$\color{#35bf28}+2.97\%$
test_getitem[slice_int]	0.1172ms	27.6376μs	36.1826 KOps/s	35.4290 KOps/s	$\color{#35bf28}+2.13\%$
test_getitem[range]	0.1497ms	0.1089ms	9.1806 KOps/s	9.0574 KOps/s	$\color{#35bf28}+1.36\%$
test_getitem[tuple]	0.2056ms	23.8775μs	41.8804 KOps/s	43.4377 KOps/s	$\color{#d91a1a}-3.59\%$
test_getitem[list]	0.3029ms	0.1060ms	9.4371 KOps/s	10.0031 KOps/s	$\textbf{\color{#d91a1a}-5.66\%}$
test_setitem_dim[int]	72.7710μs	47.6093μs	21.0043 KOps/s	22.1693 KOps/s	$\textbf{\color{#d91a1a}-5.25\%}$
test_setitem_dim[slice_int]	0.1855ms	67.2493μs	14.8700 KOps/s	14.9374 KOps/s	$\color{#d91a1a}-0.45\%$
test_setitem_dim[range]	0.2734ms	0.1277ms	7.8295 KOps/s	7.8017 KOps/s	$\color{#35bf28}+0.36\%$
test_setitem_dim[tuple]	0.2052ms	64.4395μs	15.5184 KOps/s	16.5916 KOps/s	$\textbf{\color{#d91a1a}-6.47\%}$
test_setitem	0.1916ms	41.3618μs	24.1769 KOps/s	24.5763 KOps/s	$\color{#d91a1a}-1.63\%$
test_set	0.1901ms	40.2284μs	24.8580 KOps/s	25.5278 KOps/s	$\color{#d91a1a}-2.62\%$
test_set_shared	0.3668ms	51.3666μs	19.4679 KOps/s	19.6755 KOps/s	$\color{#d91a1a}-1.05\%$
test_update	0.1999ms	47.9866μs	20.8391 KOps/s	21.3699 KOps/s	$\color{#d91a1a}-2.48\%$
test_update_nested	0.2126ms	55.0796μs	18.1555 KOps/s	18.4356 KOps/s	$\color{#d91a1a}-1.52\%$
test_update__nested	0.2074ms	60.7745μs	16.4543 KOps/s	16.8433 KOps/s	$\color{#d91a1a}-2.31\%$
test_set_nested	0.1955ms	42.9263μs	23.2958 KOps/s	22.5353 KOps/s	$\color{#35bf28}+3.37\%$
test_set_nested_new	0.1952ms	46.5629μs	21.4763 KOps/s	20.4660 KOps/s	$\color{#35bf28}+4.94\%$
test_select	0.2109ms	59.4897μs	16.8096 KOps/s	15.9099 KOps/s	$\textbf{\color{#35bf28}+5.66\%}$
test_select_nested	77.9710μs	41.5088μs	24.0913 KOps/s	23.8746 KOps/s	$\color{#35bf28}+0.91\%$
test_exclude_nested	99.1610μs	59.3828μs	16.8399 KOps/s	17.0295 KOps/s	$\color{#d91a1a}-1.11\%$
test_empty[True]	0.2764ms	0.2474ms	4.0426 KOps/s	4.0990 KOps/s	$\color{#d91a1a}-1.38\%$
test_empty[False]	4.0060μs	0.7462μs	1.3402 MOps/s	1.3569 MOps/s	$\color{#d91a1a}-1.23\%$
test_to	58.9210μs	25.2947μs	39.5340 KOps/s	39.5282 KOps/s	$\color{#35bf28}+0.01\%$
test_to_nonblocking	0.1415ms	25.3520μs	39.4447 KOps/s	40.9265 KOps/s	$\color{#d91a1a}-3.62\%$
test_unbind_speed	1.4193ms	0.2798ms	3.5737 KOps/s	3.6215 KOps/s	$\color{#d91a1a}-1.32\%$
test_unbind_speed_stack0	0.3711ms	0.2776ms	3.6019 KOps/s	3.5831 KOps/s	$\color{#35bf28}+0.53\%$
test_unbind_speed_stack1	91.3830ms	0.7168ms	1.3951 KOps/s	1.4095 KOps/s	$\color{#d91a1a}-1.02\%$
test_split	93.6847ms	2.1886ms	456.9106 Ops/s	456.4227 Ops/s	$\color{#35bf28}+0.11\%$
test_chunk	93.4963ms	2.1888ms	456.8763 Ops/s	455.0309 Ops/s	$\color{#35bf28}+0.41\%$
test_creation[device0]	0.3936ms	0.1271ms	7.8693 KOps/s	7.8845 KOps/s	$\color{#d91a1a}-0.19\%$
test_creation_from_tensor	0.3967ms	0.1292ms	7.7380 KOps/s	7.7267 KOps/s	$\color{#35bf28}+0.15\%$
test_add_one[memmap_tensor0]	0.2804ms	9.1360μs	109.4571 KOps/s	109.7080 KOps/s	$\color{#d91a1a}-0.23\%$
test_contiguous[memmap_tensor0]	29.0200μs	2.2135μs	451.7675 KOps/s	461.7786 KOps/s	$\color{#d91a1a}-2.17\%$
test_stack[memmap_tensor0]	44.3000μs	7.0759μs	141.3248 KOps/s	148.1735 KOps/s	$\color{#d91a1a}-4.62\%$
test_memmaptd_index	1.1793ms	0.4284ms	2.3341 KOps/s	2.3856 KOps/s	$\color{#d91a1a}-2.16\%$
test_memmaptd_index_astensor	0.9708ms	0.4860ms	2.0575 KOps/s	2.0847 KOps/s	$\color{#d91a1a}-1.30\%$
test_memmaptd_index_op	1.4112ms	1.0082ms	991.8192 Ops/s	988.4657 Ops/s	$\color{#35bf28}+0.34\%$
test_serialize_model	0.1280s	0.1268s	7.8876 Ops/s	7.8731 Ops/s	$\color{#35bf28}+0.18\%$
test_serialize_model_pickle	1.3491s	1.2125s	0.8248 Ops/s	0.8246 Ops/s	$\color{#35bf28}+0.02\%$
test_serialize_weights	0.2207s	0.1393s	7.1785 Ops/s	7.1684 Ops/s	$\color{#35bf28}+0.14\%$
test_serialize_weights_returnearly	0.2295s	56.6358ms	17.6567 Ops/s	17.9976 Ops/s	$\color{#d91a1a}-1.89\%$
test_serialize_weights_pickle	1.3664s	1.2150s	0.8230 Ops/s	0.8213 Ops/s	$\color{#35bf28}+0.21\%$
test_reshape_pytree	0.1116ms	35.9049μs	27.8514 KOps/s	27.5642 KOps/s	$\color{#35bf28}+1.04\%$
test_reshape_td	0.1024ms	41.0636μs	24.3525 KOps/s	23.3519 KOps/s	$\color{#35bf28}+4.28\%$
test_view_pytree	0.1498ms	35.0650μs	28.5185 KOps/s	27.8001 KOps/s	$\color{#35bf28}+2.58\%$
test_view_td	0.1681ms	46.9855μs	21.2832 KOps/s	21.0622 KOps/s	$\color{#35bf28}+1.05\%$
test_unbind_pytree	0.1605ms	34.6961μs	28.8217 KOps/s	28.6550 KOps/s	$\color{#35bf28}+0.58\%$
test_unbind_td	0.5323ms	42.5189μs	23.5190 KOps/s	23.2270 KOps/s	$\color{#35bf28}+1.26\%$
test_split_pytree	0.1378ms	46.5618μs	21.4768 KOps/s	21.4188 KOps/s	$\color{#35bf28}+0.27\%$
test_split_td	0.6977ms	61.5678μs	16.2423 KOps/s	17.5389 KOps/s	$\textbf{\color{#d91a1a}-7.39\%}$
test_add_pytree	0.2320ms	60.7175μs	16.4697 KOps/s	17.8341 KOps/s	$\textbf{\color{#d91a1a}-7.65\%}$
test_add_td	0.2610ms	93.5254μs	10.6923 KOps/s	10.8331 KOps/s	$\color{#d91a1a}-1.30\%$
test_compile_add_one_nested[tensordict-compile]	0.4076ms	0.2063ms	4.8480 KOps/s	4.7393 KOps/s	$\color{#35bf28}+2.30\%$
test_compile_add_one_nested[tensordict-eager]	0.5246ms	0.1505ms	6.6464 KOps/s	6.5964 KOps/s	$\color{#35bf28}+0.76\%$
test_compile_add_one_nested[pytree-compile]	0.3116ms	0.1465ms	6.8263 KOps/s	6.9222 KOps/s	$\color{#d91a1a}-1.39\%$
test_compile_add_one_nested[pytree-eager]	0.5794ms	0.1939ms	5.1562 KOps/s	5.5019 KOps/s	$\textbf{\color{#d91a1a}-6.28\%}$
test_compile_copy_nested[tensordict-compile]	0.3921ms	22.7889μs	43.8809 KOps/s	46.9284 KOps/s	$\textbf{\color{#d91a1a}-6.49\%}$
test_compile_copy_nested[tensordict-eager]	0.4134ms	43.9875μs	22.7337 KOps/s	22.6697 KOps/s	$\color{#35bf28}+0.28\%$
test_compile_copy_nested[pytree-compile]	0.4518ms	64.6529μs	15.4672 KOps/s	15.2483 KOps/s	$\color{#35bf28}+1.44\%$
test_compile_copy_nested[pytree-eager]	0.4264ms	49.0788μs	20.3754 KOps/s	20.1925 KOps/s	$\color{#35bf28}+0.91\%$
test_compile_add_one_flat[tensordict-compile]	0.7050ms	0.3190ms	3.1345 KOps/s	3.1470 KOps/s	$\color{#d91a1a}-0.40\%$
test_compile_add_one_flat[tensordict-eager]	0.3736ms	0.2077ms	4.8153 KOps/s	4.7422 KOps/s	$\color{#35bf28}+1.54\%$
test_compile_add_one_flat[tensorclass-compile]	0.2821ms	0.1324ms	7.5543 KOps/s	7.8866 KOps/s	$\color{#d91a1a}-4.21\%$
test_compile_add_one_flat[tensorclass-eager]	0.4549ms	63.1250μs	15.8416 KOps/s	16.2895 KOps/s	$\color{#d91a1a}-2.75\%$
test_compile_add_one_flat[pytree-compile]	0.4807ms	0.3210ms	3.1157 KOps/s	3.1236 KOps/s	$\color{#d91a1a}-0.25\%$
test_compile_add_one_flat[pytree-eager]	0.9945ms	0.6256ms	1.5984 KOps/s	1.6352 KOps/s	$\color{#d91a1a}-2.25\%$
test_compile_add_self_flat[tensordict-eager]	0.6225ms	0.2485ms	4.0238 KOps/s	3.9823 KOps/s	$\color{#35bf28}+1.04\%$
test_compile_add_self_flat[tensordict-compile]	0.4458ms	0.3181ms	3.1439 KOps/s	3.1184 KOps/s	$\color{#35bf28}+0.82\%$
test_compile_add_self_flat[tensorclass-eager]	0.2288ms	73.4405μs	13.6165 KOps/s	14.1843 KOps/s	$\color{#d91a1a}-4.00\%$
test_compile_add_self_flat[tensorclass-compile]	0.3027ms	0.1334ms	7.4946 KOps/s	7.7917 KOps/s	$\color{#d91a1a}-3.81\%$
test_compile_add_self_flat[pytree-eager]	0.6978ms	0.5386ms	1.8568 KOps/s	1.9013 KOps/s	$\color{#d91a1a}-2.34\%$
test_compile_add_self_flat[pytree-compile]	0.4686ms	0.3157ms	3.1676 KOps/s	3.1443 KOps/s	$\color{#35bf28}+0.74\%$
test_compile_copy_flat[tensordict-compile]	0.1684ms	19.8244μs	50.4429 KOps/s	54.6096 KOps/s	$\textbf{\color{#d91a1a}-7.63\%}$
test_compile_copy_flat[tensordict-eager]	0.2091ms	27.4143μs	36.4773 KOps/s	36.7782 KOps/s	$\color{#d91a1a}-0.82\%$
test_compile_copy_flat[pytree-compile]	0.1340ms	70.2071μs	14.2436 KOps/s	13.9916 KOps/s	$\color{#35bf28}+1.80\%$
test_compile_copy_flat[pytree-eager]	87.3010μs	50.9386μs	19.6315 KOps/s	19.3833 KOps/s	$\color{#35bf28}+1.28\%$
test_compile_assign_and_add[tensordict-compile]	2.5028ms	0.8466ms	1.1812 KOps/s	1.1102 KOps/s	$\textbf{\color{#35bf28}+6.39\%}$
test_compile_assign_and_add[tensordict-eager]	3.6880ms	3.3489ms	298.6032 Ops/s	300.0491 Ops/s	$\color{#d91a1a}-0.48\%$
test_compile_assign_and_add[pytree-compile]	2.3852ms	0.8247ms	1.2125 KOps/s	1.1266 KOps/s	$\textbf{\color{#35bf28}+7.63\%}$
test_compile_assign_and_add[pytree-eager]	3.6549ms	3.3706ms	296.6859 Ops/s	309.3098 Ops/s	$\color{#d91a1a}-4.08\%$
test_compile_indexing[tensor-tensordict-compile]	0.2984ms	0.1123ms	8.9057 KOps/s	9.2738 KOps/s	$\color{#d91a1a}-3.97\%$
test_compile_indexing[tensor-tensordict-eager]	0.2421ms	63.2192μs	15.8180 KOps/s	16.5858 KOps/s	$\color{#d91a1a}-4.63\%$
test_compile_indexing[tensor-tensorclass-compile]	0.3305ms	0.1034ms	9.6667 KOps/s	9.3594 KOps/s	$\color{#35bf28}+3.28\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2152ms	43.9778μs	22.7387 KOps/s	21.5573 KOps/s	$\textbf{\color{#35bf28}+5.48\%}$
test_compile_indexing[tensor-pytree-compile]	0.2707ms	0.1040ms	9.6150 KOps/s	9.1681 KOps/s	$\color{#35bf28}+4.87\%$
test_compile_indexing[tensor-pytree-eager]	0.1990ms	43.1312μs	23.1851 KOps/s	21.5074 KOps/s	$\textbf{\color{#35bf28}+7.80\%}$
test_compile_indexing[slice-tensordict-compile]	0.3040ms	0.1389ms	7.1992 KOps/s	7.3074 KOps/s	$\color{#d91a1a}-1.48\%$
test_compile_indexing[slice-tensordict-eager]	0.1580ms	25.2336μs	39.6297 KOps/s	38.3568 KOps/s	$\color{#35bf28}+3.32\%$
test_compile_indexing[slice-tensorclass-compile]	0.2807ms	0.1310ms	7.6321 KOps/s	7.6611 KOps/s	$\color{#d91a1a}-0.38\%$
test_compile_indexing[slice-tensorclass-eager]	0.1405ms	21.0779μs	47.4431 KOps/s	46.9924 KOps/s	$\color{#35bf28}+0.96\%$
test_compile_indexing[slice-pytree-compile]	0.2839ms	0.1320ms	7.5755 KOps/s	7.6084 KOps/s	$\color{#d91a1a}-0.43\%$
test_compile_indexing[slice-pytree-eager]	59.2210μs	21.0670μs	47.4676 KOps/s	47.6136 KOps/s	$\color{#d91a1a}-0.31\%$
test_compile_indexing[int-tensordict-compile]	0.2837ms	0.1388ms	7.2029 KOps/s	7.2561 KOps/s	$\color{#d91a1a}-0.73\%$
test_compile_indexing[int-tensordict-eager]	0.5028ms	29.6276μs	33.7523 KOps/s	39.4203 KOps/s	$\textbf{\color{#d91a1a}-14.38\%}$
test_compile_indexing[int-tensorclass-compile]	0.2630ms	0.1316ms	7.5973 KOps/s	7.3383 KOps/s	$\color{#35bf28}+3.53\%$
test_compile_indexing[int-tensorclass-eager]	0.1027ms	21.0089μs	47.5988 KOps/s	47.6253 KOps/s	$\color{#d91a1a}-0.06\%$
test_compile_indexing[int-pytree-compile]	0.2807ms	0.1322ms	7.5618 KOps/s	7.4011 KOps/s	$\color{#35bf28}+2.17\%$
test_compile_indexing[int-pytree-eager]	92.3320μs	21.2586μs	47.0397 KOps/s	34.8762 KOps/s	$\textbf{\color{#35bf28}+34.88\%}$
test_mod_add[eager]	0.1844ms	30.3714μs	32.9257 KOps/s	30.2620 KOps/s	$\textbf{\color{#35bf28}+8.80\%}$
test_mod_add[compile]	0.3575ms	71.8776μs	13.9125 KOps/s	14.1843 KOps/s	$\color{#d91a1a}-1.92\%$
test_mod_add[compile-overhead]	0.2669ms	0.1365ms	7.3279 KOps/s	7.1598 KOps/s	$\color{#35bf28}+2.35\%$
test_mod_wrap[eager]	0.4047ms	0.2409ms	4.1509 KOps/s	4.1207 KOps/s	$\color{#35bf28}+0.73\%$
test_mod_wrap[compile]	1.4886ms	0.2964ms	3.3740 KOps/s	3.2361 KOps/s	$\color{#35bf28}+4.26\%$
test_mod_wrap[compile-overhead]	7.3649ms	3.9941ms	250.3716 Ops/s	252.0113 Ops/s	$\color{#d91a1a}-0.65\%$
test_mod_wrap_and_backward[eager]	1.7159ms	1.3523ms	739.4739 Ops/s	693.6537 Ops/s	$\textbf{\color{#35bf28}+6.61\%}$
test_mod_wrap_and_backward[compile]	1.5702ms	1.3442ms	743.9310 Ops/s	696.3805 Ops/s	$\textbf{\color{#35bf28}+6.83\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3286ms	0.9123ms	1.0962 KOps/s	984.9214 Ops/s	$\textbf{\color{#35bf28}+11.30\%}$
test_seq_add[eager]	0.5102ms	93.1845μs	10.7314 KOps/s	10.3424 KOps/s	$\color{#35bf28}+3.76\%$
test_seq_add[compile]	0.4520ms	81.5034μs	12.2694 KOps/s	12.4276 KOps/s	$\color{#d91a1a}-1.27\%$
test_seq_add[compile-overhead]	0.2645ms	0.1136ms	8.8047 KOps/s	8.7518 KOps/s	$\color{#35bf28}+0.60\%$
test_seq_wrap[eager]	0.5176ms	0.3669ms	2.7252 KOps/s	2.6220 KOps/s	$\color{#35bf28}+3.94\%$
test_seq_wrap[compile]	0.4400ms	0.3150ms	3.1747 KOps/s	3.1632 KOps/s	$\color{#35bf28}+0.37\%$
test_seq_wrap[compile-overhead]	0.3840ms	0.2190ms	4.5661 KOps/s	4.5304 KOps/s	$\color{#35bf28}+0.79\%$
test_func_call_runtime[False-eager]	0.8915ms	0.7401ms	1.3513 KOps/s	1.3450 KOps/s	$\color{#35bf28}+0.47\%$
test_func_call_runtime[False-compile]	0.9608ms	0.7988ms	1.2519 KOps/s	1.2568 KOps/s	$\color{#d91a1a}-0.39\%$
test_func_call_runtime[False-compile-overhead]	0.5065ms	0.3586ms	2.7883 KOps/s	2.7800 KOps/s	$\color{#35bf28}+0.30\%$
test_func_call_runtime[True-eager]	1.0507ms	0.9034ms	1.1070 KOps/s	1.1058 KOps/s	$\color{#35bf28}+0.10\%$
test_func_call_runtime[True-compile]	0.9770ms	0.8222ms	1.2163 KOps/s	1.2283 KOps/s	$\color{#d91a1a}-0.98\%$
test_func_call_runtime[True-compile-overhead]	0.5261ms	0.3793ms	2.6365 KOps/s	2.6234 KOps/s	$\color{#35bf28}+0.50\%$
test_func_call_cm_runtime[False-eager]	0.9564ms	0.7560ms	1.3228 KOps/s	1.3315 KOps/s	$\color{#d91a1a}-0.65\%$
test_func_call_cm_runtime[False-compile]	0.9594ms	0.8003ms	1.2495 KOps/s	1.2618 KOps/s	$\color{#d91a1a}-0.97\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5165ms	0.3635ms	2.7507 KOps/s	2.7577 KOps/s	$\color{#d91a1a}-0.25\%$
test_func_call_cm_runtime[True-eager]	1.1646ms	0.9913ms	1.0088 KOps/s	996.8798 Ops/s	$\color{#35bf28}+1.20\%$
test_func_call_cm_runtime[True-compile]	1.0331ms	0.8465ms	1.1813 KOps/s	1.1919 KOps/s	$\color{#d91a1a}-0.88\%$
test_func_call_cm_runtime[True-compile-overhead]	0.5868ms	0.4060ms	2.4632 KOps/s	2.4468 KOps/s	$\color{#35bf28}+0.67\%$
test_vmap_func_call_cm_runtime[eager]	2.5483ms	2.0612ms	485.1530 Ops/s	483.8035 Ops/s	$\color{#35bf28}+0.28\%$
test_vmap_func_call_cm_runtime[compile]	1.0234ms	0.8597ms	1.1632 KOps/s	1.1747 KOps/s	$\color{#d91a1a}-0.97\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5599ms	0.4089ms	2.4454 KOps/s	2.4494 KOps/s	$\color{#d91a1a}-0.17\%$
test_distributed	6.8135ms	0.2890ms	3.4603 KOps/s	8.9565 KOps/s	$\textbf{\color{#d91a1a}-61.37\%}$
test_tdmodule	47.7710μs	13.8464μs	72.2208 KOps/s	69.2176 KOps/s	$\color{#35bf28}+4.34\%$
test_tdmodule_dispatch	48.7810μs	26.3581μs	37.9390 KOps/s	36.8716 KOps/s	$\color{#35bf28}+2.89\%$
test_tdseq	35.8010μs	14.3293μs	69.7870 KOps/s	68.3529 KOps/s	$\color{#35bf28}+2.10\%$
test_tdseq_dispatch	39.3600μs	29.6644μs	33.7105 KOps/s	34.0746 KOps/s	$\color{#d91a1a}-1.07\%$
test_instantiation_functorch	2.1142ms	1.8848ms	530.5512 Ops/s	533.3443 Ops/s	$\color{#d91a1a}-0.52\%$
test_instantiation_td	1.8157ms	1.2010ms	832.6223 Ops/s	834.1334 Ops/s	$\color{#d91a1a}-0.18\%$
test_exec_functorch	0.3424ms	0.2078ms	4.8113 KOps/s	4.6537 KOps/s	$\color{#35bf28}+3.39\%$
test_exec_functional_call	0.3962ms	0.2213ms	4.5189 KOps/s	4.4543 KOps/s	$\color{#35bf28}+1.45\%$
test_exec_td	0.4068ms	0.2274ms	4.3967 KOps/s	4.3576 KOps/s	$\color{#35bf28}+0.90\%$
test_exec_td_decorator	0.6324ms	0.2713ms	3.6864 KOps/s	3.6562 KOps/s	$\color{#35bf28}+0.82\%$
test_vmap_mlp_speed[True-True]	0.8762ms	0.6962ms	1.4363 KOps/s	1.4741 KOps/s	$\color{#d91a1a}-2.56\%$
test_vmap_mlp_speed[True-False]	0.8249ms	0.6734ms	1.4851 KOps/s	1.4808 KOps/s	$\color{#35bf28}+0.29\%$
test_vmap_mlp_speed[False-True]	0.7187ms	0.5720ms	1.7484 KOps/s	1.7496 KOps/s	$\color{#d91a1a}-0.07\%$
test_vmap_mlp_speed[False-False]	0.7260ms	0.5726ms	1.7464 KOps/s	1.7345 KOps/s	$\color{#35bf28}+0.68\%$
test_vmap_mlp_speed_decorator[True-True]	1.3867ms	0.6626ms	1.5092 KOps/s	1.5027 KOps/s	$\color{#35bf28}+0.44\%$
test_vmap_mlp_speed_decorator[True-False]	0.8078ms	0.6618ms	1.5110 KOps/s	1.4979 KOps/s	$\color{#35bf28}+0.88\%$
test_vmap_mlp_speed_decorator[False-True]	0.7760ms	0.5879ms	1.7009 KOps/s	1.7068 KOps/s	$\color{#d91a1a}-0.35\%$
test_vmap_mlp_speed_decorator[False-False]	0.7523ms	0.5880ms	1.7006 KOps/s	1.7007 KOps/s	$-0.01\%$
test_vmap_transformer_speed[True-True]	9.1468ms	8.3249ms	120.1220 Ops/s	118.9209 Ops/s	$\color{#35bf28}+1.01\%$
test_vmap_transformer_speed[True-False]	8.4629ms	8.2817ms	120.7483 Ops/s	120.1086 Ops/s	$\color{#35bf28}+0.53\%$
test_vmap_transformer_speed[False-True]	8.2762ms	8.1124ms	123.2687 Ops/s	122.2292 Ops/s	$\color{#35bf28}+0.85\%$
test_vmap_transformer_speed[False-False]	8.2934ms	8.1275ms	123.0389 Ops/s	122.7432 Ops/s	$\color{#35bf28}+0.24\%$
test_vmap_transformer_speed_decorator[True-True]	20.1507ms	19.3451ms	51.6927 Ops/s	51.5207 Ops/s	$\color{#35bf28}+0.33\%$
test_vmap_transformer_speed_decorator[True-False]	19.5420ms	19.3895ms	51.5742 Ops/s	51.3087 Ops/s	$\color{#35bf28}+0.52\%$
test_vmap_transformer_speed_decorator[False-True]	19.4028ms	19.2594ms	51.9226 Ops/s	51.7887 Ops/s	$\color{#35bf28}+0.26\%$
test_vmap_transformer_speed_decorator[False-False]	19.3646ms	19.2311ms	51.9990 Ops/s	51.7338 Ops/s	$\color{#35bf28}+0.51\%$
test_to_module_speed[True]	2.0102ms	0.9608ms	1.0408 KOps/s	1.0629 KOps/s	$\color{#d91a1a}-2.08\%$
test_to_module_speed[False]	1.1019ms	0.9288ms	1.0766 KOps/s	1.0837 KOps/s	$\color{#d91a1a}-0.65\%$
test_tc_init	63.2110μs	31.6787μs	31.5670 KOps/s	30.6401 KOps/s	$\color{#35bf28}+3.03\%$
test_tc_init_nested	0.1094ms	64.7385μs	15.4467 KOps/s	14.5635 KOps/s	$\textbf{\color{#35bf28}+6.06\%}$
test_tc_first_layer_tensor	10.3831μs	0.6792μs	1.4724 MOps/s	1.4703 MOps/s	$\color{#35bf28}+0.14\%$
test_tc_first_layer_nontensor	25.2400μs	2.2505μs	444.3392 KOps/s	443.4587 KOps/s	$\color{#35bf28}+0.20\%$
test_tc_second_layer_tensor	48.2680μs	1.3626μs	733.8867 KOps/s	734.4047 KOps/s	$\color{#d91a1a}-0.07\%$
test_tc_second_layer_nontensor	33.3800μs	2.9592μs	337.9290 KOps/s	342.0348 KOps/s	$\color{#d91a1a}-1.20\%$
test_unbind	0.1967s	10.8776ms	91.9318 Ops/s	93.8256 Ops/s	$\color{#d91a1a}-2.02\%$
test_full_like	0.7645ms	0.5768ms	1.7337 KOps/s	1.7394 KOps/s	$\color{#d91a1a}-0.33\%$
test_zeros_like	0.3444ms	0.1981ms	5.0469 KOps/s	5.0475 KOps/s	$\color{#d91a1a}-0.01\%$
test_ones_like	0.3427ms	0.1980ms	5.0499 KOps/s	5.0511 KOps/s	$\color{#d91a1a}-0.02\%$
test_clone	0.5635ms	0.4147ms	2.4114 KOps/s	2.4095 KOps/s	$\color{#35bf28}+0.08\%$
test_squeeze	0.1723ms	9.9666μs	100.3351 KOps/s	100.0128 KOps/s	$\color{#35bf28}+0.32\%$
test_unsqueeze	0.2575ms	76.2366μs	13.1171 KOps/s	13.1484 KOps/s	$\color{#d91a1a}-0.24\%$
test_split	0.4377ms	0.1602ms	6.2434 KOps/s	6.2411 KOps/s	$\color{#35bf28}+0.04\%$
test_permute	0.3795ms	0.1865ms	5.3610 KOps/s	5.5610 KOps/s	$\color{#d91a1a}-3.60\%$
test_stack	1.3847ms	0.8557ms	1.1687 KOps/s	1.1402 KOps/s	$\color{#35bf28}+2.50\%$
test_cat	1.3498ms	1.2318ms	811.8486 Ops/s	811.7793 Ops/s	$+0.01\%$