[BugFix] Resilient deterministic_sample for CompositeDist

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• -> [BugFix] Resilient deterministic_sample for CompositeDist #1000

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}8$. Worsened: $\large\color{#d91a1a}22$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	39.9860μs	20.8496μs	47.9625 KOps/s	47.8771 KOps/s	$\color{#35bf28}+0.18\%$
test_plain_set_stack_nested	57.7190μs	20.9416μs	47.7519 KOps/s	47.3602 KOps/s	$\color{#35bf28}+0.83\%$
test_plain_set_nested_inplace	54.2530μs	22.5223μs	44.4005 KOps/s	44.1538 KOps/s	$\color{#35bf28}+0.56\%$
test_plain_set_stack_nested_inplace	53.7710μs	22.4959μs	44.4526 KOps/s	44.0131 KOps/s	$\color{#35bf28}+1.00\%$
test_items	45.0550μs	4.1649μs	240.1012 KOps/s	242.7182 KOps/s	$\color{#d91a1a}-1.08\%$
test_items_nested	0.6800ms	0.3564ms	2.8059 KOps/s	2.8005 KOps/s	$\color{#35bf28}+0.19\%$
test_items_nested_locked	0.7138ms	0.3593ms	2.7830 KOps/s	2.7907 KOps/s	$\color{#d91a1a}-0.28\%$
test_items_nested_leaf	0.1324ms	69.1162μs	14.4684 KOps/s	14.5957 KOps/s	$\color{#d91a1a}-0.87\%$
test_items_stack_nested	0.6415ms	0.3584ms	2.7902 KOps/s	2.7546 KOps/s	$\color{#35bf28}+1.29\%$
test_items_stack_nested_leaf	0.1479ms	70.7606μs	14.1322 KOps/s	14.1005 KOps/s	$\color{#35bf28}+0.22\%$
test_items_stack_nested_locked	0.4950ms	0.3602ms	2.7760 KOps/s	2.7662 KOps/s	$\color{#35bf28}+0.35\%$
test_keys	30.7980μs	3.5169μs	284.3407 KOps/s	275.7602 KOps/s	$\color{#35bf28}+3.11\%$
test_keys_nested	0.1968ms	0.1032ms	9.6901 KOps/s	10.0341 KOps/s	$\color{#d91a1a}-3.43\%$
test_keys_nested_locked	1.6080ms	0.1086ms	9.2075 KOps/s	9.4064 KOps/s	$\color{#d91a1a}-2.11\%$
test_keys_nested_leaf	0.1635ms	85.8466μs	11.6487 KOps/s	11.8947 KOps/s	$\color{#d91a1a}-2.07\%$
test_keys_stack_nested	0.1744ms	0.1033ms	9.6833 KOps/s	10.0150 KOps/s	$\color{#d91a1a}-3.31\%$
test_keys_stack_nested_leaf	0.1425ms	85.1189μs	11.7483 KOps/s	12.0688 KOps/s	$\color{#d91a1a}-2.66\%$
test_keys_stack_nested_locked	0.2282ms	0.1093ms	9.1458 KOps/s	9.4354 KOps/s	$\color{#d91a1a}-3.07\%$
test_values	6.0614μs	1.0881μs	918.9916 KOps/s	890.3339 KOps/s	$\color{#35bf28}+3.22\%$
test_values_nested	0.1569ms	74.3594μs	13.4482 KOps/s	13.6877 KOps/s	$\color{#d91a1a}-1.75\%$
test_values_nested_locked	0.1292ms	73.5556μs	13.5952 KOps/s	13.7356 KOps/s	$\color{#d91a1a}-1.02\%$
test_values_nested_leaf	0.1260ms	62.9920μs	15.8750 KOps/s	15.9441 KOps/s	$\color{#d91a1a}-0.43\%$
test_values_stack_nested	0.1336ms	75.1354μs	13.3093 KOps/s	13.5951 KOps/s	$\color{#d91a1a}-2.10\%$
test_values_stack_nested_leaf	0.1081ms	62.8241μs	15.9175 KOps/s	16.4448 KOps/s	$\color{#d91a1a}-3.21\%$
test_values_stack_nested_locked	0.1362ms	74.9968μs	13.3339 KOps/s	13.2781 KOps/s	$\color{#35bf28}+0.42\%$
test_membership	4.2094μs	0.7312μs	1.3677 MOps/s	1.4141 MOps/s	$\color{#d91a1a}-3.28\%$
test_membership_nested	28.5740μs	2.7107μs	368.9067 KOps/s	372.0468 KOps/s	$\color{#d91a1a}-0.84\%$
test_membership_nested_leaf	27.4020μs	2.7398μs	364.9963 KOps/s	371.5449 KOps/s	$\color{#d91a1a}-1.76\%$
test_membership_stacked_nested	30.8180μs	2.7596μs	362.3691 KOps/s	371.1698 KOps/s	$\color{#d91a1a}-2.37\%$
test_membership_stacked_nested_leaf	23.7340μs	2.7554μs	362.9197 KOps/s	374.2152 KOps/s	$\color{#d91a1a}-3.02\%$
test_membership_nested_last	39.5040μs	3.8905μs	257.0354 KOps/s	257.9925 KOps/s	$\color{#d91a1a}-0.37\%$
test_membership_nested_leaf_last	33.1620μs	3.8901μs	257.0634 KOps/s	259.0334 KOps/s	$\color{#d91a1a}-0.76\%$
test_membership_stacked_nested_last	32.3010μs	3.9084μs	255.8571 KOps/s	202.3137 KOps/s	$\textbf{\color{#35bf28}+26.47\%}$
test_membership_stacked_nested_leaf_last	29.2850μs	3.9497μs	253.1832 KOps/s	202.9056 KOps/s	$\textbf{\color{#35bf28}+24.78\%}$
test_nested_getleaf	54.4330μs	10.6264μs	94.1055 KOps/s	94.3567 KOps/s	$\color{#d91a1a}-0.27\%$
test_nested_get	35.1660μs	10.0959μs	99.0499 KOps/s	99.8085 KOps/s	$\color{#d91a1a}-0.76\%$
test_stacked_getleaf	39.9750μs	10.7579μs	92.9548 KOps/s	95.2756 KOps/s	$\color{#d91a1a}-2.44\%$
test_stacked_get	38.4920μs	10.0133μs	99.8676 KOps/s	99.6220 KOps/s	$\color{#35bf28}+0.25\%$
test_nested_getitemleaf	37.2000μs	10.9959μs	90.9430 KOps/s	89.9824 KOps/s	$\color{#35bf28}+1.07\%$
test_nested_getitem	33.2130μs	10.2755μs	97.3191 KOps/s	96.6527 KOps/s	$\color{#35bf28}+0.69\%$
test_stacked_getitemleaf	37.2000μs	11.0285μs	90.6739 KOps/s	90.4387 KOps/s	$\color{#35bf28}+0.26\%$
test_stacked_getitem	29.5160μs	10.3715μs	96.4181 KOps/s	96.3673 KOps/s	$\color{#35bf28}+0.05\%$
test_lock_nested	88.4119ms	0.5875ms	1.7021 KOps/s	2.1079 KOps/s	$\textbf{\color{#d91a1a}-19.25\%}$
test_lock_stack_nested	0.5949ms	0.4721ms	2.1184 KOps/s	2.2402 KOps/s	$\textbf{\color{#d91a1a}-5.44\%}$
test_unlock_nested	91.0526ms	0.5154ms	1.9404 KOps/s	2.5024 KOps/s	$\textbf{\color{#d91a1a}-22.46\%}$
test_unlock_stack_nested	0.4704ms	0.3852ms	2.5960 KOps/s	2.7090 KOps/s	$\color{#d91a1a}-4.17\%$
test_flatten_speed	0.3407ms	90.3682μs	11.0658 KOps/s	11.5566 KOps/s	$\color{#d91a1a}-4.25\%$
test_unflatten_speed	0.7017ms	0.4776ms	2.0938 KOps/s	2.1260 KOps/s	$\color{#d91a1a}-1.51\%$
test_common_ops	4.7622ms	1.1228ms	890.5986 Ops/s	897.5745 Ops/s	$\color{#d91a1a}-0.78\%$
test_creation	21.9320μs	2.0372μs	490.8773 KOps/s	479.9235 KOps/s	$\color{#35bf28}+2.28\%$
test_creation_empty	48.5520μs	18.4888μs	54.0869 KOps/s	51.9914 KOps/s	$\color{#35bf28}+4.03\%$
test_creation_nested_1	61.8370μs	21.6195μs	46.2544 KOps/s	44.5408 KOps/s	$\color{#35bf28}+3.85\%$
test_creation_nested_2	67.5770μs	25.5297μs	39.1701 KOps/s	37.3068 KOps/s	$\color{#35bf28}+4.99\%$
test_clone	0.1195ms	17.8729μs	55.9506 KOps/s	58.5768 KOps/s	$\color{#d91a1a}-4.48\%$
test_getitem[int]	1.0787ms	16.7413μs	59.7326 KOps/s	62.0941 KOps/s	$\color{#d91a1a}-3.80\%$
test_getitem[slice_int]	0.1324ms	31.6370μs	31.6086 KOps/s	33.4927 KOps/s	$\textbf{\color{#d91a1a}-5.63\%}$
test_getitem[range]	0.2552ms	65.4262μs	15.2844 KOps/s	17.2242 KOps/s	$\textbf{\color{#d91a1a}-11.26\%}$
test_getitem[tuple]	0.1263ms	25.5911μs	39.0760 KOps/s	40.9522 KOps/s	$\color{#d91a1a}-4.58\%$
test_getitem[list]	0.1792ms	54.7957μs	18.2496 KOps/s	18.6404 KOps/s	$\color{#d91a1a}-2.10\%$
test_setitem_dim[int]	60.0030μs	32.7785μs	30.5078 KOps/s	32.6646 KOps/s	$\textbf{\color{#d91a1a}-6.60\%}$
test_setitem_dim[slice_int]	0.1099ms	62.1751μs	16.0836 KOps/s	16.8442 KOps/s	$\color{#d91a1a}-4.52\%$
test_setitem_dim[range]	0.1338ms	84.6283μs	11.8164 KOps/s	12.0311 KOps/s	$\color{#d91a1a}-1.79\%$
test_setitem_dim[tuple]	77.2850μs	49.2333μs	20.3115 KOps/s	21.0338 KOps/s	$\color{#d91a1a}-3.43\%$
test_setitem	0.1693ms	30.2953μs	33.0085 KOps/s	32.9598 KOps/s	$\color{#35bf28}+0.15\%$
test_set	0.1010ms	29.4194μs	33.9911 KOps/s	33.6858 KOps/s	$\color{#35bf28}+0.91\%$
test_set_shared	1.3139ms	0.2112ms	4.7344 KOps/s	4.7347 KOps/s	$-0.01\%$
test_update	94.4580μs	36.5394μs	27.3678 KOps/s	26.5144 KOps/s	$\color{#35bf28}+3.22\%$
test_update_nested	0.1405ms	47.1691μs	21.2003 KOps/s	21.3804 KOps/s	$\color{#d91a1a}-0.84\%$
test_update__nested	83.2460μs	35.2324μs	28.3829 KOps/s	29.6430 KOps/s	$\color{#d91a1a}-4.25\%$
test_set_nested	81.2630μs	31.8969μs	31.3510 KOps/s	31.8117 KOps/s	$\color{#d91a1a}-1.45\%$
test_set_nested_new	0.1138ms	37.1580μs	26.9121 KOps/s	26.6134 KOps/s	$\color{#35bf28}+1.12\%$
test_select	0.1168ms	55.8706μs	17.8985 KOps/s	18.5569 KOps/s	$\color{#d91a1a}-3.55\%$
test_select_nested	0.1333ms	59.7237μs	16.7438 KOps/s	16.9373 KOps/s	$\color{#d91a1a}-1.14\%$
test_exclude_nested	0.1476ms	75.7170μs	13.2071 KOps/s	13.2276 KOps/s	$\color{#d91a1a}-0.16\%$
test_empty[True]	0.4578ms	0.3187ms	3.1376 KOps/s	3.1507 KOps/s	$\color{#d91a1a}-0.42\%$
test_empty[False]	7.3288μs	1.2157μs	822.5639 KOps/s	848.1301 KOps/s	$\color{#d91a1a}-3.01\%$
test_unbind_speed	0.4790ms	0.3095ms	3.2310 KOps/s	3.3100 KOps/s	$\color{#d91a1a}-2.39\%$
test_unbind_speed_stack0	0.5239ms	0.3068ms	3.2593 KOps/s	3.3602 KOps/s	$\color{#d91a1a}-3.00\%$
test_unbind_speed_stack1	91.1446ms	0.8247ms	1.2126 KOps/s	1.3565 KOps/s	$\textbf{\color{#d91a1a}-10.61\%}$
test_split	89.6945ms	2.2059ms	453.3225 Ops/s	464.8477 Ops/s	$\color{#d91a1a}-2.48\%$
test_chunk	3.2221ms	2.0393ms	490.3625 Ops/s	469.4891 Ops/s	$\color{#35bf28}+4.45\%$
test_creation[device0]	4.0637ms	0.1220ms	8.1961 KOps/s	8.6296 KOps/s	$\textbf{\color{#d91a1a}-5.02\%}$
test_creation_from_tensor	0.2394ms	0.1182ms	8.4626 KOps/s	8.5033 KOps/s	$\color{#d91a1a}-0.48\%$
test_add_one[memmap_tensor0]	0.2092ms	7.6192μs	131.2478 KOps/s	142.1256 KOps/s	$\textbf{\color{#d91a1a}-7.65\%}$
test_contiguous[memmap_tensor0]	16.8020μs	1.9435μs	514.5393 KOps/s	540.1375 KOps/s	$\color{#d91a1a}-4.74\%$
test_stack[memmap_tensor0]	37.3500μs	5.8959μs	169.6091 KOps/s	179.2993 KOps/s	$\textbf{\color{#d91a1a}-5.40\%}$
test_memmaptd_index	0.6683ms	0.4115ms	2.4300 KOps/s	2.5386 KOps/s	$\color{#d91a1a}-4.28\%$
test_memmaptd_index_astensor	0.9328ms	0.4886ms	2.0466 KOps/s	2.1260 KOps/s	$\color{#d91a1a}-3.73\%$
test_memmaptd_index_op	1.7115ms	1.0381ms	963.3139 Ops/s	991.4408 Ops/s	$\color{#d91a1a}-2.84\%$
test_serialize_model	0.2142s	0.1290s	7.7515 Ops/s	8.6695 Ops/s	$\textbf{\color{#d91a1a}-10.59\%}$
test_serialize_model_pickle	0.4797s	0.3999s	2.5007 Ops/s	2.4842 Ops/s	$\color{#35bf28}+0.66\%$
test_serialize_weights	0.1234s	0.1148s	8.7111 Ops/s	7.7078 Ops/s	$\textbf{\color{#35bf28}+13.02\%}$
test_serialize_weights_returnearly	0.1750s	0.1603s	6.2371 Ops/s	6.2897 Ops/s	$\color{#d91a1a}-0.84\%$
test_serialize_weights_pickle	0.4989s	0.4250s	2.3528 Ops/s	2.2805 Ops/s	$\color{#35bf28}+3.17\%$
test_serialize_weights_filesystem	0.1441s	0.1407s	7.1050 Ops/s	7.1546 Ops/s	$\color{#d91a1a}-0.69\%$
test_serialize_model_filesystem	0.1507s	0.1446s	6.9155 Ops/s	6.1282 Ops/s	$\textbf{\color{#35bf28}+12.85\%}$
test_reshape_pytree	0.1321ms	38.7750μs	25.7898 KOps/s	25.9475 KOps/s	$\color{#d91a1a}-0.61\%$
test_reshape_td	0.1113ms	45.6655μs	21.8984 KOps/s	22.1637 KOps/s	$\color{#d91a1a}-1.20\%$
test_view_pytree	85.4710μs	38.1534μs	26.2100 KOps/s	25.5653 KOps/s	$\color{#35bf28}+2.52\%$
test_view_td	0.1200ms	52.7386μs	18.9615 KOps/s	19.5330 KOps/s	$\color{#d91a1a}-2.93\%$
test_unbind_pytree	91.0420μs	35.9817μs	27.7919 KOps/s	27.7389 KOps/s	$\color{#35bf28}+0.19\%$
test_unbind_td	0.3346ms	46.0682μs	21.7069 KOps/s	22.2288 KOps/s	$\color{#d91a1a}-2.35\%$
test_split_pytree	89.6990μs	38.3357μs	26.0854 KOps/s	26.3789 KOps/s	$\color{#d91a1a}-1.11\%$
test_split_td	0.4764ms	58.8632μs	16.9886 KOps/s	17.9070 KOps/s	$\textbf{\color{#d91a1a}-5.13\%}$
test_add_pytree	86.5030μs	45.3033μs	22.0734 KOps/s	22.3240 KOps/s	$\color{#d91a1a}-1.12\%$
test_add_td	0.2168ms	82.5085μs	12.1200 KOps/s	12.1073 KOps/s	$\color{#35bf28}+0.10\%$
test_compile_add_one_nested[tensordict-compile]	0.1155ms	57.7556μs	17.3144 KOps/s	17.9871 KOps/s	$\color{#d91a1a}-3.74\%$
test_compile_add_one_nested[tensordict-eager]	0.3248ms	0.1763ms	5.6720 KOps/s	5.7081 KOps/s	$\color{#d91a1a}-0.63\%$
test_compile_add_one_nested[pytree-compile]	0.1174ms	57.0515μs	17.5280 KOps/s	17.8373 KOps/s	$\color{#d91a1a}-1.73\%$
test_compile_add_one_nested[pytree-eager]	0.2992ms	0.1439ms	6.9505 KOps/s	7.2055 KOps/s	$\color{#d91a1a}-3.54\%$
test_compile_copy_nested[tensordict-compile]	64.5610μs	20.8398μs	47.9852 KOps/s	48.2811 KOps/s	$\color{#d91a1a}-0.61\%$
test_compile_copy_nested[tensordict-eager]	0.1408ms	67.9395μs	14.7190 KOps/s	15.0136 KOps/s	$\color{#d91a1a}-1.96\%$
test_compile_copy_nested[pytree-compile]	0.1673ms	76.0677μs	13.1462 KOps/s	13.3217 KOps/s	$\color{#d91a1a}-1.32\%$
test_compile_copy_nested[pytree-eager]	0.1355ms	68.0301μs	14.6994 KOps/s	14.5310 KOps/s	$\color{#35bf28}+1.16\%$
test_compile_add_one_flat[tensordict-compile]	0.2859ms	0.1751ms	5.7123 KOps/s	5.7511 KOps/s	$\color{#d91a1a}-0.67\%$
test_compile_add_one_flat[tensordict-eager]	0.3404ms	0.1899ms	5.2666 KOps/s	5.3623 KOps/s	$\color{#d91a1a}-1.78\%$
test_compile_add_one_flat[tensorclass-compile]	0.1443ms	47.6179μs	21.0005 KOps/s	20.2145 KOps/s	$\color{#35bf28}+3.89\%$
test_compile_add_one_flat[tensorclass-eager]	0.1248ms	67.9813μs	14.7099 KOps/s	15.1592 KOps/s	$\color{#d91a1a}-2.96\%$
test_compile_add_one_flat[pytree-compile]	0.3094ms	0.1753ms	5.7045 KOps/s	5.7721 KOps/s	$\color{#d91a1a}-1.17\%$
test_compile_add_one_flat[pytree-eager]	0.5355ms	0.2963ms	3.3748 KOps/s	3.5714 KOps/s	$\textbf{\color{#d91a1a}-5.50\%}$
test_compile_add_self_flat[tensordict-eager]	0.3301ms	0.2019ms	4.9530 KOps/s	5.0454 KOps/s	$\color{#d91a1a}-1.83\%$
test_compile_add_self_flat[tensordict-compile]	0.3564ms	0.1765ms	5.6672 KOps/s	5.7351 KOps/s	$\color{#d91a1a}-1.18\%$
test_compile_add_self_flat[tensorclass-eager]	0.1263ms	61.3895μs	16.2894 KOps/s	16.4937 KOps/s	$\color{#d91a1a}-1.24\%$
test_compile_add_self_flat[tensorclass-compile]	0.1164ms	48.5277μs	20.6068 KOps/s	21.5698 KOps/s	$\color{#d91a1a}-4.46\%$
test_compile_add_self_flat[pytree-eager]	0.4225ms	0.2370ms	4.2192 KOps/s	4.3328 KOps/s	$\color{#d91a1a}-2.62\%$
test_compile_add_self_flat[pytree-compile]	0.3949ms	0.1754ms	5.7008 KOps/s	5.6567 KOps/s	$\color{#35bf28}+0.78\%$
test_compile_copy_flat[tensordict-compile]	0.1816ms	0.1028ms	9.7269 KOps/s	9.8007 KOps/s	$\color{#d91a1a}-0.75\%$
test_compile_copy_flat[tensordict-eager]	0.1508ms	59.4259μs	16.8277 KOps/s	16.9368 KOps/s	$\color{#d91a1a}-0.64\%$
test_compile_copy_flat[pytree-compile]	0.1417ms	76.0870μs	13.1429 KOps/s	12.9197 KOps/s	$\color{#35bf28}+1.73\%$
test_compile_copy_flat[pytree-eager]	0.1439ms	68.4719μs	14.6045 KOps/s	14.6955 KOps/s	$\color{#d91a1a}-0.62\%$
test_compile_assign_and_add[tensordict-compile]	0.4153ms	0.2000ms	5.0010 KOps/s	5.1219 KOps/s	$\color{#d91a1a}-2.36\%$
test_compile_assign_and_add[tensordict-eager]	1.9725ms	1.7065ms	585.9957 Ops/s	619.3588 Ops/s	$\textbf{\color{#d91a1a}-5.39\%}$
test_compile_assign_and_add[pytree-compile]	0.2479ms	0.1934ms	5.1708 KOps/s	5.1610 KOps/s	$\color{#35bf28}+0.19\%$
test_compile_assign_and_add[pytree-eager]	1.2075ms	1.1229ms	890.5871 Ops/s	928.4919 Ops/s	$\color{#d91a1a}-4.08\%$
test_compile_assign_and_add_stack[compile]	0.5529ms	0.4179ms	2.3930 KOps/s	2.3620 KOps/s	$\color{#35bf28}+1.31\%$
test_compile_assign_and_add_stack[eager]	5.0074ms	3.8256ms	261.3989 Ops/s	265.6817 Ops/s	$\color{#d91a1a}-1.61\%$
test_compile_indexing[tensor-tensordict-compile]	0.1107ms	35.2803μs	28.3445 KOps/s	29.6127 KOps/s	$\color{#d91a1a}-4.28\%$
test_compile_indexing[tensor-tensordict-eager]	0.5522ms	48.5760μs	20.5863 KOps/s	21.0464 KOps/s	$\color{#d91a1a}-2.19\%$
test_compile_indexing[tensor-tensorclass-compile]	75.0020μs	30.4485μs	32.8424 KOps/s	34.3025 KOps/s	$\color{#d91a1a}-4.26\%$
test_compile_indexing[tensor-tensorclass-eager]	98.6960μs	29.6953μs	33.6753 KOps/s	35.1701 KOps/s	$\color{#d91a1a}-4.25\%$
test_compile_indexing[tensor-pytree-compile]	95.8800μs	30.4357μs	32.8561 KOps/s	33.1787 KOps/s	$\color{#d91a1a}-0.97\%$
test_compile_indexing[tensor-pytree-eager]	76.9150μs	30.1221μs	33.1983 KOps/s	34.8930 KOps/s	$\color{#d91a1a}-4.86\%$
test_compile_indexing[slice-tensordict-compile]	0.1314ms	74.8342μs	13.3629 KOps/s	13.9383 KOps/s	$\color{#d91a1a}-4.13\%$
test_compile_indexing[slice-tensordict-eager]	0.5440ms	28.7800μs	34.7464 KOps/s	37.1575 KOps/s	$\textbf{\color{#d91a1a}-6.49\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1336ms	70.2438μs	14.2361 KOps/s	14.7552 KOps/s	$\color{#d91a1a}-3.52\%$
test_compile_indexing[slice-tensorclass-eager]	90.8920μs	23.5548μs	42.4542 KOps/s	42.9015 KOps/s	$\color{#d91a1a}-1.04\%$
test_compile_indexing[slice-pytree-compile]	0.1415ms	69.7387μs	14.3392 KOps/s	14.7369 KOps/s	$\color{#d91a1a}-2.70\%$
test_compile_indexing[slice-pytree-eager]	77.5480μs	23.4290μs	42.6821 KOps/s	42.7628 KOps/s	$\color{#d91a1a}-0.19\%$
test_compile_indexing[int-tensordict-compile]	0.1449ms	74.9377μs	13.3444 KOps/s	13.7623 KOps/s	$\color{#d91a1a}-3.04\%$
test_compile_indexing[int-tensordict-eager]	0.8321ms	28.1266μs	35.5536 KOps/s	36.9511 KOps/s	$\color{#d91a1a}-3.78\%$
test_compile_indexing[int-tensorclass-compile]	0.1401ms	70.2949μs	14.2258 KOps/s	14.6954 KOps/s	$\color{#d91a1a}-3.20\%$
test_compile_indexing[int-tensorclass-eager]	0.2977ms	23.7379μs	42.1266 KOps/s	43.5166 KOps/s	$\color{#d91a1a}-3.19\%$
test_compile_indexing[int-pytree-compile]	0.1817ms	70.6838μs	14.1475 KOps/s	14.7765 KOps/s	$\color{#d91a1a}-4.26\%$
test_compile_indexing[int-pytree-eager]	59.1210μs	23.1283μs	43.2370 KOps/s	43.5921 KOps/s	$\color{#d91a1a}-0.81\%$
test_mod_add[eager]	95.8110μs	25.4116μs	39.3521 KOps/s	38.7877 KOps/s	$\color{#35bf28}+1.45\%$
test_mod_add[compile]	0.1084ms	39.4683μs	25.3368 KOps/s	25.6405 KOps/s	$\color{#d91a1a}-1.18\%$
test_mod_add[compile-overhead]	92.4040μs	39.2437μs	25.4818 KOps/s	25.5146 KOps/s	$\color{#d91a1a}-0.13\%$
test_mod_wrap[eager]	0.4320ms	0.2111ms	4.7364 KOps/s	4.8900 KOps/s	$\color{#d91a1a}-3.14\%$
test_mod_wrap[compile]	0.3931ms	0.2329ms	4.2942 KOps/s	4.3276 KOps/s	$\color{#d91a1a}-0.77\%$
test_mod_wrap[compile-overhead]	0.4282ms	0.2315ms	4.3197 KOps/s	4.3349 KOps/s	$\color{#d91a1a}-0.35\%$
test_mod_wrap_and_backward[eager]	14.1959ms	10.9949ms	90.9513 Ops/s	91.4349 Ops/s	$\color{#d91a1a}-0.53\%$
test_mod_wrap_and_backward[compile]	12.1007ms	10.8819ms	91.8955 Ops/s	93.3756 Ops/s	$\color{#d91a1a}-1.59\%$
test_mod_wrap_and_backward[compile-overhead]	12.3760ms	10.9014ms	91.7312 Ops/s	93.1510 Ops/s	$\color{#d91a1a}-1.52\%$
test_seq_add[eager]	0.1823ms	92.6395μs	10.7945 KOps/s	10.8124 KOps/s	$\color{#d91a1a}-0.17\%$
test_seq_add[compile]	0.1322ms	65.6215μs	15.2389 KOps/s	15.3815 KOps/s	$\color{#d91a1a}-0.93\%$
test_seq_add[compile-overhead]	0.1341ms	64.5872μs	15.4829 KOps/s	15.9781 KOps/s	$\color{#d91a1a}-3.10\%$
test_seq_wrap[eager]	0.6455ms	0.3883ms	2.5752 KOps/s	2.6119 KOps/s	$\color{#d91a1a}-1.40\%$
test_seq_wrap[compile]	1.3145ms	0.2708ms	3.6929 KOps/s	3.7121 KOps/s	$\color{#d91a1a}-0.52\%$
test_seq_wrap[compile-overhead]	1.3907ms	0.2706ms	3.6949 KOps/s	3.7443 KOps/s	$\color{#d91a1a}-1.32\%$
test_func_call_runtime[False-eager]	0.9428ms	0.5314ms	1.8819 KOps/s	2.0004 KOps/s	$\textbf{\color{#d91a1a}-5.93\%}$
test_func_call_runtime[False-compile]	0.9167ms	0.4989ms	2.0043 KOps/s	2.0024 KOps/s	$\color{#35bf28}+0.09\%$
test_func_call_runtime[False-compile-overhead]	0.9259ms	0.4979ms	2.0085 KOps/s	1.9938 KOps/s	$\color{#35bf28}+0.74\%$
test_func_call_runtime[True-eager]	1.5963ms	0.7378ms	1.3553 KOps/s	1.4024 KOps/s	$\color{#d91a1a}-3.36\%$
test_func_call_runtime[True-compile]	0.8920ms	0.5133ms	1.9481 KOps/s	1.9632 KOps/s	$\color{#d91a1a}-0.77\%$
test_func_call_runtime[True-compile-overhead]	0.8707ms	0.5126ms	1.9507 KOps/s	1.9717 KOps/s	$\color{#d91a1a}-1.07\%$
test_func_call_cm_runtime[False-eager]	0.6734ms	0.5233ms	1.9111 KOps/s	2.0365 KOps/s	$\textbf{\color{#d91a1a}-6.16\%}$
test_func_call_cm_runtime[False-compile]	0.8067ms	0.5009ms	1.9963 KOps/s	2.0155 KOps/s	$\color{#d91a1a}-0.95\%$
test_func_call_cm_runtime[False-compile-overhead]	0.9336ms	0.5003ms	1.9988 KOps/s	2.0282 KOps/s	$\color{#d91a1a}-1.45\%$
test_func_call_cm_runtime[True-eager]	1.0277ms	0.8686ms	1.1513 KOps/s	1.1996 KOps/s	$\color{#d91a1a}-4.03\%$
test_func_call_cm_runtime[True-compile]	0.9077ms	0.7428ms	1.3462 KOps/s	1.4150 KOps/s	$\color{#d91a1a}-4.86\%$
test_func_call_cm_runtime[True-compile-overhead]	1.1788ms	0.7517ms	1.3304 KOps/s	1.4116 KOps/s	$\textbf{\color{#d91a1a}-5.75\%}$
test_vmap_func_call_cm_runtime[eager]	2.4678ms	1.8695ms	534.8919 Ops/s	545.4042 Ops/s	$\color{#d91a1a}-1.93\%$
test_vmap_func_call_cm_runtime[compile]	2.6412ms	1.9321ms	517.5808 Ops/s	527.8031 Ops/s	$\color{#d91a1a}-1.94\%$
test_vmap_func_call_cm_runtime[compile-overhead]	2.6807ms	1.9194ms	521.0031 Ops/s	530.5067 Ops/s	$\color{#d91a1a}-1.79\%$
test_distributed	0.2614ms	0.1242ms	8.0530 KOps/s	7.9608 KOps/s	$\color{#35bf28}+1.16\%$
test_tdmodule	72.5460μs	18.6130μs	53.7259 KOps/s	51.8212 KOps/s	$\color{#35bf28}+3.68\%$
test_tdmodule_dispatch	63.6700μs	36.3179μs	27.5346 KOps/s	26.2556 KOps/s	$\color{#35bf28}+4.87\%$
test_tdseq	36.2180μs	20.2160μs	49.4657 KOps/s	47.6994 KOps/s	$\color{#35bf28}+3.70\%$
test_tdseq_dispatch	58.4000μs	41.1974μs	24.2734 KOps/s	23.7526 KOps/s	$\color{#35bf28}+2.19\%$
test_instantiation_functorch	2.4101ms	1.6369ms	610.9271 Ops/s	634.9073 Ops/s	$\color{#d91a1a}-3.78\%$
test_instantiation_td	1.9301ms	1.2041ms	830.5188 Ops/s	839.2915 Ops/s	$\color{#d91a1a}-1.05\%$
test_exec_functorch	0.3488ms	0.1901ms	5.2604 KOps/s	5.4211 KOps/s	$\color{#d91a1a}-2.97\%$
test_exec_functional_call	0.3360ms	0.1821ms	5.4910 KOps/s	5.9842 KOps/s	$\textbf{\color{#d91a1a}-8.24\%}$
test_exec_td	0.3055ms	0.1766ms	5.6633 KOps/s	6.1464 KOps/s	$\textbf{\color{#d91a1a}-7.86\%}$
test_exec_td_decorator	1.1334ms	0.2289ms	4.3685 KOps/s	4.6704 KOps/s	$\textbf{\color{#d91a1a}-6.46\%}$
test_vmap_mlp_speed[True-True]	0.9959ms	0.6518ms	1.5341 KOps/s	1.5626 KOps/s	$\color{#d91a1a}-1.82\%$
test_vmap_mlp_speed[True-False]	0.8795ms	0.6460ms	1.5479 KOps/s	1.5622 KOps/s	$\color{#d91a1a}-0.91\%$
test_vmap_mlp_speed[False-True]	0.8074ms	0.5033ms	1.9870 KOps/s	2.0336 KOps/s	$\color{#d91a1a}-2.29\%$
test_vmap_mlp_speed[False-False]	0.7431ms	0.5019ms	1.9922 KOps/s	2.0477 KOps/s	$\color{#d91a1a}-2.71\%$
test_vmap_mlp_speed_decorator[True-True]	1.5179ms	0.6250ms	1.6000 KOps/s	1.5657 KOps/s	$\color{#35bf28}+2.19\%$
test_vmap_mlp_speed_decorator[True-False]	1.1114ms	0.6305ms	1.5860 KOps/s	1.6266 KOps/s	$\color{#d91a1a}-2.49\%$
test_vmap_mlp_speed_decorator[False-True]	0.9110ms	0.5143ms	1.9444 KOps/s	1.9715 KOps/s	$\color{#d91a1a}-1.37\%$
test_vmap_mlp_speed_decorator[False-False]	0.7165ms	0.5127ms	1.9504 KOps/s	1.9854 KOps/s	$\color{#d91a1a}-1.77\%$
test_to_module_speed[True]	1.9095ms	1.3099ms	763.4241 Ops/s	774.9126 Ops/s	$\color{#d91a1a}-1.48\%$
test_to_module_speed[False]	2.1150ms	1.2667ms	789.4354 Ops/s	805.1605 Ops/s	$\color{#d91a1a}-1.95\%$
test_tc_init	91.8730μs	43.4079μs	23.0373 KOps/s	21.9321 KOps/s	$\textbf{\color{#35bf28}+5.04\%}$
test_tc_init_nested	0.1625ms	85.6268μs	11.6786 KOps/s	10.8194 KOps/s	$\textbf{\color{#35bf28}+7.94\%}$
test_tc_first_layer_tensor	32.7010μs	1.5692μs	637.2598 KOps/s	628.0657 KOps/s	$\color{#35bf28}+1.46\%$
test_tc_first_layer_nontensor	20.5690μs	4.8114μs	207.8395 KOps/s	214.0838 KOps/s	$\color{#d91a1a}-2.92\%$
test_tc_second_layer_tensor	22.5330μs	2.8583μs	349.8638 KOps/s	349.4909 KOps/s	$\color{#35bf28}+0.11\%$
test_tc_second_layer_nontensor	27.4620μs	6.1227μs	163.3263 KOps/s	166.2319 KOps/s	$\color{#d91a1a}-1.75\%$
test_unbind	0.4694s	13.1548ms	76.0180 Ops/s	68.3321 Ops/s	$\textbf{\color{#35bf28}+11.25\%}$
test_full_like	7.7732ms	6.7935ms	147.1992 Ops/s	146.9483 Ops/s	$\color{#35bf28}+0.17\%$
test_zeros_like	3.1752ms	2.6768ms	373.5873 Ops/s	366.5454 Ops/s	$\color{#35bf28}+1.92\%$
test_ones_like	11.7562ms	5.7572ms	173.6968 Ops/s	160.7539 Ops/s	$\textbf{\color{#35bf28}+8.05\%}$
test_clone	14.2594ms	7.5580ms	132.3103 Ops/s	127.4759 Ops/s	$\color{#35bf28}+3.79\%$
test_squeeze	70.4420μs	12.6801μs	78.8636 KOps/s	80.2592 KOps/s	$\color{#d91a1a}-1.74\%$
test_unsqueeze	0.2204ms	95.6556μs	10.4542 KOps/s	11.0601 KOps/s	$\textbf{\color{#d91a1a}-5.48\%}$
test_split	0.4858ms	0.2012ms	4.9693 KOps/s	5.2172 KOps/s	$\color{#d91a1a}-4.75\%$
test_permute	0.3864ms	0.2266ms	4.4128 KOps/s	4.5571 KOps/s	$\color{#d91a1a}-3.17\%$
test_stack	30.6994ms	24.3538ms	41.0613 Ops/s	39.2619 Ops/s	$\color{#35bf28}+4.58\%$
test_cat	29.2335ms	24.1307ms	41.4409 Ops/s	39.4813 Ops/s	$\color{#35bf28}+4.96\%$

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}16$. Worsened: $\large\color{#d91a1a}4$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.6122ms	14.0154μs	71.3499 KOps/s	72.5335 KOps/s	$\color{#d91a1a}-1.63\%$
test_plain_set_stack_nested	43.0230μs	14.2309μs	70.2695 KOps/s	73.0826 KOps/s	$\color{#d91a1a}-3.85\%$
test_plain_set_nested_inplace	39.5020μs	14.9875μs	66.7222 KOps/s	67.6447 KOps/s	$\color{#d91a1a}-1.36\%$
test_plain_set_stack_nested_inplace	59.0140μs	15.0612μs	66.3958 KOps/s	68.9144 KOps/s	$\color{#d91a1a}-3.65\%$
test_items	43.3720μs	2.9215μs	342.2860 KOps/s	347.4679 KOps/s	$\color{#d91a1a}-1.49\%$
test_items_nested	0.3812ms	0.3292ms	3.0380 KOps/s	3.0584 KOps/s	$\color{#d91a1a}-0.67\%$
test_items_nested_locked	0.3979ms	0.3280ms	3.0490 KOps/s	3.0590 KOps/s	$\color{#d91a1a}-0.32\%$
test_items_nested_leaf	86.8550μs	55.9081μs	17.8865 KOps/s	17.8563 KOps/s	$\color{#35bf28}+0.17\%$
test_items_stack_nested	0.3911ms	0.3325ms	3.0071 KOps/s	3.0666 KOps/s	$\color{#d91a1a}-1.94\%$
test_items_stack_nested_leaf	97.1660μs	57.2390μs	17.4706 KOps/s	17.9142 KOps/s	$\color{#d91a1a}-2.48\%$
test_items_stack_nested_locked	0.3957ms	0.3299ms	3.0317 KOps/s	3.0569 KOps/s	$\color{#d91a1a}-0.83\%$
test_keys	27.3320μs	3.3918μs	294.8245 KOps/s	275.7192 KOps/s	$\textbf{\color{#35bf28}+6.93\%}$
test_keys_nested	93.0160μs	56.1907μs	17.7965 KOps/s	18.2234 KOps/s	$\color{#d91a1a}-2.34\%$
test_keys_nested_locked	2.3082ms	62.9927μs	15.8749 KOps/s	16.1561 KOps/s	$\color{#d91a1a}-1.74\%$
test_keys_nested_leaf	75.8350μs	47.8694μs	20.8902 KOps/s	21.5464 KOps/s	$\color{#d91a1a}-3.05\%$
test_keys_stack_nested	99.1060μs	56.7505μs	17.6210 KOps/s	17.6837 KOps/s	$\color{#d91a1a}-0.35\%$
test_keys_stack_nested_leaf	0.1077ms	47.6105μs	21.0038 KOps/s	21.0290 KOps/s	$\color{#d91a1a}-0.12\%$
test_keys_stack_nested_locked	95.6660μs	61.7696μs	16.1892 KOps/s	16.2700 KOps/s	$\color{#d91a1a}-0.50\%$
test_values	5.9488μs	0.8547μs	1.1700 MOps/s	1.1945 MOps/s	$\color{#d91a1a}-2.05\%$
test_values_nested	69.4440μs	41.0710μs	24.3481 KOps/s	24.5416 KOps/s	$\color{#d91a1a}-0.79\%$
test_values_nested_locked	68.9640μs	43.0224μs	23.2437 KOps/s	23.4472 KOps/s	$\color{#d91a1a}-0.87\%$
test_values_nested_leaf	67.1140μs	35.3950μs	28.2525 KOps/s	28.2278 KOps/s	$\color{#35bf28}+0.09\%$
test_values_stack_nested	79.4650μs	42.0714μs	23.7691 KOps/s	24.3444 KOps/s	$\color{#d91a1a}-2.36\%$
test_values_stack_nested_leaf	59.6040μs	36.1297μs	27.6781 KOps/s	28.1920 KOps/s	$\color{#d91a1a}-1.82\%$
test_values_stack_nested_locked	67.5940μs	43.8104μs	22.8256 KOps/s	23.3611 KOps/s	$\color{#d91a1a}-2.29\%$
test_membership	1.8261μs	0.5050μs	1.9804 MOps/s	1.9614 MOps/s	$\color{#35bf28}+0.97\%$
test_membership_nested	14.7110μs	1.8465μs	541.5749 KOps/s	542.4229 KOps/s	$\color{#d91a1a}-0.16\%$
test_membership_nested_leaf	14.7143μs	1.8208μs	549.2215 KOps/s	557.6604 KOps/s	$\color{#d91a1a}-1.51\%$
test_membership_stacked_nested	26.0220μs	1.8910μs	528.8250 KOps/s	543.4608 KOps/s	$\color{#d91a1a}-2.69\%$
test_membership_stacked_nested_leaf	31.5520μs	1.8709μs	534.5089 KOps/s	541.2167 KOps/s	$\color{#d91a1a}-1.24\%$
test_membership_nested_last	30.5110μs	2.7220μs	367.3771 KOps/s	372.4263 KOps/s	$\color{#d91a1a}-1.36\%$
test_membership_nested_leaf_last	29.2820μs	2.7329μs	365.9156 KOps/s	369.0482 KOps/s	$\color{#d91a1a}-0.85\%$
test_membership_stacked_nested_last	24.2310μs	2.6984μs	370.5857 KOps/s	324.9700 KOps/s	$\textbf{\color{#35bf28}+14.04\%}$
test_membership_stacked_nested_leaf_last	32.7020μs	2.7520μs	363.3786 KOps/s	322.6647 KOps/s	$\textbf{\color{#35bf28}+12.62\%}$
test_nested_getleaf	34.2720μs	6.0526μs	165.2191 KOps/s	165.9491 KOps/s	$\color{#d91a1a}-0.44\%$
test_nested_get	40.2720μs	5.7215μs	174.7803 KOps/s	176.6353 KOps/s	$\color{#d91a1a}-1.05\%$
test_stacked_getleaf	29.9420μs	6.1024μs	163.8702 KOps/s	166.6252 KOps/s	$\color{#d91a1a}-1.65\%$
test_stacked_get	43.6130μs	5.7084μs	175.1802 KOps/s	176.9800 KOps/s	$\color{#d91a1a}-1.02\%$
test_nested_getitemleaf	36.3520μs	6.1867μs	161.6375 KOps/s	162.7892 KOps/s	$\color{#d91a1a}-0.71\%$
test_nested_getitem	31.5620μs	5.7545μs	173.7768 KOps/s	174.0689 KOps/s	$\color{#d91a1a}-0.17\%$
test_stacked_getitemleaf	29.9620μs	6.1701μs	162.0730 KOps/s	163.0150 KOps/s	$\color{#d91a1a}-0.58\%$
test_stacked_getitem	0.5348ms	5.5850μs	179.0496 KOps/s	175.3827 KOps/s	$\color{#35bf28}+2.09\%$
test_lock_nested	4.4613ms	0.4159ms	2.4042 KOps/s	2.4265 KOps/s	$\color{#d91a1a}-0.92\%$
test_lock_stack_nested	0.4244ms	0.3788ms	2.6400 KOps/s	2.6687 KOps/s	$\color{#d91a1a}-1.08\%$
test_unlock_nested	0.7281ms	0.3512ms	2.8471 KOps/s	2.8528 KOps/s	$\color{#d91a1a}-0.20\%$
test_unlock_stack_nested	0.3723ms	0.3146ms	3.1785 KOps/s	3.1949 KOps/s	$\color{#d91a1a}-0.51\%$
test_flatten_speed	0.1070ms	69.0028μs	14.4922 KOps/s	14.5990 KOps/s	$\color{#d91a1a}-0.73\%$
test_unflatten_speed	0.3387ms	0.2803ms	3.5671 KOps/s	3.5759 KOps/s	$\color{#d91a1a}-0.25\%$
test_common_ops	1.5266ms	1.2264ms	815.4100 Ops/s	818.7383 Ops/s	$\color{#d91a1a}-0.41\%$
test_creation	27.0220μs	1.4324μs	698.1369 KOps/s	693.4942 KOps/s	$\color{#35bf28}+0.67\%$
test_creation_empty	38.9420μs	15.2707μs	65.4847 KOps/s	66.3708 KOps/s	$\color{#d91a1a}-1.34\%$
test_creation_nested_1	45.7030μs	16.8019μs	59.5170 KOps/s	58.7242 KOps/s	$\color{#35bf28}+1.35\%$
test_creation_nested_2	50.9630μs	19.6283μs	50.9468 KOps/s	51.3388 KOps/s	$\color{#d91a1a}-0.76\%$
test_clone	62.7130μs	28.4544μs	35.1439 KOps/s	35.5200 KOps/s	$\color{#d91a1a}-1.06\%$
test_getitem[int]	92.2593ms	22.2559μs	44.9320 KOps/s	64.9886 KOps/s	$\textbf{\color{#d91a1a}-30.86\%}$
test_getitem[slice_int]	0.1183ms	25.6500μs	38.9864 KOps/s	38.2965 KOps/s	$\color{#35bf28}+1.80\%$
test_getitem[range]	0.2717ms	0.1079ms	9.2719 KOps/s	9.1604 KOps/s	$\color{#35bf28}+1.22\%$
test_getitem[tuple]	0.1202ms	22.7614μs	43.9340 KOps/s	43.6797 KOps/s	$\color{#35bf28}+0.58\%$
test_getitem[list]	0.1906ms	99.7969μs	10.0204 KOps/s	10.4338 KOps/s	$\color{#d91a1a}-3.96\%$
test_setitem_dim[int]	68.1340μs	43.2212μs	23.1368 KOps/s	22.9760 KOps/s	$\color{#35bf28}+0.70\%$
test_setitem_dim[slice_int]	0.1072ms	66.2013μs	15.1055 KOps/s	15.4680 KOps/s	$\color{#d91a1a}-2.34\%$
test_setitem_dim[range]	0.1593ms	0.1266ms	7.8981 KOps/s	8.0840 KOps/s	$\color{#d91a1a}-2.30\%$
test_setitem_dim[tuple]	86.3550μs	58.7187μs	17.0303 KOps/s	17.0055 KOps/s	$\color{#35bf28}+0.15\%$
test_setitem	79.3140μs	41.4809μs	24.1075 KOps/s	24.8879 KOps/s	$\color{#d91a1a}-3.14\%$
test_set	87.3250μs	40.5186μs	24.6800 KOps/s	25.0822 KOps/s	$\color{#d91a1a}-1.60\%$
test_set_shared	0.3623ms	49.8376μs	20.0652 KOps/s	20.0563 KOps/s	$\color{#35bf28}+0.04\%$
test_update	94.2750μs	49.3080μs	20.2807 KOps/s	20.9661 KOps/s	$\color{#d91a1a}-3.27\%$
test_update_nested	95.4150μs	55.2936μs	18.0853 KOps/s	18.4257 KOps/s	$\color{#d91a1a}-1.85\%$
test_update__nested	0.1114ms	58.0806μs	17.2175 KOps/s	17.2234 KOps/s	$\color{#d91a1a}-0.03\%$
test_set_nested	81.0550μs	43.3358μs	23.0756 KOps/s	23.7690 KOps/s	$\color{#d91a1a}-2.92\%$
test_set_nested_new	87.9950μs	46.6385μs	21.4415 KOps/s	21.9183 KOps/s	$\color{#d91a1a}-2.18\%$
test_select	94.3860μs	60.3537μs	16.5690 KOps/s	17.0528 KOps/s	$\color{#d91a1a}-2.84\%$
test_select_nested	0.3693ms	42.8170μs	23.3552 KOps/s	24.1576 KOps/s	$\color{#d91a1a}-3.32\%$
test_exclude_nested	93.8560μs	57.4755μs	17.3987 KOps/s	17.4063 KOps/s	$\color{#d91a1a}-0.04\%$
test_empty[True]	0.3037ms	0.2422ms	4.1284 KOps/s	4.1729 KOps/s	$\color{#d91a1a}-1.06\%$
test_empty[False]	3.5502μs	0.7381μs	1.3548 MOps/s	1.3400 MOps/s	$\color{#35bf28}+1.10\%$
test_to	51.9230μs	25.9162μs	38.5859 KOps/s	38.4391 KOps/s	$\color{#35bf28}+0.38\%$
test_to_nonblocking	61.7140μs	24.6578μs	40.5551 KOps/s	41.1793 KOps/s	$\color{#d91a1a}-1.52\%$
test_unbind_speed	0.3289ms	0.2734ms	3.6571 KOps/s	3.6655 KOps/s	$\color{#d91a1a}-0.23\%$
test_unbind_speed_stack0	0.3394ms	0.2731ms	3.6618 KOps/s	3.7072 KOps/s	$\color{#d91a1a}-1.23\%$
test_unbind_speed_stack1	92.4047ms	0.6989ms	1.4308 KOps/s	1.4129 KOps/s	$\color{#35bf28}+1.26\%$
test_split	94.3258ms	2.0908ms	478.2809 Ops/s	470.5431 Ops/s	$\color{#35bf28}+1.64\%$
test_chunk	95.0343ms	2.0668ms	483.8434 Ops/s	474.2487 Ops/s	$\color{#35bf28}+2.02\%$
test_creation[device0]	0.3361ms	0.1230ms	8.1313 KOps/s	8.1007 KOps/s	$\color{#35bf28}+0.38\%$
test_creation_from_tensor	0.3666ms	0.1262ms	7.9222 KOps/s	7.9708 KOps/s	$\color{#d91a1a}-0.61\%$
test_add_one[memmap_tensor0]	0.2227ms	8.3897μs	119.1944 KOps/s	119.1913 KOps/s	$+0.00\%$
test_contiguous[memmap_tensor0]	36.1520μs	2.1040μs	475.2789 KOps/s	482.8811 KOps/s	$\color{#d91a1a}-1.57\%$
test_stack[memmap_tensor0]	36.0920μs	6.5874μs	151.8048 KOps/s	154.5608 KOps/s	$\color{#d91a1a}-1.78\%$
test_memmaptd_index	1.2282ms	0.4055ms	2.4662 KOps/s	2.4824 KOps/s	$\color{#d91a1a}-0.65\%$
test_memmaptd_index_astensor	0.7510ms	0.4593ms	2.1773 KOps/s	2.2085 KOps/s	$\color{#d91a1a}-1.41\%$
test_memmaptd_index_op	1.3803ms	0.9803ms	1.0201 KOps/s	1.0375 KOps/s	$\color{#d91a1a}-1.68\%$
test_serialize_model	0.1310s	0.1289s	7.7568 Ops/s	7.7502 Ops/s	$\color{#35bf28}+0.09\%$
test_serialize_model_pickle	1.3518s	1.2120s	0.8251 Ops/s	0.8254 Ops/s	$\color{#d91a1a}-0.04\%$
test_serialize_weights	0.1296s	0.1283s	7.7930 Ops/s	7.7916 Ops/s	$\color{#35bf28}+0.02\%$
test_serialize_weights_returnearly	48.4091ms	45.4859ms	21.9848 Ops/s	18.1426 Ops/s	$\textbf{\color{#35bf28}+21.18\%}$
test_serialize_weights_pickle	1.3511s	1.2126s	0.8247 Ops/s	0.8210 Ops/s	$\color{#35bf28}+0.45\%$
test_reshape_pytree	81.6150μs	35.9242μs	27.8364 KOps/s	29.1201 KOps/s	$\color{#d91a1a}-4.41\%$
test_reshape_td	77.4650μs	40.9150μs	24.4409 KOps/s	24.0996 KOps/s	$\color{#35bf28}+1.42\%$
test_view_pytree	72.1440μs	33.4386μs	29.9056 KOps/s	29.5789 KOps/s	$\color{#35bf28}+1.10\%$
test_view_td	86.6450μs	43.8848μs	22.7869 KOps/s	21.8568 KOps/s	$\color{#35bf28}+4.26\%$
test_unbind_pytree	62.9340μs	33.5923μs	29.7687 KOps/s	30.2480 KOps/s	$\color{#d91a1a}-1.58\%$
test_unbind_td	0.7032ms	40.6134μs	24.6224 KOps/s	23.6717 KOps/s	$\color{#35bf28}+4.02\%$
test_split_pytree	88.5760μs	43.7380μs	22.8634 KOps/s	21.8507 KOps/s	$\color{#35bf28}+4.63\%$
test_split_td	0.1742ms	52.7224μs	18.9673 KOps/s	16.1301 KOps/s	$\textbf{\color{#35bf28}+17.59\%}$
test_add_pytree	0.1057ms	54.4163μs	18.3768 KOps/s	18.2329 KOps/s	$\color{#35bf28}+0.79\%$
test_add_td	0.1239ms	85.4759μs	11.6992 KOps/s	11.2836 KOps/s	$\color{#35bf28}+3.68\%$
test_compile_add_one_nested[tensordict-compile]	0.3959ms	0.2028ms	4.9306 KOps/s	4.8587 KOps/s	$\color{#35bf28}+1.48\%$
test_compile_add_one_nested[tensordict-eager]	0.1981ms	0.1482ms	6.7474 KOps/s	6.7106 KOps/s	$\color{#35bf28}+0.55\%$
test_compile_add_one_nested[pytree-compile]	0.1803ms	0.1404ms	7.1210 KOps/s	7.1953 KOps/s	$\color{#d91a1a}-1.03\%$
test_compile_add_one_nested[pytree-eager]	0.2283ms	0.1778ms	5.6258 KOps/s	5.5805 KOps/s	$\color{#35bf28}+0.81\%$
test_compile_copy_nested[tensordict-compile]	67.3440μs	20.7010μs	48.3068 KOps/s	47.8023 KOps/s	$\color{#35bf28}+1.06\%$
test_compile_copy_nested[tensordict-eager]	87.1950μs	43.0912μs	23.2066 KOps/s	23.4213 KOps/s	$\color{#d91a1a}-0.92\%$
test_compile_copy_nested[pytree-compile]	0.1135ms	63.8253μs	15.6678 KOps/s	15.8098 KOps/s	$\color{#d91a1a}-0.90\%$
test_compile_copy_nested[pytree-eager]	93.3150μs	49.3561μs	20.2609 KOps/s	20.2912 KOps/s	$\color{#d91a1a}-0.15\%$
test_compile_add_one_flat[tensordict-compile]	0.3668ms	0.3040ms	3.2898 KOps/s	3.2808 KOps/s	$\color{#35bf28}+0.27\%$
test_compile_add_one_flat[tensordict-eager]	0.2764ms	0.2062ms	4.8488 KOps/s	4.8191 KOps/s	$\color{#35bf28}+0.62\%$
test_compile_add_one_flat[tensorclass-compile]	0.1720ms	0.1241ms	8.0611 KOps/s	8.1005 KOps/s	$\color{#d91a1a}-0.49\%$
test_compile_add_one_flat[tensorclass-eager]	0.1145ms	57.6238μs	17.3539 KOps/s	17.3589 KOps/s	$\color{#d91a1a}-0.03\%$
test_compile_add_one_flat[pytree-compile]	0.3488ms	0.3034ms	3.2963 KOps/s	3.2773 KOps/s	$\color{#35bf28}+0.58\%$
test_compile_add_one_flat[pytree-eager]	0.6831ms	0.6051ms	1.6526 KOps/s	1.6592 KOps/s	$\color{#d91a1a}-0.40\%$
test_compile_add_self_flat[tensordict-eager]	0.3070ms	0.2457ms	4.0701 KOps/s	4.0432 KOps/s	$\color{#35bf28}+0.67\%$
test_compile_add_self_flat[tensordict-compile]	0.3546ms	0.3046ms	3.2831 KOps/s	3.2822 KOps/s	$\color{#35bf28}+0.03\%$
test_compile_add_self_flat[tensorclass-eager]	0.1054ms	68.3924μs	14.6215 KOps/s	14.2304 KOps/s	$\color{#35bf28}+2.75\%$
test_compile_add_self_flat[tensorclass-compile]	0.1662ms	0.1246ms	8.0234 KOps/s	8.0647 KOps/s	$\color{#d91a1a}-0.51\%$
test_compile_add_self_flat[pytree-eager]	0.5784ms	0.5203ms	1.9221 KOps/s	1.9323 KOps/s	$\color{#d91a1a}-0.53\%$
test_compile_add_self_flat[pytree-compile]	0.3596ms	0.3030ms	3.3000 KOps/s	3.2949 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_copy_flat[tensordict-compile]	44.0930μs	17.9060μs	55.8473 KOps/s	54.5305 KOps/s	$\color{#35bf28}+2.41\%$
test_compile_copy_flat[tensordict-eager]	67.1350μs	27.2787μs	36.6587 KOps/s	36.5251 KOps/s	$\color{#35bf28}+0.37\%$
test_compile_copy_flat[pytree-compile]	96.9660μs	68.5310μs	14.5919 KOps/s	14.6456 KOps/s	$\color{#d91a1a}-0.37\%$
test_compile_copy_flat[pytree-eager]	81.8650μs	50.8914μs	19.6497 KOps/s	19.5759 KOps/s	$\color{#35bf28}+0.38\%$
test_compile_assign_and_add[tensordict-compile]	2.2958ms	0.7949ms	1.2580 KOps/s	1.1548 KOps/s	$\textbf{\color{#35bf28}+8.94\%}$
test_compile_assign_and_add[tensordict-eager]	3.2743ms	3.1167ms	320.8476 Ops/s	325.8290 Ops/s	$\color{#d91a1a}-1.53\%$
test_compile_assign_and_add[pytree-compile]	2.2300ms	0.8010ms	1.2485 KOps/s	1.1695 KOps/s	$\textbf{\color{#35bf28}+6.76\%}$
test_compile_assign_and_add[pytree-eager]	3.2710ms	3.1406ms	318.4069 Ops/s	327.3765 Ops/s	$\color{#d91a1a}-2.74\%$
test_compile_indexing[tensor-tensordict-compile]	0.1576ms	0.1064ms	9.3944 KOps/s	9.3856 KOps/s	$\color{#35bf28}+0.09\%$
test_compile_indexing[tensor-tensordict-eager]	0.1828ms	57.5755μs	17.3685 KOps/s	15.8285 KOps/s	$\textbf{\color{#35bf28}+9.73\%}$
test_compile_indexing[tensor-tensorclass-compile]	0.1454ms	0.1006ms	9.9443 KOps/s	9.9450 KOps/s	$-0.01\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1562ms	41.7227μs	23.9678 KOps/s	22.8352 KOps/s	$\color{#35bf28}+4.96\%$
test_compile_indexing[tensor-pytree-compile]	0.1423ms	0.1013ms	9.8729 KOps/s	9.4573 KOps/s	$\color{#35bf28}+4.39\%$
test_compile_indexing[tensor-pytree-eager]	83.3050μs	41.4171μs	24.1446 KOps/s	23.6388 KOps/s	$\color{#35bf28}+2.14\%$
test_compile_indexing[slice-tensordict-compile]	0.1808ms	0.1337ms	7.4802 KOps/s	7.4978 KOps/s	$\color{#d91a1a}-0.23\%$
test_compile_indexing[slice-tensordict-eager]	0.1604ms	23.8210μs	41.9797 KOps/s	41.2324 KOps/s	$\color{#35bf28}+1.81\%$
test_compile_indexing[slice-tensorclass-compile]	0.1760ms	0.1280ms	7.8127 KOps/s	7.8806 KOps/s	$\color{#d91a1a}-0.86\%$
test_compile_indexing[slice-tensorclass-eager]	49.2930μs	19.9281μs	50.1804 KOps/s	50.1279 KOps/s	$\color{#35bf28}+0.10\%$
test_compile_indexing[slice-pytree-compile]	0.1948ms	0.1285ms	7.7835 KOps/s	7.8347 KOps/s	$\color{#d91a1a}-0.65\%$
test_compile_indexing[slice-pytree-eager]	52.2630μs	20.0929μs	49.7689 KOps/s	50.0492 KOps/s	$\color{#d91a1a}-0.56\%$
test_compile_indexing[int-tensordict-compile]	0.2411ms	0.1349ms	7.4105 KOps/s	7.4767 KOps/s	$\color{#d91a1a}-0.88\%$
test_compile_indexing[int-tensordict-eager]	0.5547ms	23.4072μs	42.7220 KOps/s	41.1332 KOps/s	$\color{#35bf28}+3.86\%$
test_compile_indexing[int-tensorclass-compile]	0.1875ms	0.1281ms	7.8074 KOps/s	7.8269 KOps/s	$\color{#d91a1a}-0.25\%$
test_compile_indexing[int-tensorclass-eager]	0.1577ms	21.6913μs	46.1013 KOps/s	49.1206 KOps/s	$\textbf{\color{#d91a1a}-6.15\%}$
test_compile_indexing[int-pytree-compile]	0.1778ms	0.1280ms	7.8133 KOps/s	7.8169 KOps/s	$\color{#d91a1a}-0.05\%$
test_compile_indexing[int-pytree-eager]	48.3530μs	19.9936μs	50.0160 KOps/s	50.2891 KOps/s	$\color{#d91a1a}-0.54\%$
test_mod_add[eager]	72.5850μs	30.8562μs	32.4084 KOps/s	32.2111 KOps/s	$\color{#35bf28}+0.61\%$
test_mod_add[compile]	0.2989ms	67.9645μs	14.7136 KOps/s	14.3133 KOps/s	$\color{#35bf28}+2.80\%$
test_mod_add[compile-overhead]	0.2622ms	0.1342ms	7.4507 KOps/s	7.2259 KOps/s	$\color{#35bf28}+3.11\%$
test_mod_wrap[eager]	0.3408ms	0.2325ms	4.3012 KOps/s	4.1180 KOps/s	$\color{#35bf28}+4.45\%$
test_mod_wrap[compile]	0.3701ms	0.2833ms	3.5298 KOps/s	3.4591 KOps/s	$\color{#35bf28}+2.04\%$
test_mod_wrap[compile-overhead]	7.7772ms	4.0662ms	245.9276 Ops/s	247.7028 Ops/s	$\color{#d91a1a}-0.72\%$
test_mod_wrap_and_backward[eager]	1.6003ms	1.3237ms	755.4392 Ops/s	705.4024 Ops/s	$\textbf{\color{#35bf28}+7.09\%}$
test_mod_wrap_and_backward[compile]	1.5777ms	1.2814ms	780.3674 Ops/s	717.6850 Ops/s	$\textbf{\color{#35bf28}+8.73\%}$
test_mod_wrap_and_backward[compile-overhead]	1.2975ms	0.8792ms	1.1374 KOps/s	961.4397 Ops/s	$\textbf{\color{#35bf28}+18.30\%}$
test_seq_add[eager]	0.1386ms	94.8847μs	10.5391 KOps/s	10.5377 KOps/s	$\color{#35bf28}+0.01\%$
test_seq_add[compile]	0.1377ms	77.9566μs	12.8276 KOps/s	12.8912 KOps/s	$\color{#d91a1a}-0.49\%$
test_seq_add[compile-overhead]	0.1711ms	0.1129ms	8.8552 KOps/s	8.9496 KOps/s	$\color{#d91a1a}-1.05\%$
test_seq_wrap[eager]	0.7664ms	0.3710ms	2.6955 KOps/s	2.6725 KOps/s	$\color{#35bf28}+0.86\%$
test_seq_wrap[compile]	0.7349ms	0.3106ms	3.2200 KOps/s	3.2687 KOps/s	$\color{#d91a1a}-1.49\%$
test_seq_wrap[compile-overhead]	0.6187ms	0.2162ms	4.6251 KOps/s	4.6289 KOps/s	$\color{#d91a1a}-0.08\%$
test_func_call_runtime[False-eager]	1.1506ms	0.7305ms	1.3688 KOps/s	1.3887 KOps/s	$\color{#d91a1a}-1.43\%$
test_func_call_runtime[False-compile]	1.1609ms	0.7678ms	1.3025 KOps/s	1.3070 KOps/s	$\color{#d91a1a}-0.34\%$
test_func_call_runtime[False-compile-overhead]	0.7723ms	0.3471ms	2.8809 KOps/s	2.8849 KOps/s	$\color{#d91a1a}-0.14\%$
test_func_call_runtime[True-eager]	0.9925ms	0.8585ms	1.1648 KOps/s	1.1403 KOps/s	$\color{#35bf28}+2.14\%$
test_func_call_runtime[True-compile]	0.8898ms	0.7838ms	1.2758 KOps/s	1.2779 KOps/s	$\color{#d91a1a}-0.17\%$
test_func_call_runtime[True-compile-overhead]	0.4838ms	0.3659ms	2.7331 KOps/s	2.7273 KOps/s	$\color{#35bf28}+0.21\%$
test_func_call_cm_runtime[False-eager]	0.8927ms	0.7037ms	1.4210 KOps/s	1.3769 KOps/s	$\color{#35bf28}+3.20\%$
test_func_call_cm_runtime[False-compile]	0.9113ms	0.7580ms	1.3193 KOps/s	1.2930 KOps/s	$\color{#35bf28}+2.04\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4935ms	0.3491ms	2.8646 KOps/s	2.8602 KOps/s	$\color{#35bf28}+0.15\%$
test_func_call_cm_runtime[True-eager]	1.1198ms	0.9575ms	1.0443 KOps/s	1.0227 KOps/s	$\color{#35bf28}+2.12\%$
test_func_call_cm_runtime[True-compile]	1.0005ms	0.8074ms	1.2386 KOps/s	1.2311 KOps/s	$\color{#35bf28}+0.61\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4399ms	0.3913ms	2.5556 KOps/s	2.5546 KOps/s	$\color{#35bf28}+0.04\%$
test_vmap_func_call_cm_runtime[eager]	2.4815ms	2.0362ms	491.1076 Ops/s	488.5219 Ops/s	$\color{#35bf28}+0.53\%$
test_vmap_func_call_cm_runtime[compile]	0.9997ms	0.8264ms	1.2100 KOps/s	1.2077 KOps/s	$\color{#35bf28}+0.19\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.7916ms	0.3941ms	2.5371 KOps/s	2.5267 KOps/s	$\color{#35bf28}+0.41\%$
test_distributed	0.6727ms	0.1517ms	6.5926 KOps/s	8.9282 KOps/s	$\textbf{\color{#d91a1a}-26.16\%}$
test_tdmodule	33.4320μs	14.7600μs	67.7505 KOps/s	67.8616 KOps/s	$\color{#d91a1a}-0.16\%$
test_tdmodule_dispatch	51.6830μs	28.6045μs	34.9596 KOps/s	34.9386 KOps/s	$\color{#35bf28}+0.06\%$
test_tdseq	34.2920μs	15.1300μs	66.0940 KOps/s	64.9431 KOps/s	$\color{#35bf28}+1.77\%$
test_tdseq_dispatch	59.4030μs	31.0521μs	32.2040 KOps/s	32.6141 KOps/s	$\color{#d91a1a}-1.26\%$
test_instantiation_functorch	1.8780ms	1.7873ms	559.5175 Ops/s	565.4873 Ops/s	$\color{#d91a1a}-1.06\%$
test_instantiation_td	1.7512ms	1.1575ms	863.9637 Ops/s	854.9924 Ops/s	$\color{#35bf28}+1.05\%$
test_exec_functorch	0.2920ms	0.1991ms	5.0228 KOps/s	4.6454 KOps/s	$\textbf{\color{#35bf28}+8.12\%}$
test_exec_functional_call	0.2845ms	0.1999ms	5.0018 KOps/s	4.6220 KOps/s	$\textbf{\color{#35bf28}+8.22\%}$
test_exec_td	0.2482ms	0.2030ms	4.9270 KOps/s	4.4764 KOps/s	$\textbf{\color{#35bf28}+10.07\%}$
test_exec_td_decorator	0.8244ms	0.2444ms	4.0913 KOps/s	3.8094 KOps/s	$\textbf{\color{#35bf28}+7.40\%}$
test_vmap_mlp_speed[True-True]	0.8503ms	0.6738ms	1.4841 KOps/s	1.4648 KOps/s	$\color{#35bf28}+1.31\%$
test_vmap_mlp_speed[True-False]	0.7611ms	0.6724ms	1.4871 KOps/s	1.4688 KOps/s	$\color{#35bf28}+1.25\%$
test_vmap_mlp_speed[False-True]	0.6830ms	0.5678ms	1.7612 KOps/s	1.7657 KOps/s	$\color{#d91a1a}-0.26\%$
test_vmap_mlp_speed[False-False]	0.6662ms	0.5642ms	1.7725 KOps/s	1.7441 KOps/s	$\color{#35bf28}+1.63\%$
test_vmap_mlp_speed_decorator[True-True]	1.1763ms	0.6601ms	1.5149 KOps/s	1.4908 KOps/s	$\color{#35bf28}+1.62\%$
test_vmap_mlp_speed_decorator[True-False]	0.7895ms	0.6592ms	1.5169 KOps/s	1.5108 KOps/s	$\color{#35bf28}+0.40\%$
test_vmap_mlp_speed_decorator[False-True]	0.6997ms	0.5764ms	1.7348 KOps/s	1.7298 KOps/s	$\color{#35bf28}+0.29\%$
test_vmap_mlp_speed_decorator[False-False]	0.7581ms	0.5782ms	1.7295 KOps/s	1.6845 KOps/s	$\color{#35bf28}+2.67\%$
test_vmap_transformer_speed[True-True]	8.3390ms	8.1944ms	122.0345 Ops/s	120.7300 Ops/s	$\color{#35bf28}+1.08\%$
test_vmap_transformer_speed[True-False]	8.2841ms	8.1866ms	122.1510 Ops/s	120.7509 Ops/s	$\color{#35bf28}+1.16\%$
test_vmap_transformer_speed[False-True]	8.1288ms	8.0093ms	124.8541 Ops/s	123.4672 Ops/s	$\color{#35bf28}+1.12\%$
test_vmap_transformer_speed[False-False]	8.2228ms	8.0031ms	124.9517 Ops/s	122.6404 Ops/s	$\color{#35bf28}+1.88\%$
test_vmap_transformer_speed_decorator[True-True]	19.9352ms	19.4184ms	51.4975 Ops/s	51.8376 Ops/s	$\color{#d91a1a}-0.66\%$
test_vmap_transformer_speed_decorator[True-False]	19.8120ms	19.2196ms	52.0302 Ops/s	51.8431 Ops/s	$\color{#35bf28}+0.36\%$
test_vmap_transformer_speed_decorator[False-True]	20.2125ms	19.0341ms	52.5374 Ops/s	52.3598 Ops/s	$\color{#35bf28}+0.34\%$
test_vmap_transformer_speed_decorator[False-False]	19.1409ms	19.0257ms	52.5606 Ops/s	52.3969 Ops/s	$\color{#35bf28}+0.31\%$
test_to_module_speed[True]	1.2207ms	0.9326ms	1.0723 KOps/s	1.0855 KOps/s	$\color{#d91a1a}-1.21\%$
test_to_module_speed[False]	1.3185ms	0.9078ms	1.1016 KOps/s	1.1056 KOps/s	$\color{#d91a1a}-0.36\%$
test_tc_init	79.2640μs	34.9581μs	28.6057 KOps/s	29.7331 KOps/s	$\color{#d91a1a}-3.79\%$
test_tc_init_nested	0.1133ms	66.5241μs	15.0321 KOps/s	14.7109 KOps/s	$\color{#35bf28}+2.18\%$
test_tc_first_layer_tensor	5.3617μs	0.6603μs	1.5145 MOps/s	1.4940 MOps/s	$\color{#35bf28}+1.37\%$
test_tc_first_layer_nontensor	30.2420μs	2.1831μs	458.0707 KOps/s	460.4723 KOps/s	$\color{#d91a1a}-0.52\%$
test_tc_second_layer_tensor	7.5505μs	1.3466μs	742.6165 KOps/s	700.4684 KOps/s	$\textbf{\color{#35bf28}+6.02\%}$
test_tc_second_layer_nontensor	30.6120μs	2.8808μs	347.1309 KOps/s	345.9700 KOps/s	$\color{#35bf28}+0.34\%$
test_unbind	0.1925s	12.1511ms	82.2970 Ops/s	101.1991 Ops/s	$\textbf{\color{#d91a1a}-18.68\%}$
test_full_like	0.7036ms	0.5742ms	1.7416 KOps/s	1.7413 KOps/s	$\color{#35bf28}+0.02\%$
test_zeros_like	0.5240ms	0.1978ms	5.0551 KOps/s	5.0532 KOps/s	$\color{#35bf28}+0.04\%$
test_ones_like	0.5286ms	0.1978ms	5.0543 KOps/s	5.0576 KOps/s	$\color{#d91a1a}-0.06\%$
test_clone	0.6060ms	0.4150ms	2.4098 KOps/s	2.4124 KOps/s	$\color{#d91a1a}-0.11\%$
test_squeeze	29.3320μs	9.8475μs	101.5484 KOps/s	101.4470 KOps/s	$\color{#35bf28}+0.10\%$
test_unsqueeze	0.4490ms	74.5397μs	13.4157 KOps/s	13.6359 KOps/s	$\color{#d91a1a}-1.61\%$
test_split	0.2533ms	0.1497ms	6.6799 KOps/s	6.5653 KOps/s	$\color{#35bf28}+1.75\%$
test_permute	0.5621ms	0.1710ms	5.8480 KOps/s	5.7499 KOps/s	$\color{#35bf28}+1.71\%$
test_stack	1.2546ms	0.8597ms	1.1632 KOps/s	1.1593 KOps/s	$\color{#35bf28}+0.33\%$
test_cat	1.2608ms	1.2313ms	812.1299 Ops/s	811.6914 Ops/s	$\color{#35bf28}+0.05\%$