[Performance] Remove list against list check during set

[vmoens]

Stack from ghstack (oldest at bottom):

• -> [Performance] Remove list against list check during set #954

[github-actions]

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}15$. Worsened: $\large\color{#d91a1a}14$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	40.1150μs	19.7383μs	50.6629 KOps/s	49.4665 KOps/s	$\color{#35bf28}+2.42\%$
test_plain_set_stack_nested	46.4980μs	20.2945μs	49.2744 KOps/s	49.3889 KOps/s	$\color{#d91a1a}-0.23\%$
test_plain_set_nested_inplace	53.3890μs	21.4868μs	46.5402 KOps/s	46.1589 KOps/s	$\color{#35bf28}+0.83\%$
test_plain_set_stack_nested_inplace	53.9020μs	21.1621μs	47.2543 KOps/s	46.5852 KOps/s	$\color{#35bf28}+1.44\%$
test_items	21.8310μs	4.0399μs	247.5284 KOps/s	230.5434 KOps/s	$\textbf{\color{#35bf28}+7.37\%}$
test_items_nested	0.7802ms	0.3595ms	2.7814 KOps/s	2.7969 KOps/s	$\color{#d91a1a}-0.55\%$
test_items_nested_locked	0.5382ms	0.3567ms	2.8036 KOps/s	2.7812 KOps/s	$\color{#35bf28}+0.81\%$
test_items_nested_leaf	0.1307ms	68.4107μs	14.6176 KOps/s	14.3081 KOps/s	$\color{#35bf28}+2.16\%$
test_items_stack_nested	0.6691ms	0.3617ms	2.7646 KOps/s	2.7581 KOps/s	$\color{#35bf28}+0.24\%$
test_items_stack_nested_leaf	0.1701ms	68.4680μs	14.6054 KOps/s	13.8080 KOps/s	$\textbf{\color{#35bf28}+5.77\%}$
test_items_stack_nested_locked	0.5432ms	0.3598ms	2.7791 KOps/s	2.7542 KOps/s	$\color{#35bf28}+0.90\%$
test_keys	22.4120μs	3.6950μs	270.6362 KOps/s	281.3704 KOps/s	$\color{#d91a1a}-3.81\%$
test_keys_nested	0.2149ms	0.1008ms	9.9186 KOps/s	9.9594 KOps/s	$\color{#d91a1a}-0.41\%$
test_keys_nested_locked	1.9710ms	0.1049ms	9.5312 KOps/s	9.3676 KOps/s	$\color{#35bf28}+1.75\%$
test_keys_nested_leaf	0.1724ms	82.7978μs	12.0776 KOps/s	11.9943 KOps/s	$\color{#35bf28}+0.69\%$
test_keys_stack_nested	0.1669ms	0.1003ms	9.9696 KOps/s	9.9573 KOps/s	$\color{#35bf28}+0.12\%$
test_keys_stack_nested_leaf	0.1462ms	82.4668μs	12.1261 KOps/s	12.1244 KOps/s	$\color{#35bf28}+0.01\%$
test_keys_stack_nested_locked	0.2150ms	0.1065ms	9.3907 KOps/s	9.5643 KOps/s	$\color{#d91a1a}-1.82\%$
test_values	12.9216μs	1.0982μs	910.5636 KOps/s	900.0454 KOps/s	$\color{#35bf28}+1.17\%$
test_values_nested	0.1196ms	72.3659μs	13.8187 KOps/s	13.8428 KOps/s	$\color{#d91a1a}-0.17\%$
test_values_nested_locked	0.1328ms	72.9082μs	13.7159 KOps/s	13.8559 KOps/s	$\color{#d91a1a}-1.01\%$
test_values_nested_leaf	0.1362ms	61.4192μs	16.2816 KOps/s	16.0987 KOps/s	$\color{#35bf28}+1.14\%$
test_values_stack_nested	0.1284ms	73.5232μs	13.6012 KOps/s	13.9013 KOps/s	$\color{#d91a1a}-2.16\%$
test_values_stack_nested_leaf	0.1131ms	61.9023μs	16.1545 KOps/s	16.9245 KOps/s	$\color{#d91a1a}-4.55\%$
test_values_stack_nested_locked	0.1308ms	73.2136μs	13.6587 KOps/s	13.9002 KOps/s	$\color{#d91a1a}-1.74\%$
test_membership	14.2470μs	0.8653μs	1.1557 MOps/s	1.1593 MOps/s	$\color{#d91a1a}-0.31\%$
test_membership_nested	18.2350μs	2.7370μs	365.3684 KOps/s	354.4081 KOps/s	$\color{#35bf28}+3.09\%$
test_membership_nested_leaf	27.9620μs	2.7241μs	367.0980 KOps/s	361.5868 KOps/s	$\color{#35bf28}+1.52\%$
test_membership_stacked_nested	26.2900μs	2.7221μs	367.3620 KOps/s	360.2826 KOps/s	$\color{#35bf28}+1.96\%$
test_membership_stacked_nested_leaf	26.2790μs	2.7283μs	366.5230 KOps/s	356.9203 KOps/s	$\color{#35bf28}+2.69\%$
test_membership_nested_last	24.9770μs	3.9752μs	251.5590 KOps/s	248.8915 KOps/s	$\color{#35bf28}+1.07\%$
test_membership_nested_leaf_last	27.3620μs	3.9141μs	255.4896 KOps/s	250.7186 KOps/s	$\color{#35bf28}+1.90\%$
test_membership_stacked_nested_last	26.1890μs	3.9247μs	254.7972 KOps/s	218.3794 KOps/s	$\textbf{\color{#35bf28}+16.68\%}$
test_membership_stacked_nested_leaf_last	24.3260μs	3.8868μs	257.2782 KOps/s	215.4700 KOps/s	$\textbf{\color{#35bf28}+19.40\%}$
test_nested_getleaf	34.2640μs	10.6373μs	94.0088 KOps/s	93.3134 KOps/s	$\color{#35bf28}+0.75\%$
test_nested_get	31.6200μs	10.1316μs	98.7009 KOps/s	98.0295 KOps/s	$\color{#35bf28}+0.68\%$
test_stacked_getleaf	33.2630μs	10.6685μs	93.7343 KOps/s	93.5372 KOps/s	$\color{#35bf28}+0.21\%$
test_stacked_get	30.6270μs	10.1489μs	98.5333 KOps/s	96.6882 KOps/s	$\color{#35bf28}+1.91\%$
test_nested_getitemleaf	54.2020μs	10.9607μs	91.2352 KOps/s	89.4542 KOps/s	$\color{#35bf28}+1.99\%$
test_nested_getitem	30.9880μs	10.1212μs	98.8022 KOps/s	97.1118 KOps/s	$\color{#35bf28}+1.74\%$
test_stacked_getitemleaf	33.9840μs	10.8612μs	92.0706 KOps/s	90.9896 KOps/s	$\color{#35bf28}+1.19\%$
test_stacked_getitem	30.9080μs	10.0860μs	99.1474 KOps/s	97.1304 KOps/s	$\color{#35bf28}+2.08\%$
test_lock_nested	83.4084ms	0.5750ms	1.7392 KOps/s	2.0848 KOps/s	$\textbf{\color{#d91a1a}-16.58\%}$
test_lock_stack_nested	0.6984ms	0.4535ms	2.2050 KOps/s	2.2707 KOps/s	$\color{#d91a1a}-2.89\%$
test_unlock_nested	85.3088ms	0.4933ms	2.0273 KOps/s	2.4705 KOps/s	$\textbf{\color{#d91a1a}-17.94\%}$
test_unlock_stack_nested	0.8051ms	0.3708ms	2.6971 KOps/s	2.7645 KOps/s	$\color{#d91a1a}-2.44\%$
test_flatten_speed	0.1849ms	89.9147μs	11.1217 KOps/s	11.3814 KOps/s	$\color{#d91a1a}-2.28\%$
test_unflatten_speed	1.0302ms	0.4563ms	2.1913 KOps/s	2.1855 KOps/s	$\color{#35bf28}+0.27\%$
test_common_ops	4.5597ms	1.0761ms	929.2457 Ops/s	899.3570 Ops/s	$\color{#35bf28}+3.32\%$
test_creation	38.5730μs	2.1173μs	472.2923 KOps/s	479.8236 KOps/s	$\color{#d91a1a}-1.57\%$
test_creation_empty	45.6060μs	16.4156μs	60.9176 KOps/s	57.4417 KOps/s	$\textbf{\color{#35bf28}+6.05\%}$
test_creation_nested_1	54.2920μs	19.7473μs	50.6399 KOps/s	50.0200 KOps/s	$\color{#35bf28}+1.24\%$
test_creation_nested_2	78.8280μs	24.0381μs	41.6007 KOps/s	40.6807 KOps/s	$\color{#35bf28}+2.26\%$
test_clone	65.4330μs	16.7967μs	59.5357 KOps/s	59.7133 KOps/s	$\color{#d91a1a}-0.30\%$
test_getitem[int]	1.1702ms	16.5771μs	60.3242 KOps/s	61.7555 KOps/s	$\color{#d91a1a}-2.32\%$
test_getitem[slice_int]	0.1585ms	30.9906μs	32.2679 KOps/s	33.1283 KOps/s	$\color{#d91a1a}-2.60\%$
test_getitem[range]	0.2089ms	56.8147μs	17.6011 KOps/s	17.5401 KOps/s	$\color{#35bf28}+0.35\%$
test_getitem[tuple]	0.1416ms	25.7417μs	38.8475 KOps/s	40.9821 KOps/s	$\textbf{\color{#d91a1a}-5.21\%}$
test_getitem[list]	0.1787ms	52.3391μs	19.1062 KOps/s	18.9491 KOps/s	$\color{#35bf28}+0.83\%$
test_setitem_dim[int]	55.6340μs	32.2247μs	31.0321 KOps/s	31.1241 KOps/s	$\color{#d91a1a}-0.30\%$
test_setitem_dim[slice_int]	0.1441ms	62.6223μs	15.9687 KOps/s	16.7338 KOps/s	$\color{#d91a1a}-4.57\%$
test_setitem_dim[range]	0.1359ms	84.1587μs	11.8823 KOps/s	12.1824 KOps/s	$\color{#d91a1a}-2.46\%$
test_setitem_dim[tuple]	95.7400μs	49.1811μs	20.3330 KOps/s	20.6509 KOps/s	$\color{#d91a1a}-1.54\%$
test_setitem	93.9060μs	28.2929μs	35.3446 KOps/s	33.7670 KOps/s	$\color{#35bf28}+4.67\%$
test_set	84.5690μs	27.5319μs	36.3215 KOps/s	35.2861 KOps/s	$\color{#35bf28}+2.93\%$
test_set_shared	1.2832ms	0.2112ms	4.7353 KOps/s	4.7759 KOps/s	$\color{#d91a1a}-0.85\%$
test_update	0.1311ms	34.2261μs	29.2175 KOps/s	28.7204 KOps/s	$\color{#35bf28}+1.73\%$
test_update_nested	0.1187ms	43.8452μs	22.8075 KOps/s	22.4017 KOps/s	$\color{#35bf28}+1.81\%$
test_update__nested	86.2620μs	33.8968μs	29.5013 KOps/s	29.2102 KOps/s	$\color{#35bf28}+1.00\%$
test_set_nested	0.1273ms	30.3037μs	32.9992 KOps/s	31.9697 KOps/s	$\color{#35bf28}+3.22\%$
test_set_nested_new	0.1330ms	35.2767μs	28.3473 KOps/s	27.5469 KOps/s	$\color{#35bf28}+2.91\%$
test_select	0.1516ms	52.4972μs	19.0486 KOps/s	18.9478 KOps/s	$\color{#35bf28}+0.53\%$
test_select_nested	0.1149ms	59.2944μs	16.8650 KOps/s	16.6737 KOps/s	$\color{#35bf28}+1.15\%$
test_exclude_nested	0.1650ms	75.0296μs	13.3281 KOps/s	13.2260 KOps/s	$\color{#35bf28}+0.77\%$
test_empty[True]	0.4762ms	0.3167ms	3.1578 KOps/s	3.1281 KOps/s	$\color{#35bf28}+0.95\%$
test_empty[False]	9.8535μs	1.1703μs	854.4639 KOps/s	816.8465 KOps/s	$\color{#35bf28}+4.61\%$
test_unbind_speed	0.6077ms	0.3053ms	3.2750 KOps/s	3.4478 KOps/s	$\textbf{\color{#d91a1a}-5.01\%}$
test_unbind_speed_stack0	0.4739ms	0.2974ms	3.3628 KOps/s	3.5477 KOps/s	$\textbf{\color{#d91a1a}-5.21\%}$
test_unbind_speed_stack1	87.2242ms	0.8038ms	1.2442 KOps/s	1.5362 KOps/s	$\textbf{\color{#d91a1a}-19.01\%}$
test_split	87.1550ms	2.1521ms	464.6529 Ops/s	476.1876 Ops/s	$\color{#d91a1a}-2.42\%$
test_chunk	3.0461ms	1.9780ms	505.5665 Ops/s	466.7409 Ops/s	$\textbf{\color{#35bf28}+8.32\%}$
test_creation[device0]	0.3829ms	0.1185ms	8.4362 KOps/s	8.7649 KOps/s	$\color{#d91a1a}-3.75\%$
test_creation_from_tensor	0.2904ms	0.1166ms	8.5762 KOps/s	8.6368 KOps/s	$\color{#d91a1a}-0.70\%$
test_add_one[memmap_tensor0]	0.1734ms	7.3864μs	135.3832 KOps/s	143.0983 KOps/s	$\textbf{\color{#d91a1a}-5.39\%}$
test_contiguous[memmap_tensor0]	24.0450μs	1.8929μs	528.3024 KOps/s	532.4148 KOps/s	$\color{#d91a1a}-0.77\%$
test_stack[memmap_tensor0]	49.0420μs	5.8472μs	171.0223 KOps/s	184.8916 KOps/s	$\textbf{\color{#d91a1a}-7.50\%}$
test_memmaptd_index	1.0773ms	0.3933ms	2.5425 KOps/s	2.6050 KOps/s	$\color{#d91a1a}-2.40\%$
test_memmaptd_index_astensor	0.9287ms	0.4709ms	2.1235 KOps/s	2.1617 KOps/s	$\color{#d91a1a}-1.76\%$
test_memmaptd_index_op	91.4908ms	1.0751ms	930.1229 Ops/s	1.0144 KOps/s	$\textbf{\color{#d91a1a}-8.31\%}$
test_serialize_model	0.1230s	0.1158s	8.6391 Ops/s	8.2147 Ops/s	$\textbf{\color{#35bf28}+5.17\%}$
test_serialize_model_pickle	0.4587s	0.3899s	2.5645 Ops/s	2.5436 Ops/s	$\color{#35bf28}+0.82\%$
test_serialize_weights	0.1228s	0.1153s	8.6764 Ops/s	8.6851 Ops/s	$\color{#d91a1a}-0.10\%$
test_serialize_weights_returnearly	0.2398s	0.1687s	5.9262 Ops/s	6.2730 Ops/s	$\textbf{\color{#d91a1a}-5.53\%}$
test_serialize_weights_pickle	0.9513s	0.6515s	1.5350 Ops/s	2.5138 Ops/s	$\textbf{\color{#d91a1a}-38.94\%}$
test_serialize_weights_filesystem	0.1450s	0.1385s	7.2192 Ops/s	7.1314 Ops/s	$\color{#35bf28}+1.23\%$
test_serialize_model_filesystem	0.2341s	0.1516s	6.5942 Ops/s	6.6695 Ops/s	$\color{#d91a1a}-1.13\%$
test_reshape_pytree	0.1105ms	38.9120μs	25.6990 KOps/s	25.8018 KOps/s	$\color{#d91a1a}-0.40\%$
test_reshape_td	83.5260μs	44.0732μs	22.6895 KOps/s	22.0447 KOps/s	$\color{#35bf28}+2.93\%$
test_view_pytree	84.6490μs	37.9520μs	26.3490 KOps/s	26.1419 KOps/s	$\color{#35bf28}+0.79\%$
test_view_td	0.1132ms	49.8092μs	20.0766 KOps/s	20.1108 KOps/s	$\color{#d91a1a}-0.17\%$
test_unbind_pytree	94.0170μs	35.6310μs	28.0654 KOps/s	27.8812 KOps/s	$\color{#35bf28}+0.66\%$
test_unbind_td	0.3375ms	44.9787μs	22.2327 KOps/s	23.1235 KOps/s	$\color{#d91a1a}-3.85\%$
test_split_pytree	83.8180μs	37.6583μs	26.5545 KOps/s	27.0081 KOps/s	$\color{#d91a1a}-1.68\%$
test_split_td	0.4676ms	56.4765μs	17.7065 KOps/s	17.7346 KOps/s	$\color{#d91a1a}-0.16\%$
test_add_pytree	0.1006ms	44.3564μs	22.5447 KOps/s	22.5632 KOps/s	$\color{#d91a1a}-0.08\%$
test_add_td	0.1484ms	80.3130μs	12.4513 KOps/s	12.4171 KOps/s	$\color{#35bf28}+0.27\%$
test_compile_add_one_nested[tensordict-compile]	0.1342ms	59.1002μs	16.9204 KOps/s	17.5723 KOps/s	$\color{#d91a1a}-3.71\%$
test_compile_add_one_nested[tensordict-eager]	0.2949ms	0.1746ms	5.7279 KOps/s	5.6538 KOps/s	$\color{#35bf28}+1.31\%$
test_compile_add_one_nested[pytree-compile]	0.1317ms	57.3965μs	17.4227 KOps/s	17.6222 KOps/s	$\color{#d91a1a}-1.13\%$
test_compile_add_one_nested[pytree-eager]	0.2580ms	0.1394ms	7.1732 KOps/s	7.2673 KOps/s	$\color{#d91a1a}-1.30\%$
test_compile_copy_nested[tensordict-compile]	63.5690μs	21.6542μs	46.1803 KOps/s	46.7066 KOps/s	$\color{#d91a1a}-1.13\%$
test_compile_copy_nested[tensordict-eager]	0.1566ms	66.3453μs	15.0727 KOps/s	14.8424 KOps/s	$\color{#35bf28}+1.55\%$
test_compile_copy_nested[pytree-compile]	0.1250ms	75.3266μs	13.2755 KOps/s	13.3163 KOps/s	$\color{#d91a1a}-0.31\%$
test_compile_copy_nested[pytree-eager]	0.1357ms	67.2917μs	14.8607 KOps/s	14.5351 KOps/s	$\color{#35bf28}+2.24\%$
test_compile_add_one_flat[tensordict-compile]	0.2379ms	0.1739ms	5.7504 KOps/s	5.7786 KOps/s	$\color{#d91a1a}-0.49\%$
test_compile_add_one_flat[tensordict-eager]	0.4189ms	0.1902ms	5.2583 KOps/s	5.4181 KOps/s	$\color{#d91a1a}-2.95\%$
test_compile_add_one_flat[tensorclass-compile]	0.1054ms	47.7872μs	20.9261 KOps/s	21.6364 KOps/s	$\color{#d91a1a}-3.28\%$
test_compile_add_one_flat[tensorclass-eager]	0.1509ms	68.2788μs	14.6458 KOps/s	13.9306 KOps/s	$\textbf{\color{#35bf28}+5.13\%}$
test_compile_add_one_flat[pytree-compile]	0.3360ms	0.1731ms	5.7783 KOps/s	5.7399 KOps/s	$\color{#35bf28}+0.67\%$
test_compile_add_one_flat[pytree-eager]	0.5858ms	0.2874ms	3.4790 KOps/s	3.4738 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_add_self_flat[tensordict-eager]	0.4320ms	0.2070ms	4.8300 KOps/s	4.9238 KOps/s	$\color{#d91a1a}-1.90\%$
test_compile_add_self_flat[tensordict-compile]	0.2941ms	0.1747ms	5.7245 KOps/s	5.7158 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_add_self_flat[tensorclass-eager]	0.1418ms	62.5742μs	15.9810 KOps/s	16.3850 KOps/s	$\color{#d91a1a}-2.47\%$
test_compile_add_self_flat[tensorclass-compile]	0.1373ms	49.4281μs	20.2314 KOps/s	20.7620 KOps/s	$\color{#d91a1a}-2.56\%$
test_compile_add_self_flat[pytree-eager]	0.3521ms	0.2355ms	4.2469 KOps/s	4.3147 KOps/s	$\color{#d91a1a}-1.57\%$
test_compile_add_self_flat[pytree-compile]	0.3324ms	0.1759ms	5.6859 KOps/s	5.7417 KOps/s	$\color{#d91a1a}-0.97\%$
test_compile_copy_flat[tensordict-compile]	0.2015ms	0.1022ms	9.7831 KOps/s	9.7824 KOps/s	$+0.01\%$
test_compile_copy_flat[tensordict-eager]	0.1220ms	57.2601μs	17.4642 KOps/s	17.5926 KOps/s	$\color{#d91a1a}-0.73\%$
test_compile_copy_flat[pytree-compile]	0.1667ms	78.3834μs	12.7578 KOps/s	12.9804 KOps/s	$\color{#d91a1a}-1.71\%$
test_compile_copy_flat[pytree-eager]	0.1491ms	70.4844μs	14.1875 KOps/s	14.5183 KOps/s	$\color{#d91a1a}-2.28\%$
test_compile_assign_and_add[tensordict-compile]	0.3119ms	0.1947ms	5.1353 KOps/s	5.1127 KOps/s	$\color{#35bf28}+0.44\%$
test_compile_assign_and_add[tensordict-eager]	2.9035ms	1.6716ms	598.2164 Ops/s	620.7128 Ops/s	$\color{#d91a1a}-3.62\%$
test_compile_assign_and_add[pytree-compile]	0.2674ms	0.1933ms	5.1729 KOps/s	5.1863 KOps/s	$\color{#d91a1a}-0.26\%$
test_compile_assign_and_add[pytree-eager]	1.8682ms	1.1010ms	908.2541 Ops/s	920.9341 Ops/s	$\color{#d91a1a}-1.38\%$
test_compile_assign_and_add_stack[compile]	0.5242ms	0.4190ms	2.3864 KOps/s	2.3692 KOps/s	$\color{#35bf28}+0.73\%$
test_compile_assign_and_add_stack[eager]	5.8409ms	3.8134ms	262.2363 Ops/s	263.7058 Ops/s	$\color{#d91a1a}-0.56\%$
test_compile_indexing[tensor-tensordict-compile]	0.1017ms	36.2895μs	27.5562 KOps/s	29.2975 KOps/s	$\textbf{\color{#d91a1a}-5.94\%}$
test_compile_indexing[tensor-tensordict-eager]	0.9444ms	47.6049μs	21.0062 KOps/s	21.2079 KOps/s	$\color{#d91a1a}-0.95\%$
test_compile_indexing[tensor-tensorclass-compile]	81.3620μs	30.8010μs	32.4665 KOps/s	34.6148 KOps/s	$\textbf{\color{#d91a1a}-6.21\%}$
test_compile_indexing[tensor-tensorclass-eager]	95.2790μs	28.3546μs	35.2676 KOps/s	35.4436 KOps/s	$\color{#d91a1a}-0.50\%$
test_compile_indexing[tensor-pytree-compile]	79.7800μs	29.5814μs	33.8050 KOps/s	34.4073 KOps/s	$\color{#d91a1a}-1.75\%$
test_compile_indexing[tensor-pytree-eager]	78.8280μs	28.0214μs	35.6870 KOps/s	36.3650 KOps/s	$\color{#d91a1a}-1.86\%$
test_compile_indexing[slice-tensordict-compile]	0.1653ms	74.4563μs	13.4307 KOps/s	13.7149 KOps/s	$\color{#d91a1a}-2.07\%$
test_compile_indexing[slice-tensordict-eager]	0.5135ms	27.9799μs	35.7399 KOps/s	37.2837 KOps/s	$\color{#d91a1a}-4.14\%$
test_compile_indexing[slice-tensorclass-compile]	0.1428ms	68.3523μs	14.6301 KOps/s	14.9338 KOps/s	$\color{#d91a1a}-2.03\%$
test_compile_indexing[slice-tensorclass-eager]	64.6410μs	23.2476μs	43.0151 KOps/s	43.8955 KOps/s	$\color{#d91a1a}-2.01\%$
test_compile_indexing[slice-pytree-compile]	0.1475ms	67.7079μs	14.7693 KOps/s	14.8495 KOps/s	$\color{#d91a1a}-0.54\%$
test_compile_indexing[slice-pytree-eager]	84.5680μs	23.2714μs	42.9712 KOps/s	44.5776 KOps/s	$\color{#d91a1a}-3.60\%$
test_compile_indexing[int-tensordict-compile]	0.1472ms	74.1242μs	13.4909 KOps/s	13.8829 KOps/s	$\color{#d91a1a}-2.82\%$
test_compile_indexing[int-tensordict-eager]	0.9792ms	27.4392μs	36.4443 KOps/s	38.1500 KOps/s	$\color{#d91a1a}-4.47\%$
test_compile_indexing[int-tensorclass-compile]	0.1440ms	68.2227μs	14.6579 KOps/s	14.9970 KOps/s	$\color{#d91a1a}-2.26\%$
test_compile_indexing[int-tensorclass-eager]	77.0350μs	22.7952μs	43.8688 KOps/s	45.0027 KOps/s	$\color{#d91a1a}-2.52\%$
test_compile_indexing[int-pytree-compile]	0.1301ms	67.8075μs	14.7476 KOps/s	14.9349 KOps/s	$\color{#d91a1a}-1.25\%$
test_compile_indexing[int-pytree-eager]	62.5480μs	23.2819μs	42.9518 KOps/s	44.8385 KOps/s	$\color{#d91a1a}-4.21\%$
test_mod_add[eager]	75.7930μs	24.0139μs	41.6425 KOps/s	42.7124 KOps/s	$\color{#d91a1a}-2.50\%$
test_mod_add[compile]	0.1008ms	38.7651μs	25.7964 KOps/s	26.3698 KOps/s	$\color{#d91a1a}-2.17\%$
test_mod_add[compile-overhead]	91.0810μs	38.8575μs	25.7351 KOps/s	26.0766 KOps/s	$\color{#d91a1a}-1.31\%$
test_mod_wrap[eager]	0.4429ms	0.2079ms	4.8104 KOps/s	4.9358 KOps/s	$\color{#d91a1a}-2.54\%$
test_mod_wrap[compile]	0.4581ms	0.2344ms	4.2655 KOps/s	4.3054 KOps/s	$\color{#d91a1a}-0.93\%$
test_mod_wrap[compile-overhead]	0.3418ms	0.2309ms	4.3308 KOps/s	4.3035 KOps/s	$\color{#35bf28}+0.63\%$
test_mod_wrap_and_backward[eager]	12.2713ms	10.6950ms	93.5019 Ops/s	92.5880 Ops/s	$\color{#35bf28}+0.99\%$
test_mod_wrap_and_backward[compile]	11.6035ms	10.7727ms	92.8272 Ops/s	93.6174 Ops/s	$\color{#d91a1a}-0.84\%$
test_mod_wrap_and_backward[compile-overhead]	12.6803ms	10.7957ms	92.6295 Ops/s	87.2737 Ops/s	$\textbf{\color{#35bf28}+6.14\%}$
test_seq_add[eager]	0.1665ms	88.6449μs	11.2810 KOps/s	11.6040 KOps/s	$\color{#d91a1a}-2.78\%$
test_seq_add[compile]	0.1417ms	65.6393μs	15.2348 KOps/s	15.8737 KOps/s	$\color{#d91a1a}-4.03\%$
test_seq_add[compile-overhead]	0.1378ms	63.7166μs	15.6945 KOps/s	15.7554 KOps/s	$\color{#d91a1a}-0.39\%$
test_seq_wrap[eager]	0.6874ms	0.3788ms	2.6397 KOps/s	2.6980 KOps/s	$\color{#d91a1a}-2.16\%$
test_seq_wrap[compile]	1.3432ms	0.2714ms	3.6850 KOps/s	3.6872 KOps/s	$\color{#d91a1a}-0.06\%$
test_seq_wrap[compile-overhead]	1.2683ms	0.2679ms	3.7331 KOps/s	3.6760 KOps/s	$\color{#35bf28}+1.55\%$
test_func_call_runtime[False-eager]	1.1731ms	0.5180ms	1.9303 KOps/s	1.9782 KOps/s	$\color{#d91a1a}-2.42\%$
test_func_call_runtime[False-compile]	0.6940ms	0.5009ms	1.9965 KOps/s	2.0122 KOps/s	$\color{#d91a1a}-0.78\%$
test_func_call_runtime[False-compile-overhead]	0.9481ms	0.5018ms	1.9929 KOps/s	2.0027 KOps/s	$\color{#d91a1a}-0.49\%$
test_func_call_runtime[True-eager]	1.0545ms	0.7425ms	1.3469 KOps/s	1.3789 KOps/s	$\color{#d91a1a}-2.32\%$
test_func_call_runtime[True-compile]	0.7843ms	0.5149ms	1.9423 KOps/s	1.9605 KOps/s	$\color{#d91a1a}-0.93\%$
test_func_call_runtime[True-compile-overhead]	0.9108ms	0.5140ms	1.9455 KOps/s	1.9474 KOps/s	$\color{#d91a1a}-0.10\%$
test_func_call_cm_runtime[False-eager]	0.6257ms	0.5055ms	1.9784 KOps/s	2.0186 KOps/s	$\color{#d91a1a}-1.99\%$
test_func_call_cm_runtime[False-compile]	0.6120ms	0.5022ms	1.9914 KOps/s	1.9979 KOps/s	$\color{#d91a1a}-0.33\%$
test_func_call_cm_runtime[False-compile-overhead]	0.9074ms	0.5003ms	1.9988 KOps/s	1.9817 KOps/s	$\color{#35bf28}+0.86\%$
test_func_call_cm_runtime[True-eager]	1.1836ms	0.8527ms	1.1728 KOps/s	1.1882 KOps/s	$\color{#d91a1a}-1.30\%$
test_func_call_cm_runtime[True-compile]	1.2212ms	0.7398ms	1.3516 KOps/s	1.3636 KOps/s	$\color{#d91a1a}-0.88\%$
test_func_call_cm_runtime[True-compile-overhead]	0.8507ms	0.7379ms	1.3551 KOps/s	1.3691 KOps/s	$\color{#d91a1a}-1.02\%$
test_vmap_func_call_cm_runtime[eager]	2.4606ms	1.8739ms	533.6467 Ops/s	540.5956 Ops/s	$\color{#d91a1a}-1.29\%$
test_vmap_func_call_cm_runtime[compile]	3.1423ms	1.9268ms	518.9826 Ops/s	532.1211 Ops/s	$\color{#d91a1a}-2.47\%$
test_vmap_func_call_cm_runtime[compile-overhead]	2.6259ms	1.9123ms	522.9173 Ops/s	531.4000 Ops/s	$\color{#d91a1a}-1.60\%$
test_distributed	0.2486ms	0.1240ms	8.0641 KOps/s	7.9505 KOps/s	$\color{#35bf28}+1.43\%$
test_tdmodule	68.6090μs	16.3478μs	61.1703 KOps/s	58.7542 KOps/s	$\color{#35bf28}+4.11\%$
test_tdmodule_dispatch	52.5290μs	33.8422μs	29.5489 KOps/s	27.5501 KOps/s	$\textbf{\color{#35bf28}+7.26\%}$
test_tdseq	35.4260μs	19.5187μs	51.2328 KOps/s	48.8280 KOps/s	$\color{#35bf28}+4.93\%$
test_tdseq_dispatch	74.7600μs	39.7569μs	25.1529 KOps/s	24.5698 KOps/s	$\color{#35bf28}+2.37\%$
test_instantiation_functorch	1.7537ms	1.5367ms	650.7400 Ops/s	629.1895 Ops/s	$\color{#35bf28}+3.43\%$
test_instantiation_td	1.7789ms	1.1467ms	872.0914 Ops/s	856.1449 Ops/s	$\color{#35bf28}+1.86\%$
test_exec_functorch	0.3234ms	0.1834ms	5.4512 KOps/s	5.4747 KOps/s	$\color{#d91a1a}-0.43\%$
test_exec_functional_call	0.3242ms	0.1705ms	5.8634 KOps/s	5.7526 KOps/s	$\color{#35bf28}+1.93\%$
test_exec_td	0.2282ms	0.1652ms	6.0534 KOps/s	6.1184 KOps/s	$\color{#d91a1a}-1.06\%$
test_exec_td_decorator	0.5304ms	0.2185ms	4.5769 KOps/s	4.5922 KOps/s	$\color{#d91a1a}-0.33\%$
test_vmap_mlp_speed[True-True]	0.8112ms	0.6415ms	1.5589 KOps/s	1.5824 KOps/s	$\color{#d91a1a}-1.48\%$
test_vmap_mlp_speed[True-False]	0.9295ms	0.6402ms	1.5621 KOps/s	1.5896 KOps/s	$\color{#d91a1a}-1.73\%$
test_vmap_mlp_speed[False-True]	0.5947ms	0.4957ms	2.0173 KOps/s	2.0494 KOps/s	$\color{#d91a1a}-1.56\%$
test_vmap_mlp_speed[False-False]	0.6404ms	0.4994ms	2.0024 KOps/s	2.0526 KOps/s	$\color{#d91a1a}-2.44\%$
test_vmap_mlp_speed_decorator[True-True]	1.2810ms	0.6255ms	1.5986 KOps/s	1.6368 KOps/s	$\color{#d91a1a}-2.33\%$
test_vmap_mlp_speed_decorator[True-False]	0.8506ms	0.6248ms	1.6004 KOps/s	1.6316 KOps/s	$\color{#d91a1a}-1.91\%$
test_vmap_mlp_speed_decorator[False-True]	0.9170ms	0.5174ms	1.9327 KOps/s	1.9902 KOps/s	$\color{#d91a1a}-2.89\%$
test_vmap_mlp_speed_decorator[False-False]	0.7535ms	0.5174ms	1.9326 KOps/s	1.9869 KOps/s	$\color{#d91a1a}-2.73\%$
test_to_module_speed[True]	1.4744ms	1.2706ms	787.0093 Ops/s	779.1970 Ops/s	$\color{#35bf28}+1.00\%$
test_to_module_speed[False]	1.7253ms	1.2453ms	802.9993 Ops/s	797.9852 Ops/s	$\color{#35bf28}+0.63\%$
test_tc_init	77.4350μs	42.7406μs	23.3970 KOps/s	22.8959 KOps/s	$\color{#35bf28}+2.19\%$
test_tc_init_nested	0.1637ms	83.6571μs	11.9536 KOps/s	11.3049 KOps/s	$\textbf{\color{#35bf28}+5.74\%}$
test_tc_first_layer_tensor	17.6530μs	1.5743μs	635.2119 KOps/s	670.2046 KOps/s	$\textbf{\color{#d91a1a}-5.22\%}$
test_tc_first_layer_nontensor	27.6410μs	4.7234μs	211.7140 KOps/s	214.7977 KOps/s	$\color{#d91a1a}-1.44\%$
test_tc_second_layer_tensor	28.3430μs	2.8386μs	352.2870 KOps/s	360.6663 KOps/s	$\color{#d91a1a}-2.32\%$
test_tc_second_layer_nontensor	30.1560μs	6.0971μs	164.0134 KOps/s	169.6579 KOps/s	$\color{#d91a1a}-3.33\%$
test_unbind	0.4697s	13.0217ms	76.7949 Ops/s	61.0307 Ops/s	$\textbf{\color{#35bf28}+25.83\%}$
test_full_like	8.2763ms	6.9762ms	143.3447 Ops/s	143.0847 Ops/s	$\color{#35bf28}+0.18\%$
test_zeros_like	3.0897ms	2.6976ms	370.7015 Ops/s	154.0677 Ops/s	$\textbf{\color{#35bf28}+140.61\%}$
test_ones_like	3.5594ms	3.1534ms	317.1162 Ops/s	132.6648 Ops/s	$\textbf{\color{#35bf28}+139.04\%}$
test_clone	5.6861ms	5.1173ms	195.4159 Ops/s	108.3076 Ops/s	$\textbf{\color{#35bf28}+80.43\%}$
test_squeeze	59.7620μs	12.5986μs	79.3738 KOps/s	83.3463 KOps/s	$\color{#d91a1a}-4.77\%$
test_unsqueeze	0.1548ms	91.4849μs	10.9308 KOps/s	11.1006 KOps/s	$\color{#d91a1a}-1.53\%$
test_split	0.5841ms	0.1929ms	5.1836 KOps/s	5.1563 KOps/s	$\color{#35bf28}+0.53\%$
test_permute	0.4502ms	0.2185ms	4.5764 KOps/s	4.6533 KOps/s	$\color{#d91a1a}-1.65\%$
test_stack	32.5944ms	26.5675ms	37.6399 Ops/s	39.3647 Ops/s	$\color{#d91a1a}-4.38\%$
test_cat	31.4787ms	26.1053ms	38.3064 Ops/s	38.9534 Ops/s	$\color{#d91a1a}-1.66\%$

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}36$. Worsened: $\large\color{#d91a1a}5$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1250ms	13.2364μs	75.5492 KOps/s	65.8566 KOps/s	$\textbf{\color{#35bf28}+14.72\%}$
test_plain_set_stack_nested	73.3020μs	13.2481μs	75.4826 KOps/s	66.7855 KOps/s	$\textbf{\color{#35bf28}+13.02\%}$
test_plain_set_nested_inplace	42.7810μs	14.3277μs	69.7951 KOps/s	61.3319 KOps/s	$\textbf{\color{#35bf28}+13.80\%}$
test_plain_set_stack_nested_inplace	47.4410μs	14.3021μs	69.9200 KOps/s	61.9321 KOps/s	$\textbf{\color{#35bf28}+12.90\%}$
test_items	23.5900μs	2.8730μs	348.0636 KOps/s	342.9892 KOps/s	$\color{#35bf28}+1.48\%$
test_items_nested	0.3817ms	0.3234ms	3.0917 KOps/s	3.0501 KOps/s	$\color{#35bf28}+1.37\%$
test_items_nested_locked	0.3604ms	0.3271ms	3.0569 KOps/s	3.0550 KOps/s	$\color{#35bf28}+0.06\%$
test_items_nested_leaf	94.9020μs	55.5071μs	18.0157 KOps/s	17.9417 KOps/s	$\color{#35bf28}+0.41\%$
test_items_stack_nested	0.3662ms	0.3245ms	3.0816 KOps/s	3.0634 KOps/s	$\color{#35bf28}+0.60\%$
test_items_stack_nested_leaf	0.1737ms	57.6431μs	17.3481 KOps/s	17.6028 KOps/s	$\color{#d91a1a}-1.45\%$
test_items_stack_nested_locked	0.4028ms	0.3237ms	3.0888 KOps/s	3.0529 KOps/s	$\color{#35bf28}+1.18\%$
test_keys	23.9000μs	3.4331μs	291.2834 KOps/s	292.4002 KOps/s	$\color{#d91a1a}-0.38\%$
test_keys_nested	89.6620μs	55.8858μs	17.8936 KOps/s	17.7629 KOps/s	$\color{#35bf28}+0.74\%$
test_keys_nested_locked	2.5901ms	61.8303μs	16.1733 KOps/s	16.0611 KOps/s	$\color{#35bf28}+0.70\%$
test_keys_nested_leaf	75.7120μs	47.2920μs	21.1452 KOps/s	20.9677 KOps/s	$\color{#35bf28}+0.85\%$
test_keys_stack_nested	80.9020μs	55.9039μs	17.8878 KOps/s	17.8435 KOps/s	$\color{#35bf28}+0.25\%$
test_keys_stack_nested_leaf	0.2127ms	48.0721μs	20.8021 KOps/s	20.7951 KOps/s	$\color{#35bf28}+0.03\%$
test_keys_stack_nested_locked	86.5620μs	61.2300μs	16.3319 KOps/s	16.4103 KOps/s	$\color{#d91a1a}-0.48\%$
test_values	19.7835μs	0.8422μs	1.1874 MOps/s	1.1823 MOps/s	$\color{#35bf28}+0.43\%$
test_values_nested	67.1010μs	40.6904μs	24.5758 KOps/s	24.5629 KOps/s	$\color{#35bf28}+0.05\%$
test_values_nested_locked	75.2520μs	42.5573μs	23.4977 KOps/s	23.4911 KOps/s	$\color{#35bf28}+0.03\%$
test_values_nested_leaf	99.6120μs	34.9466μs	28.6151 KOps/s	28.2941 KOps/s	$\color{#35bf28}+1.13\%$
test_values_stack_nested	97.0120μs	41.3036μs	24.2110 KOps/s	24.0815 KOps/s	$\color{#35bf28}+0.54\%$
test_values_stack_nested_leaf	60.6020μs	35.6004μs	28.0896 KOps/s	28.0298 KOps/s	$\color{#35bf28}+0.21\%$
test_values_stack_nested_locked	0.1646ms	43.2372μs	23.1283 KOps/s	22.8627 KOps/s	$\color{#35bf28}+1.16\%$
test_membership	1.6251μs	0.5181μs	1.9301 MOps/s	1.9659 MOps/s	$\color{#d91a1a}-1.82\%$
test_membership_nested	16.5055μs	1.8679μs	535.3643 KOps/s	533.1051 KOps/s	$\color{#35bf28}+0.42\%$
test_membership_nested_leaf	11.5237μs	1.8428μs	542.6513 KOps/s	554.1728 KOps/s	$\color{#d91a1a}-2.08\%$
test_membership_stacked_nested	30.1300μs	1.8849μs	530.5445 KOps/s	524.7403 KOps/s	$\color{#35bf28}+1.11\%$
test_membership_stacked_nested_leaf	22.5110μs	1.8918μs	528.5969 KOps/s	524.7917 KOps/s	$\color{#35bf28}+0.73\%$
test_membership_nested_last	23.3910μs	2.7692μs	361.1140 KOps/s	361.7588 KOps/s	$\color{#d91a1a}-0.18\%$
test_membership_nested_leaf_last	27.2500μs	2.7463μs	364.1267 KOps/s	356.9117 KOps/s	$\color{#35bf28}+2.02\%$
test_membership_stacked_nested_last	33.3810μs	4.1650μs	240.0958 KOps/s	126.9178 KOps/s	$\textbf{\color{#35bf28}+89.17\%}$
test_membership_stacked_nested_leaf_last	32.4810μs	4.1661μs	240.0343 KOps/s	127.6834 KOps/s	$\textbf{\color{#35bf28}+87.99\%}$
test_nested_getleaf	91.3920μs	6.1048μs	163.8044 KOps/s	163.6844 KOps/s	$\color{#35bf28}+0.07\%$
test_nested_get	36.3110μs	5.6836μs	175.9443 KOps/s	172.2945 KOps/s	$\color{#35bf28}+2.12\%$
test_stacked_getleaf	47.4410μs	6.0234μs	166.0193 KOps/s	165.0052 KOps/s	$\color{#35bf28}+0.61\%$
test_stacked_get	37.4210μs	5.7073μs	175.2135 KOps/s	175.4099 KOps/s	$\color{#d91a1a}-0.11\%$
test_nested_getitemleaf	31.5210μs	6.1418μs	162.8196 KOps/s	162.4786 KOps/s	$\color{#35bf28}+0.21\%$
test_nested_getitem	30.6400μs	5.7451μs	174.0610 KOps/s	172.2221 KOps/s	$\color{#35bf28}+1.07\%$
test_stacked_getitemleaf	30.7910μs	6.1060μs	163.7745 KOps/s	163.2915 KOps/s	$\color{#35bf28}+0.30\%$
test_stacked_getitem	35.7210μs	5.8256μs	171.6557 KOps/s	175.7970 KOps/s	$\color{#d91a1a}-2.36\%$
test_lock_nested	4.6245ms	0.4189ms	2.3871 KOps/s	2.3990 KOps/s	$\color{#d91a1a}-0.50\%$
test_lock_stack_nested	0.4085ms	0.3776ms	2.6481 KOps/s	2.7039 KOps/s	$\color{#d91a1a}-2.06\%$
test_unlock_nested	0.7467ms	0.3541ms	2.8240 KOps/s	2.8256 KOps/s	$\color{#d91a1a}-0.06\%$
test_unlock_stack_nested	0.4169ms	0.3163ms	3.1618 KOps/s	3.2479 KOps/s	$\color{#d91a1a}-2.65\%$
test_flatten_speed	0.1005ms	68.7900μs	14.5370 KOps/s	14.1737 KOps/s	$\color{#35bf28}+2.56\%$
test_unflatten_speed	0.3145ms	0.2741ms	3.6489 KOps/s	3.5974 KOps/s	$\color{#35bf28}+1.43\%$
test_common_ops	1.5053ms	1.1991ms	833.9594 Ops/s	774.8681 Ops/s	$\textbf{\color{#35bf28}+7.63\%}$
test_creation	20.9000μs	1.4828μs	674.4181 KOps/s	669.0362 KOps/s	$\color{#35bf28}+0.80\%$
test_creation_empty	55.2010μs	14.1384μs	70.7295 KOps/s	57.5185 KOps/s	$\textbf{\color{#35bf28}+22.97\%}$
test_creation_nested_1	51.1320μs	15.8475μs	63.1016 KOps/s	52.2314 KOps/s	$\textbf{\color{#35bf28}+20.81\%}$
test_creation_nested_2	46.2910μs	18.9768μs	52.6960 KOps/s	46.0618 KOps/s	$\textbf{\color{#35bf28}+14.40\%}$
test_clone	1.2965ms	29.4044μs	34.0085 KOps/s	34.8103 KOps/s	$\color{#d91a1a}-2.30\%$
test_getitem[int]	94.8104ms	23.2878μs	42.9410 KOps/s	62.8846 KOps/s	$\textbf{\color{#d91a1a}-31.71\%}$
test_getitem[slice_int]	0.1265ms	27.3390μs	36.5778 KOps/s	34.5945 KOps/s	$\textbf{\color{#35bf28}+5.73\%}$
test_getitem[range]	0.2244ms	0.1088ms	9.1938 KOps/s	9.1292 KOps/s	$\color{#35bf28}+0.71\%$
test_getitem[tuple]	0.1709ms	23.5668μs	42.4326 KOps/s	42.2708 KOps/s	$\color{#35bf28}+0.38\%$
test_getitem[list]	0.2714ms	97.6893μs	10.2365 KOps/s	10.1830 KOps/s	$\color{#35bf28}+0.53\%$
test_setitem_dim[int]	0.1866ms	44.2963μs	22.5752 KOps/s	22.5472 KOps/s	$\color{#35bf28}+0.12\%$
test_setitem_dim[slice_int]	0.2099ms	67.0308μs	14.9185 KOps/s	14.6755 KOps/s	$\color{#35bf28}+1.66\%$
test_setitem_dim[range]	0.1610ms	0.1265ms	7.9080 KOps/s	7.5296 KOps/s	$\textbf{\color{#35bf28}+5.03\%}$
test_setitem_dim[tuple]	0.1767ms	60.1995μs	16.6114 KOps/s	15.7025 KOps/s	$\textbf{\color{#35bf28}+5.79\%}$
test_setitem	0.1915ms	41.1951μs	24.2747 KOps/s	22.8983 KOps/s	$\textbf{\color{#35bf28}+6.01\%}$
test_set	0.1922ms	39.4272μs	25.3632 KOps/s	23.7530 KOps/s	$\textbf{\color{#35bf28}+6.78\%}$
test_set_shared	0.3456ms	49.8045μs	20.0785 KOps/s	19.6626 KOps/s	$\color{#35bf28}+2.12\%$
test_update	0.2031ms	47.7122μs	20.9590 KOps/s	18.9553 KOps/s	$\textbf{\color{#35bf28}+10.57\%}$
test_update_nested	0.2286ms	56.1285μs	17.8163 KOps/s	17.0954 KOps/s	$\color{#35bf28}+4.22\%$
test_update__nested	0.2501ms	61.4439μs	16.2750 KOps/s	17.2737 KOps/s	$\textbf{\color{#d91a1a}-5.78\%}$
test_set_nested	0.2234ms	41.3900μs	24.1604 KOps/s	22.6466 KOps/s	$\textbf{\color{#35bf28}+6.68\%}$
test_set_nested_new	0.1943ms	45.0798μs	22.1829 KOps/s	20.9633 KOps/s	$\textbf{\color{#35bf28}+5.82\%}$
test_select	0.2117ms	57.8807μs	17.2769 KOps/s	16.3944 KOps/s	$\textbf{\color{#35bf28}+5.38\%}$
test_select_nested	0.5079ms	42.8252μs	23.3508 KOps/s	23.8097 KOps/s	$\color{#d91a1a}-1.93\%$
test_exclude_nested	91.0520μs	58.1747μs	17.1896 KOps/s	17.2558 KOps/s	$\color{#d91a1a}-0.38\%$
test_empty[True]	0.3533ms	0.2390ms	4.1849 KOps/s	4.1660 KOps/s	$\color{#35bf28}+0.45\%$
test_empty[False]	3.4011μs	0.7538μs	1.3266 MOps/s	1.3161 MOps/s	$\color{#35bf28}+0.79\%$
test_to	0.1310ms	25.1156μs	39.8160 KOps/s	40.2259 KOps/s	$\color{#d91a1a}-1.02\%$
test_to_nonblocking	0.1390ms	23.7404μs	42.1222 KOps/s	40.8327 KOps/s	$\color{#35bf28}+3.16\%$
test_unbind_speed	0.3280ms	0.2797ms	3.5759 KOps/s	3.5676 KOps/s	$\color{#35bf28}+0.23\%$
test_unbind_speed_stack0	0.3154ms	0.2740ms	3.6498 KOps/s	3.7407 KOps/s	$\color{#d91a1a}-2.43\%$
test_unbind_speed_stack1	94.5170ms	0.7155ms	1.3976 KOps/s	1.4106 KOps/s	$\color{#d91a1a}-0.92\%$
test_split	95.4272ms	2.1688ms	461.0813 Ops/s	454.9413 Ops/s	$\color{#35bf28}+1.35\%$
test_chunk	96.5023ms	2.1590ms	463.1668 Ops/s	457.0549 Ops/s	$\color{#35bf28}+1.34\%$
test_creation[device0]	0.3449ms	0.1244ms	8.0409 KOps/s	7.9992 KOps/s	$\color{#35bf28}+0.52\%$
test_creation_from_tensor	0.4003ms	0.1275ms	7.8423 KOps/s	7.8856 KOps/s	$\color{#d91a1a}-0.55\%$
test_add_one[memmap_tensor0]	0.1430ms	8.6606μs	115.4648 KOps/s	117.1629 KOps/s	$\color{#d91a1a}-1.45\%$
test_contiguous[memmap_tensor0]	38.7410μs	2.1848μs	457.7039 KOps/s	464.0940 KOps/s	$\color{#d91a1a}-1.38\%$
test_stack[memmap_tensor0]	0.1029ms	7.0079μs	142.6956 KOps/s	152.0219 KOps/s	$\textbf{\color{#d91a1a}-6.13\%}$
test_memmaptd_index	1.0871ms	0.4209ms	2.3757 KOps/s	2.3867 KOps/s	$\color{#d91a1a}-0.46\%$
test_memmaptd_index_astensor	0.9845ms	0.4659ms	2.1462 KOps/s	2.1123 KOps/s	$\color{#35bf28}+1.60\%$
test_memmaptd_index_op	1.3719ms	0.9884ms	1.0118 KOps/s	962.4422 Ops/s	$\textbf{\color{#35bf28}+5.13\%}$
test_serialize_model	0.1309s	0.1302s	7.6822 Ops/s	7.7465 Ops/s	$\color{#d91a1a}-0.83\%$
test_serialize_model_pickle	1.3468s	1.2121s	0.8250 Ops/s	0.8244 Ops/s	$\color{#35bf28}+0.07\%$
test_serialize_weights	0.1300s	0.1292s	7.7373 Ops/s	7.7597 Ops/s	$\color{#d91a1a}-0.29\%$
test_serialize_weights_returnearly	0.2439s	62.6031ms	15.9737 Ops/s	16.1307 Ops/s	$\color{#d91a1a}-0.97\%$
test_serialize_weights_pickle	1.3824s	1.2180s	0.8210 Ops/s	0.8217 Ops/s	$\color{#d91a1a}-0.09\%$
test_reshape_pytree	0.1229ms	35.1603μs	28.4412 KOps/s	27.9174 KOps/s	$\color{#35bf28}+1.88\%$
test_reshape_td	0.1295ms	41.4474μs	24.1270 KOps/s	24.3349 KOps/s	$\color{#d91a1a}-0.85\%$
test_view_pytree	0.1785ms	34.6882μs	28.8282 KOps/s	28.1085 KOps/s	$\color{#35bf28}+2.56\%$
test_view_td	0.1760ms	46.3988μs	21.5523 KOps/s	22.0384 KOps/s	$\color{#d91a1a}-2.21\%$
test_unbind_pytree	0.1872ms	34.2824μs	29.1695 KOps/s	28.5954 KOps/s	$\color{#35bf28}+2.01\%$
test_unbind_td	0.3815ms	42.9875μs	23.2626 KOps/s	23.2781 KOps/s	$\color{#d91a1a}-0.07\%$
test_split_pytree	0.1000ms	46.1063μs	21.6890 KOps/s	21.7390 KOps/s	$\color{#d91a1a}-0.23\%$
test_split_td	0.7066ms	56.1331μs	17.8148 KOps/s	17.2616 KOps/s	$\color{#35bf28}+3.20\%$
test_add_pytree	0.2097ms	56.1150μs	17.8206 KOps/s	17.4201 KOps/s	$\color{#35bf28}+2.30\%$
test_add_td	0.2359ms	86.1236μs	11.6112 KOps/s	10.3555 KOps/s	$\textbf{\color{#35bf28}+12.13\%}$
test_compile_add_one_nested[tensordict-compile]	0.4031ms	0.2081ms	4.8055 KOps/s	4.7375 KOps/s	$\color{#35bf28}+1.43\%$
test_compile_add_one_nested[tensordict-eager]	0.3000ms	0.1482ms	6.7494 KOps/s	6.6841 KOps/s	$\color{#35bf28}+0.98\%$
test_compile_add_one_nested[pytree-compile]	0.2967ms	0.1444ms	6.9247 KOps/s	6.9577 KOps/s	$\color{#d91a1a}-0.47\%$
test_compile_add_one_nested[pytree-eager]	0.5820ms	0.1828ms	5.4697 KOps/s	5.4090 KOps/s	$\color{#35bf28}+1.12\%$
test_compile_copy_nested[tensordict-compile]	0.4230ms	21.2207μs	47.1238 KOps/s	47.2906 KOps/s	$\color{#d91a1a}-0.35\%$
test_compile_copy_nested[tensordict-eager]	0.1208ms	43.3247μs	23.0815 KOps/s	22.9613 KOps/s	$\color{#35bf28}+0.52\%$
test_compile_copy_nested[pytree-compile]	0.4573ms	64.3625μs	15.5370 KOps/s	15.5795 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_copy_nested[pytree-eager]	0.4734ms	50.2075μs	19.9173 KOps/s	19.8828 KOps/s	$\color{#35bf28}+0.17\%$
test_compile_add_one_flat[tensordict-compile]	0.4888ms	0.3158ms	3.1669 KOps/s	3.1734 KOps/s	$\color{#d91a1a}-0.21\%$
test_compile_add_one_flat[tensordict-eager]	0.6789ms	0.2069ms	4.8324 KOps/s	4.7850 KOps/s	$\color{#35bf28}+0.99\%$
test_compile_add_one_flat[tensorclass-compile]	0.2803ms	0.1282ms	7.7986 KOps/s	7.8256 KOps/s	$\color{#d91a1a}-0.35\%$
test_compile_add_one_flat[tensorclass-eager]	0.5414ms	60.1752μs	16.6182 KOps/s	16.6567 KOps/s	$\color{#d91a1a}-0.23\%$
test_compile_add_one_flat[pytree-compile]	0.4928ms	0.3160ms	3.1642 KOps/s	3.1791 KOps/s	$\color{#d91a1a}-0.47\%$
test_compile_add_one_flat[pytree-eager]	1.0634ms	0.6216ms	1.6088 KOps/s	1.5891 KOps/s	$\color{#35bf28}+1.24\%$
test_compile_add_self_flat[tensordict-eager]	0.6474ms	0.2468ms	4.0525 KOps/s	4.0198 KOps/s	$\color{#35bf28}+0.81\%$
test_compile_add_self_flat[tensordict-compile]	0.7909ms	0.3166ms	3.1589 KOps/s	3.1628 KOps/s	$\color{#d91a1a}-0.12\%$
test_compile_add_self_flat[tensorclass-eager]	0.5038ms	69.7863μs	14.3294 KOps/s	14.2314 KOps/s	$\color{#35bf28}+0.69\%$
test_compile_add_self_flat[tensorclass-compile]	0.2800ms	0.1290ms	7.7519 KOps/s	7.8231 KOps/s	$\color{#d91a1a}-0.91\%$
test_compile_add_self_flat[pytree-eager]	0.9551ms	0.5305ms	1.8852 KOps/s	1.8680 KOps/s	$\color{#35bf28}+0.92\%$
test_compile_add_self_flat[pytree-compile]	0.7690ms	0.3160ms	3.1646 KOps/s	3.1787 KOps/s	$\color{#d91a1a}-0.44\%$
test_compile_copy_flat[tensordict-compile]	0.4452ms	18.3696μs	54.4379 KOps/s	55.7231 KOps/s	$\color{#d91a1a}-2.31\%$
test_compile_copy_flat[tensordict-eager]	0.4885ms	27.2040μs	36.7593 KOps/s	36.8990 KOps/s	$\color{#d91a1a}-0.38\%$
test_compile_copy_flat[pytree-compile]	0.4666ms	69.2668μs	14.4369 KOps/s	14.5015 KOps/s	$\color{#d91a1a}-0.45\%$
test_compile_copy_flat[pytree-eager]	0.4751ms	50.6721μs	19.7347 KOps/s	19.4970 KOps/s	$\color{#35bf28}+1.22\%$
test_compile_assign_and_add[tensordict-compile]	2.2880ms	0.7961ms	1.2562 KOps/s	1.1587 KOps/s	$\textbf{\color{#35bf28}+8.42\%}$
test_compile_assign_and_add[tensordict-eager]	3.3780ms	3.1663ms	315.8258 Ops/s	315.8193 Ops/s	$+0.00\%$
test_compile_assign_and_add[pytree-compile]	2.2628ms	0.7914ms	1.2637 KOps/s	1.1675 KOps/s	$\textbf{\color{#35bf28}+8.23\%}$
test_compile_assign_and_add[pytree-eager]	3.8064ms	3.2262ms	309.9650 Ops/s	313.2393 Ops/s	$\color{#d91a1a}-1.05\%$
test_compile_indexing[tensor-tensordict-compile]	0.2603ms	0.1094ms	9.1393 KOps/s	8.8513 KOps/s	$\color{#35bf28}+3.25\%$
test_compile_indexing[tensor-tensordict-eager]	0.4991ms	62.7774μs	15.9293 KOps/s	15.5797 KOps/s	$\color{#35bf28}+2.24\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2743ms	0.1074ms	9.3116 KOps/s	9.7533 KOps/s	$\color{#d91a1a}-4.53\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2248ms	45.8154μs	21.8267 KOps/s	22.9725 KOps/s	$\color{#d91a1a}-4.99\%$
test_compile_indexing[tensor-pytree-compile]	0.2938ms	0.1084ms	9.2288 KOps/s	9.6602 KOps/s	$\color{#d91a1a}-4.47\%$
test_compile_indexing[tensor-pytree-eager]	0.2526ms	45.1751μs	22.1361 KOps/s	23.0284 KOps/s	$\color{#d91a1a}-3.88\%$
test_compile_indexing[slice-tensordict-compile]	0.3523ms	0.1401ms	7.1373 KOps/s	7.3083 KOps/s	$\color{#d91a1a}-2.34\%$
test_compile_indexing[slice-tensordict-eager]	0.2021ms	25.7267μs	38.8702 KOps/s	39.6723 KOps/s	$\color{#d91a1a}-2.02\%$
test_compile_indexing[slice-tensorclass-compile]	0.6055ms	0.1308ms	7.6427 KOps/s	7.6497 KOps/s	$\color{#d91a1a}-0.09\%$
test_compile_indexing[slice-tensorclass-eager]	0.4191ms	20.8558μs	47.9484 KOps/s	48.4398 KOps/s	$\color{#d91a1a}-1.01\%$
test_compile_indexing[slice-pytree-compile]	0.5464ms	0.1356ms	7.3734 KOps/s	7.5845 KOps/s	$\color{#d91a1a}-2.78\%$
test_compile_indexing[slice-pytree-eager]	0.4306ms	20.8162μs	48.0394 KOps/s	48.1452 KOps/s	$\color{#d91a1a}-0.22\%$
test_compile_indexing[int-tensordict-compile]	0.2859ms	0.1387ms	7.2099 KOps/s	7.1625 KOps/s	$\color{#35bf28}+0.66\%$
test_compile_indexing[int-tensordict-eager]	0.5119ms	24.9210μs	40.1268 KOps/s	40.6596 KOps/s	$\color{#d91a1a}-1.31\%$
test_compile_indexing[int-tensorclass-compile]	0.5746ms	0.1315ms	7.6058 KOps/s	7.6093 KOps/s	$\color{#d91a1a}-0.05\%$
test_compile_indexing[int-tensorclass-eager]	0.4406ms	24.0815μs	41.5256 KOps/s	48.2875 KOps/s	$\textbf{\color{#d91a1a}-14.00\%}$
test_compile_indexing[int-pytree-compile]	0.5237ms	0.1314ms	7.6098 KOps/s	7.5709 KOps/s	$\color{#35bf28}+0.51\%$
test_compile_indexing[int-pytree-eager]	0.4159ms	20.7054μs	48.2966 KOps/s	48.7321 KOps/s	$\color{#d91a1a}-0.89\%$
test_mod_add[eager]	0.4518ms	31.1907μs	32.0608 KOps/s	30.6893 KOps/s	$\color{#35bf28}+4.47\%$
test_mod_add[compile]	0.5023ms	69.9057μs	14.3050 KOps/s	14.2486 KOps/s	$\color{#35bf28}+0.40\%$
test_mod_add[compile-overhead]	0.2612ms	0.1354ms	7.3838 KOps/s	6.8628 KOps/s	$\textbf{\color{#35bf28}+7.59\%}$
test_mod_wrap[eager]	0.6687ms	0.2346ms	4.2618 KOps/s	3.9115 KOps/s	$\textbf{\color{#35bf28}+8.95\%}$
test_mod_wrap[compile]	0.5669ms	0.2907ms	3.4403 KOps/s	3.3696 KOps/s	$\color{#35bf28}+2.10\%$
test_mod_wrap[compile-overhead]	7.4444ms	4.0440ms	247.2802 Ops/s	249.2020 Ops/s	$\color{#d91a1a}-0.77\%$
test_mod_wrap_and_backward[eager]	1.5185ms	1.3405ms	746.0110 Ops/s	688.2731 Ops/s	$\textbf{\color{#35bf28}+8.39\%}$
test_mod_wrap_and_backward[compile]	1.5269ms	1.3111ms	762.7236 Ops/s	698.7072 Ops/s	$\textbf{\color{#35bf28}+9.16\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3703ms	0.9104ms	1.0984 KOps/s	991.2717 Ops/s	$\textbf{\color{#35bf28}+10.81\%}$
test_seq_add[eager]	0.2585ms	94.5135μs	10.5805 KOps/s	10.1731 KOps/s	$\color{#35bf28}+4.00\%$
test_seq_add[compile]	0.2527ms	81.8677μs	12.2148 KOps/s	12.6091 KOps/s	$\color{#d91a1a}-3.13\%$
test_seq_add[compile-overhead]	0.2661ms	0.1154ms	8.6630 KOps/s	8.7997 KOps/s	$\color{#d91a1a}-1.55\%$
test_seq_wrap[eager]	0.5371ms	0.3615ms	2.7664 KOps/s	2.5825 KOps/s	$\textbf{\color{#35bf28}+7.12\%}$
test_seq_wrap[compile]	0.5111ms	0.3106ms	3.2193 KOps/s	3.1849 KOps/s	$\color{#35bf28}+1.08\%$
test_seq_wrap[compile-overhead]	0.3944ms	0.2188ms	4.5704 KOps/s	4.5848 KOps/s	$\color{#d91a1a}-0.32\%$
test_func_call_runtime[False-eager]	0.8889ms	0.7279ms	1.3739 KOps/s	1.3450 KOps/s	$\color{#35bf28}+2.15\%$
test_func_call_runtime[False-compile]	0.9500ms	0.7864ms	1.2716 KOps/s	1.2662 KOps/s	$\color{#35bf28}+0.42\%$
test_func_call_runtime[False-compile-overhead]	0.4806ms	0.3584ms	2.7905 KOps/s	2.7947 KOps/s	$\color{#d91a1a}-0.15\%$
test_func_call_runtime[True-eager]	1.0571ms	0.8908ms	1.1226 KOps/s	1.1078 KOps/s	$\color{#35bf28}+1.33\%$
test_func_call_runtime[True-compile]	0.9822ms	0.8266ms	1.2098 KOps/s	1.1931 KOps/s	$\color{#35bf28}+1.41\%$
test_func_call_runtime[True-compile-overhead]	0.5343ms	0.3912ms	2.5560 KOps/s	2.5578 KOps/s	$\color{#d91a1a}-0.07\%$
test_func_call_cm_runtime[False-eager]	0.8669ms	0.7181ms	1.3926 KOps/s	1.2806 KOps/s	$\textbf{\color{#35bf28}+8.74\%}$
test_func_call_cm_runtime[False-compile]	1.0370ms	0.7855ms	1.2731 KOps/s	1.2558 KOps/s	$\color{#35bf28}+1.38\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5075ms	0.3604ms	2.7750 KOps/s	2.7946 KOps/s	$\color{#d91a1a}-0.70\%$
test_func_call_cm_runtime[True-eager]	1.1493ms	0.9900ms	1.0101 KOps/s	1.0026 KOps/s	$\color{#35bf28}+0.76\%$
test_func_call_cm_runtime[True-compile]	1.0163ms	0.8513ms	1.1747 KOps/s	1.1698 KOps/s	$\color{#35bf28}+0.41\%$
test_func_call_cm_runtime[True-compile-overhead]	0.5630ms	0.4159ms	2.4043 KOps/s	2.3860 KOps/s	$\color{#35bf28}+0.77\%$
test_vmap_func_call_cm_runtime[eager]	2.4852ms	2.0439ms	489.2607 Ops/s	483.3691 Ops/s	$\color{#35bf28}+1.22\%$
test_vmap_func_call_cm_runtime[compile]	1.0468ms	0.8645ms	1.1568 KOps/s	1.1034 KOps/s	$\color{#35bf28}+4.84\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5865ms	0.4230ms	2.3643 KOps/s	2.3802 KOps/s	$\color{#d91a1a}-0.67\%$
test_distributed	2.8341ms	0.1795ms	5.5700 KOps/s	8.6588 KOps/s	$\textbf{\color{#d91a1a}-35.67\%}$
test_tdmodule	24.5810μs	13.6059μs	73.4977 KOps/s	58.6015 KOps/s	$\textbf{\color{#35bf28}+25.42\%}$
test_tdmodule_dispatch	0.1248ms	27.6294μs	36.1933 KOps/s	30.8807 KOps/s	$\textbf{\color{#35bf28}+17.20\%}$
test_tdseq	33.6210μs	14.4020μs	69.4347 KOps/s	56.6757 KOps/s	$\textbf{\color{#35bf28}+22.51\%}$
test_tdseq_dispatch	60.1510μs	29.3054μs	34.1234 KOps/s	28.0713 KOps/s	$\textbf{\color{#35bf28}+21.56\%}$
test_instantiation_functorch	1.9682ms	1.8045ms	554.1852 Ops/s	538.2507 Ops/s	$\color{#35bf28}+2.96\%$
test_instantiation_td	1.7655ms	1.1747ms	851.2808 Ops/s	842.6896 Ops/s	$\color{#35bf28}+1.02\%$
test_exec_functorch	0.3555ms	0.2040ms	4.9018 KOps/s	4.8092 KOps/s	$\color{#35bf28}+1.93\%$
test_exec_functional_call	0.3685ms	0.2062ms	4.8499 KOps/s	4.7966 KOps/s	$\color{#35bf28}+1.11\%$
test_exec_td	0.3606ms	0.2076ms	4.8180 KOps/s	4.6778 KOps/s	$\color{#35bf28}+3.00\%$
test_exec_td_decorator	0.9459ms	0.2490ms	4.0153 KOps/s	3.9052 KOps/s	$\color{#35bf28}+2.82\%$
test_vmap_mlp_speed[True-True]	0.8854ms	0.7031ms	1.4223 KOps/s	1.4558 KOps/s	$\color{#d91a1a}-2.30\%$
test_vmap_mlp_speed[True-False]	0.8288ms	0.6677ms	1.4976 KOps/s	1.4561 KOps/s	$\color{#35bf28}+2.85\%$
test_vmap_mlp_speed[False-True]	0.7480ms	0.5869ms	1.7037 KOps/s	1.7522 KOps/s	$\color{#d91a1a}-2.77\%$
test_vmap_mlp_speed[False-False]	0.7894ms	0.5873ms	1.7027 KOps/s	1.7395 KOps/s	$\color{#d91a1a}-2.12\%$
test_vmap_mlp_speed_decorator[True-True]	0.8600ms	0.6673ms	1.4987 KOps/s	1.4899 KOps/s	$\color{#35bf28}+0.59\%$
test_vmap_mlp_speed_decorator[True-False]	0.9755ms	0.6784ms	1.4741 KOps/s	1.4865 KOps/s	$\color{#d91a1a}-0.83\%$
test_vmap_mlp_speed_decorator[False-True]	0.7845ms	0.5906ms	1.6931 KOps/s	1.6597 KOps/s	$\color{#35bf28}+2.01\%$
test_vmap_mlp_speed_decorator[False-False]	0.7427ms	0.5811ms	1.7210 KOps/s	1.7076 KOps/s	$\color{#35bf28}+0.79\%$
test_vmap_transformer_speed[True-True]	8.4595ms	8.2950ms	120.5545 Ops/s	119.1847 Ops/s	$\color{#35bf28}+1.15\%$
test_vmap_transformer_speed[True-False]	8.4254ms	8.2614ms	121.0454 Ops/s	119.2929 Ops/s	$\color{#35bf28}+1.47\%$
test_vmap_transformer_speed[False-True]	8.5172ms	8.0722ms	123.8824 Ops/s	122.2765 Ops/s	$\color{#35bf28}+1.31\%$
test_vmap_transformer_speed[False-False]	8.3251ms	8.0825ms	123.7241 Ops/s	122.5102 Ops/s	$\color{#35bf28}+0.99\%$
test_vmap_transformer_speed_decorator[True-True]	20.1908ms	19.3874ms	51.5799 Ops/s	51.2024 Ops/s	$\color{#35bf28}+0.74\%$
test_vmap_transformer_speed_decorator[True-False]	20.1058ms	19.3591ms	51.6554 Ops/s	51.0241 Ops/s	$\color{#35bf28}+1.24\%$
test_vmap_transformer_speed_decorator[False-True]	20.3343ms	19.2786ms	51.8710 Ops/s	51.5653 Ops/s	$\color{#35bf28}+0.59\%$
test_vmap_transformer_speed_decorator[False-False]	19.3764ms	19.2352ms	51.9881 Ops/s	51.5128 Ops/s	$\color{#35bf28}+0.92\%$
test_to_module_speed[True]	1.9631ms	0.9293ms	1.0761 KOps/s	1.0757 KOps/s	$\color{#35bf28}+0.04\%$
test_to_module_speed[False]	1.0036ms	0.9047ms	1.1053 KOps/s	1.1009 KOps/s	$\color{#35bf28}+0.40\%$
test_tc_init	66.5610μs	31.2642μs	31.9855 KOps/s	26.9122 KOps/s	$\textbf{\color{#35bf28}+18.85\%}$
test_tc_init_nested	86.8310μs	60.7593μs	16.4584 KOps/s	13.0997 KOps/s	$\textbf{\color{#35bf28}+25.64\%}$
test_tc_first_layer_tensor	26.7406μs	0.6749μs	1.4817 MOps/s	1.4624 MOps/s	$\color{#35bf28}+1.32\%$
test_tc_first_layer_nontensor	0.1730ms	2.2214μs	450.1657 KOps/s	448.4904 KOps/s	$\color{#35bf28}+0.37\%$
test_tc_second_layer_tensor	30.2955μs	1.3502μs	740.6051 KOps/s	729.1927 KOps/s	$\color{#35bf28}+1.57\%$
test_tc_second_layer_nontensor	0.2054ms	2.9010μs	344.7057 KOps/s	341.5801 KOps/s	$\color{#35bf28}+0.92\%$
test_unbind	0.1992s	11.2007ms	89.2798 Ops/s	91.2149 Ops/s	$\color{#d91a1a}-2.12\%$
test_full_like	0.7587ms	0.5733ms	1.7444 KOps/s	1.7396 KOps/s	$\color{#35bf28}+0.28\%$
test_zeros_like	0.3518ms	0.1983ms	5.0417 KOps/s	5.0410 KOps/s	$\color{#35bf28}+0.01\%$
test_ones_like	0.3474ms	0.1981ms	5.0479 KOps/s	5.0466 KOps/s	$\color{#35bf28}+0.03\%$
test_clone	0.5717ms	0.4151ms	2.4092 KOps/s	2.4157 KOps/s	$\color{#d91a1a}-0.27\%$
test_squeeze	33.7310μs	9.8503μs	101.5197 KOps/s	102.6478 KOps/s	$\color{#d91a1a}-1.10\%$
test_unsqueeze	0.2877ms	72.3038μs	13.8305 KOps/s	13.5723 KOps/s	$\color{#35bf28}+1.90\%$
test_split	0.2579ms	0.1583ms	6.3182 KOps/s	6.4760 KOps/s	$\color{#d91a1a}-2.44\%$
test_permute	0.3097ms	0.1749ms	5.7186 KOps/s	5.7779 KOps/s	$\color{#d91a1a}-1.03\%$
test_stack	1.3490ms	0.8491ms	1.1777 KOps/s	1.1698 KOps/s	$\color{#35bf28}+0.67\%$
test_cat	1.3595ms	1.2322ms	811.5864 Ops/s	811.5487 Ops/s	$+0.00\%$