[BE] TensorClass stub method check

[vmoens]

Stack from ghstack (oldest at bottom):

• [BE] Check ordering and exclusivity of tensorclass registers #1176
• [BE] tensorclass method registration check #1175
• -> [BE] TensorClass stub method check #1174

[github-actions]

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}3$. Worsened: $\large\color{#d91a1a}40$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	47.4380μs	21.4015μs	46.7257 KOps/s	49.6161 KOps/s	$\textbf{\color{#d91a1a}-5.83\%}$
test_plain_set_stack_nested	77.4450μs	21.4491μs	46.6220 KOps/s	49.3497 KOps/s	$\textbf{\color{#d91a1a}-5.53\%}$
test_plain_set_nested_inplace	76.6230μs	23.7782μs	42.0553 KOps/s	45.7764 KOps/s	$\textbf{\color{#d91a1a}-8.13\%}$
test_plain_set_stack_nested_inplace	56.9760μs	23.6154μs	42.3453 KOps/s	45.8826 KOps/s	$\textbf{\color{#d91a1a}-7.71\%}$
test_items	39.2730μs	4.1966μs	238.2887 KOps/s	239.2115 KOps/s	$\color{#d91a1a}-0.39\%$
test_items_nested	0.5904ms	0.4052ms	2.4679 KOps/s	2.5362 KOps/s	$\color{#d91a1a}-2.69\%$
test_items_nested_locked	0.8351ms	0.4095ms	2.4421 KOps/s	2.5215 KOps/s	$\color{#d91a1a}-3.15\%$
test_items_nested_leaf	0.1474ms	78.0380μs	12.8143 KOps/s	13.0584 KOps/s	$\color{#d91a1a}-1.87\%$
test_items_stack_nested	0.7099ms	0.4129ms	2.4219 KOps/s	2.5225 KOps/s	$\color{#d91a1a}-3.99\%$
test_items_stack_nested_leaf	0.1364ms	79.1647μs	12.6319 KOps/s	12.6807 KOps/s	$\color{#d91a1a}-0.38\%$
test_items_stack_nested_locked	0.5644ms	0.4091ms	2.4441 KOps/s	2.5108 KOps/s	$\color{#d91a1a}-2.66\%$
test_keys	40.2650μs	3.4845μs	286.9869 KOps/s	276.1071 KOps/s	$\color{#35bf28}+3.94\%$
test_keys_nested	0.2612ms	0.1652ms	6.0543 KOps/s	6.1629 KOps/s	$\color{#d91a1a}-1.76\%$
test_keys_nested_locked	0.7214ms	0.1707ms	5.8585 KOps/s	5.9392 KOps/s	$\color{#d91a1a}-1.36\%$
test_keys_nested_leaf	0.2292ms	0.1443ms	6.9283 KOps/s	7.0651 KOps/s	$\color{#d91a1a}-1.94\%$
test_keys_stack_nested	0.3000ms	0.1641ms	6.0937 KOps/s	6.2169 KOps/s	$\color{#d91a1a}-1.98\%$
test_keys_stack_nested_leaf	0.2332ms	0.1437ms	6.9577 KOps/s	7.2293 KOps/s	$\color{#d91a1a}-3.76\%$
test_keys_stack_nested_locked	0.2786ms	0.1707ms	5.8579 KOps/s	6.0485 KOps/s	$\color{#d91a1a}-3.15\%$
test_values	7.8968μs	1.0379μs	963.4824 KOps/s	969.2192 KOps/s	$\color{#d91a1a}-0.59\%$
test_values_nested	0.1179ms	63.2223μs	15.8172 KOps/s	16.2925 KOps/s	$\color{#d91a1a}-2.92\%$
test_values_nested_locked	0.1084ms	62.1358μs	16.0938 KOps/s	16.4893 KOps/s	$\color{#d91a1a}-2.40\%$
test_values_nested_leaf	0.1244ms	71.6901μs	13.9489 KOps/s	13.9757 KOps/s	$\color{#d91a1a}-0.19\%$
test_values_stack_nested	0.1342ms	63.2297μs	15.8154 KOps/s	15.9227 KOps/s	$\color{#d91a1a}-0.67\%$
test_values_stack_nested_leaf	0.1257ms	72.3124μs	13.8289 KOps/s	13.7696 KOps/s	$\color{#35bf28}+0.43\%$
test_values_stack_nested_locked	0.1139ms	63.4596μs	15.7581 KOps/s	16.1076 KOps/s	$\color{#d91a1a}-2.17\%$
test_membership	5.3284μs	0.7238μs	1.3816 MOps/s	1.1438 MOps/s	$\textbf{\color{#35bf28}+20.78\%}$
test_membership_nested	25.2980μs	2.8939μs	345.5592 KOps/s	344.8477 KOps/s	$\color{#35bf28}+0.21\%$
test_membership_nested_leaf	23.3540μs	2.9157μs	342.9736 KOps/s	347.0252 KOps/s	$\color{#d91a1a}-1.17\%$
test_membership_stacked_nested	21.3590μs	2.9083μs	343.8396 KOps/s	349.5161 KOps/s	$\color{#d91a1a}-1.62\%$
test_membership_stacked_nested_leaf	30.0160μs	2.8790μs	347.3447 KOps/s	345.7303 KOps/s	$\color{#35bf28}+0.47\%$
test_membership_nested_last	32.7520μs	4.4048μs	227.0270 KOps/s	233.3854 KOps/s	$\color{#d91a1a}-2.72\%$
test_membership_nested_leaf_last	23.5730μs	4.4248μs	226.0006 KOps/s	231.4922 KOps/s	$\color{#d91a1a}-2.37\%$
test_membership_stacked_nested_last	30.1560μs	4.3450μs	230.1516 KOps/s	228.0018 KOps/s	$\color{#35bf28}+0.94\%$
test_membership_stacked_nested_leaf_last	25.5180μs	4.3697μs	228.8478 KOps/s	229.7119 KOps/s	$\color{#d91a1a}-0.38\%$
test_nested_getleaf	42.4290μs	10.7394μs	93.1155 KOps/s	94.4103 KOps/s	$\color{#d91a1a}-1.37\%$
test_nested_get	31.9390μs	10.3129μs	96.9655 KOps/s	101.2444 KOps/s	$\color{#d91a1a}-4.23\%$
test_stacked_getleaf	36.8480μs	10.8499μs	92.1671 KOps/s	94.1695 KOps/s	$\color{#d91a1a}-2.13\%$
test_stacked_get	33.5430μs	10.3512μs	96.6068 KOps/s	99.7181 KOps/s	$\color{#d91a1a}-3.12\%$
test_nested_getitemleaf	36.0880μs	11.1735μs	89.4971 KOps/s	90.0287 KOps/s	$\color{#d91a1a}-0.59\%$
test_nested_getitem	32.7410μs	10.3895μs	96.2508 KOps/s	96.7498 KOps/s	$\color{#d91a1a}-0.52\%$
test_stacked_getitemleaf	33.3120μs	11.3044μs	88.4614 KOps/s	89.0186 KOps/s	$\color{#d91a1a}-0.63\%$
test_stacked_getitem	38.1910μs	10.5077μs	95.1679 KOps/s	96.8100 KOps/s	$\color{#d91a1a}-1.70\%$
test_lock_nested	0.7972ms	0.4577ms	2.1849 KOps/s	1.8570 KOps/s	$\textbf{\color{#35bf28}+17.66\%}$
test_lock_stack_nested	0.7115ms	0.4312ms	2.3189 KOps/s	2.4175 KOps/s	$\color{#d91a1a}-4.08\%$
test_unlock_nested	0.6898ms	0.3732ms	2.6796 KOps/s	2.7290 KOps/s	$\color{#d91a1a}-1.81\%$
test_unlock_stack_nested	0.5968ms	0.3484ms	2.8704 KOps/s	3.0011 KOps/s	$\color{#d91a1a}-4.35\%$
test_flatten_speed	0.2132ms	0.1018ms	9.8271 KOps/s	10.1516 KOps/s	$\color{#d91a1a}-3.20\%$
test_unflatten_speed	0.9084ms	0.5218ms	1.9166 KOps/s	1.9504 KOps/s	$\color{#d91a1a}-1.73\%$
test_common_ops	1.7442ms	0.8287ms	1.2067 KOps/s	1.3157 KOps/s	$\textbf{\color{#d91a1a}-8.28\%}$
test_creation	19.8380μs	2.5150μs	397.6207 KOps/s	403.8572 KOps/s	$\color{#d91a1a}-1.54\%$
test_creation_empty	37.8710μs	13.4495μs	74.3521 KOps/s	91.1421 KOps/s	$\textbf{\color{#d91a1a}-18.42\%}$
test_creation_nested_1	48.1100μs	16.5407μs	60.4568 KOps/s	72.9855 KOps/s	$\textbf{\color{#d91a1a}-17.17\%}$
test_creation_nested_2	61.2950μs	21.4645μs	46.5885 KOps/s	54.7369 KOps/s	$\textbf{\color{#d91a1a}-14.89\%}$
test_clone	1.3768ms	13.8550μs	72.1759 KOps/s	76.5450 KOps/s	$\textbf{\color{#d91a1a}-5.71\%}$
test_getitem[int]	0.8208ms	13.2924μs	75.2308 KOps/s	78.1577 KOps/s	$\color{#d91a1a}-3.74\%$
test_getitem[slice_int]	0.1369ms	25.1817μs	39.7113 KOps/s	40.2336 KOps/s	$\color{#d91a1a}-1.30\%$
test_getitem[range]	0.1765ms	48.6599μs	20.5508 KOps/s	21.5294 KOps/s	$\color{#d91a1a}-4.55\%$
test_getitem[tuple]	0.1305ms	21.2986μs	46.9515 KOps/s	48.9440 KOps/s	$\color{#d91a1a}-4.07\%$
test_getitem[list]	0.1816ms	43.2079μs	23.1439 KOps/s	23.8982 KOps/s	$\color{#d91a1a}-3.16\%$
test_setitem_dim[int]	44.8040μs	24.5265μs	40.7722 KOps/s	40.6030 KOps/s	$\color{#35bf28}+0.42\%$
test_setitem_dim[slice_int]	96.4700μs	51.2435μs	19.5147 KOps/s	19.6723 KOps/s	$\color{#d91a1a}-0.80\%$
test_setitem_dim[range]	0.1202ms	72.1405μs	13.8618 KOps/s	13.9816 KOps/s	$\color{#d91a1a}-0.86\%$
test_setitem_dim[tuple]	75.6010μs	39.6593μs	25.2148 KOps/s	25.0529 KOps/s	$\color{#35bf28}+0.65\%$
test_setitem	74.3790μs	22.1176μs	45.2129 KOps/s	52.0133 KOps/s	$\textbf{\color{#d91a1a}-13.07\%}$
test_set	75.0000μs	21.4374μs	46.6474 KOps/s	53.0557 KOps/s	$\textbf{\color{#d91a1a}-12.08\%}$
test_set_shared	1.2790ms	0.1691ms	5.9121 KOps/s	5.9609 KOps/s	$\color{#d91a1a}-0.82\%$
test_update	0.1276ms	24.3884μs	41.0031 KOps/s	46.7085 KOps/s	$\textbf{\color{#d91a1a}-12.22\%}$
test_update_nested	1.0652ms	34.3158μs	29.1411 KOps/s	31.9608 KOps/s	$\textbf{\color{#d91a1a}-8.82\%}$
test_update__nested	88.3950μs	34.4645μs	29.0154 KOps/s	29.8554 KOps/s	$\color{#d91a1a}-2.81\%$
test_set_nested	77.5550μs	23.5497μs	42.4634 KOps/s	48.4122 KOps/s	$\textbf{\color{#d91a1a}-12.29\%}$
test_set_nested_new	88.2050μs	29.2143μs	34.2298 KOps/s	40.2276 KOps/s	$\textbf{\color{#d91a1a}-14.91\%}$
test_select	0.1017ms	45.3424μs	22.0544 KOps/s	24.2813 KOps/s	$\textbf{\color{#d91a1a}-9.17\%}$
test_select_nested	0.1437ms	66.3813μs	15.0645 KOps/s	15.9444 KOps/s	$\textbf{\color{#d91a1a}-5.52\%}$
test_exclude_nested	0.1740ms	84.7332μs	11.8018 KOps/s	12.3385 KOps/s	$\color{#d91a1a}-4.35\%$
test_empty[True]	0.5505ms	0.4171ms	2.3977 KOps/s	2.4762 KOps/s	$\color{#d91a1a}-3.17\%$
test_empty[False]	6.8352μs	1.3574μs	736.7214 KOps/s	727.9972 KOps/s	$\color{#35bf28}+1.20\%$
test_unbind_speed	0.3511ms	0.2711ms	3.6881 KOps/s	3.7980 KOps/s	$\color{#d91a1a}-2.90\%$
test_unbind_speed_stack0	0.3751ms	0.2688ms	3.7198 KOps/s	3.8787 KOps/s	$\color{#d91a1a}-4.10\%$
test_unbind_speed_stack1	94.1638ms	0.7899ms	1.2659 KOps/s	1.4189 KOps/s	$\textbf{\color{#d91a1a}-10.78\%}$
test_split	97.6400ms	1.7846ms	560.3523 Ops/s	562.3446 Ops/s	$\color{#d91a1a}-0.35\%$
test_chunk	97.4766ms	1.8043ms	554.2194 Ops/s	557.3825 Ops/s	$\color{#d91a1a}-0.57\%$
test_consolidate_njt[False-None]	11.3821ms	8.2833ms	120.7255 Ops/s	123.8495 Ops/s	$\color{#d91a1a}-2.52\%$
test_creation[device0]	0.2525ms	91.8676μs	10.8852 KOps/s	11.1122 KOps/s	$\color{#d91a1a}-2.04\%$
test_creation_from_tensor	3.2993ms	96.0301μs	10.4134 KOps/s	10.6661 KOps/s	$\color{#d91a1a}-2.37\%$
test_add_one[memmap_tensor0]	0.1633ms	4.8550μs	205.9752 KOps/s	207.5331 KOps/s	$\color{#d91a1a}-0.75\%$
test_contiguous[memmap_tensor0]	12.4230μs	0.5163μs	1.9369 MOps/s	1.9335 MOps/s	$\color{#35bf28}+0.17\%$
test_stack[memmap_tensor0]	39.4040μs	3.3067μs	302.4184 KOps/s	289.4768 KOps/s	$\color{#35bf28}+4.47\%$
test_memmaptd_index	0.9164ms	0.2400ms	4.1667 KOps/s	4.1736 KOps/s	$\color{#d91a1a}-0.17\%$
test_memmaptd_index_astensor	0.6618ms	0.3273ms	3.0556 KOps/s	3.0397 KOps/s	$\color{#35bf28}+0.52\%$
test_memmaptd_index_op	0.9548ms	0.6126ms	1.6324 KOps/s	1.7041 KOps/s	$\color{#d91a1a}-4.20\%$
test_serialize_model	0.1205s	0.1126s	8.8843 Ops/s	7.6311 Ops/s	$\textbf{\color{#35bf28}+16.42\%}$
test_serialize_model_pickle	0.4554s	0.3881s	2.5767 Ops/s	2.5488 Ops/s	$\color{#35bf28}+1.09\%$
test_serialize_weights	0.1209s	0.1142s	8.7576 Ops/s	8.8320 Ops/s	$\color{#d91a1a}-0.84\%$
test_serialize_weights_returnearly	0.2571s	0.1774s	5.6364 Ops/s	6.3967 Ops/s	$\textbf{\color{#d91a1a}-11.89\%}$
test_serialize_weights_pickle	0.5357s	0.4282s	2.3355 Ops/s	2.4377 Ops/s	$\color{#d91a1a}-4.19\%$
test_serialize_weights_filesystem	0.1527s	0.1417s	7.0550 Ops/s	6.8480 Ops/s	$\color{#35bf28}+3.02\%$
test_serialize_model_filesystem	0.1538s	0.1449s	6.9020 Ops/s	6.6680 Ops/s	$\color{#35bf28}+3.51\%$
test_reshape_pytree	68.4380μs	26.9929μs	37.0468 KOps/s	37.8559 KOps/s	$\color{#d91a1a}-2.14\%$
test_reshape_td	75.8610μs	33.4430μs	29.9016 KOps/s	30.5630 KOps/s	$\color{#d91a1a}-2.16\%$
test_view_pytree	68.5500μs	27.0820μs	36.9249 KOps/s	38.2888 KOps/s	$\color{#d91a1a}-3.56\%$
test_view_td	74.1280μs	38.0696μs	26.2677 KOps/s	27.1121 KOps/s	$\color{#d91a1a}-3.11\%$
test_unbind_pytree	65.9730μs	30.3847μs	32.9113 KOps/s	33.9499 KOps/s	$\color{#d91a1a}-3.06\%$
test_unbind_td	0.3045ms	39.8671μs	25.0834 KOps/s	25.5407 KOps/s	$\color{#d91a1a}-1.79\%$
test_split_pytree	69.2500μs	30.7050μs	32.5680 KOps/s	34.0224 KOps/s	$\color{#d91a1a}-4.27\%$
test_split_td	0.4692ms	46.0266μs	21.7266 KOps/s	21.9359 KOps/s	$\color{#d91a1a}-0.95\%$
test_add_pytree	92.3120μs	36.9713μs	27.0480 KOps/s	28.8264 KOps/s	$\textbf{\color{#d91a1a}-6.17\%}$
test_add_td	0.1660ms	59.4363μs	16.8247 KOps/s	18.8392 KOps/s	$\textbf{\color{#d91a1a}-10.69\%}$
test_compile_add_one_nested[tensordict-compile]	0.1269ms	64.4846μs	15.5076 KOps/s	16.2509 KOps/s	$\color{#d91a1a}-4.57\%$
test_compile_add_one_nested[tensordict-eager]	1.3788ms	0.1747ms	5.7231 KOps/s	5.8513 KOps/s	$\color{#d91a1a}-2.19\%$
test_compile_add_one_nested[pytree-compile]	0.1097ms	46.6204μs	21.4498 KOps/s	22.3911 KOps/s	$\color{#d91a1a}-4.20\%$
test_compile_add_one_nested[pytree-eager]	0.2263ms	0.1203ms	8.3157 KOps/s	8.6083 KOps/s	$\color{#d91a1a}-3.40\%$
test_compile_copy_nested[tensordict-compile]	96.1020μs	27.6081μs	36.2212 KOps/s	39.0490 KOps/s	$\textbf{\color{#d91a1a}-7.24\%}$
test_compile_copy_nested[tensordict-eager]	0.1238ms	59.2666μs	16.8729 KOps/s	16.9562 KOps/s	$\color{#d91a1a}-0.49\%$
test_compile_copy_nested[pytree-compile]	0.1745ms	80.3302μs	12.4486 KOps/s	12.7856 KOps/s	$\color{#d91a1a}-2.64\%$
test_compile_copy_nested[pytree-eager]	0.1503ms	69.5154μs	14.3853 KOps/s	14.9062 KOps/s	$\color{#d91a1a}-3.49\%$
test_compile_add_one_flat[tensordict-compile]	0.2254ms	0.1071ms	9.3359 KOps/s	9.7384 KOps/s	$\color{#d91a1a}-4.13\%$
test_compile_add_one_flat[tensordict-eager]	0.4506ms	0.2181ms	4.5858 KOps/s	4.6398 KOps/s	$\color{#d91a1a}-1.17\%$
test_compile_add_one_flat[tensorclass-compile]	99.9770μs	45.6391μs	21.9111 KOps/s	23.6063 KOps/s	$\textbf{\color{#d91a1a}-7.18\%}$
test_compile_add_one_flat[tensorclass-eager]	0.4905ms	67.5460μs	14.8047 KOps/s	15.1368 KOps/s	$\color{#d91a1a}-2.19\%$
test_compile_add_one_flat[pytree-compile]	0.2228ms	0.1029ms	9.7137 KOps/s	9.8088 KOps/s	$\color{#d91a1a}-0.97\%$
test_compile_add_one_flat[pytree-eager]	0.3549ms	0.2017ms	4.9574 KOps/s	5.0713 KOps/s	$\color{#d91a1a}-2.24\%$
test_compile_add_self_flat[tensordict-eager]	0.3815ms	0.2366ms	4.2263 KOps/s	4.2137 KOps/s	$\color{#35bf28}+0.30\%$
test_compile_add_self_flat[tensordict-compile]	0.1951ms	0.1074ms	9.3129 KOps/s	9.6532 KOps/s	$\color{#d91a1a}-3.53\%$
test_compile_add_self_flat[tensorclass-eager]	0.1497ms	68.8086μs	14.5331 KOps/s	15.6167 KOps/s	$\textbf{\color{#d91a1a}-6.94\%}$
test_compile_add_self_flat[tensorclass-compile]	0.1080ms	47.7186μs	20.9562 KOps/s	21.7095 KOps/s	$\color{#d91a1a}-3.47\%$
test_compile_add_self_flat[pytree-eager]	0.3280ms	0.1630ms	6.1352 KOps/s	6.3892 KOps/s	$\color{#d91a1a}-3.98\%$
test_compile_add_self_flat[pytree-compile]	0.2138ms	0.1024ms	9.7631 KOps/s	9.4781 KOps/s	$\color{#35bf28}+3.01\%$
test_compile_copy_flat[tensordict-compile]	59.4710μs	21.8198μs	45.8300 KOps/s	46.6617 KOps/s	$\color{#d91a1a}-1.78\%$
test_compile_copy_flat[tensordict-eager]	0.1647ms	69.4427μs	14.4004 KOps/s	15.1096 KOps/s	$\color{#d91a1a}-4.69\%$
test_compile_copy_flat[pytree-compile]	0.1575ms	81.4561μs	12.2766 KOps/s	12.7649 KOps/s	$\color{#d91a1a}-3.83\%$
test_compile_copy_flat[pytree-eager]	0.1492ms	68.9261μs	14.5083 KOps/s	14.5816 KOps/s	$\color{#d91a1a}-0.50\%$
test_compile_assign_and_add[tensordict-compile]	0.3999ms	0.2071ms	4.8286 KOps/s	4.8885 KOps/s	$\color{#d91a1a}-1.22\%$
test_compile_assign_and_add[tensordict-eager]	1.5562ms	1.3230ms	755.8743 Ops/s	769.9825 Ops/s	$\color{#d91a1a}-1.83\%$
test_compile_assign_and_add[pytree-compile]	0.3267ms	0.2036ms	4.9124 KOps/s	4.8928 KOps/s	$\color{#35bf28}+0.40\%$
test_compile_assign_and_add[pytree-eager]	0.9664ms	0.7714ms	1.2964 KOps/s	1.2957 KOps/s	$\color{#35bf28}+0.05\%$
test_compile_assign_and_add_stack[compile]	0.5896ms	0.4503ms	2.2207 KOps/s	2.2348 KOps/s	$\color{#d91a1a}-0.63\%$
test_compile_assign_and_add_stack[eager]	2.9398ms	2.7444ms	364.3729 Ops/s	386.9289 Ops/s	$\textbf{\color{#d91a1a}-5.83\%}$
test_compile_indexing[tensor-tensordict-compile]	0.1279ms	36.1863μs	27.6348 KOps/s	28.2233 KOps/s	$\color{#d91a1a}-2.09\%$
test_compile_indexing[tensor-tensordict-eager]	0.4925ms	33.8353μs	29.5549 KOps/s	30.6823 KOps/s	$\color{#d91a1a}-3.67\%$
test_compile_indexing[tensor-tensorclass-compile]	76.5920μs	29.2609μs	34.1753 KOps/s	35.0984 KOps/s	$\color{#d91a1a}-2.63\%$
test_compile_indexing[tensor-tensorclass-eager]	66.5840μs	23.2942μs	42.9292 KOps/s	44.3147 KOps/s	$\color{#d91a1a}-3.13\%$
test_compile_indexing[tensor-pytree-compile]	69.0580μs	29.4407μs	33.9666 KOps/s	33.2241 KOps/s	$\color{#35bf28}+2.23\%$
test_compile_indexing[tensor-pytree-eager]	73.8180μs	23.1663μs	43.1661 KOps/s	44.2538 KOps/s	$\color{#d91a1a}-2.46\%$
test_compile_indexing[slice-tensordict-compile]	0.1177ms	52.3933μs	19.0864 KOps/s	19.6162 KOps/s	$\color{#d91a1a}-2.70\%$
test_compile_indexing[slice-tensordict-eager]	0.5472ms	20.6039μs	48.5345 KOps/s	49.6388 KOps/s	$\color{#d91a1a}-2.22\%$
test_compile_indexing[slice-tensorclass-compile]	90.4890μs	44.5429μs	22.4503 KOps/s	22.8648 KOps/s	$\color{#d91a1a}-1.81\%$
test_compile_indexing[slice-tensorclass-eager]	57.1260μs	19.0302μs	52.5479 KOps/s	54.4912 KOps/s	$\color{#d91a1a}-3.57\%$
test_compile_indexing[slice-pytree-compile]	0.1243ms	45.0494μs	22.1979 KOps/s	22.4582 KOps/s	$\color{#d91a1a}-1.16\%$
test_compile_indexing[slice-pytree-eager]	52.6780μs	19.3021μs	51.8077 KOps/s	54.2601 KOps/s	$\color{#d91a1a}-4.52\%$
test_compile_indexing[int-tensordict-compile]	0.1081ms	52.5680μs	19.0230 KOps/s	18.9562 KOps/s	$\color{#35bf28}+0.35\%$
test_compile_indexing[int-tensordict-eager]	0.9948ms	20.3944μs	49.0332 KOps/s	49.7878 KOps/s	$\color{#d91a1a}-1.52\%$
test_compile_indexing[int-tensorclass-compile]	0.1078ms	45.0412μs	22.2019 KOps/s	22.5061 KOps/s	$\color{#d91a1a}-1.35\%$
test_compile_indexing[int-tensorclass-eager]	0.2868ms	19.2248μs	52.0163 KOps/s	54.1987 KOps/s	$\color{#d91a1a}-4.03\%$
test_compile_indexing[int-pytree-compile]	99.3850μs	44.9065μs	22.2685 KOps/s	22.2967 KOps/s	$\color{#d91a1a}-0.13\%$
test_compile_indexing[int-pytree-eager]	68.6380μs	19.1285μs	52.2780 KOps/s	53.3176 KOps/s	$\color{#d91a1a}-1.95\%$
test_mod_add[eager]	74.3280μs	35.3653μs	28.2763 KOps/s	30.0758 KOps/s	$\textbf{\color{#d91a1a}-5.98\%}$
test_mod_add[compile]	0.1122ms	48.9510μs	20.4286 KOps/s	20.8451 KOps/s	$\color{#d91a1a}-2.00\%$
test_mod_add[compile-overhead]	96.6010μs	49.6721μs	20.1320 KOps/s	20.7445 KOps/s	$\color{#d91a1a}-2.95\%$
test_mod_wrap[eager]	0.4203ms	0.2259ms	4.4275 KOps/s	4.6031 KOps/s	$\color{#d91a1a}-3.82\%$
test_mod_wrap[compile]	0.3014ms	0.2077ms	4.8149 KOps/s	4.9218 KOps/s	$\color{#d91a1a}-2.17\%$
test_mod_wrap[compile-overhead]	0.4402ms	0.2064ms	4.8441 KOps/s	4.9275 KOps/s	$\color{#d91a1a}-1.69\%$
test_mod_wrap_and_backward[eager]	16.3471ms	11.5209ms	86.7991 Ops/s	94.8103 Ops/s	$\textbf{\color{#d91a1a}-8.45\%}$
test_mod_wrap_and_backward[compile]	15.4413ms	12.5820ms	79.4789 Ops/s	80.9722 Ops/s	$\color{#d91a1a}-1.84\%$
test_mod_wrap_and_backward[compile-overhead]	15.8466ms	12.3760ms	80.8015 Ops/s	78.7524 Ops/s	$\color{#35bf28}+2.60\%$
test_seq_add[eager]	0.2755ms	0.1191ms	8.3947 KOps/s	8.8965 KOps/s	$\textbf{\color{#d91a1a}-5.64\%}$
test_seq_add[compile]	0.1340ms	64.4732μs	15.5103 KOps/s	16.2601 KOps/s	$\color{#d91a1a}-4.61\%$
test_seq_add[compile-overhead]	0.1233ms	62.9857μs	15.8766 KOps/s	16.7808 KOps/s	$\textbf{\color{#d91a1a}-5.39\%}$
test_seq_wrap[eager]	0.6286ms	0.4537ms	2.2042 KOps/s	2.2957 KOps/s	$\color{#d91a1a}-3.98\%$
test_seq_wrap[compile]	0.4257ms	0.2293ms	4.3614 KOps/s	4.3436 KOps/s	$\color{#35bf28}+0.41\%$
test_seq_wrap[compile-overhead]	0.4254ms	0.2305ms	4.3375 KOps/s	4.3941 KOps/s	$\color{#d91a1a}-1.29\%$
test_func_call_runtime[False-eager]	0.8140ms	0.5527ms	1.8093 KOps/s	1.8910 KOps/s	$\color{#d91a1a}-4.32\%$
test_func_call_runtime[False-compile]	0.5659ms	0.4275ms	2.3393 KOps/s	2.3878 KOps/s	$\color{#d91a1a}-2.03\%$
test_func_call_runtime[False-compile-overhead]	0.8931ms	0.4345ms	2.3013 KOps/s	2.3181 KOps/s	$\color{#d91a1a}-0.73\%$
test_func_call_runtime[True-eager]	1.0335ms	0.7760ms	1.2887 KOps/s	1.3385 KOps/s	$\color{#d91a1a}-3.72\%$
test_func_call_runtime[True-compile]	0.7720ms	0.4687ms	2.1334 KOps/s	2.2109 KOps/s	$\color{#d91a1a}-3.50\%$
test_func_call_runtime[True-compile-overhead]	0.8841ms	0.4729ms	2.1145 KOps/s	2.2011 KOps/s	$\color{#d91a1a}-3.93\%$
test_func_call_cm_runtime[False-eager]	0.6679ms	0.5548ms	1.8026 KOps/s	1.9188 KOps/s	$\textbf{\color{#d91a1a}-6.06\%}$
test_func_call_cm_runtime[False-compile]	0.5132ms	0.4263ms	2.3457 KOps/s	2.4062 KOps/s	$\color{#d91a1a}-2.52\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5191ms	0.4258ms	2.3487 KOps/s	2.3900 KOps/s	$\color{#d91a1a}-1.73\%$
test_func_call_cm_runtime[True-eager]	1.4706ms	0.9260ms	1.0799 KOps/s	1.1404 KOps/s	$\textbf{\color{#d91a1a}-5.30\%}$
test_func_call_cm_runtime[True-compile]	0.6915ms	0.4953ms	2.0188 KOps/s	2.0845 KOps/s	$\color{#d91a1a}-3.15\%$
test_func_call_cm_runtime[True-compile-overhead]	0.9018ms	0.4960ms	2.0161 KOps/s	2.0953 KOps/s	$\color{#d91a1a}-3.78\%$
test_vmap_func_call_cm_runtime[eager]	2.3595ms	1.8947ms	527.7982 Ops/s	531.7989 Ops/s	$\color{#d91a1a}-0.75\%$
test_vmap_func_call_cm_runtime[compile]	1.0478ms	0.5190ms	1.9269 KOps/s	1.9341 KOps/s	$\color{#d91a1a}-0.37\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.7556ms	0.5222ms	1.9148 KOps/s	1.9193 KOps/s	$\color{#d91a1a}-0.23\%$
test_distributed	0.2607ms	0.1290ms	7.7492 KOps/s	7.9009 KOps/s	$\color{#d91a1a}-1.92\%$
test_tdmodule	85.8000μs	27.7469μs	36.0401 KOps/s	38.3294 KOps/s	$\textbf{\color{#d91a1a}-5.97\%}$
test_tdmodule_dispatch	94.5360μs	50.8953μs	19.6482 KOps/s	21.0171 KOps/s	$\textbf{\color{#d91a1a}-6.51\%}$
test_tdseq	59.3810μs	31.0231μs	32.2341 KOps/s	33.3118 KOps/s	$\color{#d91a1a}-3.24\%$
test_tdseq_dispatch	94.7960μs	57.1598μs	17.4948 KOps/s	18.2374 KOps/s	$\color{#d91a1a}-4.07\%$
test_instantiation_functorch	1.7987ms	1.5517ms	644.4463 Ops/s	655.2836 Ops/s	$\color{#d91a1a}-1.65\%$
test_exec_functorch	0.4483ms	0.1898ms	5.2697 KOps/s	5.6024 KOps/s	$\textbf{\color{#d91a1a}-5.94\%}$
test_exec_functional_call	0.4090ms	0.1818ms	5.5008 KOps/s	5.8088 KOps/s	$\textbf{\color{#d91a1a}-5.30\%}$
test_exec_td_decorator	0.4531ms	0.2445ms	4.0898 KOps/s	4.3811 KOps/s	$\textbf{\color{#d91a1a}-6.65\%}$
test_vmap_mlp_speed_decorator[True-True]	1.0259ms	0.6622ms	1.5102 KOps/s	1.5415 KOps/s	$\color{#d91a1a}-2.03\%$
test_vmap_mlp_speed_decorator[True-False]	0.9605ms	0.6619ms	1.5108 KOps/s	1.5532 KOps/s	$\color{#d91a1a}-2.73\%$
test_vmap_mlp_speed_decorator[False-True]	0.8201ms	0.5303ms	1.8857 KOps/s	1.9356 KOps/s	$\color{#d91a1a}-2.58\%$
test_vmap_mlp_speed_decorator[False-False]	0.7623ms	0.5295ms	1.8886 KOps/s	1.9369 KOps/s	$\color{#d91a1a}-2.49\%$
test_to_module_speed[True]	2.2096ms	1.3738ms	727.9309 Ops/s	747.3703 Ops/s	$\color{#d91a1a}-2.60\%$
test_to_module_speed[False]	1.7062ms	1.3439ms	744.1123 Ops/s	768.0111 Ops/s	$\color{#d91a1a}-3.11\%$
test_tc_init	93.7640μs	49.8490μs	20.0606 KOps/s	21.6590 KOps/s	$\textbf{\color{#d91a1a}-7.38\%}$
test_tc_init_nested	0.1693ms	0.1001ms	9.9949 KOps/s	11.1928 KOps/s	$\textbf{\color{#d91a1a}-10.70\%}$
test_tc_first_layer_tensor	24.1350μs	1.4934μs	669.6313 KOps/s	661.4411 KOps/s	$\color{#35bf28}+1.24\%$
test_tc_first_layer_nontensor	24.8770μs	4.7462μs	210.6951 KOps/s	218.6528 KOps/s	$\color{#d91a1a}-3.64\%$
test_tc_second_layer_tensor	18.8950μs	2.8212μs	354.4581 KOps/s	357.8768 KOps/s	$\color{#d91a1a}-0.96\%$
test_tc_second_layer_nontensor	24.6760μs	6.1016μs	163.8911 KOps/s	169.0527 KOps/s	$\color{#d91a1a}-3.05\%$
test_unbind	0.2106s	12.9726ms	77.0855 Ops/s	80.8176 Ops/s	$\color{#d91a1a}-4.62\%$
test_full_like	7.7038ms	6.9021ms	144.8838 Ops/s	146.1678 Ops/s	$\color{#d91a1a}-0.88\%$
test_zeros_like	3.0117ms	2.6713ms	374.3545 Ops/s	366.6089 Ops/s	$\color{#35bf28}+2.11\%$
test_ones_like	3.5745ms	3.0980ms	322.7940 Ops/s	321.3847 Ops/s	$\color{#35bf28}+0.44\%$
test_clone	5.5171ms	4.8442ms	206.4325 Ops/s	207.0979 Ops/s	$\color{#d91a1a}-0.32\%$
test_squeeze	58.9200μs	12.8880μs	77.5917 KOps/s	82.6628 KOps/s	$\textbf{\color{#d91a1a}-6.13\%}$
test_unsqueeze	0.1868ms	95.4884μs	10.4725 KOps/s	11.0306 KOps/s	$\textbf{\color{#d91a1a}-5.06\%}$
test_split	0.5545ms	0.1987ms	5.0315 KOps/s	5.1146 KOps/s	$\color{#d91a1a}-1.62\%$
test_permute	0.3157ms	0.2093ms	4.7772 KOps/s	4.8293 KOps/s	$\color{#d91a1a}-1.08\%$
test_stack	28.1191ms	24.0537ms	41.5737 Ops/s	40.4973 Ops/s	$\color{#35bf28}+2.66\%$
test_cat	27.9462ms	23.9775ms	41.7058 Ops/s	41.1419 Ops/s	$\color{#35bf28}+1.37\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}60$. Worsened: $\large\color{#d91a1a}7$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	51.2410μs	11.3901μs	87.7958 KOps/s	74.9412 KOps/s	$\textbf{\color{#35bf28}+17.15\%}$
test_plain_set_stack_nested	50.9910μs	11.6182μs	86.0716 KOps/s	74.0522 KOps/s	$\textbf{\color{#35bf28}+16.23\%}$
test_plain_set_nested_inplace	40.4110μs	12.5977μs	79.3795 KOps/s	69.1061 KOps/s	$\textbf{\color{#35bf28}+14.87\%}$
test_plain_set_stack_nested_inplace	41.8710μs	12.5783μs	79.5018 KOps/s	69.0149 KOps/s	$\textbf{\color{#35bf28}+15.20\%}$
test_items	34.2200μs	2.9089μs	343.7744 KOps/s	334.7314 KOps/s	$\color{#35bf28}+2.70\%$
test_items_nested	0.3993ms	0.3601ms	2.7771 KOps/s	2.8272 KOps/s	$\color{#d91a1a}-1.77\%$
test_items_nested_locked	0.4020ms	0.3613ms	2.7678 KOps/s	2.8161 KOps/s	$\color{#d91a1a}-1.71\%$
test_items_nested_leaf	84.8710μs	58.1056μs	17.2100 KOps/s	17.2384 KOps/s	$\color{#d91a1a}-0.16\%$
test_items_stack_nested	0.4007ms	0.3631ms	2.7543 KOps/s	2.8301 KOps/s	$\color{#d91a1a}-2.68\%$
test_items_stack_nested_leaf	83.5820μs	59.1667μs	16.9014 KOps/s	16.5065 KOps/s	$\color{#35bf28}+2.39\%$
test_items_stack_nested_locked	0.3915ms	0.3604ms	2.7743 KOps/s	2.7730 KOps/s	$\color{#35bf28}+0.05\%$
test_keys	26.5610μs	3.4707μs	288.1282 KOps/s	287.7319 KOps/s	$\color{#35bf28}+0.14\%$
test_keys_nested	0.1077ms	81.4496μs	12.2775 KOps/s	12.2149 KOps/s	$\color{#35bf28}+0.51\%$
test_keys_nested_locked	0.7686ms	87.4425μs	11.4361 KOps/s	11.3565 KOps/s	$\color{#35bf28}+0.70\%$
test_keys_nested_leaf	0.1072ms	72.5706μs	13.7797 KOps/s	13.7909 KOps/s	$\color{#d91a1a}-0.08\%$
test_keys_stack_nested	0.1141ms	81.9296μs	12.2056 KOps/s	11.9734 KOps/s	$\color{#35bf28}+1.94\%$
test_keys_stack_nested_leaf	0.1057ms	73.3212μs	13.6386 KOps/s	13.4472 KOps/s	$\color{#35bf28}+1.42\%$
test_keys_stack_nested_locked	0.1278ms	87.7609μs	11.3946 KOps/s	11.0968 KOps/s	$\color{#35bf28}+2.68\%$
test_values	8.0335μs	0.8518μs	1.1740 MOps/s	1.1750 MOps/s	$\color{#d91a1a}-0.08\%$
test_values_nested	0.1194ms	34.4298μs	29.0446 KOps/s	29.0547 KOps/s	$\color{#d91a1a}-0.03\%$
test_values_nested_locked	60.5810μs	36.0736μs	27.7211 KOps/s	27.8276 KOps/s	$\color{#d91a1a}-0.38\%$
test_values_nested_leaf	78.2910μs	39.1714μs	25.5288 KOps/s	25.9771 KOps/s	$\color{#d91a1a}-1.73\%$
test_values_stack_nested	76.9610μs	34.8549μs	28.6904 KOps/s	28.5162 KOps/s	$\color{#35bf28}+0.61\%$
test_values_stack_nested_leaf	72.8210μs	39.4899μs	25.3229 KOps/s	25.5593 KOps/s	$\color{#d91a1a}-0.92\%$
test_values_stack_nested_locked	61.6910μs	36.4452μs	27.4385 KOps/s	27.1329 KOps/s	$\color{#35bf28}+1.13\%$
test_membership	1.6560μs	0.5077μs	1.9696 MOps/s	1.9517 MOps/s	$\color{#35bf28}+0.92\%$
test_membership_nested	16.5805μs	2.0431μs	489.4571 KOps/s	478.0138 KOps/s	$\color{#35bf28}+2.39\%$
test_membership_nested_leaf	14.8600μs	2.0791μs	480.9676 KOps/s	493.0967 KOps/s	$\color{#d91a1a}-2.46\%$
test_membership_stacked_nested	39.8310μs	2.1099μs	473.9570 KOps/s	475.3271 KOps/s	$\color{#d91a1a}-0.29\%$
test_membership_stacked_nested_leaf	34.3110μs	2.0992μs	476.3774 KOps/s	473.9294 KOps/s	$\color{#35bf28}+0.52\%$
test_membership_nested_last	40.5610μs	3.1003μs	322.5521 KOps/s	317.3517 KOps/s	$\color{#35bf28}+1.64\%$
test_membership_nested_leaf_last	31.9610μs	3.1200μs	320.5119 KOps/s	317.3139 KOps/s	$\color{#35bf28}+1.01\%$
test_membership_stacked_nested_last	44.1410μs	3.1664μs	315.8124 KOps/s	275.1589 KOps/s	$\textbf{\color{#35bf28}+14.77\%}$
test_membership_stacked_nested_leaf_last	34.8710μs	3.1425μs	318.2209 KOps/s	277.9926 KOps/s	$\textbf{\color{#35bf28}+14.47\%}$
test_nested_getleaf	31.7210μs	6.1736μs	161.9793 KOps/s	160.3302 KOps/s	$\color{#35bf28}+1.03\%$
test_nested_get	61.4620μs	5.8435μs	171.1310 KOps/s	170.9814 KOps/s	$\color{#35bf28}+0.09\%$
test_stacked_getleaf	32.4010μs	6.1803μs	161.8032 KOps/s	162.5764 KOps/s	$\color{#d91a1a}-0.48\%$
test_stacked_get	27.2200μs	5.8356μs	171.3631 KOps/s	171.4996 KOps/s	$\color{#d91a1a}-0.08\%$
test_nested_getitemleaf	28.6100μs	6.2449μs	160.1315 KOps/s	158.7396 KOps/s	$\color{#35bf28}+0.88\%$
test_nested_getitem	30.8210μs	5.9663μs	167.6079 KOps/s	168.6622 KOps/s	$\color{#d91a1a}-0.63\%$
test_stacked_getitemleaf	35.3410μs	6.2044μs	161.1755 KOps/s	160.4387 KOps/s	$\color{#35bf28}+0.46\%$
test_stacked_getitem	32.1110μs	5.8946μs	169.6460 KOps/s	168.7471 KOps/s	$\color{#35bf28}+0.53\%$
test_lock_nested	0.7618ms	0.3730ms	2.6811 KOps/s	2.5979 KOps/s	$\color{#35bf28}+3.20\%$
test_lock_stack_nested	0.3726ms	0.3443ms	2.9041 KOps/s	2.7985 KOps/s	$\color{#35bf28}+3.77\%$
test_unlock_nested	0.6060ms	0.3127ms	3.1982 KOps/s	3.0457 KOps/s	$\textbf{\color{#35bf28}+5.01\%}$
test_unlock_stack_nested	0.3135ms	0.2811ms	3.5573 KOps/s	3.3894 KOps/s	$\color{#35bf28}+4.95\%$
test_flatten_speed	0.1305ms	76.1718μs	13.1282 KOps/s	13.1445 KOps/s	$\color{#d91a1a}-0.12\%$
test_unflatten_speed	0.3515ms	0.3197ms	3.1275 KOps/s	3.0878 KOps/s	$\color{#35bf28}+1.29\%$
test_common_ops	95.2309ms	0.6562ms	1.5238 KOps/s	1.4885 KOps/s	$\color{#35bf28}+2.37\%$
test_creation	0.1024ms	1.7413μs	574.2704 KOps/s	565.7573 KOps/s	$\color{#35bf28}+1.50\%$
test_creation_empty	34.5500μs	6.9486μs	143.9140 KOps/s	93.0659 KOps/s	$\textbf{\color{#35bf28}+54.64\%}$
test_creation_nested_1	31.2300μs	8.6117μs	116.1204 KOps/s	80.6591 KOps/s	$\textbf{\color{#35bf28}+43.96\%}$
test_creation_nested_2	34.3010μs	11.3114μs	88.4061 KOps/s	65.9481 KOps/s	$\textbf{\color{#35bf28}+34.05\%}$
test_clone	75.8120μs	10.4065μs	96.0938 KOps/s	89.2401 KOps/s	$\textbf{\color{#35bf28}+7.68\%}$
test_getitem[int]	2.2641ms	10.6176μs	94.1829 KOps/s	87.6795 KOps/s	$\textbf{\color{#35bf28}+7.42\%}$
test_getitem[slice_int]	0.1092ms	20.3107μs	49.2351 KOps/s	44.6123 KOps/s	$\textbf{\color{#35bf28}+10.36\%}$
test_getitem[range]	0.1339ms	38.0726μs	26.2656 KOps/s	25.2452 KOps/s	$\color{#35bf28}+4.04\%$
test_getitem[tuple]	0.1066ms	18.0622μs	55.3642 KOps/s	50.3992 KOps/s	$\textbf{\color{#35bf28}+9.85\%}$
test_getitem[list]	0.2043ms	34.6095μs	28.8938 KOps/s	28.5676 KOps/s	$\color{#35bf28}+1.14\%$
test_setitem_dim[int]	52.0410μs	20.2068μs	49.4882 KOps/s	48.0335 KOps/s	$\color{#35bf28}+3.03\%$
test_setitem_dim[slice_int]	75.1920μs	38.6150μs	25.8966 KOps/s	24.9038 KOps/s	$\color{#35bf28}+3.99\%$
test_setitem_dim[range]	85.3310μs	53.2256μs	18.7879 KOps/s	18.1487 KOps/s	$\color{#35bf28}+3.52\%$
test_setitem_dim[tuple]	51.4810μs	32.4804μs	30.7878 KOps/s	28.9878 KOps/s	$\textbf{\color{#35bf28}+6.21\%}$
test_setitem	83.0420μs	14.0810μs	71.0178 KOps/s	57.7474 KOps/s	$\textbf{\color{#35bf28}+22.98\%}$
test_set	84.6510μs	13.7445μs	72.7565 KOps/s	59.3364 KOps/s	$\textbf{\color{#35bf28}+22.62\%}$
test_set_shared	1.6713ms	0.1516ms	6.5941 KOps/s	6.5254 KOps/s	$\color{#35bf28}+1.05\%$
test_update	0.4980ms	15.8051μs	63.2707 KOps/s	47.7210 KOps/s	$\textbf{\color{#35bf28}+32.58\%}$
test_update_nested	81.3520μs	21.4688μs	46.5793 KOps/s	37.3340 KOps/s	$\textbf{\color{#35bf28}+24.76\%}$
test_update__nested	0.4967ms	25.2294μs	39.6363 KOps/s	37.9863 KOps/s	$\color{#35bf28}+4.34\%$
test_set_nested	89.4620μs	14.8902μs	67.1585 KOps/s	54.6283 KOps/s	$\textbf{\color{#35bf28}+22.94\%}$
test_set_nested_new	78.9710μs	16.9519μs	58.9905 KOps/s	48.5632 KOps/s	$\textbf{\color{#35bf28}+21.47\%}$
test_select	0.2253ms	29.6654μs	33.7093 KOps/s	30.9766 KOps/s	$\textbf{\color{#35bf28}+8.82\%}$
test_select_nested	78.7120μs	43.4638μs	23.0077 KOps/s	22.6067 KOps/s	$\color{#35bf28}+1.77\%$
test_exclude_nested	96.4720μs	62.6069μs	15.9727 KOps/s	15.7629 KOps/s	$\color{#35bf28}+1.33\%$
test_empty[True]	0.3559ms	0.2863ms	3.4924 KOps/s	3.4242 KOps/s	$\color{#35bf28}+1.99\%$
test_empty[False]	4.4081μs	0.8228μs	1.2153 MOps/s	1.2167 MOps/s	$\color{#d91a1a}-0.12\%$
test_to	88.3320μs	56.6154μs	17.6630 KOps/s	17.7518 KOps/s	$\color{#d91a1a}-0.50\%$
test_to_nonblocking	0.1137ms	51.2979μs	19.4940 KOps/s	20.4499 KOps/s	$\color{#d91a1a}-4.67\%$
test_unbind_speed	0.2853ms	0.2297ms	4.3536 KOps/s	3.9943 KOps/s	$\textbf{\color{#35bf28}+9.00\%}$
test_unbind_speed_stack0	0.2780ms	0.2354ms	4.2477 KOps/s	4.0004 KOps/s	$\textbf{\color{#35bf28}+6.18\%}$
test_unbind_speed_stack1	94.7563ms	0.6663ms	1.5008 KOps/s	1.4566 KOps/s	$\color{#35bf28}+3.03\%$
test_split	96.4302ms	1.7274ms	578.8950 Ops/s	610.1147 Ops/s	$\textbf{\color{#d91a1a}-5.12\%}$
test_chunk	1.5537ms	1.4484ms	690.4182 Ops/s	608.0736 Ops/s	$\textbf{\color{#35bf28}+13.54\%}$
test_consolidate[False-None]	98.9588ms	2.9460ms	339.4469 Ops/s	326.1982 Ops/s	$\color{#35bf28}+4.06\%$
test_consolidate[default-None]	1.7630ms	1.6804ms	595.0906 Ops/s	569.7617 Ops/s	$\color{#35bf28}+4.45\%$
test_consolidate[reduce-overhead-None]	1.8197ms	1.7445ms	573.2326 Ops/s	562.8446 Ops/s	$\color{#35bf28}+1.85\%$
test_consolidate_njt[False-None]	6.7091ms	6.6173ms	151.1201 Ops/s	148.8000 Ops/s	$\color{#35bf28}+1.56\%$
test_to[False-False-None]	1.8126ms	1.7161ms	582.7267 Ops/s	582.0306 Ops/s	$\color{#35bf28}+0.12\%$
test_to[True-False-None]	1.5832ms	1.3658ms	732.1473 Ops/s	723.8304 Ops/s	$\color{#35bf28}+1.15\%$
test_to[within-False-None]	4.4163ms	4.1696ms	239.8283 Ops/s	233.4004 Ops/s	$\color{#35bf28}+2.75\%$
test_to[True-default-None]	5.7947ms	5.6008ms	178.5460 Ops/s	182.5904 Ops/s	$\color{#d91a1a}-2.21\%$
test_to_njt[False-False-None]	7.4023ms	7.2560ms	137.8174 Ops/s	140.9465 Ops/s	$\color{#d91a1a}-2.22\%$
test_to_njt[True-False-None]	5.9809ms	5.6305ms	177.6043 Ops/s	177.4001 Ops/s	$\color{#35bf28}+0.12\%$
test_to_njt[within-False-None]	12.8470ms	12.2884ms	81.3775 Ops/s	79.8251 Ops/s	$\color{#35bf28}+1.94\%$
test_creation[device0]	0.3786ms	82.9629μs	12.0536 KOps/s	12.1123 KOps/s	$\color{#d91a1a}-0.49\%$
test_creation_from_tensor	0.6814ms	87.0462μs	11.4881 KOps/s	11.2524 KOps/s	$\color{#35bf28}+2.10\%$
test_add_one[memmap_tensor0]	0.3137ms	6.7145μs	148.9307 KOps/s	139.4368 KOps/s	$\textbf{\color{#35bf28}+6.81\%}$
test_contiguous[memmap_tensor0]	1.7335μs	0.4109μs	2.4338 MOps/s	2.3988 MOps/s	$\color{#35bf28}+1.46\%$
test_stack[memmap_tensor0]	31.3410μs	4.4811μs	223.1571 KOps/s	205.8992 KOps/s	$\textbf{\color{#35bf28}+8.38\%}$
test_memmaptd_index	1.5587ms	0.2528ms	3.9564 KOps/s	3.7432 KOps/s	$\textbf{\color{#35bf28}+5.70\%}$
test_memmaptd_index_astensor	0.6121ms	0.3126ms	3.1993 KOps/s	3.0574 KOps/s	$\color{#35bf28}+4.64\%$
test_memmaptd_index_op	0.9760ms	0.5667ms	1.7647 KOps/s	1.5297 KOps/s	$\textbf{\color{#35bf28}+15.36\%}$
test_serialize_model	0.1311s	0.1305s	7.6628 Ops/s	7.6618 Ops/s	$\color{#35bf28}+0.01\%$
test_serialize_model_pickle	1.3465s	1.2130s	0.8244 Ops/s	0.8220 Ops/s	$\color{#35bf28}+0.30\%$
test_serialize_weights	0.1317s	0.1304s	7.6685 Ops/s	7.6722 Ops/s	$\color{#d91a1a}-0.05\%$
test_serialize_weights_returnearly	0.5486s	74.5308ms	13.4173 Ops/s	13.6022 Ops/s	$\color{#d91a1a}-1.36\%$
test_serialize_weights_pickle	1.3767s	1.2167s	0.8219 Ops/s	0.8213 Ops/s	$\color{#35bf28}+0.08\%$
test_reshape_pytree	51.9910μs	22.2425μs	44.9590 KOps/s	42.4182 KOps/s	$\textbf{\color{#35bf28}+5.99\%}$
test_reshape_td	60.7210μs	27.3423μs	36.5733 KOps/s	33.7417 KOps/s	$\textbf{\color{#35bf28}+8.39\%}$
test_view_pytree	78.3020μs	22.0398μs	45.3725 KOps/s	43.9795 KOps/s	$\color{#35bf28}+3.17\%$
test_view_td	67.7410μs	31.7098μs	31.5360 KOps/s	29.8990 KOps/s	$\textbf{\color{#35bf28}+5.48\%}$
test_unbind_pytree	61.2910μs	27.9173μs	35.8201 KOps/s	34.8907 KOps/s	$\color{#35bf28}+2.66\%$
test_unbind_td	0.8457ms	36.8378μs	27.1460 KOps/s	26.3660 KOps/s	$\color{#35bf28}+2.96\%$
test_split_pytree	0.1101ms	29.5375μs	33.8553 KOps/s	32.6649 KOps/s	$\color{#35bf28}+3.64\%$
test_split_td	1.0673ms	38.0796μs	26.2608 KOps/s	24.2839 KOps/s	$\textbf{\color{#35bf28}+8.14\%}$
test_add_pytree	78.1320μs	34.0604μs	29.3596 KOps/s	27.4677 KOps/s	$\textbf{\color{#35bf28}+6.89\%}$
test_add_td	95.9320μs	45.2812μs	22.0842 KOps/s	18.0157 KOps/s	$\textbf{\color{#35bf28}+22.58\%}$
test_compile_add_one_nested[tensordict-compile]	0.1738ms	0.1202ms	8.3166 KOps/s	7.9771 KOps/s	$\color{#35bf28}+4.26\%$
test_compile_add_one_nested[tensordict-eager]	0.2222ms	0.1330ms	7.5165 KOps/s	7.4779 KOps/s	$\color{#35bf28}+0.52\%$
test_compile_add_one_nested[pytree-compile]	0.2387ms	94.5861μs	10.5724 KOps/s	10.0908 KOps/s	$\color{#35bf28}+4.77\%$
test_compile_add_one_nested[pytree-eager]	1.9321ms	0.1484ms	6.7390 KOps/s	6.4216 KOps/s	$\color{#35bf28}+4.94\%$
test_compile_copy_nested[tensordict-compile]	73.2510μs	22.7796μs	43.8989 KOps/s	42.2244 KOps/s	$\color{#35bf28}+3.97\%$
test_compile_copy_nested[tensordict-eager]	77.6020μs	28.9966μs	34.4868 KOps/s	33.7056 KOps/s	$\color{#35bf28}+2.32\%$
test_compile_copy_nested[pytree-compile]	0.2287ms	62.6954μs	15.9501 KOps/s	15.0957 KOps/s	$\textbf{\color{#35bf28}+5.66\%}$
test_compile_copy_nested[pytree-eager]	87.0520μs	49.1228μs	20.3572 KOps/s	20.0388 KOps/s	$\color{#35bf28}+1.59\%$
test_compile_add_one_flat[tensordict-compile]	0.2011ms	0.1417ms	7.0593 KOps/s	6.9659 KOps/s	$\color{#35bf28}+1.34\%$
test_compile_add_one_flat[tensordict-eager]	0.3131ms	0.2194ms	4.5573 KOps/s	4.5901 KOps/s	$\color{#d91a1a}-0.71\%$
test_compile_add_one_flat[tensorclass-compile]	0.1385ms	96.9870μs	10.3107 KOps/s	10.0443 KOps/s	$\color{#35bf28}+2.65\%$
test_compile_add_one_flat[tensorclass-eager]	0.3512ms	56.3090μs	17.7592 KOps/s	17.6236 KOps/s	$\color{#35bf28}+0.77\%$
test_compile_add_one_flat[pytree-compile]	0.1748ms	0.1352ms	7.3965 KOps/s	7.3123 KOps/s	$\color{#35bf28}+1.15\%$
test_compile_add_one_flat[pytree-eager]	0.5153ms	0.4788ms	2.0888 KOps/s	1.9974 KOps/s	$\color{#35bf28}+4.58\%$
test_compile_add_self_flat[tensordict-eager]	0.3838ms	0.2613ms	3.8270 KOps/s	3.8099 KOps/s	$\color{#35bf28}+0.45\%$
test_compile_add_self_flat[tensordict-compile]	0.2785ms	0.1551ms	6.4493 KOps/s	7.0180 KOps/s	$\textbf{\color{#d91a1a}-8.10\%}$
test_compile_add_self_flat[tensorclass-eager]	0.2109ms	73.1584μs	13.6690 KOps/s	14.1454 KOps/s	$\color{#d91a1a}-3.37\%$
test_compile_add_self_flat[tensorclass-compile]	0.2463ms	0.1074ms	9.3074 KOps/s	9.9304 KOps/s	$\textbf{\color{#d91a1a}-6.27\%}$
test_compile_add_self_flat[pytree-eager]	0.5259ms	0.4081ms	2.4502 KOps/s	2.4438 KOps/s	$\color{#35bf28}+0.26\%$
test_compile_add_self_flat[pytree-compile]	0.2510ms	0.1430ms	6.9937 KOps/s	7.4254 KOps/s	$\textbf{\color{#d91a1a}-5.81\%}$
test_compile_copy_flat[tensordict-compile]	0.1298ms	19.5838μs	51.0626 KOps/s	53.2676 KOps/s	$\color{#d91a1a}-4.14\%$
test_compile_copy_flat[tensordict-eager]	0.1212ms	31.7081μs	31.5377 KOps/s	32.3901 KOps/s	$\color{#d91a1a}-2.63\%$
test_compile_copy_flat[pytree-compile]	0.1793ms	71.7618μs	13.9350 KOps/s	14.2532 KOps/s	$\color{#d91a1a}-2.23\%$
test_compile_copy_flat[pytree-eager]	0.1622ms	52.4102μs	19.0803 KOps/s	19.4518 KOps/s	$\color{#d91a1a}-1.91\%$
test_compile_assign_and_add[tensordict-compile]	1.6850ms	0.4065ms	2.4599 KOps/s	2.2015 KOps/s	$\textbf{\color{#35bf28}+11.73\%}$
test_compile_assign_and_add[tensordict-eager]	2.8758ms	2.6813ms	372.9533 Ops/s	371.6581 Ops/s	$\color{#35bf28}+0.35\%$
test_compile_assign_and_add[pytree-compile]	1.6258ms	0.4369ms	2.2889 KOps/s	2.2593 KOps/s	$\color{#35bf28}+1.31\%$
test_compile_assign_and_add[pytree-eager]	2.8500ms	2.6267ms	380.6993 Ops/s	364.6643 Ops/s	$\color{#35bf28}+4.40\%$
test_compile_indexing[tensor-tensordict-compile]	0.1719ms	0.1136ms	8.8060 KOps/s	8.2666 KOps/s	$\textbf{\color{#35bf28}+6.52\%}$
test_compile_indexing[tensor-tensordict-eager]	0.5686ms	78.0388μs	12.8141 KOps/s	11.6964 KOps/s	$\textbf{\color{#35bf28}+9.56\%}$
test_compile_indexing[tensor-tensorclass-compile]	0.4443ms	0.1107ms	9.0316 KOps/s	8.9287 KOps/s	$\color{#35bf28}+1.15\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1319ms	70.4343μs	14.1976 KOps/s	13.6401 KOps/s	$\color{#35bf28}+4.09\%$
test_compile_indexing[tensor-pytree-compile]	0.2046ms	0.1122ms	8.9147 KOps/s	8.7973 KOps/s	$\color{#35bf28}+1.33\%$
test_compile_indexing[tensor-pytree-eager]	0.1228ms	71.1898μs	14.0469 KOps/s	13.6454 KOps/s	$\color{#35bf28}+2.94\%$
test_compile_indexing[slice-tensordict-compile]	0.1555ms	0.1032ms	9.6897 KOps/s	9.7113 KOps/s	$\color{#d91a1a}-0.22\%$
test_compile_indexing[slice-tensordict-eager]	0.1481ms	17.3144μs	57.7555 KOps/s	44.8490 KOps/s	$\textbf{\color{#35bf28}+28.78\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1291ms	95.6336μs	10.4566 KOps/s	9.6549 KOps/s	$\textbf{\color{#35bf28}+8.30\%}$
test_compile_indexing[slice-tensorclass-eager]	62.8010μs	15.9352μs	62.7540 KOps/s	59.9834 KOps/s	$\color{#35bf28}+4.62\%$
test_compile_indexing[slice-pytree-compile]	0.1710ms	95.8995μs	10.4276 KOps/s	9.6322 KOps/s	$\textbf{\color{#35bf28}+8.26\%}$
test_compile_indexing[slice-pytree-eager]	0.1700ms	15.9151μs	62.8335 KOps/s	60.7321 KOps/s	$\color{#35bf28}+3.46\%$
test_compile_indexing[int-tensordict-compile]	0.1572ms	0.1042ms	9.6008 KOps/s	9.4928 KOps/s	$\color{#35bf28}+1.14\%$
test_compile_indexing[int-tensordict-eager]	0.6361ms	17.1517μs	58.3034 KOps/s	54.6113 KOps/s	$\textbf{\color{#35bf28}+6.76\%}$
test_compile_indexing[int-tensorclass-compile]	0.1754ms	96.4181μs	10.3715 KOps/s	9.7832 KOps/s	$\textbf{\color{#35bf28}+6.01\%}$
test_compile_indexing[int-tensorclass-eager]	82.8510μs	15.7856μs	63.3491 KOps/s	60.8174 KOps/s	$\color{#35bf28}+4.16\%$
test_compile_indexing[int-pytree-compile]	0.2485ms	95.7865μs	10.4399 KOps/s	9.7014 KOps/s	$\textbf{\color{#35bf28}+7.61\%}$
test_compile_indexing[int-pytree-eager]	80.4310μs	15.6154μs	64.0392 KOps/s	59.8874 KOps/s	$\textbf{\color{#35bf28}+6.93\%}$
test_mod_add[eager]	0.1146ms	37.0823μs	26.9670 KOps/s	23.0502 KOps/s	$\textbf{\color{#35bf28}+16.99\%}$
test_mod_add[compile]	0.3310ms	79.9230μs	12.5120 KOps/s	11.5759 KOps/s	$\textbf{\color{#35bf28}+8.09\%}$
test_mod_add[compile-overhead]	0.3298ms	0.1678ms	5.9611 KOps/s	5.6296 KOps/s	$\textbf{\color{#35bf28}+5.89\%}$
test_mod_wrap[eager]	0.3915ms	0.2511ms	3.9832 KOps/s	3.8920 KOps/s	$\color{#35bf28}+2.34\%$
test_mod_wrap[compile]	0.6858ms	0.2859ms	3.4979 KOps/s	3.4120 KOps/s	$\color{#35bf28}+2.52\%$
test_mod_wrap[compile-overhead]	7.1198ms	3.7329ms	267.8858 Ops/s	278.6147 Ops/s	$\color{#d91a1a}-3.85\%$
test_mod_wrap_and_backward[eager]	1.4775ms	1.3680ms	730.9947 Ops/s	700.2438 Ops/s	$\color{#35bf28}+4.39\%$
test_mod_wrap_and_backward[compile]	1.4219ms	1.2764ms	783.4603 Ops/s	770.9679 Ops/s	$\color{#35bf28}+1.62\%$
test_mod_wrap_and_backward[compile-overhead]	1.4613ms	0.9685ms	1.0326 KOps/s	1.0405 KOps/s	$\color{#d91a1a}-0.76\%$
test_seq_add[eager]	0.1821ms	0.1187ms	8.4278 KOps/s	8.0651 KOps/s	$\color{#35bf28}+4.50\%$
test_seq_add[compile]	0.1357ms	89.1953μs	11.2113 KOps/s	11.0738 KOps/s	$\color{#35bf28}+1.24\%$
test_seq_add[compile-overhead]	0.1747ms	0.1275ms	7.8403 KOps/s	7.6224 KOps/s	$\color{#35bf28}+2.86\%$
test_seq_wrap[eager]	0.5376ms	0.4127ms	2.4231 KOps/s	2.2618 KOps/s	$\textbf{\color{#35bf28}+7.13\%}$
test_seq_wrap[compile]	0.4044ms	0.3075ms	3.2522 KOps/s	3.2581 KOps/s	$\color{#d91a1a}-0.18\%$
test_seq_wrap[compile-overhead]	0.3105ms	0.2298ms	4.3516 KOps/s	4.3871 KOps/s	$\color{#d91a1a}-0.81\%$
test_func_call_runtime[False-eager]	0.9081ms	0.7845ms	1.2747 KOps/s	1.3216 KOps/s	$\color{#d91a1a}-3.55\%$
test_func_call_runtime[False-compile]	1.1697ms	0.7535ms	1.3272 KOps/s	1.3116 KOps/s	$\color{#35bf28}+1.19\%$
test_func_call_runtime[False-compile-overhead]	0.4144ms	0.3686ms	2.7126 KOps/s	2.7077 KOps/s	$\color{#35bf28}+0.18\%$
test_func_call_runtime[True-eager]	1.3429ms	0.9089ms	1.1002 KOps/s	1.0829 KOps/s	$\color{#35bf28}+1.60\%$
test_func_call_runtime[True-compile]	1.1926ms	0.7716ms	1.2960 KOps/s	1.2804 KOps/s	$\color{#35bf28}+1.22\%$
test_func_call_runtime[True-compile-overhead]	0.8049ms	0.3874ms	2.5811 KOps/s	2.5278 KOps/s	$\color{#35bf28}+2.11\%$
test_func_call_cm_runtime[False-eager]	1.2354ms	0.7904ms	1.2652 KOps/s	1.2931 KOps/s	$\color{#d91a1a}-2.16\%$
test_func_call_cm_runtime[False-compile]	1.1764ms	0.7533ms	1.3275 KOps/s	1.2203 KOps/s	$\textbf{\color{#35bf28}+8.78\%}$
test_func_call_cm_runtime[False-compile-overhead]	0.4247ms	0.3661ms	2.7312 KOps/s	2.6846 KOps/s	$\color{#35bf28}+1.74\%$
test_func_call_cm_runtime[True-eager]	1.1739ms	1.0128ms	987.3544 Ops/s	936.5911 Ops/s	$\textbf{\color{#35bf28}+5.42\%}$
test_func_call_cm_runtime[True-compile]	1.2186ms	0.8001ms	1.2498 KOps/s	1.1688 KOps/s	$\textbf{\color{#35bf28}+6.94\%}$
test_func_call_cm_runtime[True-compile-overhead]	0.4814ms	0.4177ms	2.3942 KOps/s	2.3095 KOps/s	$\color{#35bf28}+3.67\%$
test_vmap_func_call_cm_runtime[eager]	2.5804ms	2.0790ms	480.9908 Ops/s	472.6664 Ops/s	$\color{#35bf28}+1.76\%$
test_vmap_func_call_cm_runtime[compile]	1.2219ms	0.8099ms	1.2348 KOps/s	1.1463 KOps/s	$\textbf{\color{#35bf28}+7.72\%}$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4623ms	0.4146ms	2.4121 KOps/s	2.3790 KOps/s	$\color{#35bf28}+1.39\%$
test_distributed	13.0008ms	0.3033ms	3.2965 KOps/s	7.2122 KOps/s	$\textbf{\color{#d91a1a}-54.29\%}$
test_tdmodule	0.1151ms	20.2355μs	49.4180 KOps/s	46.4755 KOps/s	$\textbf{\color{#35bf28}+6.33\%}$
test_tdmodule_dispatch	65.0010μs	36.3752μs	27.4912 KOps/s	25.6376 KOps/s	$\textbf{\color{#35bf28}+7.23\%}$
test_tdseq	42.0810μs	21.5782μs	46.3431 KOps/s	44.6457 KOps/s	$\color{#35bf28}+3.80\%$
test_tdseq_dispatch	64.1320μs	39.7370μs	25.1654 KOps/s	23.7234 KOps/s	$\textbf{\color{#35bf28}+6.08\%}$
test_instantiation_functorch	1.6850ms	1.5702ms	636.8446 Ops/s	627.4584 Ops/s	$\color{#35bf28}+1.50\%$
test_exec_functorch	0.1874ms	0.1466ms	6.8191 KOps/s	6.6331 KOps/s	$\color{#35bf28}+2.80\%$
test_exec_functional_call	0.2141ms	0.1404ms	7.1222 KOps/s	7.1984 KOps/s	$\color{#d91a1a}-1.06\%$
test_exec_td_decorator	0.3860ms	0.1884ms	5.3090 KOps/s	5.2549 KOps/s	$\color{#35bf28}+1.03\%$
test_vmap_mlp_speed_decorator[True-True]	0.9220ms	0.7170ms	1.3947 KOps/s	1.4265 KOps/s	$\color{#d91a1a}-2.23\%$
test_vmap_mlp_speed_decorator[True-False]	0.8262ms	0.7151ms	1.3983 KOps/s	1.4263 KOps/s	$\color{#d91a1a}-1.96\%$
test_vmap_mlp_speed_decorator[False-True]	0.7331ms	0.6219ms	1.6080 KOps/s	1.6549 KOps/s	$\color{#d91a1a}-2.84\%$
test_vmap_mlp_speed_decorator[False-False]	0.7515ms	0.6263ms	1.5967 KOps/s	1.6531 KOps/s	$\color{#d91a1a}-3.41\%$
test_vmap_transformer_speed_decorator[True-True]	19.5359ms	19.2194ms	52.0308 Ops/s	51.3963 Ops/s	$\color{#35bf28}+1.23\%$
test_vmap_transformer_speed_decorator[True-False]	20.0257ms	19.3468ms	51.6883 Ops/s	51.3800 Ops/s	$\color{#35bf28}+0.60\%$
test_vmap_transformer_speed_decorator[False-True]	19.7811ms	19.1743ms	52.1531 Ops/s	51.8237 Ops/s	$\color{#35bf28}+0.64\%$
test_vmap_transformer_speed_decorator[False-False]	20.0069ms	19.2944ms	51.8286 Ops/s	51.7648 Ops/s	$\color{#35bf28}+0.12\%$
test_to_module_speed[True]	1.5176ms	0.9609ms	1.0407 KOps/s	1.0352 KOps/s	$\color{#35bf28}+0.53\%$
test_to_module_speed[False]	1.5032ms	0.9441ms	1.0592 KOps/s	1.0393 KOps/s	$\color{#35bf28}+1.92\%$
test_tc_init	70.1010μs	34.4960μs	28.9889 KOps/s	24.8883 KOps/s	$\textbf{\color{#35bf28}+16.48\%}$
test_tc_init_nested	0.1663ms	71.5156μs	13.9830 KOps/s	12.4232 KOps/s	$\textbf{\color{#35bf28}+12.56\%}$
test_tc_first_layer_tensor	5.4159μs	0.7103μs	1.4078 MOps/s	1.4432 MOps/s	$\color{#d91a1a}-2.46\%$
test_tc_first_layer_nontensor	19.8210μs	2.2860μs	437.4534 KOps/s	451.1323 KOps/s	$\color{#d91a1a}-3.03\%$
test_tc_second_layer_tensor	10.6425μs	1.4207μs	703.8661 KOps/s	717.2024 KOps/s	$\color{#d91a1a}-1.86\%$
test_tc_second_layer_nontensor	29.8010μs	3.0248μs	330.5975 KOps/s	334.7627 KOps/s	$\color{#d91a1a}-1.24\%$
test_unbind	0.2400s	10.2303ms	97.7491 Ops/s	142.5067 Ops/s	$\textbf{\color{#d91a1a}-31.41\%}$
test_full_like	9.7193ms	9.4912ms	105.3611 Ops/s	103.4393 Ops/s	$\color{#35bf28}+1.86\%$
test_zeros_like	5.6034ms	4.3781ms	228.4110 Ops/s	114.6767 Ops/s	$\textbf{\color{#35bf28}+99.18\%}$
test_ones_like	5.0253ms	4.3783ms	228.3972 Ops/s	229.5048 Ops/s	$\color{#d91a1a}-0.48\%$
test_clone	7.0618ms	6.7590ms	147.9511 Ops/s	147.8579 Ops/s	$\color{#35bf28}+0.06\%$
test_squeeze	85.6220μs	10.5411μs	94.8669 KOps/s	102.7312 KOps/s	$\textbf{\color{#d91a1a}-7.66\%}$
test_unsqueeze	0.1281ms	73.7514μs	13.5591 KOps/s	13.2966 KOps/s	$\color{#35bf28}+1.97\%$
test_split	0.3685ms	0.1604ms	6.2327 KOps/s	6.0253 KOps/s	$\color{#35bf28}+3.44\%$
test_permute	0.2275ms	0.1837ms	5.4425 KOps/s	5.6306 KOps/s	$\color{#d91a1a}-3.34\%$
test_stack	53.3286ms	51.6977ms	19.3432 Ops/s	19.7840 Ops/s	$\color{#d91a1a}-2.23\%$
test_cat	51.6356ms	51.3598ms	19.4705 Ops/s	19.4647 Ops/s	$\color{#35bf28}+0.03\%$