[Versioning] Bump v0.8.0

[vmoens]

Stack from ghstack (oldest at bottom):

• [Setup] Making tensordict pytorch-agnostic #1256
• -> [Versioning] Bump v0.8.0 #1257

[github-actions]

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}10$. Worsened: $\large\color{#d91a1a}10$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	45.3050μs	21.2707μs	47.0130 KOps/s	46.7342 KOps/s	$\color{#35bf28}+0.60\%$
test_plain_set_stack_nested	58.0880μs	21.4793μs	46.5565 KOps/s	45.9012 KOps/s	$\color{#35bf28}+1.43\%$
test_plain_set_nested_inplace	67.6060μs	23.0137μs	43.4524 KOps/s	42.3880 KOps/s	$\color{#35bf28}+2.51\%$
test_plain_set_stack_nested_inplace	55.3230μs	23.0236μs	43.4338 KOps/s	42.4318 KOps/s	$\color{#35bf28}+2.36\%$
test_items	30.5870μs	4.1841μs	239.0002 KOps/s	236.5207 KOps/s	$\color{#35bf28}+1.05\%$
test_items_nested	0.8538ms	0.4081ms	2.4507 KOps/s	2.4766 KOps/s	$\color{#d91a1a}-1.05\%$
test_items_nested_locked	1.0283ms	0.4172ms	2.3967 KOps/s	2.4412 KOps/s	$\color{#d91a1a}-1.82\%$
test_items_nested_leaf	0.1601ms	76.9509μs	12.9953 KOps/s	13.1231 KOps/s	$\color{#d91a1a}-0.97\%$
test_items_stack_nested	0.5969ms	0.4122ms	2.4263 KOps/s	2.4701 KOps/s	$\color{#d91a1a}-1.77\%$
test_items_stack_nested_leaf	0.3700ms	77.4923μs	12.9045 KOps/s	13.0478 KOps/s	$\color{#d91a1a}-1.10\%$
test_items_stack_nested_locked	0.5661ms	0.4120ms	2.4271 KOps/s	2.4578 KOps/s	$\color{#d91a1a}-1.25\%$
test_keys	21.7710μs	3.7130μs	269.3266 KOps/s	275.9065 KOps/s	$\color{#d91a1a}-2.38\%$
test_keys_nested	0.2759ms	0.1669ms	5.9924 KOps/s	6.0249 KOps/s	$\color{#d91a1a}-0.54\%$
test_keys_nested_locked	1.6777ms	0.1757ms	5.6902 KOps/s	5.7939 KOps/s	$\color{#d91a1a}-1.79\%$
test_keys_nested_leaf	0.1976ms	0.1461ms	6.8470 KOps/s	6.9289 KOps/s	$\color{#d91a1a}-1.18\%$
test_keys_stack_nested	0.2527ms	0.1675ms	5.9706 KOps/s	6.0539 KOps/s	$\color{#d91a1a}-1.38\%$
test_keys_stack_nested_leaf	0.2087ms	0.1464ms	6.8310 KOps/s	6.9587 KOps/s	$\color{#d91a1a}-1.83\%$
test_keys_stack_nested_locked	0.3095ms	0.1742ms	5.7402 KOps/s	5.8552 KOps/s	$\color{#d91a1a}-1.96\%$
test_values	9.8462μs	1.0551μs	947.7805 KOps/s	941.3581 KOps/s	$\color{#35bf28}+0.68\%$
test_values_nested	0.1131ms	66.6354μs	15.0070 KOps/s	15.0193 KOps/s	$\color{#d91a1a}-0.08\%$
test_values_nested_locked	0.1271ms	66.7268μs	14.9865 KOps/s	15.1041 KOps/s	$\color{#d91a1a}-0.78\%$
test_values_nested_leaf	0.1176ms	74.8434μs	13.3612 KOps/s	13.3484 KOps/s	$\color{#35bf28}+0.10\%$
test_values_stack_nested	0.1220ms	67.3631μs	14.8449 KOps/s	15.1684 KOps/s	$\color{#d91a1a}-2.13\%$
test_values_stack_nested_leaf	0.1367ms	74.7891μs	13.3709 KOps/s	13.6403 KOps/s	$\color{#d91a1a}-1.97\%$
test_values_stack_nested_locked	0.1339ms	66.7379μs	14.9840 KOps/s	15.1265 KOps/s	$\color{#d91a1a}-0.94\%$
test_membership	6.4807μs	0.7173μs	1.3941 MOps/s	1.4572 MOps/s	$\color{#d91a1a}-4.33\%$
test_membership_nested	23.3330μs	2.9215μs	342.2841 KOps/s	339.3417 KOps/s	$\color{#35bf28}+0.87\%$
test_membership_nested_leaf	22.9030μs	2.9491μs	339.0917 KOps/s	337.0741 KOps/s	$\color{#35bf28}+0.60\%$
test_membership_stacked_nested	36.5380μs	2.8770μs	347.5891 KOps/s	341.9098 KOps/s	$\color{#35bf28}+1.66\%$
test_membership_stacked_nested_leaf	25.6980μs	2.9333μs	340.9170 KOps/s	339.3119 KOps/s	$\color{#35bf28}+0.47\%$
test_membership_nested_last	22.4420μs	4.3459μs	230.1017 KOps/s	229.7454 KOps/s	$\color{#35bf28}+0.16\%$
test_membership_nested_leaf_last	23.2730μs	4.3611μs	229.3014 KOps/s	230.9647 KOps/s	$\color{#d91a1a}-0.72\%$
test_membership_stacked_nested_last	26.7100μs	4.3480μs	229.9908 KOps/s	231.0965 KOps/s	$\color{#d91a1a}-0.48\%$
test_membership_stacked_nested_leaf_last	20.5880μs	4.3423μs	230.2927 KOps/s	229.7179 KOps/s	$\color{#35bf28}+0.25\%$
test_nested_getleaf	50.0230μs	18.0384μs	55.4373 KOps/s	56.8539 KOps/s	$\color{#d91a1a}-2.49\%$
test_nested_get	48.1800μs	17.0679μs	58.5895 KOps/s	59.8581 KOps/s	$\color{#d91a1a}-2.12\%$
test_stacked_getleaf	62.3060μs	18.0282μs	55.4687 KOps/s	57.2789 KOps/s	$\color{#d91a1a}-3.16\%$
test_stacked_get	42.0180μs	17.1626μs	58.2662 KOps/s	60.0160 KOps/s	$\color{#d91a1a}-2.92\%$
test_nested_getitemleaf	49.0210μs	18.6360μs	53.6596 KOps/s	55.0096 KOps/s	$\color{#d91a1a}-2.45\%$
test_nested_getitem	48.4100μs	17.7703μs	56.2735 KOps/s	57.3976 KOps/s	$\color{#d91a1a}-1.96\%$
test_stacked_getitemleaf	45.5850μs	18.4757μs	54.1250 KOps/s	55.9629 KOps/s	$\color{#d91a1a}-3.28\%$
test_stacked_getitem	46.9480μs	17.5623μs	56.9401 KOps/s	57.7128 KOps/s	$\color{#d91a1a}-1.34\%$
test_lock_nested	0.6584ms	0.4172ms	2.3967 KOps/s	2.4658 KOps/s	$\color{#d91a1a}-2.80\%$
test_lock_stack_nested	0.5432ms	0.4228ms	2.3649 KOps/s	2.3743 KOps/s	$\color{#d91a1a}-0.39\%$
test_unlock_nested	0.4401ms	0.3380ms	2.9584 KOps/s	3.0104 KOps/s	$\color{#d91a1a}-1.73\%$
test_unlock_stack_nested	0.5517ms	0.3409ms	2.9334 KOps/s	2.9259 KOps/s	$\color{#35bf28}+0.26\%$
test_flatten_speed	0.1999ms	99.5254μs	10.0477 KOps/s	9.9552 KOps/s	$\color{#35bf28}+0.93\%$
test_unflatten_speed	0.7173ms	0.5999ms	1.6669 KOps/s	1.6879 KOps/s	$\color{#d91a1a}-1.25\%$
test_common_ops	1.0971ms	0.8203ms	1.2190 KOps/s	1.2135 KOps/s	$\color{#35bf28}+0.45\%$
test_creation	34.8150μs	2.5773μs	388.0060 KOps/s	399.8933 KOps/s	$\color{#d91a1a}-2.97\%$
test_creation_empty	67.4330μs	11.9210μs	83.8855 KOps/s	79.0592 KOps/s	$\textbf{\color{#35bf28}+6.10\%}$
test_creation_nested_1	64.0900μs	14.8165μs	67.4923 KOps/s	63.7761 KOps/s	$\textbf{\color{#35bf28}+5.83\%}$
test_creation_nested_2	55.2130μs	19.2728μs	51.8867 KOps/s	50.1849 KOps/s	$\color{#35bf28}+3.39\%$
test_clone	48.4200μs	13.8308μs	72.3022 KOps/s	75.6058 KOps/s	$\color{#d91a1a}-4.37\%$
test_getitem[int]	0.8223ms	13.0751μs	76.4810 KOps/s	79.1792 KOps/s	$\color{#d91a1a}-3.41\%$
test_getitem[slice_int]	0.1310ms	25.6349μs	39.0093 KOps/s	40.4077 KOps/s	$\color{#d91a1a}-3.46\%$
test_getitem[range]	0.1655ms	51.3518μs	19.4735 KOps/s	20.5800 KOps/s	$\textbf{\color{#d91a1a}-5.38\%}$
test_getitem[tuple]	0.1203ms	20.4072μs	49.0023 KOps/s	49.7250 KOps/s	$\color{#d91a1a}-1.45\%$
test_getitem[list]	0.1617ms	45.7475μs	21.8591 KOps/s	22.1678 KOps/s	$\color{#d91a1a}-1.39\%$
test_setitem_dim[int]	48.0300μs	26.3765μs	37.9126 KOps/s	39.6979 KOps/s	$\color{#d91a1a}-4.50\%$
test_setitem_dim[slice_int]	91.3100μs	51.6192μs	19.3727 KOps/s	19.8307 KOps/s	$\color{#d91a1a}-2.31\%$
test_setitem_dim[range]	0.1631ms	78.1643μs	12.7936 KOps/s	13.4953 KOps/s	$\textbf{\color{#d91a1a}-5.20\%}$
test_setitem_dim[tuple]	80.6390μs	40.7926μs	24.5143 KOps/s	25.1217 KOps/s	$\color{#d91a1a}-2.42\%$
test_setitem	64.0700μs	21.1195μs	47.3495 KOps/s	48.1913 KOps/s	$\color{#d91a1a}-1.75\%$
test_set	56.1350μs	20.5283μs	48.7132 KOps/s	49.1860 KOps/s	$\color{#d91a1a}-0.96\%$
test_set_shared	3.5658ms	0.1831ms	5.4609 KOps/s	5.6183 KOps/s	$\color{#d91a1a}-2.80\%$
test_update	0.1153ms	26.4461μs	37.8128 KOps/s	37.5329 KOps/s	$\color{#35bf28}+0.75\%$
test_update_nested	0.1394ms	42.0531μs	23.7794 KOps/s	23.6360 KOps/s	$\color{#35bf28}+0.61\%$
test_update__nested	0.3956ms	35.0279μs	28.5487 KOps/s	29.2012 KOps/s	$\color{#d91a1a}-2.23\%$
test_set_nested	67.9470μs	22.7091μs	44.0352 KOps/s	43.5406 KOps/s	$\color{#35bf28}+1.14\%$
test_set_nested_new	0.1058ms	27.6780μs	36.1297 KOps/s	36.1206 KOps/s	$\color{#35bf28}+0.03\%$
test_select	0.1188ms	44.3707μs	22.5374 KOps/s	22.6279 KOps/s	$\color{#d91a1a}-0.40\%$
test_select_nested	0.1310ms	65.1155μs	15.3573 KOps/s	15.6070 KOps/s	$\color{#d91a1a}-1.60\%$
test_exclude_nested	0.1544ms	82.0235μs	12.1916 KOps/s	12.4248 KOps/s	$\color{#d91a1a}-1.88\%$
test_empty[True]	0.5489ms	0.4088ms	2.4463 KOps/s	2.4620 KOps/s	$\color{#d91a1a}-0.64\%$
test_empty[False]	8.2580μs	1.3649μs	732.6747 KOps/s	717.4644 KOps/s	$\color{#35bf28}+2.12\%$
test_unbind_speed	0.6034ms	0.2679ms	3.7332 KOps/s	3.7257 KOps/s	$\color{#35bf28}+0.20\%$
test_unbind_speed_stack0	0.4570ms	0.2659ms	3.7615 KOps/s	3.7636 KOps/s	$\color{#d91a1a}-0.06\%$
test_unbind_speed_stack1	0.1060s	0.7242ms	1.3808 KOps/s	1.2398 KOps/s	$\textbf{\color{#35bf28}+11.37\%}$
test_split	0.1071s	1.7868ms	559.6617 Ops/s	575.0286 Ops/s	$\color{#d91a1a}-2.67\%$
test_chunk	0.1008s	1.7680ms	565.6039 Ops/s	633.8841 Ops/s	$\textbf{\color{#d91a1a}-10.77\%}$
test_consolidate_njt[False-None]	8.2789ms	8.0416ms	124.3528 Ops/s	110.4412 Ops/s	$\textbf{\color{#35bf28}+12.60\%}$
test_creation[device0]	0.2155ms	92.6188μs	10.7969 KOps/s	11.0540 KOps/s	$\color{#d91a1a}-2.33\%$
test_creation_from_tensor	4.1880ms	96.2115μs	10.3938 KOps/s	10.6099 KOps/s	$\color{#d91a1a}-2.04\%$
test_add_one[memmap_tensor0]	84.7380μs	5.1631μs	193.6809 KOps/s	203.7442 KOps/s	$\color{#d91a1a}-4.94\%$
test_contiguous[memmap_tensor0]	18.2140μs	0.5028μs	1.9888 MOps/s	1.9521 MOps/s	$\color{#35bf28}+1.88\%$
test_stack[memmap_tensor0]	31.2280μs	3.5656μs	280.4594 KOps/s	295.9895 KOps/s	$\textbf{\color{#d91a1a}-5.25\%}$
test_memmaptd_index	0.3383ms	0.2333ms	4.2862 KOps/s	4.3822 KOps/s	$\color{#d91a1a}-2.19\%$
test_memmaptd_index_astensor	0.4841ms	0.3213ms	3.1123 KOps/s	3.1298 KOps/s	$\color{#d91a1a}-0.56\%$
test_memmaptd_index_op	1.0711ms	0.5983ms	1.6715 KOps/s	1.6206 KOps/s	$\color{#35bf28}+3.14\%$
test_serialize_model	0.2263s	0.1328s	7.5303 Ops/s	8.7098 Ops/s	$\textbf{\color{#d91a1a}-13.54\%}$
test_serialize_model_pickle	0.4523s	0.3858s	2.5922 Ops/s	2.3677 Ops/s	$\textbf{\color{#35bf28}+9.48\%}$
test_serialize_weights	0.1231s	0.1162s	8.6026 Ops/s	8.6186 Ops/s	$\color{#d91a1a}-0.19\%$
test_serialize_weights_returnearly	0.1690s	0.1593s	6.2787 Ops/s	5.7317 Ops/s	$\textbf{\color{#35bf28}+9.54\%}$
test_serialize_weights_pickle	1.1085s	0.7043s	1.4198 Ops/s	2.4028 Ops/s	$\textbf{\color{#d91a1a}-40.91\%}$
test_serialize_weights_filesystem	0.1470s	0.1423s	7.0298 Ops/s	6.8403 Ops/s	$\color{#35bf28}+2.77\%$
test_serialize_model_filesystem	0.1514s	0.1413s	7.0766 Ops/s	6.5840 Ops/s	$\textbf{\color{#35bf28}+7.48\%}$
test_reshape_pytree	72.5550μs	26.3238μs	37.9884 KOps/s	37.8116 KOps/s	$\color{#35bf28}+0.47\%$
test_reshape_td	0.1159ms	33.1663μs	30.1511 KOps/s	31.1156 KOps/s	$\color{#d91a1a}-3.10\%$
test_view_pytree	58.1780μs	26.4153μs	37.8568 KOps/s	37.8244 KOps/s	$\color{#35bf28}+0.09\%$
test_view_td	83.7660μs	41.3861μs	24.1627 KOps/s	24.4103 KOps/s	$\color{#d91a1a}-1.01\%$
test_unbind_pytree	90.8290μs	29.3396μs	34.0836 KOps/s	34.1085 KOps/s	$\color{#d91a1a}-0.07\%$
test_unbind_td	0.3179ms	40.1469μs	24.9085 KOps/s	25.3416 KOps/s	$\color{#d91a1a}-1.71\%$
test_split_pytree	92.8130μs	29.2799μs	34.1531 KOps/s	34.4764 KOps/s	$\color{#d91a1a}-0.94\%$
test_split_td	0.5007ms	46.0871μs	21.6981 KOps/s	22.2504 KOps/s	$\color{#d91a1a}-2.48\%$
test_add_pytree	87.3430μs	35.7143μs	28.0000 KOps/s	27.7837 KOps/s	$\color{#35bf28}+0.78\%$
test_add_td	0.2606ms	59.9498μs	16.6806 KOps/s	16.9684 KOps/s	$\color{#d91a1a}-1.70\%$
test_compile_add_one_nested[tensordict-compile]	0.1339ms	67.5203μs	14.8104 KOps/s	14.9749 KOps/s	$\color{#d91a1a}-1.10\%$
test_compile_add_one_nested[tensordict-eager]	1.5926ms	0.1815ms	5.5085 KOps/s	5.5543 KOps/s	$\color{#d91a1a}-0.82\%$
test_compile_add_one_nested[pytree-compile]	0.1252ms	46.2411μs	21.6258 KOps/s	21.8385 KOps/s	$\color{#d91a1a}-0.97\%$
test_compile_add_one_nested[pytree-eager]	0.2258ms	0.1184ms	8.4492 KOps/s	8.4230 KOps/s	$\color{#35bf28}+0.31\%$
test_compile_copy_nested[tensordict-compile]	88.6360μs	27.9444μs	35.7854 KOps/s	35.8877 KOps/s	$\color{#d91a1a}-0.29\%$
test_compile_copy_nested[tensordict-eager]	0.1353ms	63.7964μs	15.6749 KOps/s	15.5758 KOps/s	$\color{#35bf28}+0.64\%$
test_compile_copy_nested[pytree-compile]	0.1651ms	79.9774μs	12.5035 KOps/s	12.2909 KOps/s	$\color{#35bf28}+1.73\%$
test_compile_copy_nested[pytree-eager]	0.1827ms	65.8022μs	15.1971 KOps/s	15.0327 KOps/s	$\color{#35bf28}+1.09\%$
test_compile_add_one_flat[tensordict-compile]	0.1866ms	0.1084ms	9.2281 KOps/s	9.3704 KOps/s	$\color{#d91a1a}-1.52\%$
test_compile_add_one_flat[tensordict-eager]	0.2985ms	0.2202ms	4.5410 KOps/s	4.6177 KOps/s	$\color{#d91a1a}-1.66\%$
test_compile_add_one_flat[tensorclass-compile]	0.1235ms	49.3387μs	20.2680 KOps/s	21.7902 KOps/s	$\textbf{\color{#d91a1a}-6.99\%}$
test_compile_add_one_flat[tensorclass-eager]	0.6558ms	69.1191μs	14.4678 KOps/s	14.8309 KOps/s	$\color{#d91a1a}-2.45\%$
test_compile_add_one_flat[pytree-compile]	0.2322ms	0.1010ms	9.9019 KOps/s	10.0044 KOps/s	$\color{#d91a1a}-1.02\%$
test_compile_add_one_flat[pytree-eager]	0.4240ms	0.2061ms	4.8532 KOps/s	4.9776 KOps/s	$\color{#d91a1a}-2.50\%$
test_compile_add_self_flat[tensordict-eager]	0.3976ms	0.2349ms	4.2580 KOps/s	4.3212 KOps/s	$\color{#d91a1a}-1.46\%$
test_compile_add_self_flat[tensordict-compile]	0.2139ms	0.1116ms	8.9608 KOps/s	9.2623 KOps/s	$\color{#d91a1a}-3.26\%$
test_compile_add_self_flat[tensorclass-eager]	0.1215ms	64.4904μs	15.5062 KOps/s	15.8277 KOps/s	$\color{#d91a1a}-2.03\%$
test_compile_add_self_flat[tensorclass-compile]	0.1234ms	50.4580μs	19.8185 KOps/s	20.2450 KOps/s	$\color{#d91a1a}-2.11\%$
test_compile_add_self_flat[pytree-eager]	0.3617ms	0.1588ms	6.2955 KOps/s	6.4266 KOps/s	$\color{#d91a1a}-2.04\%$
test_compile_add_self_flat[pytree-compile]	0.1816ms	99.2706μs	10.0735 KOps/s	10.0183 KOps/s	$\color{#35bf28}+0.55\%$
test_compile_copy_flat[tensordict-compile]	82.3930μs	22.0352μs	45.3819 KOps/s	47.0654 KOps/s	$\color{#d91a1a}-3.58\%$
test_compile_copy_flat[tensordict-eager]	0.1454ms	68.8482μs	14.5247 KOps/s	15.0557 KOps/s	$\color{#d91a1a}-3.53\%$
test_compile_copy_flat[pytree-compile]	0.1709ms	84.3238μs	11.8590 KOps/s	11.8496 KOps/s	$\color{#35bf28}+0.08\%$
test_compile_copy_flat[pytree-eager]	0.1357ms	66.7849μs	14.9735 KOps/s	15.0245 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_assign_and_add[tensordict-compile]	0.3243ms	0.2136ms	4.6812 KOps/s	4.6176 KOps/s	$\color{#35bf28}+1.38\%$
test_compile_assign_and_add[tensordict-eager]	2.4674ms	1.3882ms	720.3707 Ops/s	716.6900 Ops/s	$\color{#35bf28}+0.51\%$
test_compile_assign_and_add[pytree-compile]	0.4107ms	0.2090ms	4.7847 KOps/s	4.7581 KOps/s	$\color{#35bf28}+0.56\%$
test_compile_assign_and_add[pytree-eager]	1.3343ms	0.8352ms	1.1974 KOps/s	1.1938 KOps/s	$\color{#35bf28}+0.30\%$
test_compile_assign_and_add_stack[compile]	0.5280ms	0.4558ms	2.1941 KOps/s	2.1639 KOps/s	$\color{#35bf28}+1.39\%$
test_compile_assign_and_add_stack[eager]	3.5094ms	2.7077ms	369.3184 Ops/s	365.1359 Ops/s	$\color{#35bf28}+1.15\%$
test_compile_indexing[tensor-tensordict-compile]	0.1046ms	38.9327μs	25.6853 KOps/s	26.6594 KOps/s	$\color{#d91a1a}-3.65\%$
test_compile_indexing[tensor-tensordict-eager]	0.6346ms	34.8141μs	28.7240 KOps/s	28.0934 KOps/s	$\color{#35bf28}+2.24\%$
test_compile_indexing[tensor-tensorclass-compile]	87.9140μs	31.8223μs	31.4245 KOps/s	33.0080 KOps/s	$\color{#d91a1a}-4.80\%$
test_compile_indexing[tensor-tensorclass-eager]	80.4200μs	23.3112μs	42.8979 KOps/s	43.2218 KOps/s	$\color{#d91a1a}-0.75\%$
test_compile_indexing[tensor-pytree-compile]	82.3730μs	31.8577μs	31.3896 KOps/s	31.7205 KOps/s	$\color{#d91a1a}-1.04\%$
test_compile_indexing[tensor-pytree-eager]	63.6580μs	23.4811μs	42.5875 KOps/s	42.8863 KOps/s	$\color{#d91a1a}-0.70\%$
test_compile_indexing[slice-tensordict-compile]	0.1142ms	54.1580μs	18.4645 KOps/s	18.7721 KOps/s	$\color{#d91a1a}-1.64\%$
test_compile_indexing[slice-tensordict-eager]	0.4035ms	21.7375μs	46.0035 KOps/s	46.3771 KOps/s	$\color{#d91a1a}-0.81\%$
test_compile_indexing[slice-tensorclass-compile]	0.1160ms	46.8919μs	21.3256 KOps/s	21.7520 KOps/s	$\color{#d91a1a}-1.96\%$
test_compile_indexing[slice-tensorclass-eager]	70.6720μs	18.3145μs	54.6015 KOps/s	53.8740 KOps/s	$\color{#35bf28}+1.35\%$
test_compile_indexing[slice-pytree-compile]	0.1218ms	47.8018μs	20.9197 KOps/s	21.3354 KOps/s	$\color{#d91a1a}-1.95\%$
test_compile_indexing[slice-pytree-eager]	65.1520μs	18.3534μs	54.4857 KOps/s	55.0914 KOps/s	$\color{#d91a1a}-1.10\%$
test_compile_indexing[int-tensordict-compile]	0.1164ms	55.4812μs	18.0241 KOps/s	18.5062 KOps/s	$\color{#d91a1a}-2.61\%$
test_compile_indexing[int-tensordict-eager]	0.9610ms	21.6099μs	46.2751 KOps/s	46.7699 KOps/s	$\color{#d91a1a}-1.06\%$
test_compile_indexing[int-tensorclass-compile]	0.1211ms	47.2107μs	21.1816 KOps/s	21.3415 KOps/s	$\color{#d91a1a}-0.75\%$
test_compile_indexing[int-tensorclass-eager]	0.2841ms	18.5071μs	54.0334 KOps/s	54.9363 KOps/s	$\color{#d91a1a}-1.64\%$
test_compile_indexing[int-pytree-compile]	0.1160ms	47.6485μs	20.9870 KOps/s	21.6343 KOps/s	$\color{#d91a1a}-2.99\%$
test_compile_indexing[int-pytree-eager]	82.0830μs	18.3968μs	54.3573 KOps/s	55.1897 KOps/s	$\color{#d91a1a}-1.51\%$
test_mod_add[eager]	88.2250μs	37.1653μs	26.9068 KOps/s	26.9826 KOps/s	$\color{#d91a1a}-0.28\%$
test_mod_add[compile]	0.1205ms	66.1942μs	15.1071 KOps/s	15.1058 KOps/s	$+0.01\%$
test_mod_add[compile-overhead]	0.1356ms	65.8653μs	15.1825 KOps/s	14.6551 KOps/s	$\color{#35bf28}+3.60\%$
test_mod_wrap[eager]	0.3483ms	0.2226ms	4.4932 KOps/s	4.3271 KOps/s	$\color{#35bf28}+3.84\%$
test_mod_wrap[compile]	2.2794ms	0.2292ms	4.3636 KOps/s	4.2165 KOps/s	$\color{#35bf28}+3.49\%$
test_mod_wrap[compile-overhead]	0.4483ms	0.2280ms	4.3859 KOps/s	4.3642 KOps/s	$\color{#35bf28}+0.50\%$
test_mod_wrap_and_backward[eager]	12.2045ms	10.8904ms	91.8244 Ops/s	71.6631 Ops/s	$\textbf{\color{#35bf28}+28.13\%}$
test_mod_wrap_and_backward[compile]	13.6961ms	11.0415ms	90.5676 Ops/s	73.7514 Ops/s	$\textbf{\color{#35bf28}+22.80\%}$
test_mod_wrap_and_backward[compile-overhead]	13.4703ms	11.3823ms	87.8555 Ops/s	76.6307 Ops/s	$\textbf{\color{#35bf28}+14.65\%}$
test_seq_add[eager]	0.2219ms	0.1255ms	7.9712 KOps/s	8.3032 KOps/s	$\color{#d91a1a}-4.00\%$
test_seq_add[compile]	0.1419ms	78.2213μs	12.7842 KOps/s	12.8439 KOps/s	$\color{#d91a1a}-0.46\%$
test_seq_add[compile-overhead]	0.1385ms	75.6843μs	13.2128 KOps/s	13.4011 KOps/s	$\color{#d91a1a}-1.41\%$
test_seq_wrap[eager]	0.8701ms	0.4644ms	2.1535 KOps/s	2.1507 KOps/s	$\color{#35bf28}+0.13\%$
test_seq_wrap[compile]	0.4358ms	0.2467ms	4.0539 KOps/s	4.0390 KOps/s	$\color{#35bf28}+0.37\%$
test_seq_wrap[compile-overhead]	0.4321ms	0.2444ms	4.0916 KOps/s	4.0688 KOps/s	$\color{#35bf28}+0.56\%$
test_func_call_runtime[False-eager]	0.7017ms	0.5395ms	1.8537 KOps/s	1.7941 KOps/s	$\color{#35bf28}+3.32\%$
test_func_call_runtime[False-compile]	0.8970ms	0.4465ms	2.2396 KOps/s	2.2323 KOps/s	$\color{#35bf28}+0.33\%$
test_func_call_runtime[False-compile-overhead]	0.9630ms	0.4520ms	2.2126 KOps/s	2.2441 KOps/s	$\color{#d91a1a}-1.40\%$
test_func_call_runtime[True-eager]	0.9611ms	0.7516ms	1.3305 KOps/s	1.3193 KOps/s	$\color{#35bf28}+0.85\%$
test_func_call_runtime[True-compile]	0.9324ms	0.4697ms	2.1288 KOps/s	2.1439 KOps/s	$\color{#d91a1a}-0.71\%$
test_func_call_runtime[True-compile-overhead]	0.6352ms	0.4717ms	2.1199 KOps/s	2.1408 KOps/s	$\color{#d91a1a}-0.98\%$
test_func_call_cm_runtime[False-eager]	0.6527ms	0.5350ms	1.8690 KOps/s	1.8248 KOps/s	$\color{#35bf28}+2.43\%$
test_func_call_cm_runtime[False-compile]	0.8169ms	0.4487ms	2.2287 KOps/s	2.2539 KOps/s	$\color{#d91a1a}-1.12\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6548ms	0.4459ms	2.2425 KOps/s	2.2448 KOps/s	$\color{#d91a1a}-0.10\%$
test_func_call_cm_runtime[True-eager]	1.2854ms	0.8874ms	1.1269 KOps/s	1.1112 KOps/s	$\color{#35bf28}+1.41\%$
test_func_call_cm_runtime[True-compile]	0.9380ms	0.7889ms	1.2676 KOps/s	1.2388 KOps/s	$\color{#35bf28}+2.33\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0703ms	0.7980ms	1.2531 KOps/s	1.2322 KOps/s	$\color{#35bf28}+1.70\%$
test_vmap_func_call_cm_runtime[eager]	2.6059ms	1.9128ms	522.7874 Ops/s	519.5714 Ops/s	$\color{#35bf28}+0.62\%$
test_vmap_func_call_cm_runtime[compile]	0.9144ms	0.5465ms	1.8297 KOps/s	1.8513 KOps/s	$\color{#d91a1a}-1.17\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.8813ms	0.5426ms	1.8428 KOps/s	1.8459 KOps/s	$\color{#d91a1a}-0.17\%$
test_distributed	0.3194ms	0.1291ms	7.7457 KOps/s	7.8894 KOps/s	$\color{#d91a1a}-1.82\%$
test_tdmodule	77.3140μs	28.6483μs	34.9061 KOps/s	35.4150 KOps/s	$\color{#d91a1a}-1.44\%$
test_tdmodule_dispatch	0.1360ms	57.6947μs	17.3326 KOps/s	19.3442 KOps/s	$\textbf{\color{#d91a1a}-10.40\%}$
test_tdseq	67.7860μs	31.0207μs	32.2366 KOps/s	32.9841 KOps/s	$\color{#d91a1a}-2.27\%$
test_tdseq_dispatch	0.1004ms	56.7262μs	17.6285 KOps/s	17.7698 KOps/s	$\color{#d91a1a}-0.79\%$
test_instantiation_functorch	2.0175ms	1.5377ms	650.3193 Ops/s	656.7756 Ops/s	$\color{#d91a1a}-0.98\%$
test_exec_functorch	0.3166ms	0.1807ms	5.5345 KOps/s	5.5981 KOps/s	$\color{#d91a1a}-1.14\%$
test_exec_functional_call	0.4009ms	0.1748ms	5.7218 KOps/s	5.5655 KOps/s	$\color{#35bf28}+2.81\%$
test_exec_td_decorator	0.5424ms	0.2378ms	4.2053 KOps/s	4.2050 KOps/s	$+0.01\%$
test_vmap_mlp_speed_decorator[True-True]	1.2033ms	0.6839ms	1.4621 KOps/s	1.4997 KOps/s	$\color{#d91a1a}-2.50\%$
test_vmap_mlp_speed_decorator[True-False]	1.6446ms	0.6877ms	1.4542 KOps/s	1.5115 KOps/s	$\color{#d91a1a}-3.79\%$
test_vmap_mlp_speed_decorator[False-True]	0.8292ms	0.5444ms	1.8370 KOps/s	1.8892 KOps/s	$\color{#d91a1a}-2.76\%$
test_vmap_mlp_speed_decorator[False-False]	0.8227ms	0.5440ms	1.8384 KOps/s	1.8847 KOps/s	$\color{#d91a1a}-2.46\%$
test_to_module_speed[True]	2.6071ms	1.3517ms	739.8363 Ops/s	731.0207 Ops/s	$\color{#35bf28}+1.21\%$
test_to_module_speed[False]	1.8294ms	1.3152ms	760.3306 Ops/s	764.7523 Ops/s	$\color{#d91a1a}-0.58\%$
test_tc_init	87.3920μs	47.0797μs	21.2406 KOps/s	20.8099 KOps/s	$\color{#35bf28}+2.07\%$
test_tc_init_nested	0.1973ms	93.8083μs	10.6600 KOps/s	10.1960 KOps/s	$\color{#35bf28}+4.55\%$
test_tc_first_layer_tensor	40.3450μs	1.7120μs	584.0957 KOps/s	593.7859 KOps/s	$\color{#d91a1a}-1.63\%$
test_tc_first_layer_nontensor	32.6700μs	4.9549μs	201.8193 KOps/s	203.3808 KOps/s	$\color{#d91a1a}-0.77\%$
test_tc_second_layer_tensor	48.2290μs	3.1975μs	312.7401 KOps/s	313.3826 KOps/s	$\color{#d91a1a}-0.20\%$
test_tc_second_layer_nontensor	39.2330μs	6.5466μs	152.7515 KOps/s	154.5685 KOps/s	$\color{#d91a1a}-1.18\%$
test_unbind	0.2606s	13.9889ms	71.4854 Ops/s	68.5191 Ops/s	$\color{#35bf28}+4.33\%$
test_full_like	8.3040ms	5.4439ms	183.6930 Ops/s	285.5508 Ops/s	$\textbf{\color{#d91a1a}-35.67\%}$
test_zeros_like	10.1251ms	5.0942ms	196.2999 Ops/s	346.0594 Ops/s	$\textbf{\color{#d91a1a}-43.28\%}$
test_ones_like	6.0320ms	3.7863ms	264.1113 Ops/s	276.9189 Ops/s	$\color{#d91a1a}-4.63\%$
test_clone	7.4952ms	5.3547ms	186.7526 Ops/s	182.6829 Ops/s	$\color{#35bf28}+2.23\%$
test_squeeze	66.1130μs	13.0462μs	76.6509 KOps/s	78.2702 KOps/s	$\color{#d91a1a}-2.07\%$
test_unsqueeze	0.3249ms	97.3642μs	10.2707 KOps/s	10.6417 KOps/s	$\color{#d91a1a}-3.49\%$
test_split	0.3574ms	0.1974ms	5.0665 KOps/s	5.2295 KOps/s	$\color{#d91a1a}-3.12\%$
test_permute	0.3174ms	0.2050ms	4.8790 KOps/s	5.0336 KOps/s	$\color{#d91a1a}-3.07\%$
test_stack	29.6607ms	24.9382ms	40.0992 Ops/s	39.1426 Ops/s	$\color{#35bf28}+2.44\%$
test_cat	29.6458ms	24.8444ms	40.2505 Ops/s	39.0491 Ops/s	$\color{#35bf28}+3.08\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}57$. Worsened: $\large\color{#d91a1a}6$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	33.5610μs	11.8928μs	84.0845 KOps/s	76.0824 KOps/s	$\textbf{\color{#35bf28}+10.52\%}$
test_plain_set_stack_nested	50.0710μs	12.0700μs	82.8499 KOps/s	75.0658 KOps/s	$\textbf{\color{#35bf28}+10.37\%}$
test_plain_set_nested_inplace	42.9900μs	12.9793μs	77.0460 KOps/s	69.8720 KOps/s	$\textbf{\color{#35bf28}+10.27\%}$
test_plain_set_stack_nested_inplace	61.9210μs	13.1698μs	75.9312 KOps/s	70.2072 KOps/s	$\textbf{\color{#35bf28}+8.15\%}$
test_items	38.6910μs	2.8711μs	348.2964 KOps/s	345.0180 KOps/s	$\color{#35bf28}+0.95\%$
test_items_nested	0.4132ms	0.3645ms	2.7437 KOps/s	2.7099 KOps/s	$\color{#35bf28}+1.25\%$
test_items_nested_locked	0.4215ms	0.3686ms	2.7133 KOps/s	2.7112 KOps/s	$\color{#35bf28}+0.08\%$
test_items_nested_leaf	88.8910μs	62.2869μs	16.0547 KOps/s	15.9663 KOps/s	$\color{#35bf28}+0.55\%$
test_items_stack_nested	0.5403ms	0.3633ms	2.7529 KOps/s	2.6973 KOps/s	$\color{#35bf28}+2.06\%$
test_items_stack_nested_leaf	94.1210μs	62.5021μs	15.9995 KOps/s	16.0576 KOps/s	$\color{#d91a1a}-0.36\%$
test_items_stack_nested_locked	0.5178ms	0.3665ms	2.7285 KOps/s	2.7091 KOps/s	$\color{#35bf28}+0.72\%$
test_keys	50.8110μs	3.4249μs	291.9807 KOps/s	293.0005 KOps/s	$\color{#d91a1a}-0.35\%$
test_keys_nested	0.1280ms	88.8774μs	11.2515 KOps/s	11.3781 KOps/s	$\color{#d91a1a}-1.11\%$
test_keys_nested_locked	0.7070ms	94.1514μs	10.6212 KOps/s	10.6538 KOps/s	$\color{#d91a1a}-0.31\%$
test_keys_nested_leaf	0.1171ms	79.2620μs	12.6164 KOps/s	12.6103 KOps/s	$\color{#35bf28}+0.05\%$
test_keys_stack_nested	0.1621ms	87.4928μs	11.4295 KOps/s	11.4552 KOps/s	$\color{#d91a1a}-0.22\%$
test_keys_stack_nested_leaf	0.1140ms	78.7150μs	12.7041 KOps/s	12.7983 KOps/s	$\color{#d91a1a}-0.74\%$
test_keys_stack_nested_locked	0.1399ms	94.4846μs	10.5837 KOps/s	10.6732 KOps/s	$\color{#d91a1a}-0.84\%$
test_values	4.2850μs	0.8537μs	1.1714 MOps/s	1.1737 MOps/s	$\color{#d91a1a}-0.20\%$
test_values_nested	64.4010μs	38.5152μs	25.9638 KOps/s	26.2124 KOps/s	$\color{#d91a1a}-0.95\%$
test_values_nested_locked	64.4210μs	40.2606μs	24.8382 KOps/s	25.0892 KOps/s	$\color{#d91a1a}-1.00\%$
test_values_nested_leaf	68.5610μs	43.4745μs	23.0020 KOps/s	23.1680 KOps/s	$\color{#d91a1a}-0.72\%$
test_values_stack_nested	70.0610μs	38.4174μs	26.0298 KOps/s	26.0999 KOps/s	$\color{#d91a1a}-0.27\%$
test_values_stack_nested_leaf	70.1910μs	43.3635μs	23.0609 KOps/s	23.1743 KOps/s	$\color{#d91a1a}-0.49\%$
test_values_stack_nested_locked	70.3010μs	40.6058μs	24.6270 KOps/s	25.1165 KOps/s	$\color{#d91a1a}-1.95\%$
test_membership	2.3706μs	0.5001μs	1.9996 MOps/s	1.9951 MOps/s	$\color{#35bf28}+0.23\%$
test_membership_nested	18.3500μs	1.9857μs	503.5903 KOps/s	504.0555 KOps/s	$\color{#d91a1a}-0.09\%$
test_membership_nested_leaf	15.5350μs	1.9964μs	500.9061 KOps/s	499.9143 KOps/s	$\color{#35bf28}+0.20\%$
test_membership_stacked_nested	25.8710μs	2.0592μs	485.6302 KOps/s	485.2543 KOps/s	$\color{#35bf28}+0.08\%$
test_membership_stacked_nested_leaf	35.5700μs	2.0558μs	486.4336 KOps/s	485.0675 KOps/s	$\color{#35bf28}+0.28\%$
test_membership_nested_last	42.9110μs	3.0354μs	329.4485 KOps/s	330.1285 KOps/s	$\color{#d91a1a}-0.21\%$
test_membership_nested_leaf_last	49.0610μs	3.0131μs	331.8866 KOps/s	329.9813 KOps/s	$\color{#35bf28}+0.58\%$
test_membership_stacked_nested_last	53.5210μs	3.0347μs	329.5178 KOps/s	331.4650 KOps/s	$\color{#d91a1a}-0.59\%$
test_membership_stacked_nested_leaf_last	32.1900μs	3.0275μs	330.3070 KOps/s	331.5549 KOps/s	$\color{#d91a1a}-0.38\%$
test_nested_getleaf	49.7900μs	13.4588μs	74.3010 KOps/s	74.2010 KOps/s	$\color{#35bf28}+0.13\%$
test_nested_get	38.0810μs	12.8057μs	78.0901 KOps/s	77.4962 KOps/s	$\color{#35bf28}+0.77\%$
test_stacked_getleaf	42.2710μs	13.4125μs	74.5573 KOps/s	74.8667 KOps/s	$\color{#d91a1a}-0.41\%$
test_stacked_get	43.3200μs	12.7444μs	78.4656 KOps/s	79.0482 KOps/s	$\color{#d91a1a}-0.74\%$
test_nested_getitemleaf	55.4810μs	14.0129μs	71.3628 KOps/s	72.1874 KOps/s	$\color{#d91a1a}-1.14\%$
test_nested_getitem	36.5100μs	13.1651μs	75.9584 KOps/s	76.4258 KOps/s	$\color{#d91a1a}-0.61\%$
test_stacked_getitemleaf	42.6900μs	13.8193μs	72.3627 KOps/s	72.9835 KOps/s	$\color{#d91a1a}-0.85\%$
test_stacked_getitem	59.3810μs	13.0170μs	76.8225 KOps/s	77.6344 KOps/s	$\color{#d91a1a}-1.05\%$
test_lock_nested	7.8819ms	0.3453ms	2.8963 KOps/s	2.9191 KOps/s	$\color{#d91a1a}-0.78\%$
test_lock_stack_nested	0.3896ms	0.3416ms	2.9276 KOps/s	2.8441 KOps/s	$\color{#35bf28}+2.94\%$
test_unlock_nested	0.3599ms	0.2853ms	3.5053 KOps/s	3.4754 KOps/s	$\color{#35bf28}+0.86\%$
test_unlock_stack_nested	0.3178ms	0.2801ms	3.5697 KOps/s	3.4461 KOps/s	$\color{#35bf28}+3.58\%$
test_flatten_speed	0.1149ms	78.6988μs	12.7067 KOps/s	12.8153 KOps/s	$\color{#d91a1a}-0.85\%$
test_unflatten_speed	0.4600ms	0.4045ms	2.4722 KOps/s	2.5067 KOps/s	$\color{#d91a1a}-1.37\%$
test_common_ops	0.7142ms	0.5731ms	1.7448 KOps/s	1.5766 KOps/s	$\textbf{\color{#35bf28}+10.67\%}$
test_creation	89.3410μs	1.7537μs	570.2353 KOps/s	572.2836 KOps/s	$\color{#d91a1a}-0.36\%$
test_creation_empty	34.5900μs	6.4577μs	154.8543 KOps/s	116.8732 KOps/s	$\textbf{\color{#35bf28}+32.50\%}$
test_creation_nested_1	31.3110μs	8.3032μs	120.4353 KOps/s	97.8051 KOps/s	$\textbf{\color{#35bf28}+23.14\%}$
test_creation_nested_2	36.3810μs	10.9683μs	91.1722 KOps/s	76.5730 KOps/s	$\textbf{\color{#35bf28}+19.07\%}$
test_clone	56.6410μs	10.4960μs	95.2746 KOps/s	93.0746 KOps/s	$\color{#35bf28}+2.36\%$
test_getitem[int]	1.2723ms	10.4584μs	95.6165 KOps/s	92.3427 KOps/s	$\color{#35bf28}+3.55\%$
test_getitem[slice_int]	0.1124ms	20.5693μs	48.6161 KOps/s	47.7019 KOps/s	$\color{#35bf28}+1.92\%$
test_getitem[range]	0.1289ms	37.5834μs	26.6075 KOps/s	26.0742 KOps/s	$\color{#35bf28}+2.05\%$
test_getitem[tuple]	0.1144ms	17.7654μs	56.2891 KOps/s	54.6763 KOps/s	$\color{#35bf28}+2.95\%$
test_getitem[list]	0.1286ms	32.5914μs	30.6829 KOps/s	29.4817 KOps/s	$\color{#35bf28}+4.07\%$
test_setitem_dim[int]	41.2210μs	18.7333μs	53.3809 KOps/s	50.6845 KOps/s	$\textbf{\color{#35bf28}+5.32\%}$
test_setitem_dim[slice_int]	61.1510μs	38.3269μs	26.0913 KOps/s	25.6533 KOps/s	$\color{#35bf28}+1.71\%$
test_setitem_dim[range]	92.5810μs	53.4879μs	18.6958 KOps/s	18.6403 KOps/s	$\color{#35bf28}+0.30\%$
test_setitem_dim[tuple]	53.2110μs	31.5827μs	31.6629 KOps/s	29.9016 KOps/s	$\textbf{\color{#35bf28}+5.89\%}$
test_setitem	57.4310μs	13.8563μs	72.1692 KOps/s	65.5837 KOps/s	$\textbf{\color{#35bf28}+10.04\%}$
test_set	48.1110μs	13.1177μs	76.2330 KOps/s	67.7087 KOps/s	$\textbf{\color{#35bf28}+12.59\%}$
test_set_shared	0.6018ms	0.1573ms	6.3565 KOps/s	6.3084 KOps/s	$\color{#35bf28}+0.76\%$
test_update	0.3387ms	17.0515μs	58.6458 KOps/s	52.0835 KOps/s	$\textbf{\color{#35bf28}+12.60\%}$
test_update_nested	58.0410μs	25.6765μs	38.9462 KOps/s	35.2330 KOps/s	$\textbf{\color{#35bf28}+10.54\%}$
test_update__nested	0.5233ms	25.4119μs	39.3517 KOps/s	39.5321 KOps/s	$\color{#d91a1a}-0.46\%$
test_set_nested	49.2710μs	14.5019μs	68.9565 KOps/s	62.7024 KOps/s	$\textbf{\color{#35bf28}+9.97\%}$
test_set_nested_new	57.1810μs	17.0799μs	58.5482 KOps/s	54.4888 KOps/s	$\textbf{\color{#35bf28}+7.45\%}$
test_select	71.7710μs	28.9653μs	34.5240 KOps/s	33.2589 KOps/s	$\color{#35bf28}+3.80\%$
test_select_nested	77.4310μs	44.1847μs	22.6323 KOps/s	22.7135 KOps/s	$\color{#d91a1a}-0.36\%$
test_exclude_nested	92.3920μs	63.5604μs	15.7331 KOps/s	15.9077 KOps/s	$\color{#d91a1a}-1.10\%$
test_empty[True]	0.3534ms	0.2976ms	3.3605 KOps/s	3.4056 KOps/s	$\color{#d91a1a}-1.32\%$
test_empty[False]	3.3711μs	0.8234μs	1.2145 MOps/s	1.2235 MOps/s	$\color{#d91a1a}-0.74\%$
test_to	89.5210μs	57.7621μs	17.3124 KOps/s	16.8728 KOps/s	$\color{#35bf28}+2.61\%$
test_to_nonblocking	96.0510μs	49.4778μs	20.2111 KOps/s	20.5324 KOps/s	$\color{#d91a1a}-1.57\%$
test_unbind_speed	0.2750ms	0.2367ms	4.2253 KOps/s	4.1030 KOps/s	$\color{#35bf28}+2.98\%$
test_unbind_speed_stack0	0.2927ms	0.2349ms	4.2578 KOps/s	4.1231 KOps/s	$\color{#35bf28}+3.27\%$
test_unbind_speed_stack1	92.2995ms	0.7319ms	1.3664 KOps/s	1.3526 KOps/s	$\color{#35bf28}+1.01\%$
test_split	93.3556ms	1.5731ms	635.7057 Ops/s	623.0582 Ops/s	$\color{#35bf28}+2.03\%$
test_chunk	95.3172ms	1.5862ms	630.4207 Ops/s	618.7683 Ops/s	$\color{#35bf28}+1.88\%$
test_consolidate[False-None]	95.3325ms	3.0881ms	323.8218 Ops/s	357.1980 Ops/s	$\textbf{\color{#d91a1a}-9.34\%}$
test_consolidate[default-None]	1.8096ms	1.7032ms	587.1209 Ops/s	579.2627 Ops/s	$\color{#35bf28}+1.36\%$
test_consolidate[reduce-overhead-None]	1.8469ms	1.7289ms	578.3871 Ops/s	569.3619 Ops/s	$\color{#35bf28}+1.59\%$
test_consolidate_njt[False-None]	6.5979ms	6.3148ms	158.3593 Ops/s	150.1611 Ops/s	$\textbf{\color{#35bf28}+5.46\%}$
test_to[False-False-None]	1.8178ms	1.7247ms	579.8054 Ops/s	551.8505 Ops/s	$\textbf{\color{#35bf28}+5.07\%}$
test_to[True-False-None]	1.5410ms	1.3408ms	745.8407 Ops/s	696.1935 Ops/s	$\textbf{\color{#35bf28}+7.13\%}$
test_to[within-False-None]	4.2808ms	4.2019ms	237.9875 Ops/s	227.7119 Ops/s	$\color{#35bf28}+4.51\%$
test_to[True-default-None]	5.2881ms	5.1301ms	194.9280 Ops/s	187.8191 Ops/s	$\color{#35bf28}+3.78\%$
test_to_njt[False-False-None]	6.9208ms	6.8413ms	146.1701 Ops/s	139.4280 Ops/s	$\color{#35bf28}+4.84\%$
test_to_njt[True-False-None]	5.4592ms	5.3222ms	187.8905 Ops/s	172.0899 Ops/s	$\textbf{\color{#35bf28}+9.18\%}$
test_to_njt[within-False-None]	11.8095ms	11.6799ms	85.6172 Ops/s	81.2041 Ops/s	$\textbf{\color{#35bf28}+5.43\%}$
test_creation[device0]	0.4723ms	79.6331μs	12.5576 KOps/s	12.3823 KOps/s	$\color{#35bf28}+1.42\%$
test_creation_from_tensor	0.5442ms	82.6395μs	12.1007 KOps/s	11.7868 KOps/s	$\color{#35bf28}+2.66\%$
test_add_one[memmap_tensor0]	0.5614ms	6.6989μs	149.2793 KOps/s	139.7282 KOps/s	$\textbf{\color{#35bf28}+6.84\%}$
test_contiguous[memmap_tensor0]	4.5040μs	0.4250μs	2.3531 MOps/s	2.2825 MOps/s	$\color{#35bf28}+3.10\%$
test_stack[memmap_tensor0]	36.6210μs	4.2818μs	233.5471 KOps/s	208.8466 KOps/s	$\textbf{\color{#35bf28}+11.83\%}$
test_memmaptd_index	1.4778ms	0.2364ms	4.2297 KOps/s	4.0230 KOps/s	$\textbf{\color{#35bf28}+5.14\%}$
test_memmaptd_index_astensor	0.4206ms	0.2966ms	3.3711 KOps/s	3.1882 KOps/s	$\textbf{\color{#35bf28}+5.74\%}$
test_memmaptd_index_op	0.7125ms	0.5402ms	1.8513 KOps/s	1.6561 KOps/s	$\textbf{\color{#35bf28}+11.79\%}$
test_serialize_model	0.1326s	0.1309s	7.6409 Ops/s	7.6643 Ops/s	$\color{#d91a1a}-0.31\%$
test_serialize_model_pickle	1.3516s	1.2162s	0.8222 Ops/s	0.8247 Ops/s	$\color{#d91a1a}-0.30\%$
test_serialize_weights	0.4057s	0.1695s	5.9002 Ops/s	7.6540 Ops/s	$\textbf{\color{#d91a1a}-22.91\%}$
test_serialize_weights_returnearly	0.3321s	53.2655ms	18.7739 Ops/s	23.1384 Ops/s	$\textbf{\color{#d91a1a}-18.86\%}$
test_serialize_weights_pickle	1.4371s	1.2283s	0.8142 Ops/s	0.8220 Ops/s	$\color{#d91a1a}-0.95\%$
test_reshape_pytree	65.0810μs	22.3422μs	44.7584 KOps/s	44.0504 KOps/s	$\color{#35bf28}+1.61\%$
test_reshape_td	61.9810μs	26.4655μs	37.7850 KOps/s	35.4300 KOps/s	$\textbf{\color{#35bf28}+6.65\%}$
test_view_pytree	54.4210μs	22.3311μs	44.7807 KOps/s	43.9750 KOps/s	$\color{#35bf28}+1.83\%$
test_view_td	65.9010μs	31.9317μs	31.3168 KOps/s	29.7964 KOps/s	$\textbf{\color{#35bf28}+5.10\%}$
test_unbind_pytree	51.6210μs	27.5653μs	36.2775 KOps/s	34.2076 KOps/s	$\textbf{\color{#35bf28}+6.05\%}$
test_unbind_td	0.7384ms	36.1130μs	27.6909 KOps/s	26.0695 KOps/s	$\textbf{\color{#35bf28}+6.22\%}$
test_split_pytree	56.7210μs	29.4268μs	33.9826 KOps/s	30.5886 KOps/s	$\textbf{\color{#35bf28}+11.10\%}$
test_split_td	0.8839ms	38.1864μs	26.1873 KOps/s	24.8535 KOps/s	$\textbf{\color{#35bf28}+5.37\%}$
test_add_pytree	65.3810μs	34.6835μs	28.8321 KOps/s	25.9520 KOps/s	$\textbf{\color{#35bf28}+11.10\%}$
test_add_td	98.6420μs	46.3780μs	21.5620 KOps/s	18.8607 KOps/s	$\textbf{\color{#35bf28}+14.32\%}$
test_compile_add_one_nested[tensordict-compile]	0.1827ms	0.1211ms	8.2591 KOps/s	7.8797 KOps/s	$\color{#35bf28}+4.81\%$
test_compile_add_one_nested[tensordict-eager]	0.2364ms	0.1412ms	7.0817 KOps/s	6.9905 KOps/s	$\color{#35bf28}+1.30\%$
test_compile_add_one_nested[pytree-compile]	0.4818ms	94.3103μs	10.6033 KOps/s	10.3386 KOps/s	$\color{#35bf28}+2.56\%$
test_compile_add_one_nested[pytree-eager]	1.0373ms	0.1484ms	6.7396 KOps/s	6.4537 KOps/s	$\color{#35bf28}+4.43\%$
test_compile_copy_nested[tensordict-compile]	0.4196ms	24.8464μs	40.2472 KOps/s	41.0266 KOps/s	$\color{#d91a1a}-1.90\%$
test_compile_copy_nested[tensordict-eager]	0.4363ms	35.6315μs	28.0650 KOps/s	28.1995 KOps/s	$\color{#d91a1a}-0.48\%$
test_compile_copy_nested[pytree-compile]	0.3184ms	64.2239μs	15.5705 KOps/s	15.3465 KOps/s	$\color{#35bf28}+1.46\%$
test_compile_copy_nested[pytree-eager]	0.4394ms	49.4047μs	20.2410 KOps/s	20.0624 KOps/s	$\color{#35bf28}+0.89\%$
test_compile_add_one_flat[tensordict-compile]	0.1844ms	0.1416ms	7.0643 KOps/s	7.1306 KOps/s	$\color{#d91a1a}-0.93\%$
test_compile_add_one_flat[tensordict-eager]	0.6160ms	0.2198ms	4.5487 KOps/s	4.5187 KOps/s	$\color{#35bf28}+0.66\%$
test_compile_add_one_flat[tensorclass-compile]	0.5034ms	96.1965μs	10.3954 KOps/s	10.1034 KOps/s	$\color{#35bf28}+2.89\%$
test_compile_add_one_flat[tensorclass-eager]	0.4560ms	57.9532μs	17.2553 KOps/s	17.2294 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_add_one_flat[pytree-compile]	0.1723ms	0.1339ms	7.4693 KOps/s	7.3007 KOps/s	$\color{#35bf28}+2.31\%$
test_compile_add_one_flat[pytree-eager]	0.8837ms	0.4772ms	2.0955 KOps/s	2.0058 KOps/s	$\color{#35bf28}+4.47\%$
test_compile_add_self_flat[tensordict-eager]	0.6590ms	0.2618ms	3.8195 KOps/s	3.7638 KOps/s	$\color{#35bf28}+1.48\%$
test_compile_add_self_flat[tensordict-compile]	0.1928ms	0.1410ms	7.0927 KOps/s	7.0332 KOps/s	$\color{#35bf28}+0.85\%$
test_compile_add_self_flat[tensorclass-eager]	0.4757ms	69.9661μs	14.2926 KOps/s	13.8413 KOps/s	$\color{#35bf28}+3.26\%$
test_compile_add_self_flat[tensorclass-compile]	0.1333ms	96.4990μs	10.3628 KOps/s	10.1618 KOps/s	$\color{#35bf28}+1.98\%$
test_compile_add_self_flat[pytree-eager]	0.8033ms	0.4040ms	2.4753 KOps/s	2.3652 KOps/s	$\color{#35bf28}+4.66\%$
test_compile_add_self_flat[pytree-compile]	0.1712ms	0.1335ms	7.4898 KOps/s	7.3637 KOps/s	$\color{#35bf28}+1.71\%$
test_compile_copy_flat[tensordict-compile]	0.1269ms	18.4729μs	54.1335 KOps/s	55.4472 KOps/s	$\color{#d91a1a}-2.37\%$
test_compile_copy_flat[tensordict-eager]	57.8810μs	31.8186μs	31.4282 KOps/s	31.5235 KOps/s	$\color{#d91a1a}-0.30\%$
test_compile_copy_flat[pytree-compile]	0.1992ms	69.6382μs	14.3599 KOps/s	14.2215 KOps/s	$\color{#35bf28}+0.97\%$
test_compile_copy_flat[pytree-eager]	83.2510μs	52.0535μs	19.2110 KOps/s	19.1840 KOps/s	$\color{#35bf28}+0.14\%$
test_compile_assign_and_add[tensordict-compile]	1.6336ms	0.3993ms	2.5046 KOps/s	2.1973 KOps/s	$\textbf{\color{#35bf28}+13.99\%}$
test_compile_assign_and_add[tensordict-eager]	2.7523ms	2.6095ms	383.2201 Ops/s	365.7788 Ops/s	$\color{#35bf28}+4.77\%$
test_compile_assign_and_add[pytree-compile]	1.5943ms	0.3810ms	2.6249 KOps/s	2.2598 KOps/s	$\textbf{\color{#35bf28}+16.16\%}$
test_compile_assign_and_add[pytree-eager]	2.7181ms	2.6002ms	384.5890 Ops/s	365.5168 Ops/s	$\textbf{\color{#35bf28}+5.22\%}$
test_compile_indexing[tensor-tensordict-compile]	0.5240ms	0.1147ms	8.7161 KOps/s	8.7272 KOps/s	$\color{#d91a1a}-0.13\%$
test_compile_indexing[tensor-tensordict-eager]	0.5917ms	82.1409μs	12.1742 KOps/s	11.8857 KOps/s	$\color{#35bf28}+2.43\%$
test_compile_indexing[tensor-tensorclass-compile]	0.7710ms	0.1083ms	9.2339 KOps/s	9.2557 KOps/s	$\color{#d91a1a}-0.24\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1509ms	68.2989μs	14.6415 KOps/s	14.3270 KOps/s	$\color{#35bf28}+2.20\%$
test_compile_indexing[tensor-pytree-compile]	0.2277ms	0.1118ms	8.9433 KOps/s	9.2131 KOps/s	$\color{#d91a1a}-2.93\%$
test_compile_indexing[tensor-pytree-eager]	0.1499ms	67.9155μs	14.7242 KOps/s	14.4074 KOps/s	$\color{#35bf28}+2.20\%$
test_compile_indexing[slice-tensordict-compile]	0.1378ms	0.1027ms	9.7370 KOps/s	9.9270 KOps/s	$\color{#d91a1a}-1.91\%$
test_compile_indexing[slice-tensordict-eager]	0.1493ms	18.1355μs	55.1404 KOps/s	51.3839 KOps/s	$\textbf{\color{#35bf28}+7.31\%}$
test_compile_indexing[slice-tensorclass-compile]	0.2187ms	94.9267μs	10.5344 KOps/s	10.3162 KOps/s	$\color{#35bf28}+2.12\%$
test_compile_indexing[slice-tensorclass-eager]	55.5610μs	15.2480μs	65.5825 KOps/s	62.2855 KOps/s	$\textbf{\color{#35bf28}+5.29\%}$
test_compile_indexing[slice-pytree-compile]	0.1886ms	96.1564μs	10.3997 KOps/s	10.2532 KOps/s	$\color{#35bf28}+1.43\%$
test_compile_indexing[slice-pytree-eager]	0.1028ms	15.2539μs	65.5569 KOps/s	62.3636 KOps/s	$\textbf{\color{#35bf28}+5.12\%}$
test_compile_indexing[int-tensordict-compile]	0.1917ms	0.1005ms	9.9489 KOps/s	9.7833 KOps/s	$\color{#35bf28}+1.69\%$
test_compile_indexing[int-tensordict-eager]	0.5663ms	17.7666μs	56.2854 KOps/s	52.5345 KOps/s	$\textbf{\color{#35bf28}+7.14\%}$
test_compile_indexing[int-tensorclass-compile]	0.1846ms	97.9843μs	10.2057 KOps/s	10.2936 KOps/s	$\color{#d91a1a}-0.85\%$
test_compile_indexing[int-tensorclass-eager]	50.6410μs	15.3381μs	65.1969 KOps/s	62.5522 KOps/s	$\color{#35bf28}+4.23\%$
test_compile_indexing[int-pytree-compile]	0.1909ms	96.4473μs	10.3684 KOps/s	10.2695 KOps/s	$\color{#35bf28}+0.96\%$
test_compile_indexing[int-pytree-eager]	0.1214ms	16.7134μs	59.8322 KOps/s	62.7467 KOps/s	$\color{#d91a1a}-4.64\%$
test_mod_add[eager]	0.1348ms	36.7285μs	27.2268 KOps/s	24.1637 KOps/s	$\textbf{\color{#35bf28}+12.68\%}$
test_mod_add[compile]	0.1917ms	83.3710μs	11.9946 KOps/s	12.0034 KOps/s	$\color{#d91a1a}-0.07\%$
test_mod_add[compile-overhead]	0.3200ms	0.1672ms	5.9808 KOps/s	5.5339 KOps/s	$\textbf{\color{#35bf28}+8.08\%}$
test_mod_wrap[eager]	0.3583ms	0.2484ms	4.0259 KOps/s	3.8470 KOps/s	$\color{#35bf28}+4.65\%$
test_mod_wrap[compile]	0.3654ms	0.2895ms	3.4539 KOps/s	3.3604 KOps/s	$\color{#35bf28}+2.78\%$
test_mod_wrap[compile-overhead]	7.5250ms	3.8039ms	262.8871 Ops/s	262.5623 Ops/s	$\color{#35bf28}+0.12\%$
test_mod_wrap_and_backward[eager]	1.6984ms	1.4501ms	689.5880 Ops/s	670.7080 Ops/s	$\color{#35bf28}+2.81\%$
test_mod_wrap_and_backward[compile]	1.4790ms	1.3814ms	723.9120 Ops/s	710.9931 Ops/s	$\color{#35bf28}+1.82\%$
test_mod_wrap_and_backward[compile-overhead]	1.5713ms	1.0493ms	952.9713 Ops/s	926.7037 Ops/s	$\color{#35bf28}+2.83\%$
test_seq_add[eager]	0.1622ms	0.1163ms	8.6010 KOps/s	7.7592 KOps/s	$\textbf{\color{#35bf28}+10.85\%}$
test_seq_add[compile]	0.1272ms	89.1197μs	11.2209 KOps/s	10.8240 KOps/s	$\color{#35bf28}+3.67\%$
test_seq_add[compile-overhead]	0.1942ms	0.1342ms	7.4507 KOps/s	7.5556 KOps/s	$\color{#d91a1a}-1.39\%$
test_seq_wrap[eager]	0.4994ms	0.4276ms	2.3384 KOps/s	2.2068 KOps/s	$\textbf{\color{#35bf28}+5.96\%}$
test_seq_wrap[compile]	0.3798ms	0.3060ms	3.2682 KOps/s	3.1931 KOps/s	$\color{#35bf28}+2.35\%$
test_seq_wrap[compile-overhead]	0.2820ms	0.2293ms	4.3617 KOps/s	4.3037 KOps/s	$\color{#35bf28}+1.35\%$
test_func_call_runtime[False-eager]	1.0407ms	0.7361ms	1.3585 KOps/s	1.3055 KOps/s	$\color{#35bf28}+4.05\%$
test_func_call_runtime[False-compile]	1.0909ms	0.7430ms	1.3458 KOps/s	1.2915 KOps/s	$\color{#35bf28}+4.20\%$
test_func_call_runtime[False-compile-overhead]	0.4160ms	0.3634ms	2.7520 KOps/s	2.6974 KOps/s	$\color{#35bf28}+2.02\%$
test_func_call_runtime[True-eager]	1.1791ms	0.8979ms	1.1137 KOps/s	1.0806 KOps/s	$\color{#35bf28}+3.06\%$
test_func_call_runtime[True-compile]	0.8709ms	0.7622ms	1.3120 KOps/s	1.2693 KOps/s	$\color{#35bf28}+3.36\%$
test_func_call_runtime[True-compile-overhead]	0.4861ms	0.3881ms	2.5768 KOps/s	2.5553 KOps/s	$\color{#35bf28}+0.84\%$
test_func_call_cm_runtime[False-eager]	0.8605ms	0.7336ms	1.3632 KOps/s	1.3102 KOps/s	$\color{#35bf28}+4.05\%$
test_func_call_cm_runtime[False-compile]	0.9543ms	0.7380ms	1.3550 KOps/s	1.2964 KOps/s	$\color{#35bf28}+4.52\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4317ms	0.3646ms	2.7430 KOps/s	2.6910 KOps/s	$\color{#35bf28}+1.93\%$
test_func_call_cm_runtime[True-eager]	1.1548ms	0.9952ms	1.0048 KOps/s	956.5567 Ops/s	$\textbf{\color{#35bf28}+5.04\%}$
test_func_call_cm_runtime[True-compile]	1.1103ms	0.9928ms	1.0072 KOps/s	978.2226 Ops/s	$\color{#35bf28}+2.97\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0638ms	0.9863ms	1.0139 KOps/s	979.0844 Ops/s	$\color{#35bf28}+3.55\%$
test_vmap_func_call_cm_runtime[eager]	2.4775ms	2.0865ms	479.2738 Ops/s	467.5899 Ops/s	$\color{#35bf28}+2.50\%$
test_vmap_func_call_cm_runtime[compile]	0.8963ms	0.8183ms	1.2220 KOps/s	1.1867 KOps/s	$\color{#35bf28}+2.98\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5689ms	0.4216ms	2.3718 KOps/s	2.3446 KOps/s	$\color{#35bf28}+1.16\%$
test_distributed	2.9102ms	0.1838ms	5.4400 KOps/s	8.6985 KOps/s	$\textbf{\color{#d91a1a}-37.46\%}$
test_tdmodule	0.2511ms	19.3067μs	51.7956 KOps/s	44.6204 KOps/s	$\textbf{\color{#35bf28}+16.08\%}$
test_tdmodule_dispatch	52.4210μs	33.4276μs	29.9154 KOps/s	24.9267 KOps/s	$\textbf{\color{#35bf28}+20.01\%}$
test_tdseq	28.7110μs	19.3078μs	51.7925 KOps/s	45.1222 KOps/s	$\textbf{\color{#35bf28}+14.78\%}$
test_tdseq_dispatch	57.1010μs	36.2737μs	27.5682 KOps/s	23.5651 KOps/s	$\textbf{\color{#35bf28}+16.99\%}$
test_instantiation_functorch	1.6090ms	1.5096ms	662.4298 Ops/s	635.4801 Ops/s	$\color{#35bf28}+4.24\%$
test_exec_functorch	0.1837ms	0.1403ms	7.1254 KOps/s	6.8447 KOps/s	$\color{#35bf28}+4.10\%$
test_exec_functional_call	0.2089ms	0.1344ms	7.4391 KOps/s	7.0591 KOps/s	$\textbf{\color{#35bf28}+5.38\%}$
test_exec_td_decorator	0.3795ms	0.1871ms	5.3453 KOps/s	5.1497 KOps/s	$\color{#35bf28}+3.80\%$
test_vmap_mlp_speed_decorator[True-True]	0.7869ms	0.6820ms	1.4662 KOps/s	1.4250 KOps/s	$\color{#35bf28}+2.89\%$
test_vmap_mlp_speed_decorator[True-False]	0.8199ms	0.6817ms	1.4670 KOps/s	1.4269 KOps/s	$\color{#35bf28}+2.81\%$
test_vmap_mlp_speed_decorator[False-True]	0.7309ms	0.6084ms	1.6437 KOps/s	1.6504 KOps/s	$\color{#d91a1a}-0.41\%$
test_vmap_mlp_speed_decorator[False-False]	0.7530ms	0.5980ms	1.6723 KOps/s	1.6565 KOps/s	$\color{#35bf28}+0.96\%$
test_vmap_transformer_speed_decorator[True-True]	20.1764ms	19.3924ms	51.5666 Ops/s	51.1612 Ops/s	$\color{#35bf28}+0.79\%$
test_vmap_transformer_speed_decorator[True-False]	19.3804ms	19.3029ms	51.8058 Ops/s	51.1916 Ops/s	$\color{#35bf28}+1.20\%$
test_vmap_transformer_speed_decorator[False-True]	19.5021ms	19.1880ms	52.1159 Ops/s	51.5651 Ops/s	$\color{#35bf28}+1.07\%$
test_vmap_transformer_speed_decorator[False-False]	19.9277ms	19.2146ms	52.0438 Ops/s	51.6723 Ops/s	$\color{#35bf28}+0.72\%$
test_to_module_speed[True]	1.5180ms	0.9605ms	1.0412 KOps/s	1.0202 KOps/s	$\color{#35bf28}+2.06\%$
test_to_module_speed[False]	1.0114ms	0.9437ms	1.0596 KOps/s	1.0466 KOps/s	$\color{#35bf28}+1.24\%$
test_tc_init	70.9210μs	32.7712μs	30.5146 KOps/s	28.3256 KOps/s	$\textbf{\color{#35bf28}+7.73\%}$
test_tc_init_nested	0.1086ms	66.0283μs	15.1450 KOps/s	14.4157 KOps/s	$\textbf{\color{#35bf28}+5.06\%}$
test_tc_first_layer_tensor	29.2710μs	0.9238μs	1.0825 MOps/s	1.0377 MOps/s	$\color{#35bf28}+4.32\%$
test_tc_first_layer_nontensor	30.3310μs	2.4168μs	413.7702 KOps/s	406.7062 KOps/s	$\color{#35bf28}+1.74\%$
test_tc_second_layer_tensor	33.5910μs	1.7998μs	555.6137 KOps/s	550.0382 KOps/s	$\color{#35bf28}+1.01\%$
test_tc_second_layer_nontensor	31.5600μs	3.2979μs	303.2227 KOps/s	296.7729 KOps/s	$\color{#35bf28}+2.17\%$
test_unbind	0.2162s	11.9905ms	83.3996 Ops/s	143.1893 Ops/s	$\textbf{\color{#d91a1a}-41.76\%}$
test_full_like	4.5305ms	4.3509ms	229.8356 Ops/s	112.2124 Ops/s	$\textbf{\color{#35bf28}+104.82\%}$
test_zeros_like	9.2803ms	7.2904ms	137.1670 Ops/s	230.7453 Ops/s	$\textbf{\color{#d91a1a}-40.55\%}$
test_ones_like	5.5364ms	4.3334ms	230.7675 Ops/s	229.7837 Ops/s	$\color{#35bf28}+0.43\%$
test_clone	6.9280ms	6.3645ms	157.1210 Ops/s	109.9239 Ops/s	$\textbf{\color{#35bf28}+42.94\%}$
test_squeeze	59.7610μs	9.3902μs	106.4940 KOps/s	101.0200 KOps/s	$\textbf{\color{#35bf28}+5.42\%}$
test_unsqueeze	0.1224ms	70.8649μs	14.1114 KOps/s	13.5869 KOps/s	$\color{#35bf28}+3.86\%$
test_split	0.4026ms	0.1513ms	6.6086 KOps/s	6.1939 KOps/s	$\textbf{\color{#35bf28}+6.70\%}$
test_permute	0.2351ms	0.1783ms	5.6077 KOps/s	5.4178 KOps/s	$\color{#35bf28}+3.51\%$
test_stack	50.6945ms	50.4853ms	19.8077 Ops/s	19.9291 Ops/s	$\color{#d91a1a}-0.61\%$
test_cat	52.4697ms	50.4589ms	19.8181 Ops/s	19.9341 Ops/s	$\color{#d91a1a}-0.58\%$