[Doc] export tutorial, TDM tuto refactoring

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}33$. Worsened: $\large\color{#d91a1a}10$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	47.1780μs	20.1839μs	49.5445 KOps/s	48.1336 KOps/s	$\color{#35bf28}+2.93\%$
test_plain_set_stack_nested	56.4250μs	20.8835μs	47.8846 KOps/s	47.8749 KOps/s	$\color{#35bf28}+0.02\%$
test_plain_set_nested_inplace	0.2372ms	21.9339μs	45.5916 KOps/s	44.5128 KOps/s	$\color{#35bf28}+2.42\%$
test_plain_set_stack_nested_inplace	61.1840μs	21.6992μs	46.0847 KOps/s	44.4508 KOps/s	$\color{#35bf28}+3.68\%$
test_items	56.5960μs	4.1328μs	241.9679 KOps/s	236.8258 KOps/s	$\color{#35bf28}+2.17\%$
test_items_nested	0.6649ms	0.3652ms	2.7382 KOps/s	2.7354 KOps/s	$\color{#35bf28}+0.10\%$
test_items_nested_locked	0.6082ms	0.3642ms	2.7460 KOps/s	2.7484 KOps/s	$\color{#d91a1a}-0.09\%$
test_items_nested_leaf	0.1210ms	68.7985μs	14.5352 KOps/s	14.5902 KOps/s	$\color{#d91a1a}-0.38\%$
test_items_stack_nested	0.8487ms	0.3740ms	2.6741 KOps/s	2.7066 KOps/s	$\color{#d91a1a}-1.20\%$
test_items_stack_nested_leaf	0.1429ms	71.0040μs	14.0837 KOps/s	14.0219 KOps/s	$\color{#35bf28}+0.44\%$
test_items_stack_nested_locked	0.5709ms	0.3676ms	2.7201 KOps/s	2.6767 KOps/s	$\color{#35bf28}+1.62\%$
test_keys	23.2830μs	3.5058μs	285.2389 KOps/s	285.0128 KOps/s	$\color{#35bf28}+0.08\%$
test_keys_nested	0.2565ms	99.2490μs	10.0757 KOps/s	9.7935 KOps/s	$\color{#35bf28}+2.88\%$
test_keys_nested_locked	0.7969ms	0.1036ms	9.6489 KOps/s	9.4849 KOps/s	$\color{#35bf28}+1.73\%$
test_keys_nested_leaf	0.2930ms	82.2314μs	12.1608 KOps/s	12.0193 KOps/s	$\color{#35bf28}+1.18\%$
test_keys_stack_nested	0.2261ms	99.2600μs	10.0745 KOps/s	9.9095 KOps/s	$\color{#35bf28}+1.67\%$
test_keys_stack_nested_leaf	0.1348ms	82.2635μs	12.1561 KOps/s	11.9812 KOps/s	$\color{#35bf28}+1.46\%$
test_keys_stack_nested_locked	0.2230ms	0.1035ms	9.6657 KOps/s	9.4801 KOps/s	$\color{#35bf28}+1.96\%$
test_values	12.6674μs	1.0417μs	959.9691 KOps/s	950.9609 KOps/s	$\color{#35bf28}+0.95\%$
test_values_nested	0.1895ms	75.7739μs	13.1972 KOps/s	13.4267 KOps/s	$\color{#d91a1a}-1.71\%$
test_values_nested_locked	0.2406ms	75.2877μs	13.2824 KOps/s	13.4175 KOps/s	$\color{#d91a1a}-1.01\%$
test_values_nested_leaf	0.1253ms	62.1106μs	16.1003 KOps/s	15.7662 KOps/s	$\color{#35bf28}+2.12\%$
test_values_stack_nested	0.2305ms	77.1496μs	12.9618 KOps/s	12.9030 KOps/s	$\color{#35bf28}+0.46\%$
test_values_stack_nested_leaf	0.1142ms	60.8644μs	16.4300 KOps/s	15.9352 KOps/s	$\color{#35bf28}+3.10\%$
test_values_stack_nested_locked	0.2370ms	76.4645μs	13.0780 KOps/s	13.1891 KOps/s	$\color{#d91a1a}-0.84\%$
test_membership	14.6143μs	0.7863μs	1.2719 MOps/s	1.3952 MOps/s	$\textbf{\color{#d91a1a}-8.84\%}$
test_membership_nested	63.7980μs	2.7652μs	361.6379 KOps/s	363.5419 KOps/s	$\color{#d91a1a}-0.52\%$
test_membership_nested_leaf	41.9080μs	2.7436μs	364.4894 KOps/s	364.6715 KOps/s	$\color{#d91a1a}-0.05\%$
test_membership_stacked_nested	24.3160μs	2.7516μs	363.4216 KOps/s	363.7844 KOps/s	$\color{#d91a1a}-0.10\%$
test_membership_stacked_nested_leaf	90.2280μs	2.7780μs	359.9758 KOps/s	361.0258 KOps/s	$\color{#d91a1a}-0.29\%$
test_membership_nested_last	64.5500μs	3.9592μs	252.5741 KOps/s	250.2351 KOps/s	$\color{#35bf28}+0.93\%$
test_membership_nested_leaf_last	41.2770μs	3.9653μs	252.1848 KOps/s	252.0457 KOps/s	$\color{#35bf28}+0.06\%$
test_membership_stacked_nested_last	26.2090μs	3.9701μs	251.8841 KOps/s	218.2635 KOps/s	$\textbf{\color{#35bf28}+15.40\%}$
test_membership_stacked_nested_leaf_last	81.1510μs	3.9837μs	251.0252 KOps/s	219.3991 KOps/s	$\textbf{\color{#35bf28}+14.41\%}$
test_nested_getleaf	59.6200μs	10.7973μs	92.6155 KOps/s	90.8607 KOps/s	$\color{#35bf28}+1.93\%$
test_nested_get	0.1078ms	10.3296μs	96.8095 KOps/s	97.5709 KOps/s	$\color{#d91a1a}-0.78\%$
test_stacked_getleaf	69.7990μs	10.8691μs	92.0038 KOps/s	93.5081 KOps/s	$\color{#d91a1a}-1.61\%$
test_stacked_get	37.7210μs	10.3032μs	97.0569 KOps/s	96.2052 KOps/s	$\color{#35bf28}+0.89\%$
test_nested_getitemleaf	0.1094ms	11.0784μs	90.2660 KOps/s	85.4038 KOps/s	$\textbf{\color{#35bf28}+5.69\%}$
test_nested_getitem	53.3690μs	10.4384μs	95.8001 KOps/s	93.2110 KOps/s	$\color{#35bf28}+2.78\%$
test_stacked_getitemleaf	68.8370μs	11.0044μs	90.8730 KOps/s	88.3722 KOps/s	$\color{#35bf28}+2.83\%$
test_stacked_getitem	72.7550μs	10.4881μs	95.3458 KOps/s	93.4772 KOps/s	$\color{#35bf28}+2.00\%$
test_lock_nested	88.5799ms	0.5828ms	1.7159 KOps/s	2.0305 KOps/s	$\textbf{\color{#d91a1a}-15.49\%}$
test_lock_stack_nested	0.6845ms	0.4536ms	2.2047 KOps/s	2.1638 KOps/s	$\color{#35bf28}+1.89\%$
test_unlock_nested	0.1023s	0.5089ms	1.9650 KOps/s	2.3658 KOps/s	$\textbf{\color{#d91a1a}-16.94\%}$
test_unlock_stack_nested	0.6043ms	0.3704ms	2.6997 KOps/s	2.5892 KOps/s	$\color{#35bf28}+4.27\%$
test_flatten_speed	0.2207ms	87.1248μs	11.4778 KOps/s	11.4020 KOps/s	$\color{#35bf28}+0.66\%$
test_unflatten_speed	0.6266ms	0.4630ms	2.1598 KOps/s	2.1403 KOps/s	$\color{#35bf28}+0.91\%$
test_common_ops	4.6306ms	1.1123ms	899.0377 Ops/s	876.3026 Ops/s	$\color{#35bf28}+2.59\%$
test_creation	41.4540μs	2.0269μs	493.3636 KOps/s	479.3630 KOps/s	$\color{#35bf28}+2.92\%$
test_creation_empty	52.9990μs	17.7137μs	56.4534 KOps/s	55.4105 KOps/s	$\color{#35bf28}+1.88\%$
test_creation_nested_1	50.1430μs	20.8669μs	47.9229 KOps/s	46.9569 KOps/s	$\color{#35bf28}+2.06\%$
test_creation_nested_2	0.1252ms	25.4746μs	39.2548 KOps/s	39.1710 KOps/s	$\color{#35bf28}+0.21\%$
test_clone	79.4070μs	16.7330μs	59.7622 KOps/s	58.5851 KOps/s	$\color{#35bf28}+2.01\%$
test_getitem[int]	1.1261ms	16.6616μs	60.0184 KOps/s	58.2619 KOps/s	$\color{#35bf28}+3.01\%$
test_getitem[slice_int]	0.1470ms	30.3298μs	32.9708 KOps/s	31.0043 KOps/s	$\textbf{\color{#35bf28}+6.34\%}$
test_getitem[range]	0.1878ms	57.5869μs	17.3651 KOps/s	17.0547 KOps/s	$\color{#35bf28}+1.82\%$
test_getitem[tuple]	0.1372ms	24.8797μs	40.1934 KOps/s	38.7626 KOps/s	$\color{#35bf28}+3.69\%$
test_getitem[list]	0.5545ms	53.3289μs	18.7516 KOps/s	18.6444 KOps/s	$\color{#35bf28}+0.57\%$
test_setitem_dim[int]	89.9770μs	33.3877μs	29.9511 KOps/s	29.2924 KOps/s	$\color{#35bf28}+2.25\%$
test_setitem_dim[slice_int]	0.1203ms	61.4348μs	16.2774 KOps/s	15.8644 KOps/s	$\color{#35bf28}+2.60\%$
test_setitem_dim[range]	0.1250ms	83.1913μs	12.0205 KOps/s	11.5643 KOps/s	$\color{#35bf28}+3.94\%$
test_setitem_dim[tuple]	0.1195ms	49.2223μs	20.3160 KOps/s	19.8402 KOps/s	$\color{#35bf28}+2.40\%$
test_setitem	74.9200μs	29.7005μs	33.6694 KOps/s	32.6934 KOps/s	$\color{#35bf28}+2.99\%$
test_set	0.1377ms	29.1127μs	34.3492 KOps/s	32.5075 KOps/s	$\textbf{\color{#35bf28}+5.67\%}$
test_set_shared	3.4273ms	0.2147ms	4.6580 KOps/s	4.6656 KOps/s	$\color{#d91a1a}-0.16\%$
test_update	0.1745ms	36.0953μs	27.7044 KOps/s	26.2016 KOps/s	$\textbf{\color{#35bf28}+5.74\%}$
test_update_nested	1.0830ms	47.1589μs	21.2049 KOps/s	20.4792 KOps/s	$\color{#35bf28}+3.54\%$
test_update__nested	0.1593ms	34.7981μs	28.7372 KOps/s	28.2065 KOps/s	$\color{#35bf28}+1.88\%$
test_set_nested	76.5620μs	31.4084μs	31.8386 KOps/s	30.6599 KOps/s	$\color{#35bf28}+3.84\%$
test_set_nested_new	0.3021ms	36.7548μs	27.2073 KOps/s	26.5279 KOps/s	$\color{#35bf28}+2.56\%$
test_select	0.2691ms	54.0335μs	18.5070 KOps/s	18.2926 KOps/s	$\color{#35bf28}+1.17\%$
test_select_nested	0.1322ms	59.9112μs	16.6914 KOps/s	16.9941 KOps/s	$\color{#d91a1a}-1.78\%$
test_exclude_nested	0.1988ms	74.0048μs	13.5126 KOps/s	13.6148 KOps/s	$\color{#d91a1a}-0.75\%$
test_empty[True]	0.4900ms	0.3129ms	3.1962 KOps/s	3.1612 KOps/s	$\color{#35bf28}+1.11\%$
test_empty[False]	27.0127μs	1.2064μs	828.9128 KOps/s	802.1806 KOps/s	$\color{#35bf28}+3.33\%$
test_unbind_speed	0.4180ms	0.2976ms	3.3599 KOps/s	3.2797 KOps/s	$\color{#35bf28}+2.44\%$
test_unbind_speed_stack0	0.5167ms	0.2931ms	3.4119 KOps/s	3.3457 KOps/s	$\color{#35bf28}+1.98\%$
test_unbind_speed_stack1	0.1014s	0.8095ms	1.2353 KOps/s	1.3310 KOps/s	$\textbf{\color{#d91a1a}-7.19\%}$
test_split	92.7769ms	2.1778ms	459.1873 Ops/s	451.8677 Ops/s	$\color{#35bf28}+1.62\%$
test_chunk	2.2860ms	1.9933ms	501.6773 Ops/s	447.9348 Ops/s	$\textbf{\color{#35bf28}+12.00\%}$
test_creation[device0]	4.3978ms	0.1195ms	8.3711 KOps/s	8.2206 KOps/s	$\color{#35bf28}+1.83\%$
test_creation_from_tensor	0.2358ms	0.1161ms	8.6158 KOps/s	8.4689 KOps/s	$\color{#35bf28}+1.73\%$
test_add_one[memmap_tensor0]	0.2732ms	7.3846μs	135.4173 KOps/s	134.1461 KOps/s	$\color{#35bf28}+0.95\%$
test_contiguous[memmap_tensor0]	20.6080μs	1.9294μs	518.3042 KOps/s	506.8171 KOps/s	$\color{#35bf28}+2.27\%$
test_stack[memmap_tensor0]	85.3890μs	5.5705μs	179.5156 KOps/s	179.8203 KOps/s	$\color{#d91a1a}-0.17\%$
test_memmaptd_index	1.1254ms	0.3972ms	2.5173 KOps/s	2.5035 KOps/s	$\color{#35bf28}+0.55\%$
test_memmaptd_index_astensor	0.9650ms	0.4738ms	2.1105 KOps/s	2.0788 KOps/s	$\color{#35bf28}+1.52\%$
test_memmaptd_index_op	1.9690ms	0.9953ms	1.0047 KOps/s	968.4167 Ops/s	$\color{#35bf28}+3.74\%$
test_serialize_model	0.2195s	0.1338s	7.4728 Ops/s	8.4295 Ops/s	$\textbf{\color{#d91a1a}-11.35\%}$
test_serialize_model_pickle	0.4467s	0.3861s	2.5900 Ops/s	2.5283 Ops/s	$\color{#35bf28}+2.44\%$
test_serialize_weights	0.1301s	0.1187s	8.4211 Ops/s	7.6851 Ops/s	$\textbf{\color{#35bf28}+9.58\%}$
test_serialize_weights_returnearly	0.1752s	0.1645s	6.0781 Ops/s	6.4299 Ops/s	$\textbf{\color{#d91a1a}-5.47\%}$
test_serialize_weights_pickle	1.0555s	0.6840s	1.4619 Ops/s	1.0954 Ops/s	$\textbf{\color{#35bf28}+33.46\%}$
test_serialize_weights_filesystem	0.1449s	0.1397s	7.1591 Ops/s	6.7966 Ops/s	$\textbf{\color{#35bf28}+5.33\%}$
test_serialize_model_filesystem	0.1477s	0.1436s	6.9632 Ops/s	6.4427 Ops/s	$\textbf{\color{#35bf28}+8.08\%}$
test_reshape_pytree	0.1122ms	38.4097μs	26.0351 KOps/s	25.4902 KOps/s	$\color{#35bf28}+2.14\%$
test_reshape_td	0.1087ms	45.0555μs	22.1949 KOps/s	20.1025 KOps/s	$\textbf{\color{#35bf28}+10.41\%}$
test_view_pytree	90.4580μs	38.7050μs	25.8365 KOps/s	25.5862 KOps/s	$\color{#35bf28}+0.98\%$
test_view_td	0.1568ms	51.8759μs	19.2768 KOps/s	17.6856 KOps/s	$\textbf{\color{#35bf28}+9.00\%}$
test_unbind_pytree	0.1494ms	35.7792μs	27.9492 KOps/s	27.5685 KOps/s	$\color{#35bf28}+1.38\%$
test_unbind_td	0.3173ms	44.4976μs	22.4731 KOps/s	21.1235 KOps/s	$\textbf{\color{#35bf28}+6.39\%}$
test_split_pytree	0.2206ms	37.5565μs	26.6265 KOps/s	25.9082 KOps/s	$\color{#35bf28}+2.77\%$
test_split_td	0.5573ms	61.0178μs	16.3887 KOps/s	17.0034 KOps/s	$\color{#d91a1a}-3.62\%$
test_add_pytree	0.1410ms	45.6707μs	21.8959 KOps/s	21.4136 KOps/s	$\color{#35bf28}+2.25\%$
test_add_td	0.2485ms	81.6390μs	12.2490 KOps/s	11.6876 KOps/s	$\color{#35bf28}+4.80\%$
test_compile_add_one_nested[tensordict-compile]	0.1619ms	55.7527μs	17.9364 KOps/s	17.4042 KOps/s	$\color{#35bf28}+3.06\%$
test_compile_add_one_nested[tensordict-eager]	0.4106ms	0.1759ms	5.6864 KOps/s	5.5468 KOps/s	$\color{#35bf28}+2.52\%$
test_compile_add_one_nested[pytree-compile]	0.1548ms	55.4031μs	18.0495 KOps/s	16.9875 KOps/s	$\textbf{\color{#35bf28}+6.25\%}$
test_compile_add_one_nested[pytree-eager]	0.4324ms	0.1417ms	7.0549 KOps/s	7.0361 KOps/s	$\color{#35bf28}+0.27\%$
test_compile_copy_nested[tensordict-compile]	0.1116ms	21.4687μs	46.5795 KOps/s	46.8156 KOps/s	$\color{#d91a1a}-0.50\%$
test_compile_copy_nested[tensordict-eager]	0.1802ms	67.4325μs	14.8296 KOps/s	14.8395 KOps/s	$\color{#d91a1a}-0.07\%$
test_compile_copy_nested[pytree-compile]	0.2230ms	79.3341μs	12.6049 KOps/s	13.1865 KOps/s	$\color{#d91a1a}-4.41\%$
test_compile_copy_nested[pytree-eager]	0.1612ms	70.6138μs	14.1615 KOps/s	14.6899 KOps/s	$\color{#d91a1a}-3.60\%$
test_compile_add_one_flat[tensordict-compile]	0.3803ms	0.1689ms	5.9190 KOps/s	5.7034 KOps/s	$\color{#35bf28}+3.78\%$
test_compile_add_one_flat[tensordict-eager]	0.3866ms	0.1898ms	5.2699 KOps/s	5.2043 KOps/s	$\color{#35bf28}+1.26\%$
test_compile_add_one_flat[tensorclass-compile]	0.1270ms	45.1218μs	22.1623 KOps/s	21.0780 KOps/s	$\textbf{\color{#35bf28}+5.14\%}$
test_compile_add_one_flat[tensorclass-eager]	0.1761ms	68.7274μs	14.5502 KOps/s	14.2681 KOps/s	$\color{#35bf28}+1.98\%$
test_compile_add_one_flat[pytree-compile]	0.3969ms	0.1736ms	5.7615 KOps/s	5.5451 KOps/s	$\color{#35bf28}+3.90\%$
test_compile_add_one_flat[pytree-eager]	0.5876ms	0.2827ms	3.5371 KOps/s	3.4441 KOps/s	$\color{#35bf28}+2.70\%$
test_compile_add_self_flat[tensordict-eager]	0.4001ms	0.2041ms	4.9006 KOps/s	4.8175 KOps/s	$\color{#35bf28}+1.73\%$
test_compile_add_self_flat[tensordict-compile]	0.4545ms	0.1729ms	5.7833 KOps/s	5.7220 KOps/s	$\color{#35bf28}+1.07\%$
test_compile_add_self_flat[tensorclass-eager]	0.1973ms	62.6126μs	15.9712 KOps/s	15.8533 KOps/s	$\color{#35bf28}+0.74\%$
test_compile_add_self_flat[tensorclass-compile]	0.1017ms	46.2473μs	21.6229 KOps/s	20.7726 KOps/s	$\color{#35bf28}+4.09\%$
test_compile_add_self_flat[pytree-eager]	0.4936ms	0.2349ms	4.2573 KOps/s	4.3249 KOps/s	$\color{#d91a1a}-1.56\%$
test_compile_add_self_flat[pytree-compile]	0.4359ms	0.1757ms	5.6907 KOps/s	5.5702 KOps/s	$\color{#35bf28}+2.16\%$
test_compile_copy_flat[tensordict-compile]	0.2550ms	0.1035ms	9.6619 KOps/s	9.5444 KOps/s	$\color{#35bf28}+1.23\%$
test_compile_copy_flat[tensordict-eager]	0.1281ms	56.6205μs	17.6615 KOps/s	17.5741 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_copy_flat[pytree-compile]	0.1445ms	78.2263μs	12.7834 KOps/s	12.9312 KOps/s	$\color{#d91a1a}-1.14\%$
test_compile_copy_flat[pytree-eager]	0.1959ms	69.9309μs	14.2998 KOps/s	14.4200 KOps/s	$\color{#d91a1a}-0.83\%$
test_compile_assign_and_add[tensordict-compile]	0.4548ms	0.1997ms	5.0080 KOps/s	4.9898 KOps/s	$\color{#35bf28}+0.36\%$
test_compile_assign_and_add[tensordict-eager]	2.1384ms	1.6298ms	613.5593 Ops/s	593.9931 Ops/s	$\color{#35bf28}+3.29\%$
test_compile_assign_and_add[pytree-compile]	0.5247ms	0.1927ms	5.1891 KOps/s	5.1061 KOps/s	$\color{#35bf28}+1.63\%$
test_compile_assign_and_add[pytree-eager]	1.2654ms	1.0788ms	926.9460 Ops/s	901.8481 Ops/s	$\color{#35bf28}+2.78\%$
test_compile_assign_and_add_stack[compile]	0.8537ms	0.4252ms	2.3521 KOps/s	2.3192 KOps/s	$\color{#35bf28}+1.42\%$
test_compile_assign_and_add_stack[eager]	5.8678ms	3.8320ms	260.9625 Ops/s	255.1261 Ops/s	$\color{#35bf28}+2.29\%$
test_compile_indexing[tensor-tensordict-compile]	0.1500ms	33.5975μs	29.7641 KOps/s	27.9056 KOps/s	$\textbf{\color{#35bf28}+6.66\%}$
test_compile_indexing[tensor-tensordict-eager]	1.2333ms	49.0106μs	20.4038 KOps/s	20.1430 KOps/s	$\color{#35bf28}+1.29\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1252ms	28.3746μs	35.2428 KOps/s	31.9796 KOps/s	$\textbf{\color{#35bf28}+10.20\%}$
test_compile_indexing[tensor-tensorclass-eager]	0.1137ms	29.5441μs	33.8477 KOps/s	34.4227 KOps/s	$\color{#d91a1a}-1.67\%$
test_compile_indexing[tensor-pytree-compile]	0.2393ms	28.0149μs	35.6953 KOps/s	32.1458 KOps/s	$\textbf{\color{#35bf28}+11.04\%}$
test_compile_indexing[tensor-pytree-eager]	0.1003ms	29.1846μs	34.2646 KOps/s	34.2730 KOps/s	$\color{#d91a1a}-0.02\%$
test_compile_indexing[slice-tensordict-compile]	0.2055ms	72.7787μs	13.7403 KOps/s	13.0934 KOps/s	$\color{#35bf28}+4.94\%$
test_compile_indexing[slice-tensordict-eager]	0.5836ms	27.5311μs	36.3226 KOps/s	34.0909 KOps/s	$\textbf{\color{#35bf28}+6.55\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1378ms	66.6446μs	15.0050 KOps/s	14.2509 KOps/s	$\textbf{\color{#35bf28}+5.29\%}$
test_compile_indexing[slice-tensorclass-eager]	0.1202ms	23.4560μs	42.6331 KOps/s	42.1291 KOps/s	$\color{#35bf28}+1.20\%$
test_compile_indexing[slice-pytree-compile]	0.1590ms	66.6854μs	14.9958 KOps/s	14.3513 KOps/s	$\color{#35bf28}+4.49\%$
test_compile_indexing[slice-pytree-eager]	0.1209ms	23.2014μs	43.1008 KOps/s	42.3048 KOps/s	$\color{#35bf28}+1.88\%$
test_compile_indexing[int-tensordict-compile]	0.1808ms	73.2386μs	13.6540 KOps/s	13.1596 KOps/s	$\color{#35bf28}+3.76\%$
test_compile_indexing[int-tensordict-eager]	0.9827ms	27.4056μs	36.4889 KOps/s	34.7475 KOps/s	$\textbf{\color{#35bf28}+5.01\%}$
test_compile_indexing[int-tensorclass-compile]	0.1795ms	66.4717μs	15.0440 KOps/s	14.3881 KOps/s	$\color{#35bf28}+4.56\%$
test_compile_indexing[int-tensorclass-eager]	0.3214ms	22.8076μs	43.8449 KOps/s	42.6742 KOps/s	$\color{#35bf28}+2.74\%$
test_compile_indexing[int-pytree-compile]	0.2163ms	65.6613μs	15.2297 KOps/s	14.3950 KOps/s	$\textbf{\color{#35bf28}+5.80\%}$
test_compile_indexing[int-pytree-eager]	84.0460μs	22.9850μs	43.5067 KOps/s	42.9722 KOps/s	$\color{#35bf28}+1.24\%$
test_mod_add[eager]	0.1114ms	25.5790μs	39.0946 KOps/s	37.5500 KOps/s	$\color{#35bf28}+4.11\%$
test_mod_add[compile]	0.1116ms	37.9702μs	26.3364 KOps/s	24.9118 KOps/s	$\textbf{\color{#35bf28}+5.72\%}$
test_mod_add[compile-overhead]	88.0740μs	38.9795μs	25.6545 KOps/s	24.3228 KOps/s	$\textbf{\color{#35bf28}+5.48\%}$
test_mod_wrap[eager]	0.4366ms	0.2070ms	4.8304 KOps/s	4.7220 KOps/s	$\color{#35bf28}+2.29\%$
test_mod_wrap[compile]	0.4327ms	0.2266ms	4.4136 KOps/s	4.1713 KOps/s	$\textbf{\color{#35bf28}+5.81\%}$
test_mod_wrap[compile-overhead]	0.4101ms	0.2264ms	4.4169 KOps/s	4.2508 KOps/s	$\color{#35bf28}+3.91\%$
test_mod_wrap_and_backward[eager]	13.9729ms	11.5002ms	86.9552 Ops/s	89.6277 Ops/s	$\color{#d91a1a}-2.98\%$
test_mod_wrap_and_backward[compile]	16.8575ms	11.7360ms	85.2080 Ops/s	86.4131 Ops/s	$\color{#d91a1a}-1.39\%$
test_mod_wrap_and_backward[compile-overhead]	13.7560ms	11.7254ms	85.2848 Ops/s	88.7364 Ops/s	$\color{#d91a1a}-3.89\%$
test_seq_add[eager]	0.2588ms	89.9307μs	11.1197 KOps/s	10.5752 KOps/s	$\textbf{\color{#35bf28}+5.15\%}$
test_seq_add[compile]	0.1159ms	63.6952μs	15.6998 KOps/s	15.0978 KOps/s	$\color{#35bf28}+3.99\%$
test_seq_add[compile-overhead]	0.1617ms	61.7851μs	16.1851 KOps/s	15.5010 KOps/s	$\color{#35bf28}+4.41\%$
test_seq_wrap[eager]	0.7516ms	0.3796ms	2.6344 KOps/s	2.4968 KOps/s	$\textbf{\color{#35bf28}+5.51\%}$
test_seq_wrap[compile]	1.2768ms	0.2786ms	3.5898 KOps/s	3.5509 KOps/s	$\color{#35bf28}+1.10\%$
test_seq_wrap[compile-overhead]	1.3744ms	0.2669ms	3.7467 KOps/s	3.6263 KOps/s	$\color{#35bf28}+3.32\%$
test_func_call_runtime[False-eager]	0.9317ms	0.5045ms	1.9820 KOps/s	1.8817 KOps/s	$\textbf{\color{#35bf28}+5.33\%}$
test_func_call_runtime[False-compile]	1.0347ms	0.5049ms	1.9805 KOps/s	1.9595 KOps/s	$\color{#35bf28}+1.07\%$
test_func_call_runtime[False-compile-overhead]	0.7018ms	0.5028ms	1.9890 KOps/s	1.9659 KOps/s	$\color{#35bf28}+1.18\%$
test_func_call_runtime[True-eager]	1.2653ms	0.7205ms	1.3879 KOps/s	1.3315 KOps/s	$\color{#35bf28}+4.24\%$
test_func_call_runtime[True-compile]	0.7813ms	0.5108ms	1.9576 KOps/s	1.9115 KOps/s	$\color{#35bf28}+2.41\%$
test_func_call_runtime[True-compile-overhead]	0.7480ms	0.5175ms	1.9322 KOps/s	1.9354 KOps/s	$\color{#d91a1a}-0.17\%$
test_func_call_cm_runtime[False-eager]	1.0036ms	0.5026ms	1.9897 KOps/s	1.8871 KOps/s	$\textbf{\color{#35bf28}+5.44\%}$
test_func_call_cm_runtime[False-compile]	1.0058ms	0.5114ms	1.9556 KOps/s	1.9694 KOps/s	$\color{#d91a1a}-0.70\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6731ms	0.5083ms	1.9673 KOps/s	1.9632 KOps/s	$\color{#35bf28}+0.21\%$
test_func_call_cm_runtime[True-eager]	1.3392ms	0.8689ms	1.1508 KOps/s	1.1377 KOps/s	$\color{#35bf28}+1.16\%$
test_func_call_cm_runtime[True-compile]	1.1199ms	0.7196ms	1.3896 KOps/s	1.3283 KOps/s	$\color{#35bf28}+4.62\%$
test_func_call_cm_runtime[True-compile-overhead]	1.2101ms	0.7262ms	1.3770 KOps/s	1.3209 KOps/s	$\color{#35bf28}+4.25\%$
test_vmap_func_call_cm_runtime[eager]	2.5749ms	1.8850ms	530.5072 Ops/s	532.5123 Ops/s	$\color{#d91a1a}-0.38\%$
test_vmap_func_call_cm_runtime[compile]	2.7023ms	1.9396ms	515.5669 Ops/s	517.4172 Ops/s	$\color{#d91a1a}-0.36\%$
test_vmap_func_call_cm_runtime[compile-overhead]	2.7665ms	1.9344ms	516.9478 Ops/s	516.8820 Ops/s	$\color{#35bf28}+0.01\%$
test_distributed	0.2898ms	0.1242ms	8.0547 KOps/s	7.8655 KOps/s	$\color{#35bf28}+2.41\%$
test_tdmodule	34.7450μs	18.6118μs	53.7294 KOps/s	54.3643 KOps/s	$\color{#d91a1a}-1.17\%$
test_tdmodule_dispatch	57.8670μs	37.0875μs	26.9633 KOps/s	27.4414 KOps/s	$\color{#d91a1a}-1.74\%$
test_tdseq	52.2470μs	21.0814μs	47.4351 KOps/s	47.4334 KOps/s	$+0.00\%$
test_tdseq_dispatch	64.5000μs	42.3849μs	23.5933 KOps/s	23.8070 KOps/s	$\color{#d91a1a}-0.90\%$
test_instantiation_functorch	1.7723ms	1.6024ms	624.0803 Ops/s	620.0295 Ops/s	$\color{#35bf28}+0.65\%$
test_instantiation_td	1.8551ms	1.1797ms	847.6682 Ops/s	839.5402 Ops/s	$\color{#35bf28}+0.97\%$
test_exec_functorch	0.2893ms	0.1819ms	5.4971 KOps/s	5.3999 KOps/s	$\color{#35bf28}+1.80\%$
test_exec_functional_call	0.3634ms	0.1673ms	5.9774 KOps/s	5.6808 KOps/s	$\textbf{\color{#35bf28}+5.22\%}$
test_exec_td	0.2650ms	0.1661ms	6.0200 KOps/s	5.7568 KOps/s	$\color{#35bf28}+4.57\%$
test_exec_td_decorator	1.2056ms	0.2178ms	4.5918 KOps/s	4.4143 KOps/s	$\color{#35bf28}+4.02\%$
test_vmap_mlp_speed[True-True]	1.0851ms	0.6534ms	1.5305 KOps/s	1.5363 KOps/s	$\color{#d91a1a}-0.38\%$
test_vmap_mlp_speed[True-False]	0.9940ms	0.6501ms	1.5382 KOps/s	1.5404 KOps/s	$\color{#d91a1a}-0.15\%$
test_vmap_mlp_speed[False-True]	0.9147ms	0.4988ms	2.0048 KOps/s	2.0057 KOps/s	$\color{#d91a1a}-0.04\%$
test_vmap_mlp_speed[False-False]	0.7855ms	0.4988ms	2.0048 KOps/s	1.9978 KOps/s	$\color{#35bf28}+0.35\%$
test_vmap_mlp_speed_decorator[True-True]	1.0268ms	0.6299ms	1.5875 KOps/s	1.5796 KOps/s	$\color{#35bf28}+0.50\%$
test_vmap_mlp_speed_decorator[True-False]	0.9259ms	0.6376ms	1.5683 KOps/s	1.5782 KOps/s	$\color{#d91a1a}-0.63\%$
test_vmap_mlp_speed_decorator[False-True]	0.8945ms	0.5181ms	1.9301 KOps/s	1.9264 KOps/s	$\color{#35bf28}+0.19\%$
test_vmap_mlp_speed_decorator[False-False]	0.8422ms	0.5229ms	1.9125 KOps/s	1.9284 KOps/s	$\color{#d91a1a}-0.82\%$
test_to_module_speed[True]	1.5847ms	1.3364ms	748.2679 Ops/s	768.7079 Ops/s	$\color{#d91a1a}-2.66\%$
test_to_module_speed[False]	1.8768ms	1.3122ms	762.0712 Ops/s	790.0530 Ops/s	$\color{#d91a1a}-3.54\%$
test_tc_init	0.1117ms	44.2332μs	22.6075 KOps/s	22.4207 KOps/s	$\color{#35bf28}+0.83\%$
test_tc_init_nested	0.2190ms	88.6583μs	11.2793 KOps/s	10.9260 KOps/s	$\color{#35bf28}+3.23\%$
test_tc_first_layer_tensor	82.8250μs	1.5303μs	653.4634 KOps/s	646.4972 KOps/s	$\color{#35bf28}+1.08\%$
test_tc_first_layer_nontensor	43.5700μs	4.7226μs	211.7495 KOps/s	210.9379 KOps/s	$\color{#35bf28}+0.38\%$
test_tc_second_layer_tensor	23.7640μs	2.8656μs	348.9650 KOps/s	349.4046 KOps/s	$\color{#d91a1a}-0.13\%$
test_tc_second_layer_nontensor	0.1157ms	6.0303μs	165.8285 KOps/s	166.3349 KOps/s	$\color{#d91a1a}-0.30\%$
test_unbind	0.5170s	14.3864ms	69.5101 Ops/s	72.0720 Ops/s	$\color{#d91a1a}-3.55\%$
test_full_like	9.2815ms	8.0127ms	124.8022 Ops/s	132.0116 Ops/s	$\textbf{\color{#d91a1a}-5.46\%}$
test_zeros_like	14.9346ms	7.0005ms	142.8476 Ops/s	355.7758 Ops/s	$\textbf{\color{#d91a1a}-59.85\%}$
test_ones_like	13.8970ms	8.0099ms	124.8460 Ops/s	299.4325 Ops/s	$\textbf{\color{#d91a1a}-58.31\%}$
test_clone	16.7846ms	9.6349ms	103.7898 Ops/s	193.2683 Ops/s	$\textbf{\color{#d91a1a}-46.30\%}$
test_squeeze	0.1051ms	12.7076μs	78.6933 KOps/s	78.2757 KOps/s	$\color{#35bf28}+0.53\%$
test_unsqueeze	0.1597ms	91.2882μs	10.9543 KOps/s	9.9627 KOps/s	$\textbf{\color{#35bf28}+9.95\%}$
test_split	0.4198ms	0.1987ms	5.0315 KOps/s	4.9647 KOps/s	$\color{#35bf28}+1.35\%$
test_permute	0.5247ms	0.2279ms	4.3888 KOps/s	4.4296 KOps/s	$\color{#d91a1a}-0.92\%$
test_stack	32.4950ms	25.8056ms	38.7513 Ops/s	37.8760 Ops/s	$\color{#35bf28}+2.31\%$
test_cat	30.8747ms	25.4695ms	39.2626 Ops/s	36.5354 Ops/s	$\textbf{\color{#35bf28}+7.46\%}$

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}27$. Worsened: $\large\color{#d91a1a}12$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	39.9610μs	12.8008μs	78.1201 KOps/s	69.3434 KOps/s	$\textbf{\color{#35bf28}+12.66\%}$
test_plain_set_stack_nested	38.5510μs	13.0227μs	76.7892 KOps/s	67.7642 KOps/s	$\textbf{\color{#35bf28}+13.32\%}$
test_plain_set_nested_inplace	50.5510μs	13.7975μs	72.4767 KOps/s	63.9815 KOps/s	$\textbf{\color{#35bf28}+13.28\%}$
test_plain_set_stack_nested_inplace	48.6620μs	13.7231μs	72.8699 KOps/s	64.7601 KOps/s	$\textbf{\color{#35bf28}+12.52\%}$
test_items	42.4610μs	2.8778μs	347.4896 KOps/s	349.2834 KOps/s	$\color{#d91a1a}-0.51\%$
test_items_nested	0.3972ms	0.3279ms	3.0498 KOps/s	3.0646 KOps/s	$\color{#d91a1a}-0.48\%$
test_items_nested_locked	0.3917ms	0.3321ms	3.0111 KOps/s	3.0503 KOps/s	$\color{#d91a1a}-1.29\%$
test_items_nested_leaf	81.2420μs	55.4735μs	18.0266 KOps/s	18.0670 KOps/s	$\color{#d91a1a}-0.22\%$
test_items_stack_nested	0.4090ms	0.3313ms	3.0181 KOps/s	3.0259 KOps/s	$\color{#d91a1a}-0.26\%$
test_items_stack_nested_leaf	82.1520μs	57.3747μs	17.4293 KOps/s	17.5928 KOps/s	$\color{#d91a1a}-0.93\%$
test_items_stack_nested_locked	0.3903ms	0.3306ms	3.0252 KOps/s	3.0323 KOps/s	$\color{#d91a1a}-0.23\%$
test_keys	30.4910μs	3.4228μs	292.1596 KOps/s	289.9364 KOps/s	$\color{#35bf28}+0.77\%$
test_keys_nested	84.1620μs	56.3377μs	17.7501 KOps/s	17.6351 KOps/s	$\color{#35bf28}+0.65\%$
test_keys_nested_locked	2.8095ms	62.6122μs	15.9713 KOps/s	16.0641 KOps/s	$\color{#d91a1a}-0.58\%$
test_keys_nested_leaf	75.7010μs	47.8491μs	20.8990 KOps/s	20.9378 KOps/s	$\color{#d91a1a}-0.19\%$
test_keys_stack_nested	0.1001ms	56.1691μs	17.8034 KOps/s	17.7566 KOps/s	$\color{#35bf28}+0.26\%$
test_keys_stack_nested_leaf	79.1820μs	48.3694μs	20.6742 KOps/s	20.7848 KOps/s	$\color{#d91a1a}-0.53\%$
test_keys_stack_nested_locked	94.5820μs	61.6316μs	16.2254 KOps/s	16.1675 KOps/s	$\color{#35bf28}+0.36\%$
test_values	5.6167μs	0.8601μs	1.1627 MOps/s	1.1910 MOps/s	$\color{#d91a1a}-2.38\%$
test_values_nested	69.2420μs	40.7025μs	24.5685 KOps/s	24.3536 KOps/s	$\color{#35bf28}+0.88\%$
test_values_nested_locked	76.8920μs	42.5411μs	23.5067 KOps/s	23.2606 KOps/s	$\color{#35bf28}+1.06\%$
test_values_nested_leaf	62.9410μs	35.4461μs	28.2119 KOps/s	28.0142 KOps/s	$\color{#35bf28}+0.71\%$
test_values_stack_nested	74.7020μs	41.9279μs	23.8505 KOps/s	23.8398 KOps/s	$\color{#35bf28}+0.04\%$
test_values_stack_nested_leaf	64.2010μs	36.0698μs	27.7240 KOps/s	27.6053 KOps/s	$\color{#35bf28}+0.43\%$
test_values_stack_nested_locked	70.0620μs	43.5416μs	22.9665 KOps/s	22.9581 KOps/s	$\color{#35bf28}+0.04\%$
test_membership	1.7766μs	0.5010μs	1.9960 MOps/s	1.9607 MOps/s	$\color{#35bf28}+1.80\%$
test_membership_nested	16.7505μs	1.8877μs	529.7576 KOps/s	492.5576 KOps/s	$\textbf{\color{#35bf28}+7.55\%}$
test_membership_nested_leaf	17.9350μs	1.9056μs	524.7633 KOps/s	513.2682 KOps/s	$\color{#35bf28}+2.24\%$
test_membership_stacked_nested	27.1800μs	1.9364μs	516.4311 KOps/s	501.3917 KOps/s	$\color{#35bf28}+3.00\%$
test_membership_stacked_nested_leaf	26.8610μs	1.9546μs	511.6165 KOps/s	499.2452 KOps/s	$\color{#35bf28}+2.48\%$
test_membership_nested_last	25.8200μs	2.8569μs	350.0261 KOps/s	351.8604 KOps/s	$\color{#d91a1a}-0.52\%$
test_membership_nested_leaf_last	31.1700μs	2.8405μs	352.0552 KOps/s	353.4170 KOps/s	$\color{#d91a1a}-0.39\%$
test_membership_stacked_nested_last	37.0900μs	3.4941μs	286.1972 KOps/s	267.0709 KOps/s	$\textbf{\color{#35bf28}+7.16\%}$
test_membership_stacked_nested_leaf_last	29.2610μs	3.4797μs	287.3846 KOps/s	268.9674 KOps/s	$\textbf{\color{#35bf28}+6.85\%}$
test_nested_getleaf	28.8710μs	6.1125μs	163.5982 KOps/s	162.4862 KOps/s	$\color{#35bf28}+0.68\%$
test_nested_get	33.0200μs	5.7633μs	173.5129 KOps/s	173.6646 KOps/s	$\color{#d91a1a}-0.09\%$
test_stacked_getleaf	36.5110μs	6.0648μs	164.8850 KOps/s	163.7395 KOps/s	$\color{#35bf28}+0.70\%$
test_stacked_get	30.2010μs	5.6018μs	178.5138 KOps/s	174.2348 KOps/s	$\color{#35bf28}+2.46\%$
test_nested_getitemleaf	26.1110μs	6.0832μs	164.3883 KOps/s	161.6921 KOps/s	$\color{#35bf28}+1.67\%$
test_nested_getitem	44.6010μs	5.7565μs	173.7157 KOps/s	173.6560 KOps/s	$\color{#35bf28}+0.03\%$
test_stacked_getitemleaf	38.7410μs	6.1566μs	162.4264 KOps/s	164.2526 KOps/s	$\color{#d91a1a}-1.11\%$
test_stacked_getitem	42.1710μs	5.7346μs	174.3804 KOps/s	174.4219 KOps/s	$\color{#d91a1a}-0.02\%$
test_lock_nested	4.8914ms	0.4112ms	2.4318 KOps/s	2.4394 KOps/s	$\color{#d91a1a}-0.31\%$
test_lock_stack_nested	0.4338ms	0.3746ms	2.6692 KOps/s	2.6674 KOps/s	$\color{#35bf28}+0.07\%$
test_unlock_nested	0.7635ms	0.3490ms	2.8651 KOps/s	2.8844 KOps/s	$\color{#d91a1a}-0.67\%$
test_unlock_stack_nested	0.3572ms	0.3134ms	3.1904 KOps/s	3.1596 KOps/s	$\color{#35bf28}+0.97\%$
test_flatten_speed	0.1039ms	68.7929μs	14.5364 KOps/s	14.3497 KOps/s	$\color{#35bf28}+1.30\%$
test_unflatten_speed	0.3288ms	0.2871ms	3.4829 KOps/s	3.4668 KOps/s	$\color{#35bf28}+0.46\%$
test_common_ops	1.5329ms	1.1914ms	839.3788 Ops/s	814.7842 Ops/s	$\color{#35bf28}+3.02\%$
test_creation	34.5110μs	1.4917μs	670.3983 KOps/s	687.5444 KOps/s	$\color{#d91a1a}-2.49\%$
test_creation_empty	37.4510μs	13.2834μs	75.2820 KOps/s	60.2168 KOps/s	$\textbf{\color{#35bf28}+25.02\%}$
test_creation_nested_1	35.9400μs	14.9884μs	66.7182 KOps/s	55.1730 KOps/s	$\textbf{\color{#35bf28}+20.93\%}$
test_creation_nested_2	49.3520μs	17.6226μs	56.7452 KOps/s	48.3404 KOps/s	$\textbf{\color{#35bf28}+17.39\%}$
test_clone	1.2965ms	29.0430μs	34.4318 KOps/s	36.3528 KOps/s	$\textbf{\color{#d91a1a}-5.28\%}$
test_getitem[int]	98.5490ms	23.2433μs	43.0232 KOps/s	64.3103 KOps/s	$\textbf{\color{#d91a1a}-33.10\%}$
test_getitem[slice_int]	0.1209ms	26.5803μs	37.6219 KOps/s	37.9317 KOps/s	$\color{#d91a1a}-0.82\%$
test_getitem[range]	0.2306ms	0.1088ms	9.1890 KOps/s	8.8151 KOps/s	$\color{#35bf28}+4.24\%$
test_getitem[tuple]	0.1186ms	22.8259μs	43.8098 KOps/s	43.6713 KOps/s	$\color{#35bf28}+0.32\%$
test_getitem[list]	0.2057ms	97.8240μs	10.2224 KOps/s	10.2640 KOps/s	$\color{#d91a1a}-0.41\%$
test_setitem_dim[int]	85.1520μs	46.2506μs	21.6213 KOps/s	22.7747 KOps/s	$\textbf{\color{#d91a1a}-5.06\%}$
test_setitem_dim[slice_int]	0.2090ms	66.7450μs	14.9824 KOps/s	15.1124 KOps/s	$\color{#d91a1a}-0.86\%$
test_setitem_dim[range]	0.1578ms	0.1260ms	7.9377 KOps/s	8.0041 KOps/s	$\color{#d91a1a}-0.83\%$
test_setitem_dim[tuple]	84.5020μs	59.7386μs	16.7396 KOps/s	17.0398 KOps/s	$\color{#d91a1a}-1.76\%$
test_setitem	76.7320μs	39.4053μs	25.3773 KOps/s	24.5273 KOps/s	$\color{#35bf28}+3.47\%$
test_set	87.9620μs	39.8712μs	25.0808 KOps/s	25.2005 KOps/s	$\color{#d91a1a}-0.48\%$
test_set_shared	0.3417ms	49.4552μs	20.2203 KOps/s	20.1183 KOps/s	$\color{#35bf28}+0.51\%$
test_update	78.8020μs	45.5067μs	21.9748 KOps/s	20.5563 KOps/s	$\textbf{\color{#35bf28}+6.90\%}$
test_update_nested	92.1830μs	52.7795μs	18.9468 KOps/s	17.0554 KOps/s	$\textbf{\color{#35bf28}+11.09\%}$
test_update__nested	99.5220μs	58.3269μs	17.1447 KOps/s	16.1581 KOps/s	$\textbf{\color{#35bf28}+6.11\%}$
test_set_nested	79.3220μs	41.1365μs	24.3093 KOps/s	22.2659 KOps/s	$\textbf{\color{#35bf28}+9.18\%}$
test_set_nested_new	81.7420μs	44.4927μs	22.4756 KOps/s	20.3418 KOps/s	$\textbf{\color{#35bf28}+10.49\%}$
test_select	92.6920μs	57.3830μs	17.4268 KOps/s	15.8898 KOps/s	$\textbf{\color{#35bf28}+9.67\%}$
test_select_nested	0.3539ms	41.7620μs	23.9452 KOps/s	23.9488 KOps/s	$\color{#d91a1a}-0.02\%$
test_exclude_nested	92.8330μs	58.2206μs	17.1761 KOps/s	17.0415 KOps/s	$\color{#35bf28}+0.79\%$
test_empty[True]	0.2877ms	0.2431ms	4.1128 KOps/s	4.1222 KOps/s	$\color{#d91a1a}-0.23\%$
test_empty[False]	3.2171μs	0.7460μs	1.3405 MOps/s	1.3578 MOps/s	$\color{#d91a1a}-1.28\%$
test_to	69.6520μs	23.6647μs	42.2570 KOps/s	41.8548 KOps/s	$\color{#35bf28}+0.96\%$
test_to_nonblocking	48.9510μs	22.9668μs	43.5412 KOps/s	42.9890 KOps/s	$\color{#35bf28}+1.28\%$
test_unbind_speed	1.5310ms	0.2708ms	3.6930 KOps/s	3.7138 KOps/s	$\color{#d91a1a}-0.56\%$
test_unbind_speed_stack0	0.3252ms	0.2690ms	3.7176 KOps/s	3.6956 KOps/s	$\color{#35bf28}+0.59\%$
test_unbind_speed_stack1	0.1046s	0.6970ms	1.4347 KOps/s	1.4145 KOps/s	$\color{#35bf28}+1.43\%$
test_split	0.1069s	2.1265ms	470.2473 Ops/s	475.4294 Ops/s	$\color{#d91a1a}-1.09\%$
test_chunk	0.1014s	2.1134ms	473.1675 Ops/s	472.8333 Ops/s	$\color{#35bf28}+0.07\%$
test_creation[device0]	0.3433ms	0.1302ms	7.6787 KOps/s	7.9690 KOps/s	$\color{#d91a1a}-3.64\%$
test_creation_from_tensor	0.3432ms	0.1324ms	7.5541 KOps/s	7.5888 KOps/s	$\color{#d91a1a}-0.46\%$
test_add_one[memmap_tensor0]	0.1382ms	8.5327μs	117.1959 KOps/s	117.1978 KOps/s	$-0.00\%$
test_contiguous[memmap_tensor0]	31.1400μs	2.1454μs	466.1180 KOps/s	465.7500 KOps/s	$\color{#35bf28}+0.08\%$
test_stack[memmap_tensor0]	36.6810μs	6.6561μs	150.2380 KOps/s	154.4188 KOps/s	$\color{#d91a1a}-2.71\%$
test_memmaptd_index	1.1487ms	0.4060ms	2.4633 KOps/s	2.4850 KOps/s	$\color{#d91a1a}-0.87\%$
test_memmaptd_index_astensor	0.7041ms	0.4639ms	2.1555 KOps/s	2.1725 KOps/s	$\color{#d91a1a}-0.78\%$
test_memmaptd_index_op	1.3585ms	0.9538ms	1.0484 KOps/s	1.0014 KOps/s	$\color{#35bf28}+4.69\%$
test_serialize_model	0.1309s	0.1298s	7.7047 Ops/s	7.6871 Ops/s	$\color{#35bf28}+0.23\%$
test_serialize_model_pickle	1.3499s	1.2129s	0.8245 Ops/s	0.8428 Ops/s	$\color{#d91a1a}-2.17\%$
test_serialize_weights	0.1299s	0.1290s	7.7498 Ops/s	7.7328 Ops/s	$\color{#35bf28}+0.22\%$
test_serialize_weights_returnearly	0.2528s	57.1195ms	17.5071 Ops/s	17.5319 Ops/s	$\color{#d91a1a}-0.14\%$
test_serialize_weights_pickle	1.3495s	1.2116s	0.8253 Ops/s	0.8211 Ops/s	$\color{#35bf28}+0.52\%$
test_reshape_pytree	58.6520μs	34.3710μs	29.0943 KOps/s	28.6813 KOps/s	$\color{#35bf28}+1.44\%$
test_reshape_td	96.1720μs	40.3839μs	24.7623 KOps/s	24.4680 KOps/s	$\color{#35bf28}+1.20\%$
test_view_pytree	62.5020μs	33.6849μs	29.6869 KOps/s	29.0150 KOps/s	$\color{#35bf28}+2.32\%$
test_view_td	81.7820μs	44.3160μs	22.5652 KOps/s	21.9265 KOps/s	$\color{#35bf28}+2.91\%$
test_unbind_pytree	66.4010μs	33.3257μs	30.0069 KOps/s	29.7597 KOps/s	$\color{#35bf28}+0.83\%$
test_unbind_td	0.5266ms	41.9421μs	23.8424 KOps/s	24.1838 KOps/s	$\color{#d91a1a}-1.41\%$
test_split_pytree	85.1320μs	46.3851μs	21.5586 KOps/s	22.2253 KOps/s	$\color{#d91a1a}-3.00\%$
test_split_td	0.6950ms	55.3470μs	18.0678 KOps/s	18.5178 KOps/s	$\color{#d91a1a}-2.43\%$
test_add_pytree	91.4320μs	55.2524μs	18.0988 KOps/s	17.5327 KOps/s	$\color{#35bf28}+3.23\%$
test_add_td	0.1219ms	84.9270μs	11.7748 KOps/s	11.3316 KOps/s	$\color{#35bf28}+3.91\%$
test_compile_add_one_nested[tensordict-compile]	0.4143ms	0.2126ms	4.7047 KOps/s	4.5624 KOps/s	$\color{#35bf28}+3.12\%$
test_compile_add_one_nested[tensordict-eager]	0.2031ms	0.1490ms	6.7128 KOps/s	6.7504 KOps/s	$\color{#d91a1a}-0.56\%$
test_compile_add_one_nested[pytree-compile]	0.1831ms	0.1437ms	6.9572 KOps/s	7.0316 KOps/s	$\color{#d91a1a}-1.06\%$
test_compile_add_one_nested[pytree-eager]	0.2471ms	0.1827ms	5.4740 KOps/s	5.6609 KOps/s	$\color{#d91a1a}-3.30\%$
test_compile_copy_nested[tensordict-compile]	58.9820μs	21.9877μs	45.4799 KOps/s	48.4211 KOps/s	$\textbf{\color{#d91a1a}-6.07\%}$
test_compile_copy_nested[tensordict-eager]	78.5820μs	43.5989μs	22.9363 KOps/s	23.1790 KOps/s	$\color{#d91a1a}-1.05\%$
test_compile_copy_nested[pytree-compile]	0.2341ms	64.1781μs	15.5817 KOps/s	15.7969 KOps/s	$\color{#d91a1a}-1.36\%$
test_compile_copy_nested[pytree-eager]	75.1520μs	50.5636μs	19.7771 KOps/s	20.3009 KOps/s	$\color{#d91a1a}-2.58\%$
test_compile_add_one_flat[tensordict-compile]	0.4186ms	0.3156ms	3.1681 KOps/s	3.1789 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_add_one_flat[tensordict-eager]	0.2680ms	0.2062ms	4.8493 KOps/s	4.8476 KOps/s	$\color{#35bf28}+0.03\%$
test_compile_add_one_flat[tensorclass-compile]	0.1755ms	0.1264ms	7.9094 KOps/s	7.8916 KOps/s	$\color{#35bf28}+0.23\%$
test_compile_add_one_flat[tensorclass-eager]	0.1031ms	60.1304μs	16.6305 KOps/s	16.9330 KOps/s	$\color{#d91a1a}-1.79\%$
test_compile_add_one_flat[pytree-compile]	0.3547ms	0.3141ms	3.1832 KOps/s	3.1410 KOps/s	$\color{#35bf28}+1.34\%$
test_compile_add_one_flat[pytree-eager]	0.7642ms	0.6125ms	1.6327 KOps/s	1.7039 KOps/s	$\color{#d91a1a}-4.18\%$
test_compile_add_self_flat[tensordict-eager]	0.2911ms	0.2434ms	4.1076 KOps/s	4.0402 KOps/s	$\color{#35bf28}+1.67\%$
test_compile_add_self_flat[tensordict-compile]	0.4646ms	0.3163ms	3.1615 KOps/s	3.1665 KOps/s	$\color{#d91a1a}-0.16\%$
test_compile_add_self_flat[tensorclass-eager]	0.1115ms	70.7594μs	14.1324 KOps/s	14.4894 KOps/s	$\color{#d91a1a}-2.46\%$
test_compile_add_self_flat[tensorclass-compile]	0.1858ms	0.1273ms	7.8578 KOps/s	7.8755 KOps/s	$\color{#d91a1a}-0.23\%$
test_compile_add_self_flat[pytree-eager]	0.5883ms	0.5094ms	1.9633 KOps/s	1.9822 KOps/s	$\color{#d91a1a}-0.95\%$
test_compile_add_self_flat[pytree-compile]	0.3613ms	0.3145ms	3.1799 KOps/s	3.1950 KOps/s	$\color{#d91a1a}-0.48\%$
test_compile_copy_flat[tensordict-compile]	64.8520μs	19.2841μs	51.8561 KOps/s	53.6982 KOps/s	$\color{#d91a1a}-3.43\%$
test_compile_copy_flat[tensordict-eager]	56.8910μs	27.4241μs	36.4642 KOps/s	36.4837 KOps/s	$\color{#d91a1a}-0.05\%$
test_compile_copy_flat[pytree-compile]	0.1021ms	68.2391μs	14.6544 KOps/s	14.5651 KOps/s	$\color{#35bf28}+0.61\%$
test_compile_copy_flat[pytree-eager]	81.2820μs	51.0291μs	19.5967 KOps/s	19.4832 KOps/s	$\color{#35bf28}+0.58\%$
test_compile_assign_and_add[tensordict-compile]	2.2759ms	0.7970ms	1.2548 KOps/s	1.1364 KOps/s	$\textbf{\color{#35bf28}+10.41\%}$
test_compile_assign_and_add[tensordict-eager]	3.4344ms	3.0978ms	322.8115 Ops/s	313.9494 Ops/s	$\color{#35bf28}+2.82\%$
test_compile_assign_and_add[pytree-compile]	2.2904ms	0.7957ms	1.2568 KOps/s	1.1706 KOps/s	$\textbf{\color{#35bf28}+7.36\%}$
test_compile_assign_and_add[pytree-eager]	3.2515ms	3.1113ms	321.4130 Ops/s	328.9031 Ops/s	$\color{#d91a1a}-2.28\%$
test_compile_indexing[tensor-tensordict-compile]	0.1564ms	0.1086ms	9.2120 KOps/s	9.1060 KOps/s	$\color{#35bf28}+1.16\%$
test_compile_indexing[tensor-tensordict-eager]	0.1882ms	60.2087μs	16.6089 KOps/s	15.9773 KOps/s	$\color{#35bf28}+3.95\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1750ms	0.1024ms	9.7637 KOps/s	9.7084 KOps/s	$\color{#35bf28}+0.57\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2279ms	46.1400μs	21.6732 KOps/s	23.6807 KOps/s	$\textbf{\color{#d91a1a}-8.48\%}$
test_compile_indexing[tensor-pytree-compile]	0.2763ms	0.1092ms	9.1586 KOps/s	9.6084 KOps/s	$\color{#d91a1a}-4.68\%$
test_compile_indexing[tensor-pytree-eager]	89.4030μs	45.5330μs	21.9621 KOps/s	24.0918 KOps/s	$\textbf{\color{#d91a1a}-8.84\%}$
test_compile_indexing[slice-tensordict-compile]	0.2622ms	0.1360ms	7.3550 KOps/s	7.3833 KOps/s	$\color{#d91a1a}-0.38\%$
test_compile_indexing[slice-tensordict-eager]	0.1542ms	25.0181μs	39.9710 KOps/s	39.9240 KOps/s	$\color{#35bf28}+0.12\%$
test_compile_indexing[slice-tensorclass-compile]	0.1752ms	0.1296ms	7.7134 KOps/s	7.7360 KOps/s	$\color{#d91a1a}-0.29\%$
test_compile_indexing[slice-tensorclass-eager]	60.6110μs	20.6780μs	48.3606 KOps/s	48.8127 KOps/s	$\color{#d91a1a}-0.93\%$
test_compile_indexing[slice-pytree-compile]	0.1843ms	0.1362ms	7.3448 KOps/s	7.6770 KOps/s	$\color{#d91a1a}-4.33\%$
test_compile_indexing[slice-pytree-eager]	52.1810μs	20.2986μs	49.2644 KOps/s	49.6839 KOps/s	$\color{#d91a1a}-0.84\%$
test_compile_indexing[int-tensordict-compile]	0.1837ms	0.1368ms	7.3114 KOps/s	7.3251 KOps/s	$\color{#d91a1a}-0.19\%$
test_compile_indexing[int-tensordict-eager]	0.4598ms	24.8331μs	40.2689 KOps/s	40.6749 KOps/s	$\color{#d91a1a}-1.00\%$
test_compile_indexing[int-tensorclass-compile]	0.1828ms	0.1372ms	7.2885 KOps/s	7.6695 KOps/s	$\color{#d91a1a}-4.97\%$
test_compile_indexing[int-tensorclass-eager]	0.1229ms	22.6829μs	44.0861 KOps/s	49.5851 KOps/s	$\textbf{\color{#d91a1a}-11.09\%}$
test_compile_indexing[int-pytree-compile]	0.1851ms	0.1376ms	7.2655 KOps/s	7.6647 KOps/s	$\textbf{\color{#d91a1a}-5.21\%}$
test_compile_indexing[int-pytree-eager]	58.0510μs	20.3410μs	49.1618 KOps/s	49.2015 KOps/s	$\color{#d91a1a}-0.08\%$
test_mod_add[eager]	71.7220μs	29.4783μs	33.9233 KOps/s	32.1998 KOps/s	$\textbf{\color{#35bf28}+5.35\%}$
test_mod_add[compile]	0.1187ms	69.2600μs	14.4383 KOps/s	13.5930 KOps/s	$\textbf{\color{#35bf28}+6.22\%}$
test_mod_add[compile-overhead]	0.2675ms	0.1356ms	7.3768 KOps/s	6.6888 KOps/s	$\textbf{\color{#35bf28}+10.29\%}$
test_mod_wrap[eager]	0.3984ms	0.2520ms	3.9683 KOps/s	4.1291 KOps/s	$\color{#d91a1a}-3.90\%$
test_mod_wrap[compile]	1.5223ms	0.2941ms	3.4001 KOps/s	3.3974 KOps/s	$\color{#35bf28}+0.08\%$
test_mod_wrap[compile-overhead]	7.8456ms	4.1689ms	239.8716 Ops/s	244.7609 Ops/s	$\color{#d91a1a}-2.00\%$
test_mod_wrap_and_backward[eager]	1.5086ms	1.4116ms	708.4211 Ops/s	704.5122 Ops/s	$\color{#35bf28}+0.55\%$
test_mod_wrap_and_backward[compile]	1.8411ms	1.4097ms	709.3632 Ops/s	715.6648 Ops/s	$\color{#d91a1a}-0.88\%$
test_mod_wrap_and_backward[compile-overhead]	1.7344ms	1.0467ms	955.3474 Ops/s	991.6654 Ops/s	$\color{#d91a1a}-3.66\%$
test_seq_add[eager]	0.1393ms	92.1889μs	10.8473 KOps/s	10.5417 KOps/s	$\color{#35bf28}+2.90\%$
test_seq_add[compile]	0.2400ms	81.9425μs	12.2037 KOps/s	11.9373 KOps/s	$\color{#35bf28}+2.23\%$
test_seq_add[compile-overhead]	0.1798ms	0.1128ms	8.8687 KOps/s	8.8898 KOps/s	$\color{#d91a1a}-0.24\%$
test_seq_wrap[eager]	0.4568ms	0.3754ms	2.6638 KOps/s	2.6026 KOps/s	$\color{#35bf28}+2.35\%$
test_seq_wrap[compile]	0.3618ms	0.3092ms	3.2340 KOps/s	3.1891 KOps/s	$\color{#35bf28}+1.41\%$
test_seq_wrap[compile-overhead]	0.2797ms	0.2167ms	4.6154 KOps/s	4.5351 KOps/s	$\color{#35bf28}+1.77\%$
test_func_call_runtime[False-eager]	0.8435ms	0.7506ms	1.3322 KOps/s	1.2959 KOps/s	$\color{#35bf28}+2.80\%$
test_func_call_runtime[False-compile]	0.8349ms	0.7791ms	1.2836 KOps/s	1.2986 KOps/s	$\color{#d91a1a}-1.16\%$
test_func_call_runtime[False-compile-overhead]	0.4021ms	0.3555ms	2.8127 KOps/s	2.8195 KOps/s	$\color{#d91a1a}-0.24\%$
test_func_call_runtime[True-eager]	1.1704ms	0.8927ms	1.1202 KOps/s	1.0844 KOps/s	$\color{#35bf28}+3.31\%$
test_func_call_runtime[True-compile]	0.9228ms	0.8186ms	1.2216 KOps/s	1.2112 KOps/s	$\color{#35bf28}+0.86\%$
test_func_call_runtime[True-compile-overhead]	0.4849ms	0.3923ms	2.5490 KOps/s	2.5743 KOps/s	$\color{#d91a1a}-0.98\%$
test_func_call_cm_runtime[False-eager]	0.7863ms	0.7303ms	1.3693 KOps/s	1.3782 KOps/s	$\color{#d91a1a}-0.65\%$
test_func_call_cm_runtime[False-compile]	1.0103ms	0.8251ms	1.2119 KOps/s	1.2908 KOps/s	$\textbf{\color{#d91a1a}-6.11\%}$
test_func_call_cm_runtime[False-compile-overhead]	0.4003ms	0.3583ms	2.7908 KOps/s	2.8082 KOps/s	$\color{#d91a1a}-0.62\%$
test_func_call_cm_runtime[True-eager]	1.3680ms	0.9922ms	1.0079 KOps/s	1.0063 KOps/s	$\color{#35bf28}+0.16\%$
test_func_call_cm_runtime[True-compile]	1.0754ms	0.8783ms	1.1386 KOps/s	1.1894 KOps/s	$\color{#d91a1a}-4.27\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4689ms	0.4147ms	2.4112 KOps/s	2.3754 KOps/s	$\color{#35bf28}+1.51\%$
test_vmap_func_call_cm_runtime[eager]	2.5265ms	2.0566ms	486.2487 Ops/s	482.1671 Ops/s	$\color{#35bf28}+0.85\%$
test_vmap_func_call_cm_runtime[compile]	0.9148ms	0.8573ms	1.1664 KOps/s	1.1860 KOps/s	$\color{#d91a1a}-1.65\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4708ms	0.4212ms	2.3742 KOps/s	2.3864 KOps/s	$\color{#d91a1a}-0.51\%$
test_distributed	15.2093ms	0.2312ms	4.3243 KOps/s	8.6672 KOps/s	$\textbf{\color{#d91a1a}-50.11\%}$
test_tdmodule	0.1130ms	13.8824μs	72.0337 KOps/s	62.7924 KOps/s	$\textbf{\color{#35bf28}+14.72\%}$
test_tdmodule_dispatch	60.7420μs	26.6233μs	37.5611 KOps/s	32.7317 KOps/s	$\textbf{\color{#35bf28}+14.75\%}$
test_tdseq	33.4110μs	14.2978μs	69.9408 KOps/s	61.5302 KOps/s	$\textbf{\color{#35bf28}+13.67\%}$
test_tdseq_dispatch	52.5410μs	28.7305μs	34.8063 KOps/s	29.8925 KOps/s	$\textbf{\color{#35bf28}+16.44\%}$
test_instantiation_functorch	2.0251ms	1.8702ms	534.7108 Ops/s	540.8377 Ops/s	$\color{#d91a1a}-1.13\%$
test_instantiation_td	1.8097ms	1.1937ms	837.7149 Ops/s	842.9529 Ops/s	$\color{#d91a1a}-0.62\%$
test_exec_functorch	0.2657ms	0.2081ms	4.8051 KOps/s	4.9570 KOps/s	$\color{#d91a1a}-3.06\%$
test_exec_functional_call	0.2698ms	0.2091ms	4.7823 KOps/s	4.8956 KOps/s	$\color{#d91a1a}-2.31\%$
test_exec_td	0.2923ms	0.2156ms	4.6376 KOps/s	4.6601 KOps/s	$\color{#d91a1a}-0.48\%$
test_exec_td_decorator	0.9269ms	0.2566ms	3.8969 KOps/s	3.8929 KOps/s	$\color{#35bf28}+0.10\%$
test_vmap_mlp_speed[True-True]	0.8167ms	0.6783ms	1.4743 KOps/s	1.4608 KOps/s	$\color{#35bf28}+0.92\%$
test_vmap_mlp_speed[True-False]	0.7496ms	0.6753ms	1.4808 KOps/s	1.4612 KOps/s	$\color{#35bf28}+1.34\%$
test_vmap_mlp_speed[False-True]	0.6903ms	0.5811ms	1.7209 KOps/s	1.7113 KOps/s	$\color{#35bf28}+0.56\%$
test_vmap_mlp_speed[False-False]	0.6732ms	0.5922ms	1.6887 KOps/s	1.7189 KOps/s	$\color{#d91a1a}-1.75\%$
test_vmap_mlp_speed_decorator[True-True]	1.3022ms	0.6718ms	1.4885 KOps/s	1.4549 KOps/s	$\color{#35bf28}+2.31\%$
test_vmap_mlp_speed_decorator[True-False]	0.7708ms	0.6769ms	1.4773 KOps/s	1.4801 KOps/s	$\color{#d91a1a}-0.19\%$
test_vmap_mlp_speed_decorator[False-True]	0.8201ms	0.6012ms	1.6632 KOps/s	1.7116 KOps/s	$\color{#d91a1a}-2.83\%$
test_vmap_mlp_speed_decorator[False-False]	0.7392ms	0.6096ms	1.6405 KOps/s	1.7276 KOps/s	$\textbf{\color{#d91a1a}-5.04\%}$
test_vmap_transformer_speed[True-True]	8.5528ms	8.3495ms	119.7675 Ops/s	121.3128 Ops/s	$\color{#d91a1a}-1.27\%$
test_vmap_transformer_speed[True-False]	8.5374ms	8.2973ms	120.5205 Ops/s	121.9030 Ops/s	$\color{#d91a1a}-1.13\%$
test_vmap_transformer_speed[False-True]	8.4169ms	8.1578ms	122.5828 Ops/s	125.3422 Ops/s	$\color{#d91a1a}-2.20\%$
test_vmap_transformer_speed[False-False]	8.3537ms	8.0940ms	123.5476 Ops/s	125.0049 Ops/s	$\color{#d91a1a}-1.17\%$
test_vmap_transformer_speed_decorator[True-True]	19.9549ms	19.3971ms	51.5541 Ops/s	52.2756 Ops/s	$\color{#d91a1a}-1.38\%$
test_vmap_transformer_speed_decorator[True-False]	20.5845ms	19.6070ms	51.0021 Ops/s	52.2619 Ops/s	$\color{#d91a1a}-2.41\%$
test_vmap_transformer_speed_decorator[False-True]	19.8672ms	19.4737ms	51.3513 Ops/s	52.8644 Ops/s	$\color{#d91a1a}-2.86\%$
test_vmap_transformer_speed_decorator[False-False]	19.8616ms	19.5021ms	51.2764 Ops/s	52.2253 Ops/s	$\color{#d91a1a}-1.82\%$
test_to_module_speed[True]	1.0426ms	0.9478ms	1.0551 KOps/s	1.0652 KOps/s	$\color{#d91a1a}-0.95\%$
test_to_module_speed[False]	1.1777ms	0.9186ms	1.0887 KOps/s	1.0853 KOps/s	$\color{#35bf28}+0.31\%$
test_tc_init	59.9210μs	30.4402μs	32.8512 KOps/s	28.2686 KOps/s	$\textbf{\color{#35bf28}+16.21\%}$
test_tc_init_nested	92.2620μs	61.5901μs	16.2364 KOps/s	14.3914 KOps/s	$\textbf{\color{#35bf28}+12.82\%}$
test_tc_first_layer_tensor	4.6030μs	0.6719μs	1.4882 MOps/s	1.4907 MOps/s	$\color{#d91a1a}-0.16\%$
test_tc_first_layer_nontensor	26.5000μs	2.2684μs	440.8435 KOps/s	439.9591 KOps/s	$\color{#35bf28}+0.20\%$
test_tc_second_layer_tensor	28.6830μs	1.3719μs	728.8940 KOps/s	727.1100 KOps/s	$\color{#35bf28}+0.25\%$
test_tc_second_layer_nontensor	30.6800μs	2.9545μs	338.4703 KOps/s	335.8060 KOps/s	$\color{#35bf28}+0.79\%$
test_unbind	0.2100s	12.6292ms	79.1815 Ops/s	89.5697 Ops/s	$\textbf{\color{#d91a1a}-11.60\%}$
test_full_like	0.6583ms	0.5749ms	1.7394 KOps/s	1.7337 KOps/s	$\color{#35bf28}+0.33\%$
test_zeros_like	0.3339ms	0.1978ms	5.0549 KOps/s	5.0492 KOps/s	$\color{#35bf28}+0.11\%$
test_ones_like	0.2502ms	0.1976ms	5.0610 KOps/s	5.0563 KOps/s	$\color{#35bf28}+0.09\%$
test_clone	0.5150ms	0.4143ms	2.4139 KOps/s	2.4189 KOps/s	$\color{#d91a1a}-0.21\%$
test_squeeze	36.7110μs	9.7847μs	102.2005 KOps/s	102.4445 KOps/s	$\color{#d91a1a}-0.24\%$
test_unsqueeze	0.2186ms	73.3370μs	13.6357 KOps/s	13.6685 KOps/s	$\color{#d91a1a}-0.24\%$
test_split	0.4506ms	0.1564ms	6.3929 KOps/s	6.2347 KOps/s	$\color{#35bf28}+2.54\%$
test_permute	0.2117ms	0.1770ms	5.6492 KOps/s	5.5660 KOps/s	$\color{#35bf28}+1.50\%$
test_stack	1.2532ms	0.8692ms	1.1505 KOps/s	1.1242 KOps/s	$\color{#35bf28}+2.34\%$
test_cat	1.3139ms	1.2315ms	811.9976 Ops/s	811.6867 Ops/s	$\color{#35bf28}+0.04\%$