[Doc] Fix tutorials

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}21$. Worsened: $\large\color{#d91a1a}24$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	50.9150μs	20.9422μs	47.7505 KOps/s	49.9547 KOps/s	$\color{#d91a1a}-4.41\%$
test_plain_set_stack_nested	54.2010μs	21.0390μs	47.5309 KOps/s	49.1599 KOps/s	$\color{#d91a1a}-3.31\%$
test_plain_set_nested_inplace	88.2050μs	23.0156μs	43.4488 KOps/s	46.0603 KOps/s	$\textbf{\color{#d91a1a}-5.67\%}$
test_plain_set_stack_nested_inplace	85.9710μs	22.9493μs	43.5743 KOps/s	46.1343 KOps/s	$\textbf{\color{#d91a1a}-5.55\%}$
test_items	26.1590μs	4.1700μs	239.8108 KOps/s	240.0902 KOps/s	$\color{#d91a1a}-0.12\%$
test_items_nested	0.7424ms	0.3630ms	2.7544 KOps/s	2.6994 KOps/s	$\color{#35bf28}+2.04\%$
test_items_nested_locked	0.7644ms	0.3620ms	2.7627 KOps/s	2.6849 KOps/s	$\color{#35bf28}+2.90\%$
test_items_nested_leaf	0.1215ms	67.1587μs	14.8901 KOps/s	14.6554 KOps/s	$\color{#35bf28}+1.60\%$
test_items_stack_nested	0.5230ms	0.3642ms	2.7458 KOps/s	2.7333 KOps/s	$\color{#35bf28}+0.46\%$
test_items_stack_nested_leaf	0.1340ms	69.4375μs	14.4014 KOps/s	14.1358 KOps/s	$\color{#35bf28}+1.88\%$
test_items_stack_nested_locked	0.5605ms	0.3643ms	2.7446 KOps/s	2.7208 KOps/s	$\color{#35bf28}+0.88\%$
test_keys	44.5030μs	3.4965μs	285.9981 KOps/s	264.7575 KOps/s	$\textbf{\color{#35bf28}+8.02\%}$
test_keys_nested	0.1692ms	0.1041ms	9.6047 KOps/s	9.6856 KOps/s	$\color{#d91a1a}-0.84\%$
test_keys_nested_locked	1.7653ms	0.1095ms	9.1334 KOps/s	9.0505 KOps/s	$\color{#35bf28}+0.92\%$
test_keys_nested_leaf	0.1504ms	86.7673μs	11.5251 KOps/s	11.5036 KOps/s	$\color{#35bf28}+0.19\%$
test_keys_stack_nested	0.1670ms	0.1024ms	9.7614 KOps/s	9.6094 KOps/s	$\color{#35bf28}+1.58\%$
test_keys_stack_nested_leaf	0.1402ms	85.6740μs	11.6722 KOps/s	11.5630 KOps/s	$\color{#35bf28}+0.94\%$
test_keys_stack_nested_locked	0.1760ms	0.1091ms	9.1672 KOps/s	9.2437 KOps/s	$\color{#d91a1a}-0.83\%$
test_values	8.9386μs	1.0664μs	937.7176 KOps/s	948.9017 KOps/s	$\color{#d91a1a}-1.18\%$
test_values_nested	0.1355ms	75.6490μs	13.2189 KOps/s	13.4006 KOps/s	$\color{#d91a1a}-1.36\%$
test_values_nested_locked	0.1592ms	74.8300μs	13.3636 KOps/s	13.2400 KOps/s	$\color{#35bf28}+0.93\%$
test_values_nested_leaf	0.1105ms	62.2922μs	16.0534 KOps/s	14.8192 KOps/s	$\textbf{\color{#35bf28}+8.33\%}$
test_values_stack_nested	0.1261ms	75.2924μs	13.2816 KOps/s	13.1284 KOps/s	$\color{#35bf28}+1.17\%$
test_values_stack_nested_leaf	0.1135ms	62.4543μs	16.0117 KOps/s	16.2001 KOps/s	$\color{#d91a1a}-1.16\%$
test_values_stack_nested_locked	0.1414ms	78.2294μs	12.7829 KOps/s	13.0710 KOps/s	$\color{#d91a1a}-2.20\%$
test_membership	2.9505μs	0.7310μs	1.3680 MOps/s	1.1053 MOps/s	$\textbf{\color{#35bf28}+23.77\%}$
test_membership_nested	24.1160μs	2.8272μs	353.7029 KOps/s	360.8147 KOps/s	$\color{#d91a1a}-1.97\%$
test_membership_nested_leaf	44.5030μs	2.7752μs	360.3381 KOps/s	360.1785 KOps/s	$\color{#35bf28}+0.04\%$
test_membership_stacked_nested	18.1430μs	2.8182μs	354.8307 KOps/s	357.8784 KOps/s	$\color{#d91a1a}-0.85\%$
test_membership_stacked_nested_leaf	24.5760μs	2.8123μs	355.5783 KOps/s	354.2827 KOps/s	$\color{#35bf28}+0.37\%$
test_membership_nested_last	25.6070μs	4.1103μs	243.2935 KOps/s	247.5698 KOps/s	$\color{#d91a1a}-1.73\%$
test_membership_nested_leaf_last	47.9000μs	4.0724μs	245.5572 KOps/s	247.9503 KOps/s	$\color{#d91a1a}-0.97\%$
test_membership_stacked_nested_last	22.5020μs	4.0264μs	248.3615 KOps/s	179.7133 KOps/s	$\textbf{\color{#35bf28}+38.20\%}$
test_membership_stacked_nested_leaf_last	26.2790μs	4.0374μs	247.6845 KOps/s	177.5468 KOps/s	$\textbf{\color{#35bf28}+39.50\%}$
test_nested_getleaf	31.6190μs	10.6119μs	94.2339 KOps/s	95.1425 KOps/s	$\color{#d91a1a}-0.96\%$
test_nested_get	48.2600μs	10.2875μs	97.2056 KOps/s	99.1595 KOps/s	$\color{#d91a1a}-1.97\%$
test_stacked_getleaf	50.5950μs	10.6645μs	93.7693 KOps/s	96.0132 KOps/s	$\color{#d91a1a}-2.34\%$
test_stacked_get	27.0000μs	10.1230μs	98.7852 KOps/s	99.5548 KOps/s	$\color{#d91a1a}-0.77\%$
test_nested_getitemleaf	60.8680μs	10.9839μs	91.0421 KOps/s	91.3099 KOps/s	$\color{#d91a1a}-0.29\%$
test_nested_getitem	45.1040μs	10.3465μs	96.6513 KOps/s	97.8467 KOps/s	$\color{#d91a1a}-1.22\%$
test_stacked_getitemleaf	36.2480μs	11.2269μs	89.0715 KOps/s	92.5016 KOps/s	$\color{#d91a1a}-3.71\%$
test_stacked_getitem	39.2530μs	10.4849μs	95.3754 KOps/s	96.4533 KOps/s	$\color{#d91a1a}-1.12\%$
test_lock_nested	90.1331ms	0.5880ms	1.7006 KOps/s	1.9354 KOps/s	$\textbf{\color{#d91a1a}-12.14\%}$
test_lock_stack_nested	0.7883ms	0.4694ms	2.1305 KOps/s	2.0255 KOps/s	$\textbf{\color{#35bf28}+5.19\%}$
test_unlock_nested	86.2177ms	0.5049ms	1.9808 KOps/s	2.2134 KOps/s	$\textbf{\color{#d91a1a}-10.51\%}$
test_unlock_stack_nested	0.7411ms	0.3864ms	2.5882 KOps/s	2.4793 KOps/s	$\color{#35bf28}+4.39\%$
test_flatten_speed	0.1790ms	88.5021μs	11.2992 KOps/s	11.4111 KOps/s	$\color{#d91a1a}-0.98\%$
test_unflatten_speed	0.5469ms	0.4620ms	2.1643 KOps/s	2.1940 KOps/s	$\color{#d91a1a}-1.35\%$
test_common_ops	3.4160ms	1.1756ms	850.6209 Ops/s	869.0319 Ops/s	$\color{#d91a1a}-2.12\%$
test_creation	15.3690μs	2.0616μs	485.0613 KOps/s	487.6667 KOps/s	$\color{#d91a1a}-0.53\%$
test_creation_empty	61.7450μs	19.4422μs	51.4345 KOps/s	56.4903 KOps/s	$\textbf{\color{#d91a1a}-8.95\%}$
test_creation_nested_1	70.1210μs	22.5491μs	44.3476 KOps/s	48.5955 KOps/s	$\textbf{\color{#d91a1a}-8.74\%}$
test_creation_nested_2	69.8000μs	27.1192μs	36.8743 KOps/s	38.1289 KOps/s	$\color{#d91a1a}-3.29\%$
test_clone	1.2606ms	17.3588μs	57.6078 KOps/s	57.9628 KOps/s	$\color{#d91a1a}-0.61\%$
test_getitem[int]	0.7328ms	16.7713μs	59.6258 KOps/s	60.2951 KOps/s	$\color{#d91a1a}-1.11\%$
test_getitem[slice_int]	0.1396ms	32.0558μs	31.1956 KOps/s	31.6875 KOps/s	$\color{#d91a1a}-1.55\%$
test_getitem[range]	0.2048ms	58.9089μs	16.9753 KOps/s	16.5590 KOps/s	$\color{#35bf28}+2.51\%$
test_getitem[tuple]	0.1387ms	26.1242μs	38.2787 KOps/s	39.5633 KOps/s	$\color{#d91a1a}-3.25\%$
test_getitem[list]	0.1685ms	53.3780μs	18.7343 KOps/s	17.8227 KOps/s	$\textbf{\color{#35bf28}+5.11\%}$
test_setitem_dim[int]	68.1270μs	34.0252μs	29.3900 KOps/s	30.6141 KOps/s	$\color{#d91a1a}-4.00\%$
test_setitem_dim[slice_int]	0.1020ms	63.1812μs	15.8275 KOps/s	16.1129 KOps/s	$\color{#d91a1a}-1.77\%$
test_setitem_dim[range]	0.1261ms	84.3810μs	11.8510 KOps/s	11.5296 KOps/s	$\color{#35bf28}+2.79\%$
test_setitem_dim[tuple]	0.1718ms	51.4708μs	19.4285 KOps/s	20.6308 KOps/s	$\textbf{\color{#d91a1a}-5.83\%}$
test_setitem	0.1093ms	31.6416μs	31.6040 KOps/s	33.2174 KOps/s	$\color{#d91a1a}-4.86\%$
test_set	0.1211ms	30.5778μs	32.7035 KOps/s	34.0028 KOps/s	$\color{#d91a1a}-3.82\%$
test_set_shared	1.2691ms	0.2102ms	4.7585 KOps/s	4.4257 KOps/s	$\textbf{\color{#35bf28}+7.52\%}$
test_update	0.2068ms	38.2109μs	26.1706 KOps/s	27.4368 KOps/s	$\color{#d91a1a}-4.62\%$
test_update_nested	0.1334ms	48.6194μs	20.5679 KOps/s	21.1185 KOps/s	$\color{#d91a1a}-2.61\%$
test_update__nested	86.1810μs	36.2239μs	27.6061 KOps/s	28.8879 KOps/s	$\color{#d91a1a}-4.44\%$
test_set_nested	0.1296ms	33.2902μs	30.0389 KOps/s	31.3456 KOps/s	$\color{#d91a1a}-4.17\%$
test_set_nested_new	94.1360μs	38.2743μs	26.1272 KOps/s	26.3104 KOps/s	$\color{#d91a1a}-0.70\%$
test_select	0.1854ms	55.4104μs	18.0471 KOps/s	18.3822 KOps/s	$\color{#d91a1a}-1.82\%$
test_select_nested	0.1175ms	59.3658μs	16.8447 KOps/s	17.0400 KOps/s	$\color{#d91a1a}-1.15\%$
test_exclude_nested	0.1402ms	75.3005μs	13.2801 KOps/s	13.5507 KOps/s	$\color{#d91a1a}-2.00\%$
test_empty[True]	1.0550ms	0.3282ms	3.0468 KOps/s	3.0975 KOps/s	$\color{#d91a1a}-1.64\%$
test_empty[False]	11.0182μs	1.2227μs	817.8452 KOps/s	838.3711 KOps/s	$\color{#d91a1a}-2.45\%$
test_unbind_speed	0.5314ms	0.3067ms	3.2610 KOps/s	3.3171 KOps/s	$\color{#d91a1a}-1.69\%$
test_unbind_speed_stack0	0.4142ms	0.3052ms	3.2766 KOps/s	3.4238 KOps/s	$\color{#d91a1a}-4.30\%$
test_unbind_speed_stack1	93.0003ms	0.8167ms	1.2244 KOps/s	1.3116 KOps/s	$\textbf{\color{#d91a1a}-6.65\%}$
test_split	97.4449ms	2.2091ms	452.6718 Ops/s	445.3663 Ops/s	$\color{#35bf28}+1.64\%$
test_chunk	2.2256ms	2.0270ms	493.3320 Ops/s	440.4183 Ops/s	$\textbf{\color{#35bf28}+12.01\%}$
test_creation[device0]	0.2495ms	0.1195ms	8.3708 KOps/s	8.3775 KOps/s	$\color{#d91a1a}-0.08\%$
test_creation_from_tensor	4.1200ms	0.1186ms	8.4343 KOps/s	8.3746 KOps/s	$\color{#35bf28}+0.71\%$
test_add_one[memmap_tensor0]	0.1816ms	7.3740μs	135.6112 KOps/s	133.8599 KOps/s	$\color{#35bf28}+1.31\%$
test_contiguous[memmap_tensor0]	19.4160μs	1.9406μs	515.3049 KOps/s	512.2941 KOps/s	$\color{#35bf28}+0.59\%$
test_stack[memmap_tensor0]	44.6830μs	5.9926μs	166.8711 KOps/s	175.9605 KOps/s	$\textbf{\color{#d91a1a}-5.17\%}$
test_memmaptd_index	1.1496ms	0.4047ms	2.4712 KOps/s	2.4589 KOps/s	$\color{#35bf28}+0.50\%$
test_memmaptd_index_astensor	0.8359ms	0.4826ms	2.0721 KOps/s	2.0493 KOps/s	$\color{#35bf28}+1.11\%$
test_memmaptd_index_op	1.4359ms	1.0443ms	957.5945 Ops/s	964.2324 Ops/s	$\color{#d91a1a}-0.69\%$
test_serialize_model	0.1294s	0.1233s	8.1129 Ops/s	7.8302 Ops/s	$\color{#35bf28}+3.61\%$
test_serialize_model_pickle	0.4495s	0.3910s	2.5575 Ops/s	2.5087 Ops/s	$\color{#35bf28}+1.94\%$
test_serialize_weights	0.1236s	0.1165s	8.5857 Ops/s	8.1212 Ops/s	$\textbf{\color{#35bf28}+5.72\%}$
test_serialize_weights_returnearly	0.2609s	0.1712s	5.8411 Ops/s	5.4722 Ops/s	$\textbf{\color{#35bf28}+6.74\%}$
test_serialize_weights_pickle	0.5271s	0.4618s	2.1654 Ops/s	2.5710 Ops/s	$\textbf{\color{#d91a1a}-15.77\%}$
test_serialize_weights_filesystem	0.1559s	0.1428s	7.0051 Ops/s	6.6461 Ops/s	$\textbf{\color{#35bf28}+5.40\%}$
test_serialize_model_filesystem	0.1505s	0.1430s	6.9916 Ops/s	6.2365 Ops/s	$\textbf{\color{#35bf28}+12.11\%}$
test_reshape_pytree	0.1014ms	39.4380μs	25.3563 KOps/s	23.4690 KOps/s	$\textbf{\color{#35bf28}+8.04\%}$
test_reshape_td	0.1022ms	48.4440μs	20.6424 KOps/s	18.9675 KOps/s	$\textbf{\color{#35bf28}+8.83\%}$
test_view_pytree	0.1047ms	38.9299μs	25.6872 KOps/s	26.0874 KOps/s	$\color{#d91a1a}-1.53\%$
test_view_td	0.1388ms	53.6277μs	18.6471 KOps/s	19.1346 KOps/s	$\color{#d91a1a}-2.55\%$
test_unbind_pytree	78.8470μs	37.1957μs	26.8848 KOps/s	28.4758 KOps/s	$\textbf{\color{#d91a1a}-5.59\%}$
test_unbind_td	0.3225ms	45.7314μs	21.8668 KOps/s	22.5449 KOps/s	$\color{#d91a1a}-3.01\%$
test_split_pytree	97.9320μs	39.7142μs	25.1799 KOps/s	26.3415 KOps/s	$\color{#d91a1a}-4.41\%$
test_split_td	0.5079ms	59.8549μs	16.7071 KOps/s	16.9279 KOps/s	$\color{#d91a1a}-1.30\%$
test_add_pytree	92.0320μs	44.7307μs	22.3560 KOps/s	22.5856 KOps/s	$\color{#d91a1a}-1.02\%$
test_add_td	0.4324ms	89.8034μs	11.1354 KOps/s	12.4216 KOps/s	$\textbf{\color{#d91a1a}-10.35\%}$
test_compile_add_one_nested[tensordict-compile]	0.1059ms	56.6927μs	17.6390 KOps/s	17.1138 KOps/s	$\color{#35bf28}+3.07\%$
test_compile_add_one_nested[tensordict-eager]	0.4050ms	0.1796ms	5.5689 KOps/s	5.7350 KOps/s	$\color{#d91a1a}-2.90\%$
test_compile_add_one_nested[pytree-compile]	0.1065ms	57.3755μs	17.4290 KOps/s	17.6827 KOps/s	$\color{#d91a1a}-1.43\%$
test_compile_add_one_nested[pytree-eager]	0.3270ms	0.1422ms	7.0335 KOps/s	7.1085 KOps/s	$\color{#d91a1a}-1.06\%$
test_compile_copy_nested[tensordict-compile]	86.1610μs	21.1636μs	47.2510 KOps/s	47.2521 KOps/s	$-0.00\%$
test_compile_copy_nested[tensordict-eager]	0.1646ms	69.2960μs	14.4308 KOps/s	15.0455 KOps/s	$\color{#d91a1a}-4.09\%$
test_compile_copy_nested[pytree-compile]	0.1546ms	76.4402μs	13.0821 KOps/s	13.1880 KOps/s	$\color{#d91a1a}-0.80\%$
test_compile_copy_nested[pytree-eager]	0.1498ms	70.0896μs	14.2675 KOps/s	14.5761 KOps/s	$\color{#d91a1a}-2.12\%$
test_compile_add_one_flat[tensordict-compile]	0.4211ms	0.1748ms	5.7223 KOps/s	5.6701 KOps/s	$\color{#35bf28}+0.92\%$
test_compile_add_one_flat[tensordict-eager]	0.3473ms	0.1922ms	5.2018 KOps/s	5.2278 KOps/s	$\color{#d91a1a}-0.50\%$
test_compile_add_one_flat[tensorclass-compile]	0.1181ms	47.0650μs	21.2472 KOps/s	21.0094 KOps/s	$\color{#35bf28}+1.13\%$
test_compile_add_one_flat[tensorclass-eager]	0.1364ms	68.9064μs	14.5124 KOps/s	14.0226 KOps/s	$\color{#35bf28}+3.49\%$
test_compile_add_one_flat[pytree-compile]	0.2725ms	0.1745ms	5.7294 KOps/s	5.6575 KOps/s	$\color{#35bf28}+1.27\%$
test_compile_add_one_flat[pytree-eager]	0.4482ms	0.2866ms	3.4894 KOps/s	3.4349 KOps/s	$\color{#35bf28}+1.59\%$
test_compile_add_self_flat[tensordict-eager]	0.6553ms	0.2037ms	4.9101 KOps/s	4.9877 KOps/s	$\color{#d91a1a}-1.56\%$
test_compile_add_self_flat[tensordict-compile]	0.3371ms	0.1751ms	5.7119 KOps/s	5.6504 KOps/s	$\color{#35bf28}+1.09\%$
test_compile_add_self_flat[tensorclass-eager]	0.1374ms	63.1408μs	15.8376 KOps/s	15.9471 KOps/s	$\color{#d91a1a}-0.69\%$
test_compile_add_self_flat[tensorclass-compile]	0.1147ms	46.8723μs	21.3346 KOps/s	21.2173 KOps/s	$\color{#35bf28}+0.55\%$
test_compile_add_self_flat[pytree-eager]	0.3302ms	0.2330ms	4.2920 KOps/s	4.4145 KOps/s	$\color{#d91a1a}-2.78\%$
test_compile_add_self_flat[pytree-compile]	0.2787ms	0.1774ms	5.6375 KOps/s	5.7522 KOps/s	$\color{#d91a1a}-1.99\%$
test_compile_copy_flat[tensordict-compile]	0.1922ms	0.1019ms	9.8169 KOps/s	9.6385 KOps/s	$\color{#35bf28}+1.85\%$
test_compile_copy_flat[tensordict-eager]	0.1333ms	58.2801μs	17.1585 KOps/s	17.9553 KOps/s	$\color{#d91a1a}-4.44\%$
test_compile_copy_flat[pytree-compile]	0.1583ms	79.3341μs	12.6049 KOps/s	12.9353 KOps/s	$\color{#d91a1a}-2.55\%$
test_compile_copy_flat[pytree-eager]	0.1475ms	72.3772μs	13.8165 KOps/s	14.4795 KOps/s	$\color{#d91a1a}-4.58\%$
test_compile_assign_and_add[tensordict-compile]	0.3841ms	0.1928ms	5.1870 KOps/s	5.0692 KOps/s	$\color{#35bf28}+2.32\%$
test_compile_assign_and_add[tensordict-eager]	1.8766ms	1.6296ms	613.6539 Ops/s	585.5582 Ops/s	$\color{#35bf28}+4.80\%$
test_compile_assign_and_add[pytree-compile]	0.2997ms	0.1913ms	5.2286 KOps/s	4.9080 KOps/s	$\textbf{\color{#35bf28}+6.53\%}$
test_compile_assign_and_add[pytree-eager]	1.7940ms	1.0997ms	909.3081 Ops/s	893.4362 Ops/s	$\color{#35bf28}+1.78\%$
test_compile_assign_and_add_stack[compile]	0.4764ms	0.4090ms	2.4452 KOps/s	2.3898 KOps/s	$\color{#35bf28}+2.32\%$
test_compile_assign_and_add_stack[eager]	5.9345ms	3.8733ms	258.1793 Ops/s	266.7563 Ops/s	$\color{#d91a1a}-3.22\%$
test_compile_indexing[tensor-tensordict-compile]	84.5180μs	34.9633μs	28.6014 KOps/s	28.0705 KOps/s	$\color{#35bf28}+1.89\%$
test_compile_indexing[tensor-tensordict-eager]	0.9896ms	48.5062μs	20.6159 KOps/s	19.9617 KOps/s	$\color{#35bf28}+3.28\%$
test_compile_indexing[tensor-tensorclass-compile]	82.8540μs	30.6162μs	32.6625 KOps/s	33.2211 KOps/s	$\color{#d91a1a}-1.68\%$
test_compile_indexing[tensor-tensorclass-eager]	72.8660μs	29.1219μs	34.3384 KOps/s	33.7523 KOps/s	$\color{#35bf28}+1.74\%$
test_compile_indexing[tensor-pytree-compile]	82.5250μs	30.2672μs	33.0390 KOps/s	33.6942 KOps/s	$\color{#d91a1a}-1.94\%$
test_compile_indexing[tensor-pytree-eager]	69.2490μs	29.0374μs	34.4384 KOps/s	33.7849 KOps/s	$\color{#35bf28}+1.93\%$
test_compile_indexing[slice-tensordict-compile]	0.1360ms	74.9286μs	13.3460 KOps/s	13.6221 KOps/s	$\color{#d91a1a}-2.03\%$
test_compile_indexing[slice-tensordict-eager]	0.6163ms	28.7091μs	34.8321 KOps/s	35.4066 KOps/s	$\color{#d91a1a}-1.62\%$
test_compile_indexing[slice-tensorclass-compile]	0.1452ms	69.6398μs	14.3596 KOps/s	14.9640 KOps/s	$\color{#d91a1a}-4.04\%$
test_compile_indexing[slice-tensorclass-eager]	75.0500μs	23.7835μs	42.0460 KOps/s	44.0071 KOps/s	$\color{#d91a1a}-4.46\%$
test_compile_indexing[slice-pytree-compile]	0.1922ms	70.3053μs	14.2237 KOps/s	14.6809 KOps/s	$\color{#d91a1a}-3.11\%$
test_compile_indexing[slice-pytree-eager]	62.4470μs	23.9712μs	41.7168 KOps/s	44.3005 KOps/s	$\textbf{\color{#d91a1a}-5.83\%}$
test_compile_indexing[int-tensordict-compile]	0.1490ms	74.6734μs	13.3917 KOps/s	13.5173 KOps/s	$\color{#d91a1a}-0.93\%$
test_compile_indexing[int-tensordict-eager]	0.9882ms	28.8305μs	34.6855 KOps/s	35.7716 KOps/s	$\color{#d91a1a}-3.04\%$
test_compile_indexing[int-tensorclass-compile]	0.1546ms	70.9110μs	14.1022 KOps/s	14.7487 KOps/s	$\color{#d91a1a}-4.38\%$
test_compile_indexing[int-tensorclass-eager]	0.1037ms	24.2505μs	41.2362 KOps/s	43.7334 KOps/s	$\textbf{\color{#d91a1a}-5.71\%}$
test_compile_indexing[int-pytree-compile]	0.1332ms	69.9140μs	14.3033 KOps/s	14.9337 KOps/s	$\color{#d91a1a}-4.22\%$
test_compile_indexing[int-pytree-eager]	80.4100μs	24.6246μs	40.6097 KOps/s	44.0670 KOps/s	$\textbf{\color{#d91a1a}-7.85\%}$
test_mod_add[eager]	89.8180μs	26.7189μs	37.4267 KOps/s	39.6476 KOps/s	$\textbf{\color{#d91a1a}-5.60\%}$
test_mod_add[compile]	0.1126ms	38.7968μs	25.7753 KOps/s	24.7317 KOps/s	$\color{#35bf28}+4.22\%$
test_mod_add[compile-overhead]	94.8070μs	38.7815μs	25.7855 KOps/s	25.0741 KOps/s	$\color{#35bf28}+2.84\%$
test_mod_wrap[eager]	1.4465ms	0.2685ms	3.7244 KOps/s	4.8752 KOps/s	$\textbf{\color{#d91a1a}-23.60\%}$
test_mod_wrap[compile]	0.3431ms	0.2376ms	4.2080 KOps/s	4.2802 KOps/s	$\color{#d91a1a}-1.69\%$
test_mod_wrap[compile-overhead]	0.3749ms	0.2371ms	4.2184 KOps/s	4.2647 KOps/s	$\color{#d91a1a}-1.09\%$
test_mod_wrap_and_backward[eager]	13.1003ms	10.6610ms	93.7994 Ops/s	85.8110 Ops/s	$\textbf{\color{#35bf28}+9.31\%}$
test_mod_wrap_and_backward[compile]	11.7590ms	10.5422ms	94.8569 Ops/s	80.0324 Ops/s	$\textbf{\color{#35bf28}+18.52\%}$
test_mod_wrap_and_backward[compile-overhead]	11.3393ms	10.5987ms	94.3512 Ops/s	90.1772 Ops/s	$\color{#35bf28}+4.63\%$
test_seq_add[eager]	0.2050ms	94.9824μs	10.5283 KOps/s	10.9960 KOps/s	$\color{#d91a1a}-4.25\%$
test_seq_add[compile]	0.1319ms	64.3500μs	15.5400 KOps/s	14.9021 KOps/s	$\color{#35bf28}+4.28\%$
test_seq_add[compile-overhead]	0.1355ms	62.5962μs	15.9754 KOps/s	15.2577 KOps/s	$\color{#35bf28}+4.70\%$
test_seq_wrap[eager]	0.7317ms	0.3975ms	2.5157 KOps/s	2.6462 KOps/s	$\color{#d91a1a}-4.93\%$
test_seq_wrap[compile]	1.3682ms	0.2730ms	3.6624 KOps/s	3.6577 KOps/s	$\color{#35bf28}+0.13\%$
test_seq_wrap[compile-overhead]	1.1926ms	0.2720ms	3.6759 KOps/s	3.6278 KOps/s	$\color{#35bf28}+1.33\%$
test_func_call_runtime[False-eager]	0.9227ms	0.5338ms	1.8734 KOps/s	1.9518 KOps/s	$\color{#d91a1a}-4.01\%$
test_func_call_runtime[False-compile]	0.6458ms	0.5067ms	1.9735 KOps/s	1.9949 KOps/s	$\color{#d91a1a}-1.07\%$
test_func_call_runtime[False-compile-overhead]	0.8282ms	0.5074ms	1.9707 KOps/s	2.0297 KOps/s	$\color{#d91a1a}-2.91\%$
test_func_call_runtime[True-eager]	1.2524ms	0.7556ms	1.3234 KOps/s	1.3789 KOps/s	$\color{#d91a1a}-4.03\%$
test_func_call_runtime[True-compile]	0.9227ms	0.5210ms	1.9193 KOps/s	1.9609 KOps/s	$\color{#d91a1a}-2.12\%$
test_func_call_runtime[True-compile-overhead]	1.0311ms	0.5200ms	1.9231 KOps/s	1.9561 KOps/s	$\color{#d91a1a}-1.69\%$
test_func_call_cm_runtime[False-eager]	0.8036ms	0.5272ms	1.8967 KOps/s	1.9867 KOps/s	$\color{#d91a1a}-4.53\%$
test_func_call_cm_runtime[False-compile]	0.6052ms	0.5053ms	1.9788 KOps/s	2.0108 KOps/s	$\color{#d91a1a}-1.59\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6300ms	0.5066ms	1.9739 KOps/s	2.0189 KOps/s	$\color{#d91a1a}-2.23\%$
test_func_call_cm_runtime[True-eager]	0.9912ms	0.8838ms	1.1315 KOps/s	1.1887 KOps/s	$\color{#d91a1a}-4.81\%$
test_func_call_cm_runtime[True-compile]	0.8690ms	0.7507ms	1.3322 KOps/s	1.3803 KOps/s	$\color{#d91a1a}-3.49\%$
test_func_call_cm_runtime[True-compile-overhead]	0.9517ms	0.7530ms	1.3281 KOps/s	1.3688 KOps/s	$\color{#d91a1a}-2.98\%$
test_vmap_func_call_cm_runtime[eager]	2.3811ms	1.8816ms	531.4738 Ops/s	540.1841 Ops/s	$\color{#d91a1a}-1.61\%$
test_vmap_func_call_cm_runtime[compile]	5.0364ms	1.9824ms	504.4395 Ops/s	526.1805 Ops/s	$\color{#d91a1a}-4.13\%$
test_vmap_func_call_cm_runtime[compile-overhead]	3.0235ms	1.9410ms	515.2035 Ops/s	527.7360 Ops/s	$\color{#d91a1a}-2.37\%$
test_distributed	0.2707ms	0.1267ms	7.8952 KOps/s	7.8628 KOps/s	$\color{#35bf28}+0.41\%$
test_tdmodule	75.9010μs	19.4638μs	51.3774 KOps/s	54.9887 KOps/s	$\textbf{\color{#d91a1a}-6.57\%}$
test_tdmodule_dispatch	68.1670μs	37.6325μs	26.5728 KOps/s	28.7207 KOps/s	$\textbf{\color{#d91a1a}-7.48\%}$
test_tdseq	0.1401ms	22.7669μs	43.9234 KOps/s	48.1664 KOps/s	$\textbf{\color{#d91a1a}-8.81\%}$
test_tdseq_dispatch	80.8110μs	43.4535μs	23.0131 KOps/s	24.4607 KOps/s	$\textbf{\color{#d91a1a}-5.92\%}$
test_instantiation_functorch	1.8659ms	1.6075ms	622.0661 Ops/s	636.3732 Ops/s	$\color{#d91a1a}-2.25\%$
test_instantiation_td	2.4807ms	1.1815ms	846.4111 Ops/s	863.9451 Ops/s	$\color{#d91a1a}-2.03\%$
test_exec_functorch	0.4180ms	0.1918ms	5.2146 KOps/s	5.4634 KOps/s	$\color{#d91a1a}-4.56\%$
test_exec_functional_call	0.2742ms	0.1779ms	5.6199 KOps/s	5.8148 KOps/s	$\color{#d91a1a}-3.35\%$
test_exec_td	0.2899ms	0.1752ms	5.7070 KOps/s	5.9183 KOps/s	$\color{#d91a1a}-3.57\%$
test_exec_td_decorator	0.3348ms	0.2298ms	4.3507 KOps/s	4.5387 KOps/s	$\color{#d91a1a}-4.14\%$
test_vmap_mlp_speed[True-True]	1.3829ms	0.6527ms	1.5321 KOps/s	1.5115 KOps/s	$\color{#35bf28}+1.36\%$
test_vmap_mlp_speed[True-False]	2.3339ms	0.6634ms	1.5074 KOps/s	1.5755 KOps/s	$\color{#d91a1a}-4.32\%$
test_vmap_mlp_speed[False-True]	0.7937ms	0.5025ms	1.9900 KOps/s	2.0235 KOps/s	$\color{#d91a1a}-1.65\%$
test_vmap_mlp_speed[False-False]	0.8889ms	0.5026ms	1.9895 KOps/s	2.0246 KOps/s	$\color{#d91a1a}-1.73\%$
test_vmap_mlp_speed_decorator[True-True]	1.1980ms	0.6315ms	1.5836 KOps/s	1.6205 KOps/s	$\color{#d91a1a}-2.28\%$
test_vmap_mlp_speed_decorator[True-False]	0.9665ms	0.6364ms	1.5714 KOps/s	1.6268 KOps/s	$\color{#d91a1a}-3.40\%$
test_vmap_mlp_speed_decorator[False-True]	0.6565ms	0.5158ms	1.9386 KOps/s	1.9756 KOps/s	$\color{#d91a1a}-1.87\%$
test_vmap_mlp_speed_decorator[False-False]	0.7351ms	0.5173ms	1.9330 KOps/s	1.9782 KOps/s	$\color{#d91a1a}-2.28\%$
test_to_module_speed[True]	1.6304ms	1.2962ms	771.5075 Ops/s	772.3326 Ops/s	$\color{#d91a1a}-0.11\%$
test_to_module_speed[False]	1.7617ms	1.2642ms	790.9944 Ops/s	806.5972 Ops/s	$\color{#d91a1a}-1.93\%$
test_tc_init	0.1355ms	47.8081μs	20.9169 KOps/s	23.6653 KOps/s	$\textbf{\color{#d91a1a}-11.61\%}$
test_tc_init_nested	0.1820ms	92.4141μs	10.8209 KOps/s	11.8406 KOps/s	$\textbf{\color{#d91a1a}-8.61\%}$
test_tc_first_layer_tensor	17.5530μs	1.5713μs	636.4197 KOps/s	636.6084 KOps/s	$\color{#d91a1a}-0.03\%$
test_tc_first_layer_nontensor	47.9290μs	4.8186μs	207.5303 KOps/s	210.2810 KOps/s	$\color{#d91a1a}-1.31\%$
test_tc_second_layer_tensor	28.1320μs	2.9238μs	342.0242 KOps/s	351.8876 KOps/s	$\color{#d91a1a}-2.80\%$
test_tc_second_layer_nontensor	39.9140μs	6.1374μs	162.9346 KOps/s	166.0407 KOps/s	$\color{#d91a1a}-1.87\%$
test_unbind	0.4866s	13.4999ms	74.0747 Ops/s	75.7689 Ops/s	$\color{#d91a1a}-2.24\%$
test_full_like	8.1448ms	7.4555ms	134.1290 Ops/s	140.5532 Ops/s	$\color{#d91a1a}-4.57\%$
test_zeros_like	3.3205ms	2.8546ms	350.3088 Ops/s	171.2675 Ops/s	$\textbf{\color{#35bf28}+104.54\%}$
test_ones_like	14.1564ms	6.2203ms	160.7628 Ops/s	123.1162 Ops/s	$\textbf{\color{#35bf28}+30.58\%}$
test_clone	13.4694ms	8.1081ms	123.3330 Ops/s	102.7092 Ops/s	$\textbf{\color{#35bf28}+20.08\%}$
test_squeeze	65.0010μs	12.6709μs	78.9210 KOps/s	79.3441 KOps/s	$\color{#d91a1a}-0.53\%$
test_unsqueeze	0.2932ms	95.0325μs	10.5227 KOps/s	11.2104 KOps/s	$\textbf{\color{#d91a1a}-6.13\%}$
test_split	0.3726ms	0.2024ms	4.9414 KOps/s	5.1710 KOps/s	$\color{#d91a1a}-4.44\%$
test_permute	0.3787ms	0.2288ms	4.3710 KOps/s	4.5803 KOps/s	$\color{#d91a1a}-4.57\%$
test_stack	25.9392ms	25.4442ms	39.3016 Ops/s	39.8631 Ops/s	$\color{#d91a1a}-1.41\%$
test_cat	29.8595ms	25.4536ms	39.2872 Ops/s	40.1294 Ops/s	$\color{#d91a1a}-2.10\%$

[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: $\large\color{#d91a1a}6$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1378ms	12.8442μs	77.8561 KOps/s	69.3485 KOps/s	$\textbf{\color{#35bf28}+12.27\%}$
test_plain_set_stack_nested	42.4110μs	12.9810μs	77.0356 KOps/s	68.4314 KOps/s	$\textbf{\color{#35bf28}+12.57\%}$
test_plain_set_nested_inplace	49.8210μs	14.0210μs	71.3214 KOps/s	64.3909 KOps/s	$\textbf{\color{#35bf28}+10.76\%}$
test_plain_set_stack_nested_inplace	53.6710μs	14.0912μs	70.9663 KOps/s	64.8776 KOps/s	$\textbf{\color{#35bf28}+9.38\%}$
test_items	29.7800μs	2.8791μs	347.3282 KOps/s	346.9299 KOps/s	$\color{#35bf28}+0.11\%$
test_items_nested	0.5044ms	0.3380ms	2.9584 KOps/s	3.0043 KOps/s	$\color{#d91a1a}-1.53\%$
test_items_nested_locked	0.3825ms	0.3393ms	2.9471 KOps/s	3.0093 KOps/s	$\color{#d91a1a}-2.07\%$
test_items_nested_leaf	0.1045ms	55.1898μs	18.1193 KOps/s	18.0396 KOps/s	$\color{#35bf28}+0.44\%$
test_items_stack_nested	0.3948ms	0.3386ms	2.9529 KOps/s	2.9934 KOps/s	$\color{#d91a1a}-1.35\%$
test_items_stack_nested_leaf	84.1810μs	57.2094μs	17.4797 KOps/s	17.5385 KOps/s	$\color{#d91a1a}-0.34\%$
test_items_stack_nested_locked	0.3873ms	0.3400ms	2.9411 KOps/s	2.9790 KOps/s	$\color{#d91a1a}-1.27\%$
test_keys	36.5500μs	3.4279μs	291.7226 KOps/s	290.7935 KOps/s	$\color{#35bf28}+0.32\%$
test_keys_nested	79.0210μs	56.6416μs	17.6549 KOps/s	18.2984 KOps/s	$\color{#d91a1a}-3.52\%$
test_keys_nested_locked	2.2819ms	62.8517μs	15.9105 KOps/s	16.3422 KOps/s	$\color{#d91a1a}-2.64\%$
test_keys_nested_leaf	80.6520μs	47.7372μs	20.9480 KOps/s	21.1694 KOps/s	$\color{#d91a1a}-1.05\%$
test_keys_stack_nested	92.7310μs	56.9093μs	17.5718 KOps/s	17.7897 KOps/s	$\color{#d91a1a}-1.22\%$
test_keys_stack_nested_leaf	80.8810μs	48.7191μs	20.5258 KOps/s	20.7289 KOps/s	$\color{#d91a1a}-0.98\%$
test_keys_stack_nested_locked	90.7320μs	62.5976μs	15.9750 KOps/s	16.1749 KOps/s	$\color{#d91a1a}-1.24\%$
test_values	4.5667μs	0.8423μs	1.1872 MOps/s	1.1749 MOps/s	$\color{#35bf28}+1.05\%$
test_values_nested	67.3310μs	40.9533μs	24.4180 KOps/s	24.6165 KOps/s	$\color{#d91a1a}-0.81\%$
test_values_nested_locked	71.3820μs	42.6249μs	23.4605 KOps/s	23.4230 KOps/s	$\color{#35bf28}+0.16\%$
test_values_nested_leaf	66.3820μs	35.4662μs	28.1959 KOps/s	28.2676 KOps/s	$\color{#d91a1a}-0.25\%$
test_values_stack_nested	98.7920μs	41.8214μs	23.9112 KOps/s	23.7514 KOps/s	$\color{#35bf28}+0.67\%$
test_values_stack_nested_leaf	67.4610μs	36.1725μs	27.6453 KOps/s	27.7243 KOps/s	$\color{#d91a1a}-0.28\%$
test_values_stack_nested_locked	65.5510μs	43.1812μs	23.1582 KOps/s	22.9219 KOps/s	$\color{#35bf28}+1.03\%$
test_membership	1.7425μs	0.5002μs	1.9994 MOps/s	1.9878 MOps/s	$\color{#35bf28}+0.58\%$
test_membership_nested	16.7550μs	1.9145μs	522.3327 KOps/s	524.6353 KOps/s	$\color{#d91a1a}-0.44\%$
test_membership_nested_leaf	14.8805μs	1.9490μs	513.0753 KOps/s	538.0806 KOps/s	$\color{#d91a1a}-4.65\%$
test_membership_stacked_nested	27.0410μs	1.9692μs	507.8312 KOps/s	521.3813 KOps/s	$\color{#d91a1a}-2.60\%$
test_membership_stacked_nested_leaf	22.4900μs	1.9567μs	511.0634 KOps/s	518.0586 KOps/s	$\color{#d91a1a}-1.35\%$
test_membership_nested_last	28.2700μs	2.8124μs	355.5650 KOps/s	356.8045 KOps/s	$\color{#d91a1a}-0.35\%$
test_membership_nested_leaf_last	32.2910μs	2.8105μs	355.8138 KOps/s	359.3570 KOps/s	$\color{#d91a1a}-0.99\%$
test_membership_stacked_nested_last	26.9300μs	4.4722μs	223.6039 KOps/s	235.1275 KOps/s	$\color{#d91a1a}-4.90\%$
test_membership_stacked_nested_leaf_last	91.3510μs	4.4606μs	224.1858 KOps/s	235.7149 KOps/s	$\color{#d91a1a}-4.89\%$
test_nested_getleaf	26.1200μs	6.1094μs	163.6830 KOps/s	165.2221 KOps/s	$\color{#d91a1a}-0.93\%$
test_nested_get	29.1300μs	5.7187μs	174.8648 KOps/s	173.9090 KOps/s	$\color{#35bf28}+0.55\%$
test_stacked_getleaf	26.1700μs	6.0999μs	163.9359 KOps/s	163.0027 KOps/s	$\color{#35bf28}+0.57\%$
test_stacked_get	25.4800μs	5.6844μs	175.9202 KOps/s	174.9278 KOps/s	$\color{#35bf28}+0.57\%$
test_nested_getitemleaf	30.2500μs	6.2340μs	160.4109 KOps/s	162.1122 KOps/s	$\color{#d91a1a}-1.05\%$
test_nested_getitem	37.6000μs	5.7999μs	172.4179 KOps/s	172.8718 KOps/s	$\color{#d91a1a}-0.26\%$
test_stacked_getitemleaf	29.8000μs	6.1500μs	162.6023 KOps/s	162.4149 KOps/s	$\color{#35bf28}+0.12\%$
test_stacked_getitem	22.9810μs	5.6673μs	176.4522 KOps/s	173.5859 KOps/s	$\color{#35bf28}+1.65\%$
test_lock_nested	4.5268ms	0.4267ms	2.3438 KOps/s	2.3908 KOps/s	$\color{#d91a1a}-1.96\%$
test_lock_stack_nested	0.4475ms	0.3782ms	2.6439 KOps/s	2.6264 KOps/s	$\color{#35bf28}+0.66\%$
test_unlock_nested	0.7449ms	0.3616ms	2.7652 KOps/s	2.7903 KOps/s	$\color{#d91a1a}-0.90\%$
test_unlock_stack_nested	0.3472ms	0.3149ms	3.1754 KOps/s	3.1208 KOps/s	$\color{#35bf28}+1.75\%$
test_flatten_speed	0.1494ms	69.4767μs	14.3933 KOps/s	14.4401 KOps/s	$\color{#d91a1a}-0.32\%$
test_unflatten_speed	0.3105ms	0.2834ms	3.5285 KOps/s	3.5224 KOps/s	$\color{#35bf28}+0.18\%$
test_common_ops	1.4815ms	1.2186ms	820.5976 Ops/s	785.4985 Ops/s	$\color{#35bf28}+4.47\%$
test_creation	21.6410μs	1.4869μs	672.5255 KOps/s	675.4936 KOps/s	$\color{#d91a1a}-0.44\%$
test_creation_empty	39.6610μs	13.6534μs	73.2417 KOps/s	60.3764 KOps/s	$\textbf{\color{#35bf28}+21.31\%}$
test_creation_nested_1	38.3910μs	15.1468μs	66.0205 KOps/s	54.1476 KOps/s	$\textbf{\color{#35bf28}+21.93\%}$
test_creation_nested_2	42.5110μs	18.2814μs	54.7003 KOps/s	48.2714 KOps/s	$\textbf{\color{#35bf28}+13.32\%}$
test_clone	70.0610μs	29.2702μs	34.1644 KOps/s	35.2504 KOps/s	$\color{#d91a1a}-3.08\%$
test_getitem[int]	1.0613ms	15.6211μs	64.0162 KOps/s	61.3844 KOps/s	$\color{#35bf28}+4.29\%$
test_getitem[slice_int]	0.1204ms	27.8806μs	35.8673 KOps/s	35.4367 KOps/s	$\color{#35bf28}+1.22\%$
test_getitem[range]	0.2354ms	0.1141ms	8.7617 KOps/s	8.9170 KOps/s	$\color{#d91a1a}-1.74\%$
test_getitem[tuple]	0.1178ms	24.0346μs	41.6067 KOps/s	41.1852 KOps/s	$\color{#35bf28}+1.02\%$
test_getitem[list]	0.2238ms	0.1028ms	9.7296 KOps/s	9.8603 KOps/s	$\color{#d91a1a}-1.33\%$
test_setitem_dim[int]	68.4110μs	46.3984μs	21.5525 KOps/s	21.8736 KOps/s	$\color{#d91a1a}-1.47\%$
test_setitem_dim[slice_int]	0.1134ms	68.8977μs	14.5143 KOps/s	14.6110 KOps/s	$\color{#d91a1a}-0.66\%$
test_setitem_dim[range]	0.1707ms	0.1301ms	7.6841 KOps/s	7.8406 KOps/s	$\color{#d91a1a}-2.00\%$
test_setitem_dim[tuple]	98.3410μs	62.5407μs	15.9896 KOps/s	16.3203 KOps/s	$\color{#d91a1a}-2.03\%$
test_setitem	73.2410μs	40.9359μs	24.4284 KOps/s	23.8431 KOps/s	$\color{#35bf28}+2.45\%$
test_set	84.1120μs	39.7952μs	25.1287 KOps/s	24.5357 KOps/s	$\color{#35bf28}+2.42\%$
test_set_shared	0.3609ms	51.0755μs	19.5789 KOps/s	19.6667 KOps/s	$\color{#d91a1a}-0.45\%$
test_update	99.7920μs	47.3737μs	21.1088 KOps/s	19.6561 KOps/s	$\textbf{\color{#35bf28}+7.39\%}$
test_update_nested	90.7910μs	54.4682μs	18.3593 KOps/s	17.6470 KOps/s	$\color{#35bf28}+4.04\%$
test_update__nested	97.0410μs	60.0660μs	16.6483 KOps/s	17.3578 KOps/s	$\color{#d91a1a}-4.09\%$
test_set_nested	80.2910μs	42.5190μs	23.5189 KOps/s	23.0945 KOps/s	$\color{#35bf28}+1.84\%$
test_set_nested_new	83.8920μs	45.9778μs	21.7496 KOps/s	20.9723 KOps/s	$\color{#35bf28}+3.71\%$
test_select	92.7020μs	59.1188μs	16.9151 KOps/s	16.3595 KOps/s	$\color{#35bf28}+3.40\%$
test_select_nested	76.3620μs	41.6375μs	24.0168 KOps/s	23.8918 KOps/s	$\color{#35bf28}+0.52\%$
test_exclude_nested	89.0110μs	59.4025μs	16.8343 KOps/s	16.8898 KOps/s	$\color{#d91a1a}-0.33\%$
test_empty[True]	0.2841ms	0.2513ms	3.9801 KOps/s	4.0425 KOps/s	$\color{#d91a1a}-1.54\%$
test_empty[False]	3.7170μs	0.7481μs	1.3368 MOps/s	1.3510 MOps/s	$\color{#d91a1a}-1.05\%$
test_to	55.1710μs	25.3588μs	39.4340 KOps/s	39.4598 KOps/s	$\color{#d91a1a}-0.07\%$
test_to_nonblocking	59.7510μs	24.7042μs	40.4790 KOps/s	41.7113 KOps/s	$\color{#d91a1a}-2.95\%$
test_unbind_speed	0.9543ms	0.2801ms	3.5697 KOps/s	3.5671 KOps/s	$\color{#35bf28}+0.07\%$
test_unbind_speed_stack0	0.3310ms	0.2784ms	3.5915 KOps/s	3.6189 KOps/s	$\color{#d91a1a}-0.76\%$
test_unbind_speed_stack1	91.9917ms	0.7048ms	1.4188 KOps/s	1.4271 KOps/s	$\color{#d91a1a}-0.58\%$
test_split	93.1959ms	2.1942ms	455.7378 Ops/s	468.3019 Ops/s	$\color{#d91a1a}-2.68\%$
test_chunk	95.5748ms	2.1890ms	456.8326 Ops/s	470.0994 Ops/s	$\color{#d91a1a}-2.82\%$
test_creation[device0]	0.2640ms	0.1287ms	7.7719 KOps/s	7.8599 KOps/s	$\color{#d91a1a}-1.12\%$
test_creation_from_tensor	0.3498ms	0.1347ms	7.4261 KOps/s	7.7436 KOps/s	$\color{#d91a1a}-4.10\%$
test_add_one[memmap_tensor0]	0.2379ms	8.9929μs	111.1982 KOps/s	111.9800 KOps/s	$\color{#d91a1a}-0.70\%$
test_contiguous[memmap_tensor0]	28.5500μs	2.2684μs	440.8461 KOps/s	445.8087 KOps/s	$\color{#d91a1a}-1.11\%$
test_stack[memmap_tensor0]	33.7610μs	6.9545μs	143.7921 KOps/s	147.8469 KOps/s	$\color{#d91a1a}-2.74\%$
test_memmaptd_index	1.0766ms	0.4229ms	2.3646 KOps/s	2.3589 KOps/s	$\color{#35bf28}+0.24\%$
test_memmaptd_index_astensor	0.9079ms	0.4825ms	2.0728 KOps/s	2.0963 KOps/s	$\color{#d91a1a}-1.12\%$
test_memmaptd_index_op	1.4050ms	0.9935ms	1.0066 KOps/s	965.2885 Ops/s	$\color{#35bf28}+4.28\%$
test_serialize_model	0.1306s	0.1290s	7.7532 Ops/s	7.7002 Ops/s	$\color{#35bf28}+0.69\%$
test_serialize_model_pickle	1.2197s	1.2080s	0.8278 Ops/s	0.7828 Ops/s	$\textbf{\color{#35bf28}+5.75\%}$
test_serialize_weights	0.1292s	0.1286s	7.7764 Ops/s	7.7585 Ops/s	$\color{#35bf28}+0.23\%$
test_serialize_weights_returnearly	51.8635ms	47.1438ms	21.2117 Ops/s	20.8455 Ops/s	$\color{#35bf28}+1.76\%$
test_serialize_weights_pickle	1.2135s	1.1933s	0.8380 Ops/s	0.7370 Ops/s	$\textbf{\color{#35bf28}+13.71\%}$
test_reshape_pytree	64.1110μs	35.7241μs	27.9923 KOps/s	27.4429 KOps/s	$\color{#35bf28}+2.00\%$
test_reshape_td	88.8820μs	42.2071μs	23.6927 KOps/s	23.2499 KOps/s	$\color{#35bf28}+1.90\%$
test_view_pytree	70.9520μs	35.6973μs	28.0134 KOps/s	27.7684 KOps/s	$\color{#35bf28}+0.88\%$
test_view_td	72.9620μs	45.2580μs	22.0956 KOps/s	20.8465 KOps/s	$\textbf{\color{#35bf28}+5.99\%}$
test_unbind_pytree	60.5710μs	34.4776μs	29.0043 KOps/s	28.6431 KOps/s	$\color{#35bf28}+1.26\%$
test_unbind_td	0.4545ms	43.3455μs	23.0704 KOps/s	23.0177 KOps/s	$\color{#35bf28}+0.23\%$
test_split_pytree	77.8220μs	46.0786μs	21.7020 KOps/s	20.6820 KOps/s	$\color{#35bf28}+4.93\%$
test_split_td	0.1798ms	56.1793μs	17.8002 KOps/s	18.0870 KOps/s	$\color{#d91a1a}-1.59\%$
test_add_pytree	0.1028ms	56.9213μs	17.5681 KOps/s	16.9421 KOps/s	$\color{#35bf28}+3.69\%$
test_add_td	0.1427ms	89.4225μs	11.1829 KOps/s	10.8120 KOps/s	$\color{#35bf28}+3.43\%$
test_compile_add_one_nested[tensordict-compile]	0.4105ms	0.2121ms	4.7142 KOps/s	4.6663 KOps/s	$\color{#35bf28}+1.02\%$
test_compile_add_one_nested[tensordict-eager]	0.2122ms	0.1517ms	6.5941 KOps/s	6.7588 KOps/s	$\color{#d91a1a}-2.44\%$
test_compile_add_one_nested[pytree-compile]	0.2062ms	0.1456ms	6.8671 KOps/s	6.8301 KOps/s	$\color{#35bf28}+0.54\%$
test_compile_add_one_nested[pytree-eager]	0.2461ms	0.1839ms	5.4388 KOps/s	5.4811 KOps/s	$\color{#d91a1a}-0.77\%$
test_compile_copy_nested[tensordict-compile]	57.0710μs	21.3376μs	46.8656 KOps/s	47.2832 KOps/s	$\color{#d91a1a}-0.88\%$
test_compile_copy_nested[tensordict-eager]	79.9520μs	44.0277μs	22.7130 KOps/s	23.1583 KOps/s	$\color{#d91a1a}-1.92\%$
test_compile_copy_nested[pytree-compile]	0.1049ms	63.6012μs	15.7230 KOps/s	15.6966 KOps/s	$\color{#35bf28}+0.17\%$
test_compile_copy_nested[pytree-eager]	86.2520μs	49.3241μs	20.2741 KOps/s	20.3423 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_add_one_flat[tensordict-compile]	0.3735ms	0.3220ms	3.1058 KOps/s	3.1279 KOps/s	$\color{#d91a1a}-0.71\%$
test_compile_add_one_flat[tensordict-eager]	0.2758ms	0.2067ms	4.8380 KOps/s	4.8264 KOps/s	$\color{#35bf28}+0.24\%$
test_compile_add_one_flat[tensorclass-compile]	0.1763ms	0.1291ms	7.7439 KOps/s	7.8826 KOps/s	$\color{#d91a1a}-1.76\%$
test_compile_add_one_flat[tensorclass-eager]	0.1111ms	60.8306μs	16.4391 KOps/s	16.5150 KOps/s	$\color{#d91a1a}-0.46\%$
test_compile_add_one_flat[pytree-compile]	0.4261ms	0.3209ms	3.1161 KOps/s	3.1398 KOps/s	$\color{#d91a1a}-0.75\%$
test_compile_add_one_flat[pytree-eager]	0.9959ms	0.6133ms	1.6305 KOps/s	1.6261 KOps/s	$\color{#35bf28}+0.27\%$
test_compile_add_self_flat[tensordict-eager]	0.6403ms	0.2470ms	4.0481 KOps/s	4.0625 KOps/s	$\color{#d91a1a}-0.36\%$
test_compile_add_self_flat[tensordict-compile]	0.3856ms	0.3234ms	3.0923 KOps/s	3.1205 KOps/s	$\color{#d91a1a}-0.90\%$
test_compile_add_self_flat[tensorclass-eager]	0.4823ms	73.8923μs	13.5332 KOps/s	14.4917 KOps/s	$\textbf{\color{#d91a1a}-6.61\%}$
test_compile_add_self_flat[tensorclass-compile]	0.2119ms	0.1330ms	7.5204 KOps/s	7.7906 KOps/s	$\color{#d91a1a}-3.47\%$
test_compile_add_self_flat[pytree-eager]	0.9263ms	0.5341ms	1.8723 KOps/s	1.8987 KOps/s	$\color{#d91a1a}-1.39\%$
test_compile_add_self_flat[pytree-compile]	0.3794ms	0.3193ms	3.1322 KOps/s	3.1321 KOps/s	$+0.00\%$
test_compile_copy_flat[tensordict-compile]	0.4252ms	19.6137μs	50.9849 KOps/s	55.2682 KOps/s	$\textbf{\color{#d91a1a}-7.75\%}$
test_compile_copy_flat[tensordict-eager]	59.3310μs	27.3425μs	36.5730 KOps/s	37.8277 KOps/s	$\color{#d91a1a}-3.32\%$
test_compile_copy_flat[pytree-compile]	0.1248ms	68.8249μs	14.5296 KOps/s	14.5505 KOps/s	$\color{#d91a1a}-0.14\%$
test_compile_copy_flat[pytree-eager]	0.1040ms	51.0750μs	19.5790 KOps/s	19.5361 KOps/s	$\color{#35bf28}+0.22\%$
test_compile_assign_and_add[tensordict-compile]	2.3187ms	0.8131ms	1.2299 KOps/s	1.1254 KOps/s	$\textbf{\color{#35bf28}+9.29\%}$
test_compile_assign_and_add[tensordict-eager]	3.3393ms	3.1889ms	313.5858 Ops/s	311.2700 Ops/s	$\color{#35bf28}+0.74\%$
test_compile_assign_and_add[pytree-compile]	2.2715ms	0.8040ms	1.2438 KOps/s	1.1329 KOps/s	$\textbf{\color{#35bf28}+9.79\%}$
test_compile_assign_and_add[pytree-eager]	3.5146ms	3.3484ms	298.6487 Ops/s	310.3878 Ops/s	$\color{#d91a1a}-3.78\%$
test_compile_indexing[tensor-tensordict-compile]	0.1622ms	0.1108ms	9.0256 KOps/s	9.2214 KOps/s	$\color{#d91a1a}-2.12\%$
test_compile_indexing[tensor-tensordict-eager]	0.1896ms	65.4716μs	15.2738 KOps/s	15.8268 KOps/s	$\color{#d91a1a}-3.49\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1494ms	0.1045ms	9.5734 KOps/s	9.6075 KOps/s	$\color{#d91a1a}-0.35\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1127ms	44.6683μs	22.3873 KOps/s	22.6265 KOps/s	$\color{#d91a1a}-1.06\%$
test_compile_indexing[tensor-pytree-compile]	0.1556ms	0.1055ms	9.4786 KOps/s	9.5399 KOps/s	$\color{#d91a1a}-0.64\%$
test_compile_indexing[tensor-pytree-eager]	0.1049ms	44.1184μs	22.6663 KOps/s	22.6074 KOps/s	$\color{#35bf28}+0.26\%$
test_compile_indexing[slice-tensordict-compile]	0.1920ms	0.1390ms	7.1929 KOps/s	7.2696 KOps/s	$\color{#d91a1a}-1.05\%$
test_compile_indexing[slice-tensordict-eager]	0.1597ms	24.9617μs	40.0614 KOps/s	40.0030 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_indexing[slice-tensorclass-compile]	0.1882ms	0.1329ms	7.5238 KOps/s	7.5870 KOps/s	$\color{#d91a1a}-0.83\%$
test_compile_indexing[slice-tensorclass-eager]	59.9910μs	21.0353μs	47.5390 KOps/s	47.8252 KOps/s	$\color{#d91a1a}-0.60\%$
test_compile_indexing[slice-pytree-compile]	0.2055ms	0.1333ms	7.5016 KOps/s	7.5073 KOps/s	$\color{#d91a1a}-0.08\%$
test_compile_indexing[slice-pytree-eager]	57.1210μs	20.3255μs	49.1993 KOps/s	48.5426 KOps/s	$\color{#35bf28}+1.35\%$
test_compile_indexing[int-tensordict-compile]	0.2046ms	0.1403ms	7.1292 KOps/s	7.2475 KOps/s	$\color{#d91a1a}-1.63\%$
test_compile_indexing[int-tensordict-eager]	0.4893ms	24.7192μs	40.4544 KOps/s	39.1590 KOps/s	$\color{#35bf28}+3.31\%$
test_compile_indexing[int-tensorclass-compile]	0.2078ms	0.1341ms	7.4583 KOps/s	7.5175 KOps/s	$\color{#d91a1a}-0.79\%$
test_compile_indexing[int-tensorclass-eager]	0.1232ms	22.3764μs	44.6900 KOps/s	48.4668 KOps/s	$\textbf{\color{#d91a1a}-7.79\%}$
test_compile_indexing[int-pytree-compile]	0.1880ms	0.1334ms	7.4971 KOps/s	7.5348 KOps/s	$\color{#d91a1a}-0.50\%$
test_compile_indexing[int-pytree-eager]	55.4210μs	20.5538μs	48.6527 KOps/s	48.2155 KOps/s	$\color{#35bf28}+0.91\%$
test_mod_add[eager]	76.5010μs	30.2609μs	33.0460 KOps/s	28.7708 KOps/s	$\textbf{\color{#35bf28}+14.86\%}$
test_mod_add[compile]	0.3775ms	69.9712μs	14.2916 KOps/s	14.0211 KOps/s	$\color{#35bf28}+1.93\%$
test_mod_add[compile-overhead]	0.2665ms	0.1384ms	7.2255 KOps/s	7.0691 KOps/s	$\color{#35bf28}+2.21\%$
test_mod_wrap[eager]	0.3221ms	0.2586ms	3.8666 KOps/s	3.9637 KOps/s	$\color{#d91a1a}-2.45\%$
test_mod_wrap[compile]	1.4991ms	0.2973ms	3.3634 KOps/s	3.3098 KOps/s	$\color{#35bf28}+1.62\%$
test_mod_wrap[compile-overhead]	7.8187ms	4.1272ms	242.2955 Ops/s	244.8052 Ops/s	$\color{#d91a1a}-1.03\%$
test_mod_wrap_and_backward[eager]	1.4662ms	1.3380ms	747.3856 Ops/s	689.4137 Ops/s	$\textbf{\color{#35bf28}+8.41\%}$
test_mod_wrap_and_backward[compile]	1.5752ms	1.3261ms	754.0932 Ops/s	695.3781 Ops/s	$\textbf{\color{#35bf28}+8.44\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3318ms	0.9057ms	1.1041 KOps/s	989.1854 Ops/s	$\textbf{\color{#35bf28}+11.62\%}$
test_seq_add[eager]	0.1714ms	98.1153μs	10.1921 KOps/s	9.5408 KOps/s	$\textbf{\color{#35bf28}+6.83\%}$
test_seq_add[compile]	0.1356ms	85.3907μs	11.7109 KOps/s	12.1661 KOps/s	$\color{#d91a1a}-3.74\%$
test_seq_add[compile-overhead]	0.1645ms	0.1167ms	8.5689 KOps/s	8.6865 KOps/s	$\color{#d91a1a}-1.35\%$
test_seq_wrap[eager]	0.4641ms	0.3963ms	2.5236 KOps/s	2.5166 KOps/s	$\color{#35bf28}+0.28\%$
test_seq_wrap[compile]	0.3876ms	0.3300ms	3.0306 KOps/s	3.1271 KOps/s	$\color{#d91a1a}-3.09\%$
test_seq_wrap[compile-overhead]	0.2818ms	0.2317ms	4.3161 KOps/s	4.4588 KOps/s	$\color{#d91a1a}-3.20\%$
test_func_call_runtime[False-eager]	0.8794ms	0.7914ms	1.2636 KOps/s	1.3232 KOps/s	$\color{#d91a1a}-4.51\%$
test_func_call_runtime[False-compile]	0.8961ms	0.8440ms	1.1848 KOps/s	1.2335 KOps/s	$\color{#d91a1a}-3.95\%$
test_func_call_runtime[False-compile-overhead]	0.4530ms	0.3653ms	2.7375 KOps/s	2.7428 KOps/s	$\color{#d91a1a}-0.19\%$
test_func_call_runtime[True-eager]	1.0107ms	0.9358ms	1.0686 KOps/s	1.0790 KOps/s	$\color{#d91a1a}-0.97\%$
test_func_call_runtime[True-compile]	0.9353ms	0.8749ms	1.1430 KOps/s	1.1784 KOps/s	$\color{#d91a1a}-3.00\%$
test_func_call_runtime[True-compile-overhead]	0.4639ms	0.4031ms	2.4808 KOps/s	2.5193 KOps/s	$\color{#d91a1a}-1.53\%$
test_func_call_cm_runtime[False-eager]	0.8555ms	0.7929ms	1.2611 KOps/s	1.3294 KOps/s	$\textbf{\color{#d91a1a}-5.13\%}$
test_func_call_cm_runtime[False-compile]	0.9186ms	0.8346ms	1.1982 KOps/s	1.2288 KOps/s	$\color{#d91a1a}-2.49\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4285ms	0.3662ms	2.7309 KOps/s	2.7322 KOps/s	$\color{#d91a1a}-0.05\%$
test_func_call_cm_runtime[True-eager]	1.1400ms	1.0153ms	984.9738 Ops/s	980.8340 Ops/s	$\color{#35bf28}+0.42\%$
test_func_call_cm_runtime[True-compile]	0.9353ms	0.8656ms	1.1553 KOps/s	1.1489 KOps/s	$\color{#35bf28}+0.56\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4707ms	0.4231ms	2.3636 KOps/s	2.3441 KOps/s	$\color{#35bf28}+0.83\%$
test_vmap_func_call_cm_runtime[eager]	2.5275ms	2.0785ms	481.1196 Ops/s	479.1466 Ops/s	$\color{#35bf28}+0.41\%$
test_vmap_func_call_cm_runtime[compile]	0.9294ms	0.8749ms	1.1430 KOps/s	1.1347 KOps/s	$\color{#35bf28}+0.73\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4943ms	0.4305ms	2.3229 KOps/s	2.3303 KOps/s	$\color{#d91a1a}-0.32\%$
test_distributed	0.6880ms	0.1588ms	6.2983 KOps/s	8.8879 KOps/s	$\textbf{\color{#d91a1a}-29.14\%}$
test_tdmodule	61.5410μs	13.6496μs	73.2623 KOps/s	64.9524 KOps/s	$\textbf{\color{#35bf28}+12.79\%}$
test_tdmodule_dispatch	50.0910μs	26.7531μs	37.3789 KOps/s	33.2347 KOps/s	$\textbf{\color{#35bf28}+12.47\%}$
test_tdseq	34.6610μs	14.5487μs	68.7347 KOps/s	61.2301 KOps/s	$\textbf{\color{#35bf28}+12.26\%}$
test_tdseq_dispatch	51.8510μs	29.4498μs	33.9561 KOps/s	30.3883 KOps/s	$\textbf{\color{#35bf28}+11.74\%}$
test_instantiation_functorch	2.0322ms	1.8797ms	532.0027 Ops/s	529.8369 Ops/s	$\color{#35bf28}+0.41\%$
test_instantiation_td	1.7928ms	1.1997ms	833.5731 Ops/s	826.4731 Ops/s	$\color{#35bf28}+0.86\%$
test_exec_functorch	0.2434ms	0.2112ms	4.7348 KOps/s	4.6948 KOps/s	$\color{#35bf28}+0.85\%$
test_exec_functional_call	0.2612ms	0.2135ms	4.6841 KOps/s	4.5742 KOps/s	$\color{#35bf28}+2.40\%$
test_exec_td	0.2936ms	0.2173ms	4.6022 KOps/s	4.2462 KOps/s	$\textbf{\color{#35bf28}+8.38\%}$
test_exec_td_decorator	0.9117ms	0.2614ms	3.8252 KOps/s	3.6028 KOps/s	$\textbf{\color{#35bf28}+6.17\%}$
test_vmap_mlp_speed[True-True]	0.7747ms	0.6798ms	1.4709 KOps/s	1.4283 KOps/s	$\color{#35bf28}+2.98\%$
test_vmap_mlp_speed[True-False]	0.7866ms	0.6797ms	1.4713 KOps/s	1.4462 KOps/s	$\color{#35bf28}+1.74\%$
test_vmap_mlp_speed[False-True]	0.7133ms	0.5728ms	1.7458 KOps/s	1.6717 KOps/s	$\color{#35bf28}+4.43\%$
test_vmap_mlp_speed[False-False]	0.6189ms	0.5734ms	1.7441 KOps/s	1.6446 KOps/s	$\textbf{\color{#35bf28}+6.05\%}$
test_vmap_mlp_speed_decorator[True-True]	1.3042ms	0.6653ms	1.5031 KOps/s	1.4581 KOps/s	$\color{#35bf28}+3.09\%$
test_vmap_mlp_speed_decorator[True-False]	0.8094ms	0.6669ms	1.4994 KOps/s	1.4759 KOps/s	$\color{#35bf28}+1.59\%$
test_vmap_mlp_speed_decorator[False-True]	0.6886ms	0.5862ms	1.7058 KOps/s	1.6411 KOps/s	$\color{#35bf28}+3.94\%$
test_vmap_mlp_speed_decorator[False-False]	0.7339ms	0.5878ms	1.7013 KOps/s	1.6892 KOps/s	$\color{#35bf28}+0.72\%$
test_vmap_transformer_speed[True-True]	8.3802ms	8.2639ms	121.0087 Ops/s	118.9130 Ops/s	$\color{#35bf28}+1.76\%$
test_vmap_transformer_speed[True-False]	8.6515ms	8.3308ms	120.0368 Ops/s	118.6528 Ops/s	$\color{#35bf28}+1.17\%$
test_vmap_transformer_speed[False-True]	8.1521ms	8.0742ms	123.8506 Ops/s	121.2721 Ops/s	$\color{#35bf28}+2.13\%$
test_vmap_transformer_speed[False-False]	8.1612ms	8.0775ms	123.8011 Ops/s	121.5116 Ops/s	$\color{#35bf28}+1.88\%$
test_vmap_transformer_speed_decorator[True-True]	19.5565ms	19.4210ms	51.4906 Ops/s	50.6293 Ops/s	$\color{#35bf28}+1.70\%$
test_vmap_transformer_speed_decorator[True-False]	19.9809ms	19.4029ms	51.5388 Ops/s	50.9368 Ops/s	$\color{#35bf28}+1.18\%$
test_vmap_transformer_speed_decorator[False-True]	20.6143ms	19.2919ms	51.8353 Ops/s	51.2857 Ops/s	$\color{#35bf28}+1.07\%$
test_vmap_transformer_speed_decorator[False-False]	19.2935ms	19.2156ms	52.0409 Ops/s	51.3247 Ops/s	$\color{#35bf28}+1.40\%$
test_to_module_speed[True]	1.2256ms	0.9486ms	1.0542 KOps/s	1.0477 KOps/s	$\color{#35bf28}+0.62\%$
test_to_module_speed[False]	1.3372ms	0.9209ms	1.0859 KOps/s	1.0794 KOps/s	$\color{#35bf28}+0.60\%$
test_tc_init	52.6410μs	32.0424μs	31.2087 KOps/s	27.5615 KOps/s	$\textbf{\color{#35bf28}+13.23\%}$
test_tc_init_nested	98.2320μs	61.8736μs	16.1620 KOps/s	13.8124 KOps/s	$\textbf{\color{#35bf28}+17.01\%}$
test_tc_first_layer_tensor	4.0759μs	0.6814μs	1.4675 MOps/s	1.5033 MOps/s	$\color{#d91a1a}-2.38\%$
test_tc_first_layer_nontensor	85.4610μs	2.2566μs	443.1425 KOps/s	444.7666 KOps/s	$\color{#d91a1a}-0.37\%$
test_tc_second_layer_tensor	31.6880μs	1.3718μs	728.9920 KOps/s	724.4455 KOps/s	$\color{#35bf28}+0.63\%$
test_tc_second_layer_nontensor	21.9400μs	2.9580μs	338.0607 KOps/s	334.5873 KOps/s	$\color{#35bf28}+1.04\%$
test_unbind	0.1937s	12.2616ms	81.5557 Ops/s	92.7401 Ops/s	$\textbf{\color{#d91a1a}-12.06\%}$
test_full_like	0.6554ms	0.5738ms	1.7427 KOps/s	1.7389 KOps/s	$\color{#35bf28}+0.22\%$
test_zeros_like	0.2645ms	0.1980ms	5.0509 KOps/s	5.0544 KOps/s	$\color{#d91a1a}-0.07\%$
test_ones_like	0.2384ms	0.1978ms	5.0557 KOps/s	5.0589 KOps/s	$\color{#d91a1a}-0.06\%$
test_clone	0.4427ms	0.4145ms	2.4123 KOps/s	2.4146 KOps/s	$\color{#d91a1a}-0.09\%$
test_squeeze	36.9600μs	9.7728μs	102.3243 KOps/s	99.9040 KOps/s	$\color{#35bf28}+2.42\%$
test_unsqueeze	0.2893ms	75.1522μs	13.3063 KOps/s	13.3618 KOps/s	$\color{#d91a1a}-0.42\%$
test_split	0.2597ms	0.1600ms	6.2482 KOps/s	6.2008 KOps/s	$\color{#35bf28}+0.76\%$
test_permute	0.2230ms	0.1788ms	5.5937 KOps/s	5.3665 KOps/s	$\color{#35bf28}+4.23\%$
test_stack	1.2533ms	0.8771ms	1.1401 KOps/s	1.1719 KOps/s	$\color{#d91a1a}-2.71\%$
test_cat	1.2546ms	1.2312ms	812.2141 Ops/s	812.1163 Ops/s	$\color{#35bf28}+0.01\%$