[Doc] Fix symbolic trace reference in doc

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

Total Benchmarks: 213. Improved: $\large\color{#35bf28}13$. Worsened: $\large\color{#d91a1a}12$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	52.9700μs	22.1158μs	45.2165 KOps/s	47.2252 KOps/s	$\color{#d91a1a}-4.25\%$
test_plain_set_stack_nested	52.2370μs	22.0031μs	45.4482 KOps/s	46.1818 KOps/s	$\color{#d91a1a}-1.59\%$
test_plain_set_nested_inplace	59.4720μs	24.0309μs	41.6131 KOps/s	42.6284 KOps/s	$\color{#d91a1a}-2.38\%$
test_plain_set_stack_nested_inplace	55.9350μs	24.0007μs	41.6655 KOps/s	42.9632 KOps/s	$\color{#d91a1a}-3.02\%$
test_items	24.5060μs	2.6302μs	380.2051 KOps/s	351.5449 KOps/s	$\textbf{\color{#35bf28}+8.15\%}$
test_items_nested	0.3944ms	0.3358ms	2.9779 KOps/s	2.9330 KOps/s	$\color{#35bf28}+1.53\%$
test_items_nested_locked	0.6271ms	0.3375ms	2.9626 KOps/s	2.9358 KOps/s	$\color{#35bf28}+0.91\%$
test_items_nested_leaf	0.1469ms	87.5532μs	11.4216 KOps/s	11.8274 KOps/s	$\color{#d91a1a}-3.43\%$
test_items_stack_nested	2.2591ms	0.3387ms	2.9528 KOps/s	2.9478 KOps/s	$\color{#35bf28}+0.17\%$
test_items_stack_nested_leaf	0.1952ms	88.6204μs	11.2841 KOps/s	12.0055 KOps/s	$\textbf{\color{#d91a1a}-6.01\%}$
test_items_stack_nested_locked	0.4251ms	0.3405ms	2.9370 KOps/s	2.9313 KOps/s	$\color{#35bf28}+0.19\%$
test_keys	24.1850μs	3.8846μs	257.4242 KOps/s	246.4953 KOps/s	$\color{#35bf28}+4.43\%$
test_keys_nested	0.2535ms	0.1442ms	6.9333 KOps/s	6.8009 KOps/s	$\color{#35bf28}+1.95\%$
test_keys_nested_locked	0.7407ms	0.1498ms	6.6742 KOps/s	6.5520 KOps/s	$\color{#35bf28}+1.86\%$
test_keys_nested_leaf	0.2109ms	0.1248ms	8.0145 KOps/s	7.8943 KOps/s	$\color{#35bf28}+1.52\%$
test_keys_stack_nested	0.2425ms	0.1437ms	6.9597 KOps/s	6.9470 KOps/s	$\color{#35bf28}+0.18\%$
test_keys_stack_nested_leaf	0.2118ms	0.1221ms	8.1911 KOps/s	8.0394 KOps/s	$\color{#35bf28}+1.89\%$
test_keys_stack_nested_locked	0.3974ms	0.1486ms	6.7294 KOps/s	6.6983 KOps/s	$\color{#35bf28}+0.46\%$
test_values	7.9800μs	1.0575μs	945.6168 KOps/s	848.0727 KOps/s	$\textbf{\color{#35bf28}+11.50\%}$
test_values_nested	95.8100μs	50.4398μs	19.8256 KOps/s	19.6433 KOps/s	$\color{#35bf28}+0.93\%$
test_values_nested_locked	0.1001ms	49.8534μs	20.0588 KOps/s	19.5741 KOps/s	$\color{#35bf28}+2.48\%$
test_values_nested_leaf	82.9560μs	45.0591μs	22.1931 KOps/s	21.8215 KOps/s	$\color{#35bf28}+1.70\%$
test_values_stack_nested	0.1791ms	51.4819μs	19.4243 KOps/s	18.9848 KOps/s	$\color{#35bf28}+2.31\%$
test_values_stack_nested_leaf	89.2770μs	44.9128μs	22.2654 KOps/s	22.2126 KOps/s	$\color{#35bf28}+0.24\%$
test_values_stack_nested_locked	0.1001ms	51.1286μs	19.5585 KOps/s	19.3600 KOps/s	$\color{#35bf28}+1.03\%$
test_membership	2.8734μs	0.7346μs	1.3613 MOps/s	1.0795 MOps/s	$\textbf{\color{#35bf28}+26.10\%}$
test_membership_nested	25.0670μs	2.5883μs	386.3576 KOps/s	376.0086 KOps/s	$\color{#35bf28}+2.75\%$
test_membership_nested_leaf	19.2460μs	2.5929μs	385.6724 KOps/s	370.0933 KOps/s	$\color{#35bf28}+4.21\%$
test_membership_stacked_nested	30.1760μs	2.6464μs	377.8670 KOps/s	376.3419 KOps/s	$\color{#35bf28}+0.41\%$
test_membership_stacked_nested_leaf	29.1640μs	2.6361μs	379.3480 KOps/s	379.4488 KOps/s	$\color{#d91a1a}-0.03\%$
test_membership_nested_last	27.6320μs	3.9674μs	252.0566 KOps/s	250.3802 KOps/s	$\color{#35bf28}+0.67\%$
test_membership_nested_leaf_last	39.4540μs	4.0017μs	249.8911 KOps/s	251.1824 KOps/s	$\color{#d91a1a}-0.51\%$
test_membership_stacked_nested_last	53.5600μs	9.3908μs	106.4870 KOps/s	78.4726 KOps/s	$\textbf{\color{#35bf28}+35.70\%}$
test_membership_stacked_nested_leaf_last	41.5280μs	9.3893μs	106.5038 KOps/s	78.8362 KOps/s	$\textbf{\color{#35bf28}+35.10\%}$
test_nested_getleaf	39.7340μs	10.6912μs	93.5350 KOps/s	92.3845 KOps/s	$\color{#35bf28}+1.25\%$
test_nested_get	35.4770μs	10.1605μs	98.4203 KOps/s	99.7919 KOps/s	$\color{#d91a1a}-1.37\%$
test_stacked_getleaf	37.5200μs	10.3813μs	96.3268 KOps/s	95.9154 KOps/s	$\color{#35bf28}+0.43\%$
test_stacked_get	30.1470μs	9.9412μs	100.5920 KOps/s	102.1613 KOps/s	$\color{#d91a1a}-1.54\%$
test_nested_getitemleaf	35.5160μs	11.0956μs	90.1257 KOps/s	89.9219 KOps/s	$\color{#35bf28}+0.23\%$
test_nested_getitem	40.9570μs	10.1977μs	98.0618 KOps/s	98.6190 KOps/s	$\color{#d91a1a}-0.56\%$
test_stacked_getitemleaf	40.5160μs	11.0911μs	90.1622 KOps/s	91.0164 KOps/s	$\color{#d91a1a}-0.94\%$
test_stacked_getitem	47.7600μs	10.2872μs	97.2079 KOps/s	99.1878 KOps/s	$\color{#d91a1a}-2.00\%$
test_lock_nested	6.9129ms	0.5005ms	1.9979 KOps/s	1.9710 KOps/s	$\color{#35bf28}+1.37\%$
test_lock_stack_nested	0.6915ms	0.4519ms	2.2128 KOps/s	2.2487 KOps/s	$\color{#d91a1a}-1.59\%$
test_unlock_nested	90.7510ms	0.5054ms	1.9785 KOps/s	2.3734 KOps/s	$\textbf{\color{#d91a1a}-16.64\%}$
test_unlock_stack_nested	0.4581ms	0.3662ms	2.7304 KOps/s	2.7773 KOps/s	$\color{#d91a1a}-1.69\%$
test_flatten_speed	0.6252ms	0.1068ms	9.3650 KOps/s	9.6922 KOps/s	$\color{#d91a1a}-3.38\%$
test_unflatten_speed	0.9773ms	0.4318ms	2.3157 KOps/s	2.3215 KOps/s	$\color{#d91a1a}-0.25\%$
test_common_ops	4.2508ms	1.0793ms	926.5096 Ops/s	934.7374 Ops/s	$\color{#d91a1a}-0.88\%$
test_creation	14.3370μs	2.0328μs	491.9365 KOps/s	495.3525 KOps/s	$\color{#d91a1a}-0.69\%$
test_creation_empty	48.9010μs	18.0492μs	55.4041 KOps/s	57.7402 KOps/s	$\color{#d91a1a}-4.05\%$
test_creation_nested_1	60.7740μs	21.3067μs	46.9336 KOps/s	49.1052 KOps/s	$\color{#d91a1a}-4.42\%$
test_creation_nested_2	85.9110μs	24.6867μs	40.5077 KOps/s	42.1069 KOps/s	$\color{#d91a1a}-3.80\%$
test_clone	0.1125ms	17.4473μs	57.3154 KOps/s	59.5533 KOps/s	$\color{#d91a1a}-3.76\%$
test_getitem[int]	1.1822ms	16.8432μs	59.3712 KOps/s	61.5940 KOps/s	$\color{#d91a1a}-3.61\%$
test_getitem[slice_int]	0.1273ms	31.5690μs	31.6766 KOps/s	33.2282 KOps/s	$\color{#d91a1a}-4.67\%$
test_getitem[range]	0.3301ms	58.2921μs	17.1550 KOps/s	17.7949 KOps/s	$\color{#d91a1a}-3.60\%$
test_getitem[tuple]	0.1498ms	26.9893μs	37.0518 KOps/s	40.4465 KOps/s	$\textbf{\color{#d91a1a}-8.39\%}$
test_getitem[list]	0.2422ms	53.0066μs	18.8656 KOps/s	19.0406 KOps/s	$\color{#d91a1a}-0.92\%$
test_setitem_dim[int]	74.5300μs	39.4771μs	25.3311 KOps/s	25.4885 KOps/s	$\color{#d91a1a}-0.62\%$
test_setitem_dim[slice_int]	0.1312ms	70.1076μs	14.2638 KOps/s	14.5780 KOps/s	$\color{#d91a1a}-2.16\%$
test_setitem_dim[range]	0.1324ms	93.3085μs	10.7171 KOps/s	10.7995 KOps/s	$\color{#d91a1a}-0.76\%$
test_setitem_dim[tuple]	99.7570μs	57.0539μs	17.5273 KOps/s	17.7904 KOps/s	$\color{#d91a1a}-1.48\%$
test_setitem	0.1022ms	29.3254μs	34.1002 KOps/s	35.6094 KOps/s	$\color{#d91a1a}-4.24\%$
test_set	0.1087ms	28.4998μs	35.0880 KOps/s	36.5836 KOps/s	$\color{#d91a1a}-4.09\%$
test_set_shared	3.9517ms	0.2162ms	4.6259 KOps/s	4.6743 KOps/s	$\color{#d91a1a}-1.04\%$
test_update	0.1810ms	35.0716μs	28.5131 KOps/s	29.4769 KOps/s	$\color{#d91a1a}-3.27\%$
test_update_nested	0.1462ms	44.8943μs	22.2745 KOps/s	22.6820 KOps/s	$\color{#d91a1a}-1.80\%$
test_update__nested	0.1358ms	34.7162μs	28.8050 KOps/s	29.2684 KOps/s	$\color{#d91a1a}-1.58\%$
test_set_nested	0.1166ms	30.9885μs	32.2700 KOps/s	33.6298 KOps/s	$\color{#d91a1a}-4.04\%$
test_set_nested_new	0.1576ms	35.7146μs	27.9998 KOps/s	29.0568 KOps/s	$\color{#d91a1a}-3.64\%$
test_select	0.2074ms	52.8401μs	18.9250 KOps/s	19.6765 KOps/s	$\color{#d91a1a}-3.82\%$
test_select_nested	0.1130ms	59.0501μs	16.9348 KOps/s	16.7791 KOps/s	$\color{#35bf28}+0.93\%$
test_exclude_nested	0.1451ms	76.7117μs	13.0358 KOps/s	12.6885 KOps/s	$\color{#35bf28}+2.74\%$
test_empty[True]	0.5547ms	0.3199ms	3.1255 KOps/s	3.1130 KOps/s	$\color{#35bf28}+0.40\%$
test_empty[False]	9.4196μs	1.1454μs	873.0875 KOps/s	844.7930 KOps/s	$\color{#35bf28}+3.35\%$
test_unbind_speed	0.4993ms	0.2993ms	3.3411 KOps/s	3.2071 KOps/s	$\color{#35bf28}+4.18\%$
test_unbind_speed_stack0	0.4263ms	0.2937ms	3.4053 KOps/s	3.4411 KOps/s	$\color{#d91a1a}-1.04\%$
test_unbind_speed_stack1	0.1044s	0.7895ms	1.2667 KOps/s	1.4069 KOps/s	$\textbf{\color{#d91a1a}-9.96\%}$
test_split	0.1049s	2.2331ms	447.8059 Ops/s	471.7569 Ops/s	$\textbf{\color{#d91a1a}-5.08\%}$
test_chunk	0.1014s	2.2241ms	449.6191 Ops/s	469.4144 Ops/s	$\color{#d91a1a}-4.22\%$
test_creation[device0]	0.2211ms	0.1186ms	8.4290 KOps/s	8.4419 KOps/s	$\color{#d91a1a}-0.15\%$
test_creation_from_tensor	4.9286ms	0.1210ms	8.2622 KOps/s	8.2306 KOps/s	$\color{#35bf28}+0.38\%$
test_add_one[memmap_tensor0]	0.2570ms	7.7462μs	129.0959 KOps/s	128.5209 KOps/s	$\color{#35bf28}+0.45\%$
test_contiguous[memmap_tensor0]	43.9830μs	2.0226μs	494.4063 KOps/s	491.6332 KOps/s	$\color{#35bf28}+0.56\%$
test_stack[memmap_tensor0]	70.3320μs	5.7930μs	172.6228 KOps/s	175.4322 KOps/s	$\color{#d91a1a}-1.60\%$
test_memmaptd_index	1.0691ms	0.4090ms	2.4451 KOps/s	2.4588 KOps/s	$\color{#d91a1a}-0.55\%$
test_memmaptd_index_astensor	1.1342ms	0.4878ms	2.0498 KOps/s	2.0639 KOps/s	$\color{#d91a1a}-0.68\%$
test_memmaptd_index_op	1.4231ms	1.0345ms	966.6693 Ops/s	976.7053 Ops/s	$\color{#d91a1a}-1.03\%$
test_serialize_model	0.1330s	0.1279s	7.8168 Ops/s	6.8433 Ops/s	$\textbf{\color{#35bf28}+14.23\%}$
test_serialize_model_pickle	0.5019s	0.4056s	2.4658 Ops/s	2.4424 Ops/s	$\color{#35bf28}+0.96\%$
test_serialize_weights	0.2150s	0.1397s	7.1583 Ops/s	7.8904 Ops/s	$\textbf{\color{#d91a1a}-9.28\%}$
test_serialize_weights_returnearly	0.1865s	0.1705s	5.8650 Ops/s	5.9274 Ops/s	$\color{#d91a1a}-1.05\%$
test_serialize_weights_pickle	0.4900s	0.3895s	2.5677 Ops/s	2.5389 Ops/s	$\color{#35bf28}+1.13\%$
test_serialize_weights_filesystem	0.1513s	0.1429s	6.9982 Ops/s	6.5161 Ops/s	$\textbf{\color{#35bf28}+7.40\%}$
test_serialize_model_filesystem	0.2293s	0.1648s	6.0686 Ops/s	6.4338 Ops/s	$\textbf{\color{#d91a1a}-5.68\%}$
test_reshape_pytree	89.2880μs	39.5368μs	25.2929 KOps/s	25.4949 KOps/s	$\color{#d91a1a}-0.79\%$
test_reshape_td	0.1052ms	46.1955μs	21.6471 KOps/s	21.8086 KOps/s	$\color{#d91a1a}-0.74\%$
test_view_pytree	0.1025ms	39.7239μs	25.1738 KOps/s	25.4968 KOps/s	$\color{#d91a1a}-1.27\%$
test_view_td	0.1138ms	52.5226μs	19.0394 KOps/s	19.0752 KOps/s	$\color{#d91a1a}-0.19\%$
test_unbind_pytree	85.5610μs	37.3614μs	26.7656 KOps/s	27.3514 KOps/s	$\color{#d91a1a}-2.14\%$
test_unbind_td	0.4251ms	45.3209μs	22.0649 KOps/s	21.9813 KOps/s	$\color{#35bf28}+0.38\%$
test_split_pytree	0.1007ms	39.7820μs	25.1370 KOps/s	25.5432 KOps/s	$\color{#d91a1a}-1.59\%$
test_split_td	0.5572ms	58.5116μs	17.0906 KOps/s	17.6592 KOps/s	$\color{#d91a1a}-3.22\%$
test_add_pytree	98.3650μs	45.9463μs	21.7645 KOps/s	21.5666 KOps/s	$\color{#35bf28}+0.92\%$
test_add_td	0.2216ms	80.8699μs	12.3655 KOps/s	12.6337 KOps/s	$\color{#d91a1a}-2.12\%$
test_compile_add_one_nested[tensordict-compile]	0.1030ms	53.6979μs	18.6227 KOps/s	18.0114 KOps/s	$\color{#35bf28}+3.39\%$
test_compile_add_one_nested[tensordict-eager]	0.4021ms	0.1862ms	5.3704 KOps/s	5.3822 KOps/s	$\color{#d91a1a}-0.22\%$
test_compile_add_one_nested[pytree-compile]	0.2012ms	54.3950μs	18.3840 KOps/s	18.2948 KOps/s	$\color{#35bf28}+0.49\%$
test_compile_add_one_nested[pytree-eager]	0.3016ms	0.1459ms	6.8540 KOps/s	6.8541 KOps/s	$-0.00\%$
test_compile_copy_nested[tensordict-compile]	50.5440μs	20.4045μs	49.0088 KOps/s	46.5352 KOps/s	$\textbf{\color{#35bf28}+5.32\%}$
test_compile_copy_nested[tensordict-eager]	0.1701ms	62.9611μs	15.8828 KOps/s	15.6524 KOps/s	$\color{#35bf28}+1.47\%$
test_compile_copy_nested[pytree-compile]	0.1711ms	79.0419μs	12.6515 KOps/s	12.6631 KOps/s	$\color{#d91a1a}-0.09\%$
test_compile_copy_nested[pytree-eager]	0.1328ms	71.7303μs	13.9411 KOps/s	13.8659 KOps/s	$\color{#35bf28}+0.54\%$
test_compile_add_one_flat[tensordict-compile]	0.2874ms	0.1733ms	5.7706 KOps/s	5.7752 KOps/s	$\color{#d91a1a}-0.08\%$
test_compile_add_one_flat[tensordict-eager]	0.4044ms	0.1954ms	5.1182 KOps/s	5.1377 KOps/s	$\color{#d91a1a}-0.38\%$
test_compile_add_one_flat[tensorclass-compile]	0.1215ms	39.2218μs	25.4961 KOps/s	24.5270 KOps/s	$\color{#35bf28}+3.95\%$
test_compile_add_one_flat[tensorclass-eager]	1.4921ms	68.1786μs	14.6674 KOps/s	14.6508 KOps/s	$\color{#35bf28}+0.11\%$
test_compile_add_one_flat[pytree-compile]	0.2794ms	0.1721ms	5.8096 KOps/s	5.7512 KOps/s	$\color{#35bf28}+1.02\%$
test_compile_add_one_flat[pytree-eager]	0.5083ms	0.3023ms	3.3081 KOps/s	3.3419 KOps/s	$\color{#d91a1a}-1.01\%$
test_compile_add_self_flat[tensordict-eager]	0.4279ms	0.2088ms	4.7896 KOps/s	4.7224 KOps/s	$\color{#35bf28}+1.42\%$
test_compile_add_self_flat[tensordict-compile]	0.3302ms	0.1830ms	5.4635 KOps/s	5.6755 KOps/s	$\color{#d91a1a}-3.74\%$
test_compile_add_self_flat[tensorclass-eager]	0.1727ms	62.5863μs	15.9779 KOps/s	16.1636 KOps/s	$\color{#d91a1a}-1.15\%$
test_compile_add_self_flat[tensorclass-compile]	82.1640μs	39.7098μs	25.1827 KOps/s	24.9593 KOps/s	$\color{#35bf28}+0.89\%$
test_compile_add_self_flat[pytree-eager]	0.5319ms	0.2469ms	4.0494 KOps/s	4.1269 KOps/s	$\color{#d91a1a}-1.88\%$
test_compile_add_self_flat[pytree-compile]	0.3432ms	0.1739ms	5.7496 KOps/s	5.8187 KOps/s	$\color{#d91a1a}-1.19\%$
test_compile_copy_flat[tensordict-compile]	0.1965ms	0.1076ms	9.2899 KOps/s	9.3818 KOps/s	$\color{#d91a1a}-0.98\%$
test_compile_copy_flat[tensordict-eager]	0.1238ms	55.8418μs	17.9077 KOps/s	17.3460 KOps/s	$\color{#35bf28}+3.24\%$
test_compile_copy_flat[pytree-compile]	0.1683ms	82.2672μs	12.1555 KOps/s	12.7137 KOps/s	$\color{#d91a1a}-4.39\%$
test_compile_copy_flat[pytree-eager]	0.1500ms	71.9285μs	13.9027 KOps/s	13.9399 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_assign_and_add[tensordict-compile]	0.2850ms	0.1902ms	5.2572 KOps/s	5.3490 KOps/s	$\color{#d91a1a}-1.72\%$
test_compile_assign_and_add[tensordict-eager]	2.8751ms	1.8654ms	536.0653 Ops/s	606.5114 Ops/s	$\textbf{\color{#d91a1a}-11.61\%}$
test_compile_assign_and_add[pytree-compile]	0.4238ms	0.1910ms	5.2367 KOps/s	5.2480 KOps/s	$\color{#d91a1a}-0.22\%$
test_compile_assign_and_add[pytree-eager]	1.3831ms	1.1002ms	908.9523 Ops/s	906.6653 Ops/s	$\color{#35bf28}+0.25\%$
test_compile_assign_and_add_stack[compile]	0.7418ms	0.4250ms	2.3528 KOps/s	2.3461 KOps/s	$\color{#35bf28}+0.29\%$
test_compile_assign_and_add_stack[eager]	4.0987ms	3.8131ms	262.2530 Ops/s	269.2811 Ops/s	$\color{#d91a1a}-2.61\%$
test_compile_indexing[tensor-tensordict-compile]	87.8940μs	33.5780μs	29.7814 KOps/s	30.6657 KOps/s	$\color{#d91a1a}-2.88\%$
test_compile_indexing[tensor-tensordict-eager]	0.7794ms	48.9824μs	20.4155 KOps/s	20.7107 KOps/s	$\color{#d91a1a}-1.43\%$
test_compile_indexing[tensor-tensorclass-compile]	67.9370μs	28.8982μs	34.6042 KOps/s	36.1692 KOps/s	$\color{#d91a1a}-4.33\%$
test_compile_indexing[tensor-tensorclass-eager]	83.5260μs	29.7261μs	33.6405 KOps/s	34.1237 KOps/s	$\color{#d91a1a}-1.42\%$
test_compile_indexing[tensor-pytree-compile]	0.1169ms	28.8823μs	34.6233 KOps/s	35.7654 KOps/s	$\color{#d91a1a}-3.19\%$
test_compile_indexing[tensor-pytree-eager]	72.2850μs	30.0855μs	33.2386 KOps/s	33.6801 KOps/s	$\color{#d91a1a}-1.31\%$
test_compile_indexing[slice-tensordict-compile]	0.1600ms	71.0117μs	14.0822 KOps/s	14.0836 KOps/s	$\color{#d91a1a}-0.01\%$
test_compile_indexing[slice-tensordict-eager]	0.3856ms	27.6191μs	36.2068 KOps/s	37.5238 KOps/s	$\color{#d91a1a}-3.51\%$
test_compile_indexing[slice-tensorclass-compile]	0.1246ms	66.5966μs	15.0158 KOps/s	14.7046 KOps/s	$\color{#35bf28}+2.12\%$
test_compile_indexing[slice-tensorclass-eager]	75.8530μs	25.6367μs	39.0065 KOps/s	42.0845 KOps/s	$\textbf{\color{#d91a1a}-7.31\%}$
test_compile_indexing[slice-pytree-compile]	0.1268ms	67.1880μs	14.8836 KOps/s	14.4907 KOps/s	$\color{#35bf28}+2.71\%$
test_compile_indexing[slice-pytree-eager]	62.8180μs	25.0780μs	39.8755 KOps/s	42.0978 KOps/s	$\textbf{\color{#d91a1a}-5.28\%}$
test_compile_indexing[int-tensordict-compile]	0.1574ms	71.1025μs	14.0642 KOps/s	14.0073 KOps/s	$\color{#35bf28}+0.41\%$
test_compile_indexing[int-tensordict-eager]	0.7618ms	27.6139μs	36.2137 KOps/s	37.4683 KOps/s	$\color{#d91a1a}-3.35\%$
test_compile_indexing[int-tensorclass-compile]	0.2610ms	68.9139μs	14.5109 KOps/s	14.7203 KOps/s	$\color{#d91a1a}-1.42\%$
test_compile_indexing[int-tensorclass-eager]	79.3890μs	24.3626μs	41.0465 KOps/s	42.1443 KOps/s	$\color{#d91a1a}-2.60\%$
test_compile_indexing[int-pytree-compile]	0.1357ms	66.8305μs	14.9632 KOps/s	14.8066 KOps/s	$\color{#35bf28}+1.06\%$
test_compile_indexing[int-pytree-eager]	70.0710μs	24.2757μs	41.1934 KOps/s	43.0249 KOps/s	$\color{#d91a1a}-4.26\%$
test_mod_add[eager]	95.9290μs	24.0197μs	41.6325 KOps/s	42.1721 KOps/s	$\color{#d91a1a}-1.28\%$
test_mod_add[compile]	0.1353ms	37.3798μs	26.7524 KOps/s	27.3139 KOps/s	$\color{#d91a1a}-2.06\%$
test_mod_add[compile-overhead]	0.1356ms	36.9146μs	27.0895 KOps/s	26.8843 KOps/s	$\color{#35bf28}+0.76\%$
test_mod_wrap[eager]	0.3634ms	0.2077ms	4.8154 KOps/s	4.6586 KOps/s	$\color{#35bf28}+3.37\%$
test_mod_wrap[compile]	1.7596ms	0.2259ms	4.4263 KOps/s	4.3326 KOps/s	$\color{#35bf28}+2.16\%$
test_mod_wrap[compile-overhead]	0.4481ms	0.2238ms	4.4679 KOps/s	4.3733 KOps/s	$\color{#35bf28}+2.16\%$
test_mod_wrap_and_backward[eager]	12.8100ms	11.1978ms	89.3031 Ops/s	89.9365 Ops/s	$\color{#d91a1a}-0.70\%$
test_mod_wrap_and_backward[compile]	16.9214ms	11.8675ms	84.2638 Ops/s	86.4230 Ops/s	$\color{#d91a1a}-2.50\%$
test_mod_wrap_and_backward[compile-overhead]	14.2113ms	11.7661ms	84.9900 Ops/s	89.7048 Ops/s	$\textbf{\color{#d91a1a}-5.26\%}$
test_seq_add[eager]	0.2128ms	85.5268μs	11.6922 KOps/s	11.5782 KOps/s	$\color{#35bf28}+0.98\%$
test_seq_add[compile]	0.1512ms	59.0128μs	16.9455 KOps/s	16.4274 KOps/s	$\color{#35bf28}+3.15\%$
test_seq_add[compile-overhead]	0.1440ms	58.6545μs	17.0490 KOps/s	16.7485 KOps/s	$\color{#35bf28}+1.79\%$
test_seq_wrap[eager]	0.5629ms	0.3719ms	2.6891 KOps/s	2.6439 KOps/s	$\color{#35bf28}+1.71\%$
test_seq_wrap[compile]	0.4492ms	0.2589ms	3.8622 KOps/s	3.6970 KOps/s	$\color{#35bf28}+4.47\%$
test_seq_wrap[compile-overhead]	0.4059ms	0.2574ms	3.8857 KOps/s	3.6618 KOps/s	$\textbf{\color{#35bf28}+6.11\%}$
test_func_call_runtime[False-eager]	0.8773ms	0.5225ms	1.9138 KOps/s	1.8025 KOps/s	$\textbf{\color{#35bf28}+6.18\%}$
test_func_call_runtime[False-compile]	0.6122ms	0.4941ms	2.0241 KOps/s	1.9622 KOps/s	$\color{#35bf28}+3.15\%$
test_func_call_runtime[False-compile-overhead]	0.6086ms	0.4928ms	2.0290 KOps/s	1.9881 KOps/s	$\color{#35bf28}+2.06\%$
test_func_call_runtime[True-eager]	0.9843ms	0.8273ms	1.2088 KOps/s	1.1600 KOps/s	$\color{#35bf28}+4.21\%$
test_func_call_runtime[True-compile]	0.8614ms	0.5130ms	1.9492 KOps/s	1.8984 KOps/s	$\color{#35bf28}+2.68\%$
test_func_call_runtime[True-compile-overhead]	1.0233ms	0.5146ms	1.9434 KOps/s	1.8944 KOps/s	$\color{#35bf28}+2.58\%$
test_distributed	0.2264ms	0.1326ms	7.5421 KOps/s	7.2918 KOps/s	$\color{#35bf28}+3.43\%$
test_tdmodule	42.4100μs	16.9791μs	58.8960 KOps/s	58.5985 KOps/s	$\color{#35bf28}+0.51\%$
test_tdmodule_dispatch	56.3560μs	35.6022μs	28.0882 KOps/s	28.4818 KOps/s	$\color{#d91a1a}-1.38\%$
test_tdseq	41.1770μs	18.8530μs	53.0421 KOps/s	53.2613 KOps/s	$\color{#d91a1a}-0.41\%$
test_tdseq_dispatch	70.0710μs	39.4690μs	25.3364 KOps/s	25.8517 KOps/s	$\color{#d91a1a}-1.99\%$
test_instantiation_functorch	1.8525ms	1.6454ms	607.7680 Ops/s	608.3978 Ops/s	$\color{#d91a1a}-0.10\%$
test_instantiation_td	2.1611ms	1.1945ms	837.1354 Ops/s	843.7049 Ops/s	$\color{#d91a1a}-0.78\%$
test_exec_functorch	0.3202ms	0.1783ms	5.6088 KOps/s	5.5133 KOps/s	$\color{#35bf28}+1.73\%$
test_exec_functional_call	0.3202ms	0.1660ms	6.0258 KOps/s	5.6237 KOps/s	$\textbf{\color{#35bf28}+7.15\%}$
test_exec_td	0.2818ms	0.1680ms	5.9541 KOps/s	5.6082 KOps/s	$\textbf{\color{#35bf28}+6.17\%}$
test_exec_td_decorator	0.7327ms	0.2497ms	4.0044 KOps/s	3.8397 KOps/s	$\color{#35bf28}+4.29\%$
test_vmap_mlp_speed[True-True]	0.8348ms	0.5991ms	1.6692 KOps/s	1.6684 KOps/s	$\color{#35bf28}+0.05\%$
test_vmap_mlp_speed[True-False]	1.0067ms	0.5966ms	1.6762 KOps/s	1.6745 KOps/s	$\color{#35bf28}+0.10\%$
test_vmap_mlp_speed[False-True]	0.8839ms	0.4976ms	2.0095 KOps/s	2.0285 KOps/s	$\color{#d91a1a}-0.94\%$
test_vmap_mlp_speed[False-False]	0.7869ms	0.5005ms	1.9979 KOps/s	2.0013 KOps/s	$\color{#d91a1a}-0.17\%$
test_vmap_mlp_speed_decorator[True-True]	1.7719ms	0.7280ms	1.3736 KOps/s	1.4454 KOps/s	$\color{#d91a1a}-4.97\%$
test_vmap_mlp_speed_decorator[True-False]	1.0276ms	0.6939ms	1.4411 KOps/s	1.4475 KOps/s	$\color{#d91a1a}-0.44\%$
test_vmap_mlp_speed_decorator[False-True]	0.8795ms	0.5736ms	1.7434 KOps/s	1.7433 KOps/s	$+0.00\%$
test_vmap_mlp_speed_decorator[False-False]	0.9994ms	0.5776ms	1.7314 KOps/s	1.7176 KOps/s	$\color{#35bf28}+0.80\%$
test_to_module_speed[True]	2.0803ms	1.8014ms	555.1143 Ops/s	554.7924 Ops/s	$\color{#35bf28}+0.06\%$
test_to_module_speed[False]	2.8209ms	1.7785ms	562.2565 Ops/s	567.6108 Ops/s	$\color{#d91a1a}-0.94\%$
test_tc_init	83.5860μs	45.2805μs	22.0846 KOps/s	22.1062 KOps/s	$\color{#d91a1a}-0.10\%$
test_tc_init_nested	0.1571ms	91.2672μs	10.9568 KOps/s	10.8568 KOps/s	$\color{#35bf28}+0.92\%$
test_tc_first_layer_tensor	13.1750μs	1.4864μs	672.7507 KOps/s	680.9036 KOps/s	$\color{#d91a1a}-1.20\%$
test_tc_first_layer_nontensor	17.8530μs	4.3051μs	232.2851 KOps/s	236.6953 KOps/s	$\color{#d91a1a}-1.86\%$
test_tc_second_layer_tensor	37.2990μs	2.8792μs	347.3144 KOps/s	367.5702 KOps/s	$\textbf{\color{#d91a1a}-5.51\%}$
test_tc_second_layer_nontensor	35.0360μs	5.7075μs	175.2072 KOps/s	180.1781 KOps/s	$\color{#d91a1a}-2.76\%$
test_unbind	0.4567s	14.3209ms	69.8282 Ops/s	68.5868 Ops/s	$\color{#35bf28}+1.81\%$
test_full_like	19.7278ms	12.4876ms	80.0796 Ops/s	74.7684 Ops/s	$\textbf{\color{#35bf28}+7.10\%}$
test_zeros_like	15.2120ms	7.6970ms	129.9211 Ops/s	131.6680 Ops/s	$\color{#d91a1a}-1.33\%$
test_ones_like	14.0503ms	7.5477ms	132.4905 Ops/s	126.4428 Ops/s	$\color{#35bf28}+4.78\%$
test_clone	14.9428ms	9.0678ms	110.2803 Ops/s	106.4526 Ops/s	$\color{#35bf28}+3.60\%$
test_squeeze	84.4880μs	12.9782μs	77.0524 KOps/s	76.9814 KOps/s	$\color{#35bf28}+0.09\%$
test_unsqueeze	0.1674ms	91.5177μs	10.9268 KOps/s	10.5888 KOps/s	$\color{#35bf28}+3.19\%$
test_split	0.4673ms	0.1997ms	5.0072 KOps/s	5.0264 KOps/s	$\color{#d91a1a}-0.38\%$
test_permute	0.4417ms	0.2167ms	4.6154 KOps/s	4.5501 KOps/s	$\color{#35bf28}+1.43\%$
test_stack	32.4954ms	25.3688ms	39.4185 Ops/s	38.7712 Ops/s	$\color{#35bf28}+1.67\%$
test_cat	30.7810ms	25.1222ms	39.8055 Ops/s	39.0688 Ops/s	$\color{#35bf28}+1.89\%$

[github-actions]

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

Total Benchmarks: 219. Improved: $\large\color{#35bf28}5$. Worsened: $\large\color{#d91a1a}33$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1533ms	17.4666μs	57.2520 KOps/s	58.7191 KOps/s	$\color{#d91a1a}-2.50\%$
test_plain_set_stack_nested	37.5410μs	17.8379μs	56.0603 KOps/s	58.4477 KOps/s	$\color{#d91a1a}-4.08\%$
test_plain_set_nested_inplace	0.2011ms	18.7289μs	53.3934 KOps/s	54.8116 KOps/s	$\color{#d91a1a}-2.59\%$
test_plain_set_stack_nested_inplace	41.7600μs	18.9113μs	52.8785 KOps/s	54.7737 KOps/s	$\color{#d91a1a}-3.46\%$
test_items	22.3010μs	4.7489μs	210.5754 KOps/s	211.3709 KOps/s	$\color{#d91a1a}-0.38\%$
test_items_nested	0.4384ms	0.3602ms	2.7761 KOps/s	2.7041 KOps/s	$\color{#35bf28}+2.66\%$
test_items_nested_locked	0.4167ms	0.3663ms	2.7303 KOps/s	2.6952 KOps/s	$\color{#35bf28}+1.30\%$
test_items_nested_leaf	0.1552ms	84.4093μs	11.8470 KOps/s	11.8102 KOps/s	$\color{#35bf28}+0.31\%$
test_items_stack_nested	0.4568ms	0.3667ms	2.7268 KOps/s	2.7288 KOps/s	$\color{#d91a1a}-0.07\%$
test_items_stack_nested_leaf	0.1142ms	84.4103μs	11.8469 KOps/s	11.8024 KOps/s	$\color{#35bf28}+0.38\%$
test_items_stack_nested_locked	0.4383ms	0.3670ms	2.7249 KOps/s	2.6991 KOps/s	$\color{#35bf28}+0.96\%$
test_keys	23.0400μs	4.4016μs	227.1895 KOps/s	227.9489 KOps/s	$\color{#d91a1a}-0.33\%$
test_keys_nested	94.6710μs	65.3105μs	15.3115 KOps/s	15.1745 KOps/s	$\color{#35bf28}+0.90\%$
test_keys_nested_locked	0.6598ms	71.4294μs	13.9998 KOps/s	13.6987 KOps/s	$\color{#35bf28}+2.20\%$
test_keys_nested_leaf	0.1321ms	55.5583μs	17.9991 KOps/s	17.1668 KOps/s	$\color{#35bf28}+4.85\%$
test_keys_stack_nested	94.3310μs	66.6308μs	15.0081 KOps/s	15.1841 KOps/s	$\color{#d91a1a}-1.16\%$
test_keys_stack_nested_leaf	83.9210μs	57.5908μs	17.3639 KOps/s	17.3881 KOps/s	$\color{#d91a1a}-0.14\%$
test_keys_stack_nested_locked	98.0910μs	71.6795μs	13.9510 KOps/s	13.7669 KOps/s	$\color{#35bf28}+1.34\%$
test_values	7.0970μs	1.7571μs	569.1118 KOps/s	564.0378 KOps/s	$\color{#35bf28}+0.90\%$
test_values_nested	51.7620μs	33.8433μs	29.5480 KOps/s	29.7443 KOps/s	$\color{#d91a1a}-0.66\%$
test_values_nested_locked	0.1464ms	35.7390μs	27.9807 KOps/s	28.0975 KOps/s	$\color{#d91a1a}-0.42\%$
test_values_nested_leaf	0.1933ms	30.4629μs	32.8268 KOps/s	33.2105 KOps/s	$\color{#d91a1a}-1.16\%$
test_values_stack_nested	59.6520μs	34.6415μs	28.8671 KOps/s	28.7594 KOps/s	$\color{#35bf28}+0.37\%$
test_values_stack_nested_leaf	59.3110μs	31.1342μs	32.1191 KOps/s	32.1861 KOps/s	$\color{#d91a1a}-0.21\%$
test_values_stack_nested_locked	64.6320μs	36.6089μs	27.3158 KOps/s	27.3340 KOps/s	$\color{#d91a1a}-0.07\%$
test_membership	1.5180μs	0.5512μs	1.8141 MOps/s	1.8274 MOps/s	$\color{#d91a1a}-0.73\%$
test_membership_nested	12.8750μs	1.9235μs	519.8862 KOps/s	511.3732 KOps/s	$\color{#35bf28}+1.66\%$
test_membership_nested_leaf	10.4705μs	1.9300μs	518.1371 KOps/s	515.0401 KOps/s	$\color{#35bf28}+0.60\%$
test_membership_stacked_nested	23.2190μs	2.0221μs	494.5367 KOps/s	493.3609 KOps/s	$\color{#35bf28}+0.24\%$
test_membership_stacked_nested_leaf	16.6790μs	2.0000μs	500.0077 KOps/s	493.0384 KOps/s	$\color{#35bf28}+1.41\%$
test_membership_nested_last	51.7210μs	2.9175μs	342.7607 KOps/s	338.6853 KOps/s	$\color{#35bf28}+1.20\%$
test_membership_nested_leaf_last	0.1750ms	2.9328μs	340.9655 KOps/s	338.2057 KOps/s	$\color{#35bf28}+0.82\%$
test_membership_stacked_nested_last	0.1953ms	4.3334μs	230.7647 KOps/s	248.3980 KOps/s	$\textbf{\color{#d91a1a}-7.10\%}$
test_membership_stacked_nested_leaf_last	0.2025ms	4.3164μs	231.6754 KOps/s	248.6319 KOps/s	$\textbf{\color{#d91a1a}-6.82\%}$
test_nested_getleaf	0.1917ms	7.9751μs	125.3903 KOps/s	125.9944 KOps/s	$\color{#d91a1a}-0.48\%$
test_nested_get	22.0610μs	7.4475μs	134.2726 KOps/s	134.1858 KOps/s	$\color{#35bf28}+0.06\%$
test_stacked_getleaf	0.1968ms	8.0595μs	124.0774 KOps/s	124.5474 KOps/s	$\color{#d91a1a}-0.38\%$
test_stacked_get	0.2086ms	7.4811μs	133.6708 KOps/s	133.4762 KOps/s	$\color{#35bf28}+0.15\%$
test_nested_getitemleaf	0.1847ms	8.1027μs	123.4149 KOps/s	123.5252 KOps/s	$\color{#d91a1a}-0.09\%$
test_nested_getitem	30.3410μs	7.6812μs	130.1886 KOps/s	131.3264 KOps/s	$\color{#d91a1a}-0.87\%$
test_stacked_getitemleaf	60.8900μs	8.1171μs	123.1964 KOps/s	123.1673 KOps/s	$\color{#35bf28}+0.02\%$
test_stacked_getitem	22.1610μs	7.6504μs	130.7124 KOps/s	131.0770 KOps/s	$\color{#d91a1a}-0.28\%$
test_lock_nested	10.2961ms	0.4874ms	2.0517 KOps/s	2.1209 KOps/s	$\color{#d91a1a}-3.26\%$
test_lock_stack_nested	0.4868ms	0.4375ms	2.2856 KOps/s	2.3142 KOps/s	$\color{#d91a1a}-1.23\%$
test_unlock_nested	0.9117ms	0.3957ms	2.5272 KOps/s	2.5390 KOps/s	$\color{#d91a1a}-0.46\%$
test_unlock_stack_nested	0.4346ms	0.3552ms	2.8152 KOps/s	2.8328 KOps/s	$\color{#d91a1a}-0.62\%$
test_flatten_speed	0.4734ms	0.1055ms	9.4803 KOps/s	9.5181 KOps/s	$\color{#d91a1a}-0.40\%$
test_unflatten_speed	0.4034ms	0.2898ms	3.4506 KOps/s	3.4576 KOps/s	$\color{#d91a1a}-0.20\%$
test_common_ops	1.6216ms	1.3844ms	722.3286 Ops/s	735.1604 Ops/s	$\color{#d91a1a}-1.75\%$
test_creation	16.3600μs	1.6890μs	592.0826 KOps/s	601.3341 KOps/s	$\color{#d91a1a}-1.54\%$
test_creation_empty	45.8000μs	18.5577μs	53.8860 KOps/s	57.2367 KOps/s	$\textbf{\color{#d91a1a}-5.85\%}$
test_creation_nested_1	40.1610μs	20.4378μs	48.9289 KOps/s	51.5544 KOps/s	$\textbf{\color{#d91a1a}-5.09\%}$
test_creation_nested_2	54.6720μs	23.1407μs	43.2138 KOps/s	46.2714 KOps/s	$\textbf{\color{#d91a1a}-6.61\%}$
test_clone	0.1834ms	30.5466μs	32.7369 KOps/s	32.6494 KOps/s	$\color{#35bf28}+0.27\%$
test_getitem[int]	1.2506ms	17.6580μs	56.6315 KOps/s	58.3835 KOps/s	$\color{#d91a1a}-3.00\%$
test_getitem[slice_int]	0.1627ms	30.7200μs	32.5521 KOps/s	33.8352 KOps/s	$\color{#d91a1a}-3.79\%$
test_getitem[range]	0.2637ms	0.1155ms	8.6553 KOps/s	8.6306 KOps/s	$\color{#35bf28}+0.29\%$
test_getitem[tuple]	91.3795ms	32.4966μs	30.7725 KOps/s	39.4181 KOps/s	$\textbf{\color{#d91a1a}-21.93\%}$
test_getitem[list]	0.2814ms	0.1073ms	9.3231 KOps/s	9.0074 KOps/s	$\color{#35bf28}+3.50\%$
test_setitem_dim[int]	0.2539ms	61.1609μs	16.3503 KOps/s	18.3913 KOps/s	$\textbf{\color{#d91a1a}-11.10\%}$
test_setitem_dim[slice_int]	0.1082ms	86.4198μs	11.5714 KOps/s	12.5850 KOps/s	$\textbf{\color{#d91a1a}-8.05\%}$
test_setitem_dim[range]	0.3005ms	0.1519ms	6.5812 KOps/s	6.8317 KOps/s	$\color{#d91a1a}-3.67\%$
test_setitem_dim[tuple]	0.2271ms	78.5217μs	12.7353 KOps/s	13.7238 KOps/s	$\textbf{\color{#d91a1a}-7.20\%}$
test_setitem	0.2259ms	47.5742μs	21.0198 KOps/s	22.7922 KOps/s	$\textbf{\color{#d91a1a}-7.78\%}$
test_set	0.2373ms	47.2933μs	21.1447 KOps/s	21.7576 KOps/s	$\color{#d91a1a}-2.82\%$
test_set_shared	0.3875ms	54.4025μs	18.3815 KOps/s	18.6835 KOps/s	$\color{#d91a1a}-1.62\%$
test_update	0.2367ms	56.2920μs	17.7645 KOps/s	19.2048 KOps/s	$\textbf{\color{#d91a1a}-7.50\%}$
test_update_nested	0.2454ms	64.2482μs	15.5646 KOps/s	15.8850 KOps/s	$\color{#d91a1a}-2.02\%$
test_update__nested	0.2397ms	62.2359μs	16.0679 KOps/s	15.0909 KOps/s	$\textbf{\color{#35bf28}+6.47\%}$
test_set_nested	0.2136ms	47.2220μs	21.1765 KOps/s	21.7655 KOps/s	$\color{#d91a1a}-2.71\%$
test_set_nested_new	0.2241ms	52.6854μs	18.9806 KOps/s	20.2901 KOps/s	$\textbf{\color{#d91a1a}-6.45\%}$
test_select	0.2518ms	67.2362μs	14.8729 KOps/s	15.7432 KOps/s	$\textbf{\color{#d91a1a}-5.53\%}$
test_select_nested	0.3544ms	51.3903μs	19.4589 KOps/s	19.2198 KOps/s	$\color{#35bf28}+1.24\%$
test_exclude_nested	99.2930μs	69.3189μs	14.4261 KOps/s	14.0593 KOps/s	$\color{#35bf28}+2.61\%$
test_empty[True]	0.3764ms	0.2813ms	3.5551 KOps/s	3.5227 KOps/s	$\color{#35bf28}+0.92\%$
test_empty[False]	2.5310μs	0.8738μs	1.1444 MOps/s	1.1115 MOps/s	$\color{#35bf28}+2.96\%$
test_to	0.1461ms	39.0608μs	25.6011 KOps/s	26.6857 KOps/s	$\color{#d91a1a}-4.06\%$
test_to_nonblocking	0.2110ms	24.0198μs	41.6323 KOps/s	42.5500 KOps/s	$\color{#d91a1a}-2.16\%$
test_unbind_speed	0.3471ms	0.3068ms	3.2597 KOps/s	3.2911 KOps/s	$\color{#d91a1a}-0.96\%$
test_unbind_speed_stack0	0.4925ms	0.3021ms	3.3099 KOps/s	3.2893 KOps/s	$\color{#35bf28}+0.63\%$
test_unbind_speed_stack1	89.9226ms	0.7718ms	1.2957 KOps/s	1.3035 KOps/s	$\color{#d91a1a}-0.60\%$
test_split	92.4666ms	2.3587ms	423.9645 Ops/s	433.9268 Ops/s	$\color{#d91a1a}-2.30\%$
test_chunk	91.9040ms	2.3651ms	422.8216 Ops/s	431.4869 Ops/s	$\color{#d91a1a}-2.01\%$
test_creation[device0]	0.2196ms	0.1053ms	9.5007 KOps/s	9.2367 KOps/s	$\color{#35bf28}+2.86\%$
test_creation_from_tensor	0.3050ms	0.1025ms	9.7546 KOps/s	9.8833 KOps/s	$\color{#d91a1a}-1.30\%$
test_add_one[memmap_tensor0]	55.5810μs	9.3443μs	107.0176 KOps/s	105.4340 KOps/s	$\color{#35bf28}+1.50\%$
test_contiguous[memmap_tensor0]	14.4410μs	2.2232μs	449.8105 KOps/s	454.4823 KOps/s	$\color{#d91a1a}-1.03\%$
test_stack[memmap_tensor0]	24.0010μs	6.8548μs	145.8821 KOps/s	145.7256 KOps/s	$\color{#35bf28}+0.11\%$
test_memmaptd_index	1.1939ms	0.4534ms	2.2055 KOps/s	2.2789 KOps/s	$\color{#d91a1a}-3.22\%$
test_memmaptd_index_astensor	0.7977ms	0.5231ms	1.9116 KOps/s	1.9905 KOps/s	$\color{#d91a1a}-3.97\%$
test_memmaptd_index_op	1.5511ms	1.1206ms	892.4125 Ops/s	913.8752 Ops/s	$\color{#d91a1a}-2.35\%$
test_serialize_model	0.1020s	96.4903ms	10.3637 Ops/s	10.0750 Ops/s	$\color{#35bf28}+2.87\%$
test_serialize_model_pickle	1.3506s	1.2364s	0.8088 Ops/s	0.8078 Ops/s	$\color{#35bf28}+0.13\%$
test_serialize_weights	0.1905s	0.1031s	9.6982 Ops/s	10.2481 Ops/s	$\textbf{\color{#d91a1a}-5.37\%}$
test_serialize_weights_returnearly	82.8818ms	72.3194ms	13.8275 Ops/s	11.2965 Ops/s	$\textbf{\color{#35bf28}+22.41\%}$
test_serialize_weights_pickle	1.3473s	1.2360s	0.8091 Ops/s	0.8031 Ops/s	$\color{#35bf28}+0.74\%$
test_reshape_pytree	0.1598ms	39.3238μs	25.4299 KOps/s	25.9697 KOps/s	$\color{#d91a1a}-2.08\%$
test_reshape_td	0.1252ms	44.6637μs	22.3895 KOps/s	22.9992 KOps/s	$\color{#d91a1a}-2.65\%$
test_view_pytree	0.1673ms	38.3999μs	26.0417 KOps/s	26.3963 KOps/s	$\color{#d91a1a}-1.34\%$
test_view_td	0.1432ms	51.1968μs	19.5325 KOps/s	19.6550 KOps/s	$\color{#d91a1a}-0.62\%$
test_unbind_pytree	0.1587ms	37.5314μs	26.6443 KOps/s	26.8177 KOps/s	$\color{#d91a1a}-0.65\%$
test_unbind_td	0.3990ms	46.3213μs	21.5883 KOps/s	21.9268 KOps/s	$\color{#d91a1a}-1.54\%$
test_split_pytree	0.1815ms	51.9565μs	19.2469 KOps/s	19.4131 KOps/s	$\color{#d91a1a}-0.86\%$
test_split_td	0.4613ms	67.6265μs	14.7871 KOps/s	16.5373 KOps/s	$\textbf{\color{#d91a1a}-10.58\%}$
test_add_pytree	0.2518ms	65.6385μs	15.2350 KOps/s	16.2881 KOps/s	$\textbf{\color{#d91a1a}-6.47\%}$
test_add_td	0.2831ms	0.1054ms	9.4845 KOps/s	10.4696 KOps/s	$\textbf{\color{#d91a1a}-9.41\%}$
test_compile_add_one_nested[tensordict-compile]	0.4119ms	0.2071ms	4.8274 KOps/s	4.7525 KOps/s	$\color{#35bf28}+1.58\%$
test_compile_add_one_nested[tensordict-eager]	0.3254ms	0.1739ms	5.7506 KOps/s	5.8247 KOps/s	$\color{#d91a1a}-1.27\%$
test_compile_add_one_nested[pytree-compile]	0.2968ms	0.1462ms	6.8405 KOps/s	6.7943 KOps/s	$\color{#35bf28}+0.68\%$
test_compile_add_one_nested[pytree-eager]	0.3854ms	0.2136ms	4.6810 KOps/s	5.0690 KOps/s	$\textbf{\color{#d91a1a}-7.65\%}$
test_compile_copy_nested[tensordict-compile]	0.1012ms	22.1966μs	45.0519 KOps/s	45.0828 KOps/s	$\color{#d91a1a}-0.07\%$
test_compile_copy_nested[tensordict-eager]	86.7710μs	49.1122μs	20.3615 KOps/s	20.6296 KOps/s	$\color{#d91a1a}-1.30\%$
test_compile_copy_nested[pytree-compile]	0.1665ms	73.3163μs	13.6395 KOps/s	13.7356 KOps/s	$\color{#d91a1a}-0.70\%$
test_compile_copy_nested[pytree-eager]	83.2410μs	59.8690μs	16.7031 KOps/s	16.8437 KOps/s	$\color{#d91a1a}-0.83\%$
test_compile_add_one_flat[tensordict-compile]	0.4589ms	0.3287ms	3.0423 KOps/s	3.0576 KOps/s	$\color{#d91a1a}-0.50\%$
test_compile_add_one_flat[tensordict-eager]	0.3648ms	0.2215ms	4.5146 KOps/s	4.5388 KOps/s	$\color{#d91a1a}-0.53\%$
test_compile_add_one_flat[tensorclass-compile]	0.2803ms	0.1304ms	7.6672 KOps/s	7.6697 KOps/s	$\color{#d91a1a}-0.03\%$
test_compile_add_one_flat[tensorclass-eager]	0.2455ms	62.9788μs	15.8783 KOps/s	16.2107 KOps/s	$\color{#d91a1a}-2.05\%$
test_compile_add_one_flat[pytree-compile]	0.4479ms	0.3263ms	3.0650 KOps/s	3.0474 KOps/s	$\color{#35bf28}+0.58\%$
test_compile_add_one_flat[pytree-eager]	0.8965ms	0.6957ms	1.4373 KOps/s	1.5603 KOps/s	$\textbf{\color{#d91a1a}-7.88\%}$
test_compile_add_self_flat[tensordict-eager]	0.4130ms	0.2722ms	3.6744 KOps/s	3.6844 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_add_self_flat[tensordict-compile]	0.4772ms	0.3290ms	3.0394 KOps/s	3.0155 KOps/s	$\color{#35bf28}+0.79\%$
test_compile_add_self_flat[tensorclass-eager]	0.2516ms	79.4513μs	12.5863 KOps/s	13.3017 KOps/s	$\textbf{\color{#d91a1a}-5.38\%}$
test_compile_add_self_flat[tensorclass-compile]	0.2956ms	0.1377ms	7.2619 KOps/s	7.6248 KOps/s	$\color{#d91a1a}-4.76\%$
test_compile_add_self_flat[pytree-eager]	0.7549ms	0.5868ms	1.7043 KOps/s	1.8341 KOps/s	$\textbf{\color{#d91a1a}-7.08\%}$
test_compile_add_self_flat[pytree-compile]	0.4746ms	0.3274ms	3.0540 KOps/s	3.0635 KOps/s	$\color{#d91a1a}-0.31\%$
test_compile_copy_flat[tensordict-compile]	0.2086ms	20.3928μs	49.0369 KOps/s	52.2699 KOps/s	$\textbf{\color{#d91a1a}-6.19\%}$
test_compile_copy_flat[tensordict-eager]	0.2195ms	34.2245μs	29.2189 KOps/s	29.6463 KOps/s	$\color{#d91a1a}-1.44\%$
test_compile_copy_flat[pytree-compile]	0.2755ms	77.1040μs	12.9695 KOps/s	13.0502 KOps/s	$\color{#d91a1a}-0.62\%$
test_compile_copy_flat[pytree-eager]	89.5320μs	60.7158μs	16.4702 KOps/s	16.5482 KOps/s	$\color{#d91a1a}-0.47\%$
test_compile_assign_and_add[tensordict-compile]	2.5563ms	0.9331ms	1.0717 KOps/s	1.0711 KOps/s	$\color{#35bf28}+0.06\%$
test_compile_assign_and_add[tensordict-eager]	3.5655ms	3.3466ms	298.8066 Ops/s	296.5985 Ops/s	$\color{#35bf28}+0.74\%$
test_compile_assign_and_add[pytree-compile]	2.5279ms	0.9239ms	1.0824 KOps/s	1.0874 KOps/s	$\color{#d91a1a}-0.46\%$
test_compile_assign_and_add[pytree-eager]	3.6793ms	3.3840ms	295.5045 Ops/s	298.5145 Ops/s	$\color{#d91a1a}-1.01\%$
test_compile_indexing[tensor-tensordict-compile]	0.2419ms	0.1104ms	9.0584 KOps/s	9.0582 KOps/s	$+0.00\%$
test_compile_indexing[tensor-tensordict-eager]	0.2641ms	67.8937μs	14.7289 KOps/s	15.2562 KOps/s	$\color{#d91a1a}-3.46\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2549ms	0.1031ms	9.7009 KOps/s	9.6520 KOps/s	$\color{#35bf28}+0.51\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2205ms	49.1099μs	20.3625 KOps/s	20.5067 KOps/s	$\color{#d91a1a}-0.70\%$
test_compile_indexing[tensor-pytree-compile]	0.2804ms	0.1085ms	9.2189 KOps/s	9.2593 KOps/s	$\color{#d91a1a}-0.44\%$
test_compile_indexing[tensor-pytree-eager]	0.2246ms	49.5299μs	20.1898 KOps/s	20.5334 KOps/s	$\color{#d91a1a}-1.67\%$
test_compile_indexing[slice-tensordict-compile]	0.2754ms	0.1398ms	7.1547 KOps/s	6.9950 KOps/s	$\color{#35bf28}+2.28\%$
test_compile_indexing[slice-tensordict-eager]	0.3037ms	33.4289μs	29.9142 KOps/s	37.5567 KOps/s	$\textbf{\color{#d91a1a}-20.35\%}$
test_compile_indexing[slice-tensorclass-compile]	0.2951ms	0.1314ms	7.6108 KOps/s	7.6630 KOps/s	$\color{#d91a1a}-0.68\%$
test_compile_indexing[slice-tensorclass-eager]	0.1912ms	24.6241μs	40.6105 KOps/s	43.4758 KOps/s	$\textbf{\color{#d91a1a}-6.59\%}$
test_compile_indexing[slice-pytree-compile]	0.3207ms	0.1372ms	7.2896 KOps/s	7.6468 KOps/s	$\color{#d91a1a}-4.67\%$
test_compile_indexing[slice-pytree-eager]	0.1238ms	25.4162μs	39.3450 KOps/s	44.1052 KOps/s	$\textbf{\color{#d91a1a}-10.79\%}$
test_compile_indexing[int-tensordict-compile]	0.3399ms	0.1452ms	6.8869 KOps/s	7.2338 KOps/s	$\color{#d91a1a}-4.79\%$
test_compile_indexing[int-tensordict-eager]	0.4928ms	28.9402μs	34.5540 KOps/s	39.3673 KOps/s	$\textbf{\color{#d91a1a}-12.23\%}$
test_compile_indexing[int-tensorclass-compile]	0.3230ms	0.1369ms	7.3037 KOps/s	7.5048 KOps/s	$\color{#d91a1a}-2.68\%$
test_compile_indexing[int-tensorclass-eager]	87.6820μs	25.8916μs	38.6226 KOps/s	44.1339 KOps/s	$\textbf{\color{#d91a1a}-12.49\%}$
test_compile_indexing[int-pytree-compile]	0.3237ms	0.1371ms	7.2962 KOps/s	7.4418 KOps/s	$\color{#d91a1a}-1.96\%$
test_compile_indexing[int-pytree-eager]	0.1854ms	25.6936μs	38.9202 KOps/s	43.8622 KOps/s	$\textbf{\color{#d91a1a}-11.27\%}$
test_mod_add[eager]	0.1890ms	40.3760μs	24.7672 KOps/s	26.0630 KOps/s	$\color{#d91a1a}-4.97\%$
test_mod_add[compile]	0.2357ms	71.0253μs	14.0795 KOps/s	13.6058 KOps/s	$\color{#35bf28}+3.48\%$
test_mod_add[compile-overhead]	0.2613ms	0.1472ms	6.7935 KOps/s	6.5906 KOps/s	$\color{#35bf28}+3.08\%$
test_mod_wrap[eager]	0.4494ms	0.2575ms	3.8837 KOps/s	3.6620 KOps/s	$\textbf{\color{#35bf28}+6.05\%}$
test_mod_wrap[compile]	0.4520ms	0.2967ms	3.3707 KOps/s	3.2210 KOps/s	$\color{#35bf28}+4.65\%$
test_mod_wrap[compile-overhead]	8.1783ms	4.3328ms	230.7996 Ops/s	238.1981 Ops/s	$\color{#d91a1a}-3.11\%$
test_mod_wrap_and_backward[eager]	1.6902ms	1.4674ms	681.4798 Ops/s	683.9009 Ops/s	$\color{#d91a1a}-0.35\%$
test_mod_wrap_and_backward[compile]	2.0412ms	1.4705ms	680.0398 Ops/s	690.1132 Ops/s	$\color{#d91a1a}-1.46\%$
test_mod_wrap_and_backward[compile-overhead]	1.5129ms	1.0478ms	954.3974 Ops/s	998.4733 Ops/s	$\color{#d91a1a}-4.41\%$
test_seq_add[eager]	0.2634ms	0.1165ms	8.5815 KOps/s	8.9314 KOps/s	$\color{#d91a1a}-3.92\%$
test_seq_add[compile]	0.2366ms	87.4619μs	11.4336 KOps/s	11.6069 KOps/s	$\color{#d91a1a}-1.49\%$
test_seq_add[compile-overhead]	0.2695ms	0.1233ms	8.1124 KOps/s	8.1763 KOps/s	$\color{#d91a1a}-0.78\%$
test_seq_wrap[eager]	0.5982ms	0.4348ms	2.2998 KOps/s	2.3369 KOps/s	$\color{#d91a1a}-1.59\%$
test_seq_wrap[compile]	0.5258ms	0.3418ms	2.9260 KOps/s	3.0692 KOps/s	$\color{#d91a1a}-4.67\%$
test_seq_wrap[compile-overhead]	0.3064s	0.1466s	6.8226 Ops/s	6.7415 Ops/s	$\color{#35bf28}+1.20\%$
test_func_call_runtime[False-eager]	0.9151ms	0.7604ms	1.3152 KOps/s	1.2417 KOps/s	$\textbf{\color{#35bf28}+5.92\%}$
test_func_call_runtime[False-compile]	1.0340ms	0.8306ms	1.2039 KOps/s	1.2410 KOps/s	$\color{#d91a1a}-2.99\%$
test_func_call_runtime[False-compile-overhead]	0.5229ms	0.3696ms	2.7057 KOps/s	2.7207 KOps/s	$\color{#d91a1a}-0.55\%$
test_func_call_runtime[True-eager]	1.1847ms	1.0128ms	987.3654 Ops/s	998.7201 Ops/s	$\color{#d91a1a}-1.14\%$
test_func_call_runtime[True-compile]	1.0663ms	0.8936ms	1.1191 KOps/s	1.1519 KOps/s	$\color{#d91a1a}-2.85\%$
test_func_call_runtime[True-compile-overhead]	0.6171ms	0.4126ms	2.4238 KOps/s	2.4643 KOps/s	$\color{#d91a1a}-1.64\%$
test_distributed	0.3072ms	72.8436μs	13.7280 KOps/s	11.2698 KOps/s	$\textbf{\color{#35bf28}+21.81\%}$
test_tdmodule	93.7430μs	17.8358μs	56.0669 KOps/s	61.9535 KOps/s	$\textbf{\color{#d91a1a}-9.50\%}$
test_tdmodule_dispatch	56.4920μs	34.9412μs	28.6195 KOps/s	30.9324 KOps/s	$\textbf{\color{#d91a1a}-7.48\%}$
test_tdseq	33.9210μs	18.1192μs	55.1901 KOps/s	58.7369 KOps/s	$\textbf{\color{#d91a1a}-6.04\%}$
test_tdseq_dispatch	54.8610μs	37.2123μs	26.8728 KOps/s	28.6896 KOps/s	$\textbf{\color{#d91a1a}-6.33\%}$
test_instantiation_functorch	2.2186ms	2.0219ms	494.5821 Ops/s	496.2358 Ops/s	$\color{#d91a1a}-0.33\%$
test_instantiation_td	2.1187ms	1.3053ms	766.0937 Ops/s	766.7728 Ops/s	$\color{#d91a1a}-0.09\%$
test_exec_functorch	0.3823ms	0.2314ms	4.3215 KOps/s	4.3784 KOps/s	$\color{#d91a1a}-1.30\%$
test_exec_functional_call	0.3924ms	0.2235ms	4.4733 KOps/s	4.5256 KOps/s	$\color{#d91a1a}-1.16\%$
test_exec_td	0.3395ms	0.2227ms	4.4910 KOps/s	4.5500 KOps/s	$\color{#d91a1a}-1.30\%$
test_exec_td_decorator	0.4832ms	0.2928ms	3.4158 KOps/s	3.4112 KOps/s	$\color{#35bf28}+0.13\%$
test_vmap_mlp_speed[True-True]	0.8484ms	0.6763ms	1.4786 KOps/s	1.4854 KOps/s	$\color{#d91a1a}-0.46\%$
test_vmap_mlp_speed[True-False]	0.8245ms	0.6725ms	1.4869 KOps/s	1.4851 KOps/s	$\color{#35bf28}+0.12\%$
test_vmap_mlp_speed[False-True]	0.7950ms	0.6104ms	1.6384 KOps/s	1.6941 KOps/s	$\color{#d91a1a}-3.29\%$
test_vmap_mlp_speed[False-False]	0.7319ms	0.5862ms	1.7059 KOps/s	1.6905 KOps/s	$\color{#35bf28}+0.91\%$
test_vmap_mlp_speed_decorator[True-True]	1.4455ms	0.7546ms	1.3252 KOps/s	1.3217 KOps/s	$\color{#35bf28}+0.26\%$
test_vmap_mlp_speed_decorator[True-False]	0.9662ms	0.7565ms	1.3219 KOps/s	1.3360 KOps/s	$\color{#d91a1a}-1.06\%$
test_vmap_mlp_speed_decorator[False-True]	0.8635ms	0.6549ms	1.5270 KOps/s	1.5329 KOps/s	$\color{#d91a1a}-0.39\%$
test_vmap_mlp_speed_decorator[False-False]	0.8753ms	0.6714ms	1.4894 KOps/s	1.5283 KOps/s	$\color{#d91a1a}-2.54\%$
test_vmap_transformer_speed[True-True]	9.0161ms	8.8441ms	113.0692 Ops/s	112.8424 Ops/s	$\color{#35bf28}+0.20\%$
test_vmap_transformer_speed[True-False]	9.0276ms	8.8478ms	113.0228 Ops/s	113.2265 Ops/s	$\color{#d91a1a}-0.18\%$
test_vmap_transformer_speed[False-True]	9.0096ms	8.7447ms	114.3554 Ops/s	113.9865 Ops/s	$\color{#35bf28}+0.32\%$
test_vmap_transformer_speed[False-False]	8.9234ms	8.7492ms	114.2957 Ops/s	113.9762 Ops/s	$\color{#35bf28}+0.28\%$
test_vmap_transformer_speed_decorator[True-True]	21.3060ms	21.1540ms	47.2723 Ops/s	47.3550 Ops/s	$\color{#d91a1a}-0.17\%$
test_vmap_transformer_speed_decorator[True-False]	21.7883ms	21.0110ms	47.5941 Ops/s	47.4003 Ops/s	$\color{#35bf28}+0.41\%$
test_vmap_transformer_speed_decorator[False-True]	21.7800ms	20.9186ms	47.8043 Ops/s	48.0636 Ops/s	$\color{#d91a1a}-0.54\%$
test_vmap_transformer_speed_decorator[False-False]	21.0937ms	20.8958ms	47.8565 Ops/s	47.9366 Ops/s	$\color{#d91a1a}-0.17\%$
test_to_module_speed[True]	1.5934ms	1.4747ms	678.1198 Ops/s	684.1132 Ops/s	$\color{#d91a1a}-0.88\%$
test_to_module_speed[False]	1.5751ms	1.4660ms	682.1376 Ops/s	709.2438 Ops/s	$\color{#d91a1a}-3.82\%$
test_tc_init	60.7920μs	41.7024μs	23.9795 KOps/s	25.0292 KOps/s	$\color{#d91a1a}-4.19\%$
test_tc_init_nested	0.1126ms	84.1799μs	11.8793 KOps/s	13.0490 KOps/s	$\textbf{\color{#d91a1a}-8.96\%}$
test_tc_first_layer_tensor	12.5737μs	0.7941μs	1.2593 MOps/s	1.2982 MOps/s	$\color{#d91a1a}-3.00\%$
test_tc_first_layer_nontensor	18.1400μs	2.5551μs	391.3724 KOps/s	394.0249 KOps/s	$\color{#d91a1a}-0.67\%$
test_tc_second_layer_tensor	7.1800μs	1.5923μs	628.0135 KOps/s	614.2557 KOps/s	$\color{#35bf28}+2.24\%$
test_tc_second_layer_nontensor	18.3610μs	3.3610μs	297.5308 KOps/s	298.5549 KOps/s	$\color{#d91a1a}-0.34\%$
test_unbind	0.3197s	13.0300ms	76.7457 Ops/s	80.6878 Ops/s	$\color{#d91a1a}-4.89\%$
test_full_like	0.7500ms	0.5791ms	1.7269 KOps/s	1.7241 KOps/s	$\color{#35bf28}+0.16\%$
test_zeros_like	0.3442ms	0.1979ms	5.0523 KOps/s	5.0558 KOps/s	$\color{#d91a1a}-0.07\%$
test_ones_like	0.3707ms	0.1978ms	5.0557 KOps/s	5.0604 KOps/s	$\color{#d91a1a}-0.09\%$
test_clone	0.6021ms	0.4142ms	2.4143 KOps/s	2.4084 KOps/s	$\color{#35bf28}+0.25\%$
test_squeeze	40.4710μs	11.0903μs	90.1685 KOps/s	91.9713 KOps/s	$\color{#d91a1a}-1.96\%$
test_unsqueeze	0.2475ms	82.7559μs	12.0837 KOps/s	12.6613 KOps/s	$\color{#d91a1a}-4.56\%$
test_split	0.4482ms	0.1771ms	5.6478 KOps/s	5.7525 KOps/s	$\color{#d91a1a}-1.82\%$
test_permute	0.3401ms	0.1894ms	5.2792 KOps/s	5.2417 KOps/s	$\color{#35bf28}+0.72\%$
test_stack	1.3217ms	0.8971ms	1.1147 KOps/s	1.1016 KOps/s	$\color{#35bf28}+1.19\%$
test_cat	1.3725ms	1.2317ms	811.8639 Ops/s	811.6479 Ops/s	$\color{#35bf28}+0.03\%$