[Minor] Fix wrong fbcode manual links

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• -> [Minor] Fix wrong fbcode manual links #1064

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

Total Benchmarks: 216. Improved: $\large\color{#35bf28}9$. Worsened: $\large\color{#d91a1a}15$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	52.7700μs	21.3498μs	46.8389 KOps/s	45.5113 KOps/s	$\color{#35bf28}+2.92\%$
test_plain_set_stack_nested	60.6140μs	21.4370μs	46.6484 KOps/s	45.2533 KOps/s	$\color{#35bf28}+3.08\%$
test_plain_set_nested_inplace	90.9430μs	23.4068μs	42.7225 KOps/s	41.3580 KOps/s	$\color{#35bf28}+3.30\%$
test_plain_set_stack_nested_inplace	61.6760μs	23.2854μs	42.9454 KOps/s	41.2815 KOps/s	$\color{#35bf28}+4.03\%$
test_items	47.7970μs	4.1714μs	239.7261 KOps/s	239.1481 KOps/s	$\color{#35bf28}+0.24\%$
test_items_nested	0.5076ms	0.3373ms	2.9652 KOps/s	2.9092 KOps/s	$\color{#35bf28}+1.92\%$
test_items_nested_locked	0.5369ms	0.3377ms	2.9613 KOps/s	2.8985 KOps/s	$\color{#35bf28}+2.17\%$
test_items_nested_leaf	0.1289ms	72.8083μs	13.7347 KOps/s	14.1118 KOps/s	$\color{#d91a1a}-2.67\%$
test_items_stack_nested	0.4945ms	0.3415ms	2.9286 KOps/s	2.9475 KOps/s	$\color{#d91a1a}-0.64\%$
test_items_stack_nested_leaf	0.1401ms	74.2277μs	13.4721 KOps/s	13.4869 KOps/s	$\color{#d91a1a}-0.11\%$
test_items_stack_nested_locked	0.4859ms	0.3400ms	2.9412 KOps/s	2.9376 KOps/s	$\color{#35bf28}+0.12\%$
test_keys	29.0740μs	3.6197μs	276.2641 KOps/s	287.9807 KOps/s	$\color{#d91a1a}-4.07\%$
test_keys_nested	0.2461ms	0.1343ms	7.4485 KOps/s	7.3411 KOps/s	$\color{#35bf28}+1.46\%$
test_keys_nested_locked	1.8930ms	0.1404ms	7.1210 KOps/s	7.1592 KOps/s	$\color{#d91a1a}-0.53\%$
test_keys_nested_leaf	0.2328ms	0.1167ms	8.5696 KOps/s	8.5605 KOps/s	$\color{#35bf28}+0.11\%$
test_keys_stack_nested	0.2306ms	0.1356ms	7.3772 KOps/s	7.0212 KOps/s	$\textbf{\color{#35bf28}+5.07\%}$
test_keys_stack_nested_leaf	0.2045ms	0.1165ms	8.5823 KOps/s	8.3750 KOps/s	$\color{#35bf28}+2.47\%$
test_keys_stack_nested_locked	0.2705ms	0.1410ms	7.0927 KOps/s	7.0677 KOps/s	$\color{#35bf28}+0.35\%$
test_values	6.2656μs	1.0388μs	962.6516 KOps/s	957.3998 KOps/s	$\color{#35bf28}+0.55\%$
test_values_nested	0.1044ms	54.6809μs	18.2879 KOps/s	17.9475 KOps/s	$\color{#35bf28}+1.90\%$
test_values_nested_locked	0.1296ms	55.2987μs	18.0836 KOps/s	17.7705 KOps/s	$\color{#35bf28}+1.76\%$
test_values_nested_leaf	0.1137ms	59.0823μs	16.9255 KOps/s	16.4537 KOps/s	$\color{#35bf28}+2.87\%$
test_values_stack_nested	0.1123ms	55.3114μs	18.0795 KOps/s	17.6943 KOps/s	$\color{#35bf28}+2.18\%$
test_values_stack_nested_leaf	0.1109ms	60.6269μs	16.4943 KOps/s	16.3202 KOps/s	$\color{#35bf28}+1.07\%$
test_values_stack_nested_locked	0.1185ms	55.7894μs	17.9246 KOps/s	17.6548 KOps/s	$\color{#35bf28}+1.53\%$
test_membership	38.7830μs	0.8800μs	1.1364 MOps/s	1.1259 MOps/s	$\color{#35bf28}+0.93\%$
test_membership_nested	30.8470μs	2.7469μs	364.0520 KOps/s	370.7699 KOps/s	$\color{#d91a1a}-1.81\%$
test_membership_nested_leaf	42.1960μs	2.6973μs	370.7358 KOps/s	368.8955 KOps/s	$\color{#35bf28}+0.50\%$
test_membership_stacked_nested	23.2630μs	2.7071μs	369.3955 KOps/s	368.4133 KOps/s	$\color{#35bf28}+0.27\%$
test_membership_stacked_nested_leaf	29.8060μs	2.7513μs	363.4640 KOps/s	365.2951 KOps/s	$\color{#d91a1a}-0.50\%$
test_membership_nested_last	26.6700μs	4.0347μs	247.8497 KOps/s	245.8219 KOps/s	$\color{#35bf28}+0.82\%$
test_membership_nested_leaf_last	40.5570μs	4.0348μs	247.8453 KOps/s	246.4758 KOps/s	$\color{#35bf28}+0.56\%$
test_membership_stacked_nested_last	30.2570μs	3.9473μs	253.3406 KOps/s	244.3442 KOps/s	$\color{#35bf28}+3.68\%$
test_membership_stacked_nested_leaf_last	36.3480μs	4.0429μs	247.3446 KOps/s	246.7964 KOps/s	$\color{#35bf28}+0.22\%$
test_nested_getleaf	37.6200μs	10.4903μs	95.3259 KOps/s	94.8186 KOps/s	$\color{#35bf28}+0.54\%$
test_nested_get	40.8470μs	10.1102μs	98.9104 KOps/s	99.2612 KOps/s	$\color{#d91a1a}-0.35\%$
test_stacked_getleaf	37.4500μs	10.4647μs	95.5592 KOps/s	94.0848 KOps/s	$\color{#35bf28}+1.57\%$
test_stacked_get	30.5070μs	9.8839μs	101.1746 KOps/s	99.7601 KOps/s	$\color{#35bf28}+1.42\%$
test_nested_getitemleaf	35.7070μs	10.9360μs	91.4411 KOps/s	90.7887 KOps/s	$\color{#35bf28}+0.72\%$
test_nested_getitem	37.4700μs	10.2185μs	97.8617 KOps/s	97.3178 KOps/s	$\color{#35bf28}+0.56\%$
test_stacked_getitemleaf	54.7220μs	10.9220μs	91.5586 KOps/s	92.1509 KOps/s	$\color{#d91a1a}-0.64\%$
test_stacked_getitem	41.3580μs	10.1436μs	98.5846 KOps/s	97.1540 KOps/s	$\color{#35bf28}+1.47\%$
test_lock_nested	2.5647ms	0.4979ms	2.0083 KOps/s	1.9956 KOps/s	$\color{#35bf28}+0.63\%$
test_lock_stack_nested	0.6986ms	0.4622ms	2.1636 KOps/s	2.1488 KOps/s	$\color{#35bf28}+0.69\%$
test_unlock_nested	1.0329ms	0.4078ms	2.4522 KOps/s	2.3986 KOps/s	$\color{#35bf28}+2.23\%$
test_unlock_stack_nested	0.8078ms	0.3816ms	2.6207 KOps/s	2.6046 KOps/s	$\color{#35bf28}+0.62\%$
test_flatten_speed	0.1691ms	91.7035μs	10.9047 KOps/s	11.0087 KOps/s	$\color{#d91a1a}-0.94\%$
test_unflatten_speed	0.8520ms	0.4826ms	2.0721 KOps/s	2.1161 KOps/s	$\color{#d91a1a}-2.08\%$
test_common_ops	4.1372ms	1.1507ms	869.0160 Ops/s	859.5028 Ops/s	$\color{#35bf28}+1.11\%$
test_creation	62.9480μs	2.0626μs	484.8191 KOps/s	482.6117 KOps/s	$\color{#35bf28}+0.46\%$
test_creation_empty	57.8790μs	17.5146μs	57.0953 KOps/s	53.6013 KOps/s	$\textbf{\color{#35bf28}+6.52\%}$
test_creation_nested_1	77.7260μs	21.0648μs	47.4727 KOps/s	45.3447 KOps/s	$\color{#35bf28}+4.69\%$
test_creation_nested_2	91.6420μs	25.3182μs	39.4974 KOps/s	37.8743 KOps/s	$\color{#35bf28}+4.29\%$
test_clone	0.1067ms	17.6867μs	56.5397 KOps/s	57.3665 KOps/s	$\color{#d91a1a}-1.44\%$
test_getitem[int]	0.9569ms	17.2118μs	58.0998 KOps/s	59.3272 KOps/s	$\color{#d91a1a}-2.07\%$
test_getitem[slice_int]	0.1366ms	32.6996μs	30.5814 KOps/s	32.2690 KOps/s	$\textbf{\color{#d91a1a}-5.23\%}$
test_getitem[range]	0.1924ms	58.0626μs	17.2228 KOps/s	17.1845 KOps/s	$\color{#35bf28}+0.22\%$
test_getitem[tuple]	0.1562ms	26.1283μs	38.2727 KOps/s	39.5407 KOps/s	$\color{#d91a1a}-3.21\%$
test_getitem[list]	0.1836ms	53.9982μs	18.5191 KOps/s	18.8065 KOps/s	$\color{#d91a1a}-1.53\%$
test_setitem_dim[int]	70.7230μs	36.1728μs	27.6451 KOps/s	30.2487 KOps/s	$\textbf{\color{#d91a1a}-8.61\%}$
test_setitem_dim[slice_int]	0.1464ms	66.9378μs	14.9392 KOps/s	16.1273 KOps/s	$\textbf{\color{#d91a1a}-7.37\%}$
test_setitem_dim[range]	0.1397ms	85.3207μs	11.7205 KOps/s	11.4994 KOps/s	$\color{#35bf28}+1.92\%$
test_setitem_dim[tuple]	0.1102ms	53.8334μs	18.5758 KOps/s	20.3316 KOps/s	$\textbf{\color{#d91a1a}-8.64\%}$
test_setitem	0.1012ms	32.2468μs	31.0108 KOps/s	33.1900 KOps/s	$\textbf{\color{#d91a1a}-6.57\%}$
test_set	0.2612ms	31.4433μs	31.8033 KOps/s	33.2910 KOps/s	$\color{#d91a1a}-4.47\%$
test_set_shared	1.0993ms	0.2171ms	4.6069 KOps/s	4.5598 KOps/s	$\color{#35bf28}+1.03\%$
test_update	0.1440ms	38.4606μs	26.0006 KOps/s	26.0936 KOps/s	$\color{#d91a1a}-0.36\%$
test_update_nested	0.2163ms	49.8467μs	20.0615 KOps/s	20.7593 KOps/s	$\color{#d91a1a}-3.36\%$
test_update__nested	0.7100ms	43.8440μs	22.8082 KOps/s	24.2517 KOps/s	$\textbf{\color{#d91a1a}-5.95\%}$
test_set_nested	0.2035ms	34.2588μs	29.1896 KOps/s	30.1645 KOps/s	$\color{#d91a1a}-3.23\%$
test_set_nested_new	0.2742ms	39.2791μs	25.4589 KOps/s	26.0471 KOps/s	$\color{#d91a1a}-2.26\%$
test_select	0.2571ms	56.5874μs	17.6718 KOps/s	18.0365 KOps/s	$\color{#d91a1a}-2.02\%$
test_select_nested	0.1403ms	59.4687μs	16.8156 KOps/s	16.8673 KOps/s	$\color{#d91a1a}-0.31\%$
test_exclude_nested	0.1620ms	75.3009μs	13.2800 KOps/s	13.3609 KOps/s	$\color{#d91a1a}-0.61\%$
test_empty[True]	0.4506ms	0.3517ms	2.8431 KOps/s	2.8970 KOps/s	$\color{#d91a1a}-1.86\%$
test_empty[False]	11.4030μs	1.2052μs	829.7348 KOps/s	805.1564 KOps/s	$\color{#35bf28}+3.05\%$
test_unbind_speed	0.4102ms	0.3038ms	3.2921 KOps/s	3.2691 KOps/s	$\color{#35bf28}+0.70\%$
test_unbind_speed_stack0	0.3842ms	0.3030ms	3.3006 KOps/s	3.3373 KOps/s	$\color{#d91a1a}-1.10\%$
test_unbind_speed_stack1	0.1026s	0.7708ms	1.2974 KOps/s	1.2920 KOps/s	$\color{#35bf28}+0.41\%$
test_split	0.1068s	2.4504ms	408.0896 Ops/s	454.5300 Ops/s	$\textbf{\color{#d91a1a}-10.22\%}$
test_chunk	3.2080ms	2.0294ms	492.7498 Ops/s	498.9028 Ops/s	$\color{#d91a1a}-1.23\%$
test_creation[device0]	0.2293ms	0.1175ms	8.5100 KOps/s	8.1301 KOps/s	$\color{#35bf28}+4.67\%$
test_creation_from_tensor	3.9928ms	0.1210ms	8.2646 KOps/s	8.3394 KOps/s	$\color{#d91a1a}-0.90\%$
test_add_one[memmap_tensor0]	0.3872ms	7.6428μs	130.8426 KOps/s	131.4314 KOps/s	$\color{#d91a1a}-0.45\%$
test_contiguous[memmap_tensor0]	17.3330μs	1.9065μs	524.5139 KOps/s	511.2395 KOps/s	$\color{#35bf28}+2.60\%$
test_stack[memmap_tensor0]	85.3610μs	5.9678μs	167.5651 KOps/s	169.8358 KOps/s	$\color{#d91a1a}-1.34\%$
test_memmaptd_index	0.7262ms	0.4225ms	2.3668 KOps/s	2.4027 KOps/s	$\color{#d91a1a}-1.49\%$
test_memmaptd_index_astensor	0.8498ms	0.5069ms	1.9728 KOps/s	2.0067 KOps/s	$\color{#d91a1a}-1.69\%$
test_memmaptd_index_op	2.0093ms	1.0620ms	941.6448 Ops/s	944.0042 Ops/s	$\color{#d91a1a}-0.25\%$
test_serialize_model	0.1248s	0.1199s	8.3382 Ops/s	8.1814 Ops/s	$\color{#35bf28}+1.92\%$
test_serialize_model_pickle	0.4311s	0.3880s	2.5773 Ops/s	2.5602 Ops/s	$\color{#35bf28}+0.67\%$
test_serialize_weights	0.2279s	0.1305s	7.6612 Ops/s	8.2693 Ops/s	$\textbf{\color{#d91a1a}-7.35\%}$
test_serialize_weights_returnearly	0.1915s	0.1626s	6.1505 Ops/s	6.2774 Ops/s	$\color{#d91a1a}-2.02\%$
test_serialize_weights_pickle	0.5599s	0.4308s	2.3212 Ops/s	2.4753 Ops/s	$\textbf{\color{#d91a1a}-6.23\%}$
test_serialize_weights_filesystem	0.1429s	0.1381s	7.2397 Ops/s	7.0682 Ops/s	$\color{#35bf28}+2.43\%$
test_serialize_model_filesystem	0.2506s	0.1616s	6.1880 Ops/s	6.5069 Ops/s	$\color{#d91a1a}-4.90\%$
test_reshape_pytree	0.1147ms	39.9096μs	25.0566 KOps/s	24.4813 KOps/s	$\color{#35bf28}+2.35\%$
test_reshape_td	0.1131ms	46.7703μs	21.3811 KOps/s	21.2679 KOps/s	$\color{#35bf28}+0.53\%$
test_view_pytree	0.1281ms	39.9525μs	25.0297 KOps/s	25.5625 KOps/s	$\color{#d91a1a}-2.08\%$
test_view_td	0.1690ms	53.6185μs	18.6503 KOps/s	19.1244 KOps/s	$\color{#d91a1a}-2.48\%$
test_unbind_pytree	81.3720μs	37.3211μs	26.7945 KOps/s	26.9805 KOps/s	$\color{#d91a1a}-0.69\%$
test_unbind_td	0.3026ms	46.3132μs	21.5921 KOps/s	21.4776 KOps/s	$\color{#35bf28}+0.53\%$
test_split_pytree	0.1498ms	39.3675μs	25.4016 KOps/s	25.9525 KOps/s	$\color{#d91a1a}-2.12\%$
test_split_td	0.4848ms	58.8896μs	16.9809 KOps/s	17.2569 KOps/s	$\color{#d91a1a}-1.60\%$
test_add_pytree	0.1384ms	47.5741μs	21.0199 KOps/s	21.5140 KOps/s	$\color{#d91a1a}-2.30\%$
test_add_td	0.1520ms	85.2678μs	11.7277 KOps/s	11.7497 KOps/s	$\color{#d91a1a}-0.19\%$
test_compile_add_one_nested[tensordict-compile]	0.1741ms	73.4813μs	13.6089 KOps/s	13.6591 KOps/s	$\color{#d91a1a}-0.37\%$
test_compile_add_one_nested[tensordict-eager]	0.4358ms	0.1890ms	5.2905 KOps/s	5.2354 KOps/s	$\color{#35bf28}+1.05\%$
test_compile_add_one_nested[pytree-compile]	0.1402ms	56.4895μs	17.7024 KOps/s	17.4598 KOps/s	$\color{#35bf28}+1.39\%$
test_compile_add_one_nested[pytree-eager]	0.3515ms	0.1489ms	6.7140 KOps/s	6.7149 KOps/s	$\color{#d91a1a}-0.01\%$
test_compile_copy_nested[tensordict-compile]	94.4470μs	26.8642μs	37.2243 KOps/s	37.8087 KOps/s	$\color{#d91a1a}-1.55\%$
test_compile_copy_nested[tensordict-eager]	0.1601ms	70.7396μs	14.1364 KOps/s	13.8118 KOps/s	$\color{#35bf28}+2.35\%$
test_compile_copy_nested[pytree-compile]	0.1665ms	78.6117μs	12.7208 KOps/s	12.9291 KOps/s	$\color{#d91a1a}-1.61\%$
test_compile_copy_nested[pytree-eager]	0.1311ms	66.8699μs	14.9544 KOps/s	15.0411 KOps/s	$\color{#d91a1a}-0.58\%$
test_compile_add_one_flat[tensordict-compile]	0.2448ms	0.1167ms	8.5683 KOps/s	8.4650 KOps/s	$\color{#35bf28}+1.22\%$
test_compile_add_one_flat[tensordict-eager]	0.3834ms	0.2083ms	4.8004 KOps/s	4.7490 KOps/s	$\color{#35bf28}+1.08\%$
test_compile_add_one_flat[tensorclass-compile]	0.1352ms	55.1859μs	18.1206 KOps/s	18.1117 KOps/s	$\color{#35bf28}+0.05\%$
test_compile_add_one_flat[tensorclass-eager]	0.4577ms	71.1315μs	14.0585 KOps/s	14.0641 KOps/s	$\color{#d91a1a}-0.04\%$
test_compile_add_one_flat[pytree-compile]	0.2297ms	0.1140ms	8.7725 KOps/s	8.6984 KOps/s	$\color{#35bf28}+0.85\%$
test_compile_add_one_flat[pytree-eager]	0.5237ms	0.3039ms	3.2904 KOps/s	3.2345 KOps/s	$\color{#35bf28}+1.73\%$
test_compile_add_self_flat[tensordict-eager]	0.3207ms	0.2221ms	4.5019 KOps/s	4.4826 KOps/s	$\color{#35bf28}+0.43\%$
test_compile_add_self_flat[tensordict-compile]	0.4530ms	0.1227ms	8.1516 KOps/s	8.5635 KOps/s	$\color{#d91a1a}-4.81\%$
test_compile_add_self_flat[tensorclass-eager]	0.2636ms	63.7550μs	15.6851 KOps/s	15.6218 KOps/s	$\color{#35bf28}+0.40\%$
test_compile_add_self_flat[tensorclass-compile]	0.3012ms	57.9639μs	17.2521 KOps/s	17.9690 KOps/s	$\color{#d91a1a}-3.99\%$
test_compile_add_self_flat[pytree-eager]	0.4798ms	0.2450ms	4.0815 KOps/s	4.0004 KOps/s	$\color{#35bf28}+2.03\%$
test_compile_add_self_flat[pytree-compile]	0.2082ms	0.1165ms	8.5848 KOps/s	8.6976 KOps/s	$\color{#d91a1a}-1.30\%$
test_compile_copy_flat[tensordict-compile]	79.2990μs	20.9754μs	47.6750 KOps/s	45.1720 KOps/s	$\textbf{\color{#35bf28}+5.54\%}$
test_compile_copy_flat[tensordict-eager]	0.2714ms	62.1707μs	16.0848 KOps/s	16.4721 KOps/s	$\color{#d91a1a}-2.35\%$
test_compile_copy_flat[pytree-compile]	0.2043ms	79.3086μs	12.6090 KOps/s	12.7463 KOps/s	$\color{#d91a1a}-1.08\%$
test_compile_copy_flat[pytree-eager]	0.1463ms	67.8056μs	14.7480 KOps/s	14.8415 KOps/s	$\color{#d91a1a}-0.63\%$
test_compile_assign_and_add[tensordict-compile]	0.4236ms	0.2223ms	4.4985 KOps/s	4.3617 KOps/s	$\color{#35bf28}+3.14\%$
test_compile_assign_and_add[tensordict-eager]	1.9089ms	1.7516ms	570.9108 Ops/s	567.4521 Ops/s	$\color{#35bf28}+0.61\%$
test_compile_assign_and_add[pytree-compile]	0.3225ms	0.2130ms	4.6954 KOps/s	4.6883 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_assign_and_add[pytree-eager]	2.0302ms	1.1962ms	835.9500 Ops/s	838.9149 Ops/s	$\color{#d91a1a}-0.35\%$
test_compile_assign_and_add_stack[compile]	0.5932ms	0.4805ms	2.0812 KOps/s	2.0251 KOps/s	$\color{#35bf28}+2.77\%$
test_compile_assign_and_add_stack[eager]	4.4324ms	4.0507ms	246.8730 Ops/s	238.3549 Ops/s	$\color{#35bf28}+3.57\%$
test_compile_indexing[tensor-tensordict-compile]	0.2284ms	47.2427μs	21.1673 KOps/s	21.9398 KOps/s	$\color{#d91a1a}-3.52\%$
test_compile_indexing[tensor-tensordict-eager]	0.5838ms	50.1144μs	19.9543 KOps/s	19.3062 KOps/s	$\color{#35bf28}+3.36\%$
test_compile_indexing[tensor-tensorclass-compile]	97.1720μs	37.7054μs	26.5214 KOps/s	26.1572 KOps/s	$\color{#35bf28}+1.39\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1139ms	30.1385μs	33.1802 KOps/s	33.5233 KOps/s	$\color{#d91a1a}-1.02\%$
test_compile_indexing[tensor-pytree-compile]	97.8130μs	38.8773μs	25.7220 KOps/s	25.9587 KOps/s	$\color{#d91a1a}-0.91\%$
test_compile_indexing[tensor-pytree-eager]	0.1024ms	30.2084μs	33.1034 KOps/s	33.8820 KOps/s	$\color{#d91a1a}-2.30\%$
test_compile_indexing[slice-tensordict-compile]	0.1548ms	80.5469μs	12.4151 KOps/s	12.6049 KOps/s	$\color{#d91a1a}-1.51\%$
test_compile_indexing[slice-tensordict-eager]	0.5399ms	29.6832μs	33.6891 KOps/s	33.7508 KOps/s	$\color{#d91a1a}-0.18\%$
test_compile_indexing[slice-tensorclass-compile]	0.3993ms	72.7039μs	13.7544 KOps/s	13.9528 KOps/s	$\color{#d91a1a}-1.42\%$
test_compile_indexing[slice-tensorclass-eager]	78.8180μs	24.3008μs	41.1509 KOps/s	41.9514 KOps/s	$\color{#d91a1a}-1.91\%$
test_compile_indexing[slice-pytree-compile]	0.1685ms	72.1942μs	13.8515 KOps/s	13.8266 KOps/s	$\color{#35bf28}+0.18\%$
test_compile_indexing[slice-pytree-eager]	76.8540μs	24.4373μs	40.9211 KOps/s	41.7667 KOps/s	$\color{#d91a1a}-2.02\%$
test_compile_indexing[int-tensordict-compile]	0.2059ms	81.7619μs	12.2306 KOps/s	12.5123 KOps/s	$\color{#d91a1a}-2.25\%$
test_compile_indexing[int-tensordict-eager]	0.8121ms	29.4231μs	33.9869 KOps/s	34.3529 KOps/s	$\color{#d91a1a}-1.07\%$
test_compile_indexing[int-tensorclass-compile]	0.1462ms	72.5472μs	13.7841 KOps/s	13.9254 KOps/s	$\color{#d91a1a}-1.01\%$
test_compile_indexing[int-tensorclass-eager]	90.3300μs	24.1322μs	41.4384 KOps/s	42.6434 KOps/s	$\color{#d91a1a}-2.83\%$
test_compile_indexing[int-pytree-compile]	0.1728ms	73.1764μs	13.6656 KOps/s	14.0023 KOps/s	$\color{#d91a1a}-2.40\%$
test_compile_indexing[int-pytree-eager]	86.3910μs	24.2779μs	41.1897 KOps/s	42.2670 KOps/s	$\color{#d91a1a}-2.55\%$
test_mod_add[eager]	95.2580μs	28.7402μs	34.7945 KOps/s	36.6642 KOps/s	$\textbf{\color{#d91a1a}-5.10\%}$
test_mod_add[compile]	0.1169ms	45.6836μs	21.8897 KOps/s	21.7483 KOps/s	$\color{#35bf28}+0.65\%$
test_mod_add[compile-overhead]	0.1153ms	46.3196μs	21.5891 KOps/s	22.9007 KOps/s	$\textbf{\color{#d91a1a}-5.73\%}$
test_mod_wrap[eager]	0.3374ms	0.2159ms	4.6322 KOps/s	4.6563 KOps/s	$\color{#d91a1a}-0.52\%$
test_mod_wrap[compile]	2.0059ms	0.2128ms	4.6982 KOps/s	4.8667 KOps/s	$\color{#d91a1a}-3.46\%$
test_mod_wrap[compile-overhead]	1.7880ms	0.2071ms	4.8277 KOps/s	4.8913 KOps/s	$\color{#d91a1a}-1.30\%$
test_mod_wrap_and_backward[eager]	12.6678ms	11.3156ms	88.3734 Ops/s	92.2471 Ops/s	$\color{#d91a1a}-4.20\%$
test_mod_wrap_and_backward[compile]	17.3592ms	13.1120ms	76.2657 Ops/s	91.6617 Ops/s	$\textbf{\color{#d91a1a}-16.80\%}$
test_mod_wrap_and_backward[compile-overhead]	17.0550ms	13.0727ms	76.4954 Ops/s	89.2558 Ops/s	$\textbf{\color{#d91a1a}-14.30\%}$
test_seq_add[eager]	0.2039ms	96.0863μs	10.4073 KOps/s	10.8356 KOps/s	$\color{#d91a1a}-3.95\%$
test_seq_add[compile]	0.2613ms	60.8919μs	16.4225 KOps/s	16.0426 KOps/s	$\color{#35bf28}+2.37\%$
test_seq_add[compile-overhead]	0.1631ms	58.8380μs	16.9958 KOps/s	16.6527 KOps/s	$\color{#35bf28}+2.06\%$
test_seq_wrap[eager]	0.6759ms	0.4011ms	2.4931 KOps/s	2.5206 KOps/s	$\color{#d91a1a}-1.09\%$
test_seq_wrap[compile]	0.3534ms	0.2277ms	4.3916 KOps/s	4.3910 KOps/s	$\color{#35bf28}+0.01\%$
test_seq_wrap[compile-overhead]	0.4089ms	0.2265ms	4.4144 KOps/s	4.4294 KOps/s	$\color{#d91a1a}-0.34\%$
test_func_call_runtime[False-eager]	0.9423ms	0.5611ms	1.7823 KOps/s	1.7782 KOps/s	$\color{#35bf28}+0.23\%$
test_func_call_runtime[False-compile]	0.8769ms	0.4346ms	2.3011 KOps/s	2.2903 KOps/s	$\color{#35bf28}+0.47\%$
test_func_call_runtime[False-compile-overhead]	0.5773ms	0.4322ms	2.3137 KOps/s	2.2796 KOps/s	$\color{#35bf28}+1.50\%$
test_func_call_runtime[True-eager]	0.8842ms	0.7612ms	1.3138 KOps/s	1.3295 KOps/s	$\color{#d91a1a}-1.18\%$
test_func_call_runtime[True-compile]	0.9368ms	0.4745ms	2.1076 KOps/s	2.1168 KOps/s	$\color{#d91a1a}-0.43\%$
test_func_call_runtime[True-compile-overhead]	0.8330ms	0.4745ms	2.1076 KOps/s	2.0724 KOps/s	$\color{#35bf28}+1.70\%$
test_func_call_cm_runtime[False-eager]	0.8226ms	0.5505ms	1.8166 KOps/s	1.8065 KOps/s	$\color{#35bf28}+0.56\%$
test_func_call_cm_runtime[False-compile]	0.9282ms	0.4297ms	2.3274 KOps/s	2.2955 KOps/s	$\color{#35bf28}+1.39\%$
test_func_call_cm_runtime[False-compile-overhead]	1.0103ms	0.4283ms	2.3348 KOps/s	2.2557 KOps/s	$\color{#35bf28}+3.50\%$
test_func_call_cm_runtime[True-eager]	1.4042ms	0.8974ms	1.1143 KOps/s	1.1021 KOps/s	$\color{#35bf28}+1.11\%$
test_func_call_cm_runtime[True-compile]	0.6126ms	0.5002ms	1.9993 KOps/s	1.9661 KOps/s	$\color{#35bf28}+1.69\%$
test_func_call_cm_runtime[True-compile-overhead]	0.6650ms	0.5017ms	1.9932 KOps/s	1.9697 KOps/s	$\color{#35bf28}+1.19\%$
test_vmap_func_call_cm_runtime[eager]	2.9366ms	1.9373ms	516.1750 Ops/s	523.5649 Ops/s	$\color{#d91a1a}-1.41\%$
test_vmap_func_call_cm_runtime[compile]	0.8850ms	0.5292ms	1.8897 KOps/s	1.8477 KOps/s	$\color{#35bf28}+2.27\%$
test_vmap_func_call_cm_runtime[compile-overhead]	1.0044ms	0.5333ms	1.8750 KOps/s	1.8638 KOps/s	$\color{#35bf28}+0.60\%$
test_distributed	0.3148ms	0.1273ms	7.8575 KOps/s	7.7415 KOps/s	$\color{#35bf28}+1.50\%$
test_tdmodule	33.3420μs	18.9494μs	52.7722 KOps/s	51.2773 KOps/s	$\color{#35bf28}+2.92\%$
test_tdmodule_dispatch	69.7010μs	37.3817μs	26.7511 KOps/s	26.3767 KOps/s	$\color{#35bf28}+1.42\%$
test_tdseq	36.5190μs	21.0315μs	47.5477 KOps/s	45.8538 KOps/s	$\color{#35bf28}+3.69\%$
test_tdseq_dispatch	80.9320μs	43.5050μs	22.9859 KOps/s	23.2778 KOps/s	$\color{#d91a1a}-1.25\%$
test_instantiation_functorch	3.0770ms	1.5668ms	638.2273 Ops/s	640.8898 Ops/s	$\color{#d91a1a}-0.42\%$
test_exec_functorch	0.3148ms	0.1790ms	5.5881 KOps/s	5.4091 KOps/s	$\color{#35bf28}+3.31\%$
test_exec_functional_call	0.3922ms	0.1745ms	5.7320 KOps/s	5.7956 KOps/s	$\color{#d91a1a}-1.10\%$
test_exec_td_decorator	0.5475ms	0.2343ms	4.2686 KOps/s	4.3350 KOps/s	$\color{#d91a1a}-1.53\%$
test_vmap_mlp_speed_decorator[True-True]	0.8436ms	0.6525ms	1.5325 KOps/s	1.5291 KOps/s	$\color{#35bf28}+0.22\%$
test_vmap_mlp_speed_decorator[True-False]	0.9565ms	0.6506ms	1.5371 KOps/s	1.5115 KOps/s	$\color{#35bf28}+1.69\%$
test_vmap_mlp_speed_decorator[False-True]	0.7427ms	0.5393ms	1.8542 KOps/s	1.8692 KOps/s	$\color{#d91a1a}-0.81\%$
test_vmap_mlp_speed_decorator[False-False]	0.8272ms	0.5342ms	1.8720 KOps/s	1.8767 KOps/s	$\color{#d91a1a}-0.25\%$
test_to_module_speed[True]	2.0831ms	1.3144ms	760.7835 Ops/s	764.6332 Ops/s	$\color{#d91a1a}-0.50\%$
test_to_module_speed[False]	1.4266ms	1.2596ms	793.9206 Ops/s	793.4624 Ops/s	$\color{#35bf28}+0.06\%$
test_tc_init	0.1084ms	42.8521μs	23.3361 KOps/s	21.7879 KOps/s	$\textbf{\color{#35bf28}+7.11\%}$
test_tc_init_nested	0.1561ms	86.6237μs	11.5442 KOps/s	10.9373 KOps/s	$\textbf{\color{#35bf28}+5.55\%}$
test_tc_first_layer_tensor	18.3350μs	1.5116μs	661.5564 KOps/s	668.6878 KOps/s	$\color{#d91a1a}-1.07\%$
test_tc_first_layer_nontensor	44.1630μs	4.6568μs	214.7399 KOps/s	216.8558 KOps/s	$\color{#d91a1a}-0.98\%$
test_tc_second_layer_tensor	39.5540μs	2.7857μs	358.9722 KOps/s	358.9093 KOps/s	$\color{#35bf28}+0.02\%$
test_tc_second_layer_nontensor	51.2670μs	5.9786μs	167.2641 KOps/s	170.0280 KOps/s	$\color{#d91a1a}-1.63\%$
test_unbind	0.2323s	13.7159ms	72.9079 Ops/s	82.5548 Ops/s	$\textbf{\color{#d91a1a}-11.69\%}$
test_full_like	8.1612ms	7.4123ms	134.9113 Ops/s	86.5184 Ops/s	$\textbf{\color{#35bf28}+55.93\%}$
test_zeros_like	3.1404ms	2.7521ms	363.3650 Ops/s	120.4319 Ops/s	$\textbf{\color{#35bf28}+201.72\%}$
test_ones_like	3.9523ms	3.3166ms	301.5146 Ops/s	126.9755 Ops/s	$\textbf{\color{#35bf28}+137.46\%}$
test_clone	6.0884ms	5.3209ms	187.9378 Ops/s	105.1245 Ops/s	$\textbf{\color{#35bf28}+78.78\%}$
test_squeeze	61.6760μs	12.0885μs	82.7229 KOps/s	85.1225 KOps/s	$\color{#d91a1a}-2.82\%$
test_unsqueeze	0.2074ms	87.5235μs	11.4255 KOps/s	11.1479 KOps/s	$\color{#35bf28}+2.49\%$
test_split	0.5111ms	0.1940ms	5.1540 KOps/s	5.3073 KOps/s	$\color{#d91a1a}-2.89\%$
test_permute	0.4765ms	0.2240ms	4.4644 KOps/s	4.4761 KOps/s	$\color{#d91a1a}-0.26\%$
test_stack	33.5015ms	25.6728ms	38.9517 Ops/s	39.6663 Ops/s	$\color{#d91a1a}-1.80\%$
test_cat	30.0700ms	26.3376ms	37.9686 Ops/s	40.4212 Ops/s	$\textbf{\color{#d91a1a}-6.07\%}$

[github-actions]

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}23$. Worsened: $\large\color{#d91a1a}5$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	36.8810μs	13.8031μs	72.4472 KOps/s	67.3691 KOps/s	$\textbf{\color{#35bf28}+7.54\%}$
test_plain_set_stack_nested	44.8510μs	13.9165μs	71.8570 KOps/s	66.4153 KOps/s	$\textbf{\color{#35bf28}+8.19\%}$
test_plain_set_nested_inplace	40.5410μs	14.9360μs	66.9525 KOps/s	62.4736 KOps/s	$\textbf{\color{#35bf28}+7.17\%}$
test_plain_set_stack_nested_inplace	41.9610μs	14.8778μs	67.2140 KOps/s	63.3097 KOps/s	$\textbf{\color{#35bf28}+6.17\%}$
test_items	29.0610μs	2.8819μs	346.9918 KOps/s	341.3010 KOps/s	$\color{#35bf28}+1.67\%$
test_items_nested	0.3505ms	0.3206ms	3.1196 KOps/s	3.1104 KOps/s	$\color{#35bf28}+0.29\%$
test_items_nested_locked	0.3707ms	0.3238ms	3.0887 KOps/s	3.0932 KOps/s	$\color{#d91a1a}-0.14\%$
test_items_nested_leaf	80.0510μs	58.1727μs	17.1902 KOps/s	17.3384 KOps/s	$\color{#d91a1a}-0.85\%$
test_items_stack_nested	0.3693ms	0.3249ms	3.0776 KOps/s	3.0860 KOps/s	$\color{#d91a1a}-0.27\%$
test_items_stack_nested_leaf	0.1073ms	59.2250μs	16.8848 KOps/s	16.8724 KOps/s	$\color{#35bf28}+0.07\%$
test_items_stack_nested_locked	0.3553ms	0.3228ms	3.0975 KOps/s	3.0815 KOps/s	$\color{#35bf28}+0.52\%$
test_keys	32.3600μs	3.4414μs	290.5767 KOps/s	289.3403 KOps/s	$\color{#35bf28}+0.43\%$
test_keys_nested	97.8720μs	69.5191μs	14.3845 KOps/s	14.2783 KOps/s	$\color{#35bf28}+0.74\%$
test_keys_nested_locked	0.7368ms	75.4419μs	13.2552 KOps/s	13.2350 KOps/s	$\color{#35bf28}+0.15\%$
test_keys_nested_leaf	92.2010μs	60.9606μs	16.4040 KOps/s	16.2574 KOps/s	$\color{#35bf28}+0.90\%$
test_keys_stack_nested	0.1115ms	70.8056μs	14.1232 KOps/s	13.8362 KOps/s	$\color{#35bf28}+2.07\%$
test_keys_stack_nested_leaf	0.2211ms	61.8353μs	16.1720 KOps/s	15.8208 KOps/s	$\color{#35bf28}+2.22\%$
test_keys_stack_nested_locked	99.8410μs	76.5695μs	13.0600 KOps/s	12.9792 KOps/s	$\color{#35bf28}+0.62\%$
test_values	4.6483μs	0.8468μs	1.1810 MOps/s	1.1829 MOps/s	$\color{#d91a1a}-0.16\%$
test_values_nested	59.3310μs	30.9751μs	32.2840 KOps/s	32.0357 KOps/s	$\color{#35bf28}+0.77\%$
test_values_nested_locked	59.8200μs	32.8862μs	30.4079 KOps/s	30.4505 KOps/s	$\color{#d91a1a}-0.14\%$
test_values_nested_leaf	59.0410μs	33.4609μs	29.8856 KOps/s	29.5447 KOps/s	$\color{#35bf28}+1.15\%$
test_values_stack_nested	68.0310μs	31.2492μs	32.0009 KOps/s	31.5279 KOps/s	$\color{#35bf28}+1.50\%$
test_values_stack_nested_leaf	61.4010μs	33.8402μs	29.5507 KOps/s	29.1162 KOps/s	$\color{#35bf28}+1.49\%$
test_values_stack_nested_locked	67.8110μs	33.2606μs	30.0656 KOps/s	29.7756 KOps/s	$\color{#35bf28}+0.97\%$
test_membership	1.7375μs	0.5114μs	1.9556 MOps/s	1.9669 MOps/s	$\color{#d91a1a}-0.58\%$
test_membership_nested	25.8600μs	1.9857μs	503.6055 KOps/s	519.8519 KOps/s	$\color{#d91a1a}-3.13\%$
test_membership_nested_leaf	24.8437μs	1.9208μs	520.6189 KOps/s	525.5414 KOps/s	$\color{#d91a1a}-0.94\%$
test_membership_stacked_nested	25.0700μs	1.9625μs	509.5578 KOps/s	506.7359 KOps/s	$\color{#35bf28}+0.56\%$
test_membership_stacked_nested_leaf	23.7900μs	1.9622μs	509.6239 KOps/s	507.8819 KOps/s	$\color{#35bf28}+0.34\%$
test_membership_nested_last	29.2500μs	2.8677μs	348.7167 KOps/s	356.4481 KOps/s	$\color{#d91a1a}-2.17\%$
test_membership_nested_leaf_last	22.5610μs	2.8571μs	350.0068 KOps/s	356.0285 KOps/s	$\color{#d91a1a}-1.69\%$
test_membership_stacked_nested_last	39.1710μs	2.8293μs	353.4459 KOps/s	265.0199 KOps/s	$\textbf{\color{#35bf28}+33.37\%}$
test_membership_stacked_nested_leaf_last	20.6000μs	2.8324μs	353.0626 KOps/s	267.6375 KOps/s	$\textbf{\color{#35bf28}+31.92\%}$
test_nested_getleaf	27.2900μs	6.0703μs	164.7366 KOps/s	165.8364 KOps/s	$\color{#d91a1a}-0.66\%$
test_nested_get	31.1210μs	5.7214μs	174.7833 KOps/s	175.4393 KOps/s	$\color{#d91a1a}-0.37\%$
test_stacked_getleaf	32.3200μs	6.0476μs	165.3555 KOps/s	165.8071 KOps/s	$\color{#d91a1a}-0.27\%$
test_stacked_get	26.1010μs	5.7470μs	174.0033 KOps/s	176.1237 KOps/s	$\color{#d91a1a}-1.20\%$
test_nested_getitemleaf	31.8800μs	6.0958μs	164.0466 KOps/s	163.6049 KOps/s	$\color{#35bf28}+0.27\%$
test_nested_getitem	25.8510μs	5.7897μs	172.7204 KOps/s	172.8979 KOps/s	$\color{#d91a1a}-0.10\%$
test_stacked_getitemleaf	33.3510μs	6.1013μs	163.8993 KOps/s	163.3704 KOps/s	$\color{#35bf28}+0.32\%$
test_stacked_getitem	33.8610μs	5.7670μs	173.4006 KOps/s	174.0746 KOps/s	$\color{#d91a1a}-0.39\%$
test_lock_nested	1.1741ms	0.4156ms	2.4064 KOps/s	2.4020 KOps/s	$\color{#35bf28}+0.18\%$
test_lock_stack_nested	0.6005ms	0.3852ms	2.5958 KOps/s	2.6222 KOps/s	$\color{#d91a1a}-1.00\%$
test_unlock_nested	0.8094ms	0.3584ms	2.7903 KOps/s	2.7723 KOps/s	$\color{#35bf28}+0.65\%$
test_unlock_stack_nested	0.4369ms	0.3251ms	3.0763 KOps/s	3.1103 KOps/s	$\color{#d91a1a}-1.09\%$
test_flatten_speed	0.1168ms	73.4128μs	13.6216 KOps/s	13.7365 KOps/s	$\color{#d91a1a}-0.84\%$
test_unflatten_speed	0.3660ms	0.2951ms	3.3890 KOps/s	3.4448 KOps/s	$\color{#d91a1a}-1.62\%$
test_common_ops	1.8136ms	1.1977ms	834.9310 Ops/s	780.9114 Ops/s	$\textbf{\color{#35bf28}+6.92\%}$
test_creation	26.7710μs	1.5110μs	661.8067 KOps/s	683.9732 KOps/s	$\color{#d91a1a}-3.24\%$
test_creation_empty	44.4210μs	14.2008μs	70.4186 KOps/s	61.7882 KOps/s	$\textbf{\color{#35bf28}+13.97\%}$
test_creation_nested_1	39.3010μs	15.9671μs	62.6290 KOps/s	55.8166 KOps/s	$\textbf{\color{#35bf28}+12.20\%}$
test_creation_nested_2	43.7710μs	18.6110μs	53.7318 KOps/s	49.5097 KOps/s	$\textbf{\color{#35bf28}+8.53\%}$
test_clone	70.9510μs	27.7955μs	35.9771 KOps/s	36.6878 KOps/s	$\color{#d91a1a}-1.94\%$
test_getitem[int]	1.1866ms	16.2525μs	61.5288 KOps/s	62.4696 KOps/s	$\color{#d91a1a}-1.51\%$
test_getitem[slice_int]	0.1242ms	28.4980μs	35.0902 KOps/s	34.1981 KOps/s	$\color{#35bf28}+2.61\%$
test_getitem[range]	0.2737ms	0.1136ms	8.8041 KOps/s	9.0414 KOps/s	$\color{#d91a1a}-2.62\%$
test_getitem[tuple]	0.1411ms	25.1735μs	39.7243 KOps/s	40.2842 KOps/s	$\color{#d91a1a}-1.39\%$
test_getitem[list]	0.3240ms	0.1010ms	9.9000 KOps/s	9.7237 KOps/s	$\color{#35bf28}+1.81\%$
test_setitem_dim[int]	83.8120μs	43.2453μs	23.1239 KOps/s	22.2917 KOps/s	$\color{#35bf28}+3.73\%$
test_setitem_dim[slice_int]	88.8010μs	65.5662μs	15.2518 KOps/s	15.3336 KOps/s	$\color{#d91a1a}-0.53\%$
test_setitem_dim[range]	0.2722ms	0.1269ms	7.8796 KOps/s	7.7741 KOps/s	$\color{#35bf28}+1.36\%$
test_setitem_dim[tuple]	82.6310μs	58.8262μs	16.9992 KOps/s	16.2510 KOps/s	$\color{#35bf28}+4.60\%$
test_setitem	0.1886ms	39.8326μs	25.1051 KOps/s	24.2090 KOps/s	$\color{#35bf28}+3.70\%$
test_set	0.1857ms	38.5771μs	25.9221 KOps/s	24.3979 KOps/s	$\textbf{\color{#35bf28}+6.25\%}$
test_set_shared	93.0966ms	57.8324μs	17.2913 KOps/s	20.3456 KOps/s	$\textbf{\color{#d91a1a}-15.01\%}$
test_update	0.1887ms	47.0453μs	21.2561 KOps/s	20.1849 KOps/s	$\textbf{\color{#35bf28}+5.31\%}$
test_update_nested	0.1856ms	56.1757μs	17.8013 KOps/s	17.3891 KOps/s	$\color{#35bf28}+2.37\%$
test_update__nested	0.1778ms	58.7688μs	17.0158 KOps/s	15.8031 KOps/s	$\textbf{\color{#35bf28}+7.67\%}$
test_set_nested	0.1901ms	41.3617μs	24.1770 KOps/s	23.5047 KOps/s	$\color{#35bf28}+2.86\%$
test_set_nested_new	0.1779ms	44.9707μs	22.2367 KOps/s	20.9819 KOps/s	$\textbf{\color{#35bf28}+5.98\%}$
test_select	0.2125ms	58.8996μs	16.9780 KOps/s	16.4938 KOps/s	$\color{#35bf28}+2.94\%$
test_select_nested	71.9510μs	41.8751μs	23.8805 KOps/s	24.1223 KOps/s	$\color{#d91a1a}-1.00\%$
test_exclude_nested	91.2710μs	60.1139μs	16.6351 KOps/s	16.8619 KOps/s	$\color{#d91a1a}-1.35\%$
test_empty[True]	0.3056ms	0.2559ms	3.9084 KOps/s	3.9145 KOps/s	$\color{#d91a1a}-0.16\%$
test_empty[False]	3.1240μs	0.7576μs	1.3199 MOps/s	1.3424 MOps/s	$\color{#d91a1a}-1.67\%$
test_to	45.8900μs	25.8721μs	38.6517 KOps/s	38.9296 KOps/s	$\color{#d91a1a}-0.71\%$
test_to_nonblocking	0.1666ms	24.2603μs	41.2196 KOps/s	40.5191 KOps/s	$\color{#35bf28}+1.73\%$
test_unbind_speed	0.3067ms	0.2733ms	3.6584 KOps/s	3.6232 KOps/s	$\color{#35bf28}+0.97\%$
test_unbind_speed_stack0	0.3161ms	0.2701ms	3.7018 KOps/s	3.6993 KOps/s	$\color{#35bf28}+0.07\%$
test_unbind_speed_stack1	91.5339ms	0.7051ms	1.4182 KOps/s	1.4449 KOps/s	$\color{#d91a1a}-1.85\%$
test_split	93.9770ms	2.1886ms	456.9124 Ops/s	446.5850 Ops/s	$\color{#35bf28}+2.31\%$
test_chunk	95.3908ms	2.1851ms	457.6454 Ops/s	446.5011 Ops/s	$\color{#35bf28}+2.50\%$
test_to[False]	3.3475ms	3.1713ms	315.3242 Ops/s	313.9340 Ops/s	$\color{#35bf28}+0.44\%$
test_to[True]	4.7442ms	4.3988ms	227.3346 Ops/s	228.2632 Ops/s	$\color{#d91a1a}-0.41\%$
test_to_njt[False]	0.3324s	0.2526s	3.9595 Ops/s	3.9930 Ops/s	$\color{#d91a1a}-0.84\%$
test_to_njt[True]	0.2629s	0.2626s	3.8075 Ops/s	3.8075 Ops/s	$+0.00\%$
test_creation[device0]	0.2602ms	0.1278ms	7.8218 KOps/s	7.8015 KOps/s	$\color{#35bf28}+0.26\%$
test_creation_from_tensor	0.5533ms	0.1289ms	7.7551 KOps/s	7.7517 KOps/s	$\color{#35bf28}+0.04\%$
test_add_one[memmap_tensor0]	0.2593ms	8.4682μs	118.0891 KOps/s	118.1509 KOps/s	$\color{#d91a1a}-0.05\%$
test_contiguous[memmap_tensor0]	29.6600μs	2.1680μs	461.2565 KOps/s	453.6723 KOps/s	$\color{#35bf28}+1.67\%$
test_stack[memmap_tensor0]	36.6900μs	6.7629μs	147.8650 KOps/s	147.3662 KOps/s	$\color{#35bf28}+0.34\%$
test_memmaptd_index	1.4590ms	0.4174ms	2.3959 KOps/s	2.3913 KOps/s	$\color{#35bf28}+0.19\%$
test_memmaptd_index_astensor	1.0334ms	0.4773ms	2.0952 KOps/s	2.0855 KOps/s	$\color{#35bf28}+0.46\%$
test_memmaptd_index_op	1.3946ms	0.9724ms	1.0284 KOps/s	1.0016 KOps/s	$\color{#35bf28}+2.68\%$
test_serialize_model	0.1310s	0.1303s	7.6768 Ops/s	7.6507 Ops/s	$\color{#35bf28}+0.34\%$
test_serialize_model_pickle	1.4412s	1.2352s	0.8096 Ops/s	0.8214 Ops/s	$\color{#d91a1a}-1.43\%$
test_serialize_weights	0.1319s	0.1304s	7.6695 Ops/s	7.7411 Ops/s	$\color{#d91a1a}-0.93\%$
test_serialize_weights_returnearly	0.2158s	57.0873ms	17.5170 Ops/s	17.8084 Ops/s	$\color{#d91a1a}-1.64\%$
test_serialize_weights_pickle	1.3728s	1.2165s	0.8221 Ops/s	0.8407 Ops/s	$\color{#d91a1a}-2.22\%$
test_reshape_pytree	77.8710μs	35.1980μs	28.4107 KOps/s	27.5472 KOps/s	$\color{#35bf28}+3.13\%$
test_reshape_td	0.1126ms	40.9470μs	24.4218 KOps/s	24.3513 KOps/s	$\color{#35bf28}+0.29\%$
test_view_pytree	0.1443ms	35.2350μs	28.3809 KOps/s	28.6398 KOps/s	$\color{#d91a1a}-0.90\%$
test_view_td	0.1523ms	44.9533μs	22.2453 KOps/s	22.1078 KOps/s	$\color{#35bf28}+0.62\%$
test_unbind_pytree	0.1493ms	35.1059μs	28.4853 KOps/s	29.2245 KOps/s	$\color{#d91a1a}-2.53\%$
test_unbind_td	0.5221ms	41.7838μs	23.9327 KOps/s	24.2825 KOps/s	$\color{#d91a1a}-1.44\%$
test_split_pytree	0.1244ms	46.9172μs	21.3142 KOps/s	21.4839 KOps/s	$\color{#d91a1a}-0.79\%$
test_split_td	93.5180ms	65.4100μs	15.2882 KOps/s	17.4863 KOps/s	$\textbf{\color{#d91a1a}-12.57\%}$
test_add_pytree	0.1037ms	55.7630μs	17.9330 KOps/s	17.6071 KOps/s	$\color{#35bf28}+1.85\%$
test_add_td	0.1215ms	89.6962μs	11.1487 KOps/s	10.9772 KOps/s	$\color{#35bf28}+1.56\%$
test_compile_add_one_nested[tensordict-compile]	0.2641ms	0.1622ms	6.1638 KOps/s	6.1407 KOps/s	$\color{#35bf28}+0.38\%$
test_compile_add_one_nested[tensordict-eager]	0.3313ms	0.1530ms	6.5361 KOps/s	6.6013 KOps/s	$\color{#d91a1a}-0.99\%$
test_compile_add_one_nested[pytree-compile]	0.5347ms	0.1541ms	6.4881 KOps/s	6.3478 KOps/s	$\color{#35bf28}+2.21\%$
test_compile_add_one_nested[pytree-eager]	0.5963ms	0.1809ms	5.5272 KOps/s	5.5292 KOps/s	$\color{#d91a1a}-0.04\%$
test_compile_copy_nested[tensordict-compile]	0.4142ms	23.0313μs	43.4191 KOps/s	45.7700 KOps/s	$\textbf{\color{#d91a1a}-5.14\%}$
test_compile_copy_nested[tensordict-eager]	0.4194ms	44.7292μs	22.3567 KOps/s	22.5534 KOps/s	$\color{#d91a1a}-0.87\%$
test_compile_copy_nested[pytree-compile]	0.4511ms	65.8925μs	15.1762 KOps/s	15.4273 KOps/s	$\color{#d91a1a}-1.63\%$
test_compile_copy_nested[pytree-eager]	0.4375ms	50.0542μs	19.9784 KOps/s	20.0487 KOps/s	$\color{#d91a1a}-0.35\%$
test_compile_add_one_flat[tensordict-compile]	0.3893ms	0.3142ms	3.1828 KOps/s	3.1647 KOps/s	$\color{#35bf28}+0.57\%$
test_compile_add_one_flat[tensordict-eager]	0.3722ms	0.2135ms	4.6846 KOps/s	4.7347 KOps/s	$\color{#d91a1a}-1.06\%$
test_compile_add_one_flat[tensorclass-compile]	0.1873ms	0.1296ms	7.7172 KOps/s	7.6663 KOps/s	$\color{#35bf28}+0.66\%$
test_compile_add_one_flat[tensorclass-eager]	0.1933ms	59.1336μs	16.9108 KOps/s	16.3756 KOps/s	$\color{#35bf28}+3.27\%$
test_compile_add_one_flat[pytree-compile]	0.4755ms	0.3224ms	3.1017 KOps/s	3.0754 KOps/s	$\color{#35bf28}+0.85\%$
test_compile_add_one_flat[pytree-eager]	0.9689ms	0.6103ms	1.6386 KOps/s	1.6003 KOps/s	$\color{#35bf28}+2.39\%$
test_compile_add_self_flat[tensordict-eager]	0.6342ms	0.2542ms	3.9337 KOps/s	3.8687 KOps/s	$\color{#35bf28}+1.68\%$
test_compile_add_self_flat[tensordict-compile]	0.3737ms	0.3154ms	3.1703 KOps/s	3.1435 KOps/s	$\color{#35bf28}+0.85\%$
test_compile_add_self_flat[tensorclass-eager]	0.2403ms	70.4747μs	14.1895 KOps/s	14.1590 KOps/s	$\color{#35bf28}+0.22\%$
test_compile_add_self_flat[tensorclass-compile]	0.2439ms	0.1322ms	7.5670 KOps/s	7.6291 KOps/s	$\color{#d91a1a}-0.81\%$
test_compile_add_self_flat[pytree-eager]	0.6650ms	0.5080ms	1.9685 KOps/s	1.9336 KOps/s	$\color{#35bf28}+1.81\%$
test_compile_add_self_flat[pytree-compile]	0.4788ms	0.3224ms	3.1013 KOps/s	3.0778 KOps/s	$\color{#35bf28}+0.76\%$
test_compile_copy_flat[tensordict-compile]	0.1588ms	18.6430μs	53.6395 KOps/s	53.8416 KOps/s	$\color{#d91a1a}-0.38\%$
test_compile_copy_flat[tensordict-eager]	0.3977ms	29.3462μs	34.0759 KOps/s	34.7632 KOps/s	$\color{#d91a1a}-1.98\%$
test_compile_copy_flat[pytree-compile]	0.4359ms	69.9424μs	14.2975 KOps/s	14.3821 KOps/s	$\color{#d91a1a}-0.59\%$
test_compile_copy_flat[pytree-eager]	0.4216ms	51.3848μs	19.4610 KOps/s	19.3602 KOps/s	$\color{#35bf28}+0.52\%$
test_compile_assign_and_add[tensordict-compile]	2.3571ms	0.8116ms	1.2321 KOps/s	1.1359 KOps/s	$\textbf{\color{#35bf28}+8.46\%}$
test_compile_assign_and_add[tensordict-eager]	3.3055ms	3.0966ms	322.9393 Ops/s	325.7362 Ops/s	$\color{#d91a1a}-0.86\%$
test_compile_assign_and_add[pytree-compile]	2.3958ms	0.8330ms	1.2005 KOps/s	1.1180 KOps/s	$\textbf{\color{#35bf28}+7.38\%}$
test_compile_assign_and_add[pytree-eager]	3.3100ms	3.0965ms	322.9425 Ops/s	319.5043 Ops/s	$\color{#35bf28}+1.08\%$
test_compile_indexing[tensor-tensordict-compile]	0.2688ms	0.1214ms	8.2357 KOps/s	8.2803 KOps/s	$\color{#d91a1a}-0.54\%$
test_compile_indexing[tensor-tensordict-eager]	0.2123ms	61.4132μs	16.2831 KOps/s	16.1091 KOps/s	$\color{#35bf28}+1.08\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2528ms	0.1149ms	8.7066 KOps/s	8.7679 KOps/s	$\color{#d91a1a}-0.70\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1928ms	42.1465μs	23.7267 KOps/s	23.3460 KOps/s	$\color{#35bf28}+1.63\%$
test_compile_indexing[tensor-pytree-compile]	0.2710ms	0.1152ms	8.6806 KOps/s	8.6385 KOps/s	$\color{#35bf28}+0.49\%$
test_compile_indexing[tensor-pytree-eager]	0.1905ms	42.0870μs	23.7603 KOps/s	22.4060 KOps/s	$\textbf{\color{#35bf28}+6.04\%}$
test_compile_indexing[slice-tensordict-compile]	0.1998ms	0.1510ms	6.6245 KOps/s	6.6028 KOps/s	$\color{#35bf28}+0.33\%$
test_compile_indexing[slice-tensordict-eager]	0.1502ms	25.5602μs	39.1233 KOps/s	37.6836 KOps/s	$\color{#35bf28}+3.82\%$
test_compile_indexing[slice-tensorclass-compile]	0.2420ms	0.1397ms	7.1590 KOps/s	7.1326 KOps/s	$\color{#35bf28}+0.37\%$
test_compile_indexing[slice-tensorclass-eager]	82.1810μs	21.0027μs	47.6130 KOps/s	47.6012 KOps/s	$\color{#35bf28}+0.02\%$
test_compile_indexing[slice-pytree-compile]	0.2941ms	0.1404ms	7.1211 KOps/s	7.0572 KOps/s	$\color{#35bf28}+0.91\%$
test_compile_indexing[slice-pytree-eager]	0.1959ms	28.3822μs	35.2334 KOps/s	47.6719 KOps/s	$\textbf{\color{#d91a1a}-26.09\%}$
test_compile_indexing[int-tensordict-compile]	0.2956ms	0.1477ms	6.7706 KOps/s	6.7526 KOps/s	$\color{#35bf28}+0.27\%$
test_compile_indexing[int-tensordict-eager]	0.4443ms	26.1142μs	38.2933 KOps/s	37.8807 KOps/s	$\color{#35bf28}+1.09\%$
test_compile_indexing[int-tensorclass-compile]	0.2982ms	0.1407ms	7.1066 KOps/s	7.0748 KOps/s	$\color{#35bf28}+0.45\%$
test_compile_indexing[int-tensorclass-eager]	54.3700μs	20.8465μs	47.9697 KOps/s	47.7361 KOps/s	$\color{#35bf28}+0.49\%$
test_compile_indexing[int-pytree-compile]	0.2517ms	0.1406ms	7.1104 KOps/s	7.0754 KOps/s	$\color{#35bf28}+0.49\%$
test_compile_indexing[int-pytree-eager]	48.0410μs	21.0122μs	47.5915 KOps/s	47.1081 KOps/s	$\color{#35bf28}+1.03\%$
test_mod_add[eager]	0.1799ms	30.9267μs	32.3345 KOps/s	30.7507 KOps/s	$\textbf{\color{#35bf28}+5.15\%}$
test_mod_add[compile]	0.2126ms	77.4055μs	12.9190 KOps/s	13.0218 KOps/s	$\color{#d91a1a}-0.79\%$
test_mod_add[compile-overhead]	0.3077ms	0.1539ms	6.4987 KOps/s	6.0904 KOps/s	$\textbf{\color{#35bf28}+6.70\%}$
test_mod_wrap[eager]	0.3884ms	0.2403ms	4.1618 KOps/s	4.1271 KOps/s	$\color{#35bf28}+0.84\%$
test_mod_wrap[compile]	0.6690ms	0.2938ms	3.4040 KOps/s	3.4797 KOps/s	$\color{#d91a1a}-2.18\%$
test_mod_wrap[compile-overhead]	7.9293ms	4.2370ms	236.0187 Ops/s	232.6783 Ops/s	$\color{#35bf28}+1.44\%$
test_mod_wrap_and_backward[eager]	1.5626ms	1.4021ms	713.1949 Ops/s	710.9329 Ops/s	$\color{#35bf28}+0.32\%$
test_mod_wrap_and_backward[compile]	1.6904ms	1.3685ms	730.7492 Ops/s	726.6258 Ops/s	$\color{#35bf28}+0.57\%$
test_mod_wrap_and_backward[compile-overhead]	1.5157ms	1.0133ms	986.9157 Ops/s	981.8335 Ops/s	$\color{#35bf28}+0.52\%$
test_seq_add[eager]	0.2487ms	97.3771μs	10.2693 KOps/s	10.3156 KOps/s	$\color{#d91a1a}-0.45\%$
test_seq_add[compile]	0.2366ms	92.6297μs	10.7957 KOps/s	11.1221 KOps/s	$\color{#d91a1a}-2.94\%$
test_seq_add[compile-overhead]	0.2719ms	0.1253ms	7.9826 KOps/s	7.8723 KOps/s	$\color{#35bf28}+1.40\%$
test_seq_wrap[eager]	0.4744ms	0.3762ms	2.6580 KOps/s	2.6053 KOps/s	$\color{#35bf28}+2.02\%$
test_seq_wrap[compile]	0.4551ms	0.3043ms	3.2864 KOps/s	3.1397 KOps/s	$\color{#35bf28}+4.67\%$
test_seq_wrap[compile-overhead]	0.3795ms	0.2225ms	4.4949 KOps/s	4.4458 KOps/s	$\color{#35bf28}+1.10\%$
test_func_call_runtime[False-eager]	0.8970ms	0.7285ms	1.3727 KOps/s	1.3748 KOps/s	$\color{#d91a1a}-0.15\%$
test_func_call_runtime[False-compile]	0.9480ms	0.7599ms	1.3160 KOps/s	1.3134 KOps/s	$\color{#35bf28}+0.20\%$
test_func_call_runtime[False-compile-overhead]	0.4957ms	0.3595ms	2.7813 KOps/s	2.7624 KOps/s	$\color{#35bf28}+0.69\%$
test_func_call_runtime[True-eager]	1.0784ms	0.8951ms	1.1172 KOps/s	1.1176 KOps/s	$\color{#d91a1a}-0.04\%$
test_func_call_runtime[True-compile]	0.9939ms	0.7769ms	1.2872 KOps/s	1.2848 KOps/s	$\color{#35bf28}+0.19\%$
test_func_call_runtime[True-compile-overhead]	0.5349ms	0.3807ms	2.6269 KOps/s	2.6129 KOps/s	$\color{#35bf28}+0.54\%$
test_func_call_cm_runtime[False-eager]	0.8685ms	0.7241ms	1.3811 KOps/s	1.3682 KOps/s	$\color{#35bf28}+0.94\%$
test_func_call_cm_runtime[False-compile]	0.9104ms	0.7587ms	1.3181 KOps/s	1.3113 KOps/s	$\color{#35bf28}+0.52\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4879ms	0.3606ms	2.7728 KOps/s	2.7629 KOps/s	$\color{#35bf28}+0.36\%$
test_func_call_cm_runtime[True-eager]	1.1817ms	0.9905ms	1.0096 KOps/s	1.0052 KOps/s	$\color{#35bf28}+0.43\%$
test_func_call_cm_runtime[True-compile]	0.9508ms	0.8069ms	1.2393 KOps/s	1.2371 KOps/s	$\color{#35bf28}+0.18\%$
test_func_call_cm_runtime[True-compile-overhead]	0.5725ms	0.4066ms	2.4597 KOps/s	2.4418 KOps/s	$\color{#35bf28}+0.73\%$
test_vmap_func_call_cm_runtime[eager]	2.4614ms	2.0195ms	495.1620 Ops/s	496.1823 Ops/s	$\color{#d91a1a}-0.21\%$
test_vmap_func_call_cm_runtime[compile]	0.9673ms	0.8141ms	1.2283 KOps/s	1.2207 KOps/s	$\color{#35bf28}+0.62\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5458ms	0.4100ms	2.4388 KOps/s	2.4445 KOps/s	$\color{#d91a1a}-0.23\%$
test_distributed	2.1123ms	0.1748ms	5.7195 KOps/s	8.7997 KOps/s	$\textbf{\color{#d91a1a}-35.00\%}$
test_tdmodule	24.8400μs	13.7428μs	72.7655 KOps/s	65.9854 KOps/s	$\textbf{\color{#35bf28}+10.28\%}$
test_tdmodule_dispatch	48.6110μs	27.1789μs	36.7932 KOps/s	34.2456 KOps/s	$\textbf{\color{#35bf28}+7.44\%}$
test_tdseq	33.7210μs	14.9705μs	66.7978 KOps/s	61.4996 KOps/s	$\textbf{\color{#35bf28}+8.62\%}$
test_tdseq_dispatch	51.0910μs	30.0943μs	33.2289 KOps/s	30.5918 KOps/s	$\textbf{\color{#35bf28}+8.62\%}$
test_instantiation_functorch	2.0047ms	1.8533ms	539.5888 Ops/s	543.5356 Ops/s	$\color{#d91a1a}-0.73\%$
test_exec_functorch	0.3383ms	0.2055ms	4.8664 KOps/s	4.8610 KOps/s	$\color{#35bf28}+0.11\%$
test_exec_functional_call	0.3664ms	0.2077ms	4.8140 KOps/s	4.7935 KOps/s	$\color{#35bf28}+0.43\%$
test_exec_td_decorator	0.4225ms	0.2548ms	3.9241 KOps/s	3.9210 KOps/s	$\color{#35bf28}+0.08\%$
test_vmap_mlp_speed_decorator[True-True]	0.8030ms	0.6551ms	1.5266 KOps/s	1.5082 KOps/s	$\color{#35bf28}+1.22\%$
test_vmap_mlp_speed_decorator[True-False]	0.8228ms	0.6567ms	1.5228 KOps/s	1.5079 KOps/s	$\color{#35bf28}+0.99\%$
test_vmap_mlp_speed_decorator[False-True]	0.7439ms	0.5736ms	1.7435 KOps/s	1.7381 KOps/s	$\color{#35bf28}+0.31\%$
test_vmap_mlp_speed_decorator[False-False]	0.7394ms	0.5754ms	1.7379 KOps/s	1.7351 KOps/s	$\color{#35bf28}+0.16\%$
test_vmap_transformer_speed_decorator[True-True]	19.0059ms	18.8501ms	53.0500 Ops/s	53.2244 Ops/s	$\color{#d91a1a}-0.33\%$
test_vmap_transformer_speed_decorator[True-False]	19.0681ms	18.8387ms	53.0822 Ops/s	53.1802 Ops/s	$\color{#d91a1a}-0.18\%$
test_vmap_transformer_speed_decorator[False-True]	18.9138ms	18.7365ms	53.3716 Ops/s	53.6781 Ops/s	$\color{#d91a1a}-0.57\%$
test_vmap_transformer_speed_decorator[False-False]	18.8497ms	18.7093ms	53.4493 Ops/s	53.3153 Ops/s	$\color{#35bf28}+0.25\%$
test_to_module_speed[True]	1.4473ms	0.9349ms	1.0696 KOps/s	1.0681 KOps/s	$\color{#35bf28}+0.14\%$
test_to_module_speed[False]	1.3268ms	0.9160ms	1.0918 KOps/s	1.0924 KOps/s	$\color{#d91a1a}-0.06\%$
test_tc_init	65.4010μs	35.1072μs	28.4842 KOps/s	28.1383 KOps/s	$\color{#35bf28}+1.23\%$
test_tc_init_nested	0.1333ms	71.9426μs	13.9000 KOps/s	14.2199 KOps/s	$\color{#d91a1a}-2.25\%$
test_tc_first_layer_tensor	28.3676μs	0.7077μs	1.4130 MOps/s	1.4352 MOps/s	$\color{#d91a1a}-1.55\%$
test_tc_first_layer_nontensor	27.0500μs	2.3272μs	429.7084 KOps/s	434.4776 KOps/s	$\color{#d91a1a}-1.10\%$
test_tc_second_layer_tensor	68.4010μs	1.4447μs	692.2088 KOps/s	707.5779 KOps/s	$\color{#d91a1a}-2.17\%$
test_tc_second_layer_nontensor	30.3500μs	3.0231μs	330.7873 KOps/s	331.9858 KOps/s	$\color{#d91a1a}-0.36\%$
test_unbind	0.1931s	9.3482ms	106.9729 Ops/s	102.1751 Ops/s	$\color{#35bf28}+4.70\%$
test_full_like	0.6607ms	0.5737ms	1.7430 KOps/s	1.7365 KOps/s	$\color{#35bf28}+0.38\%$
test_zeros_like	0.3306ms	0.1981ms	5.0476 KOps/s	5.0553 KOps/s	$\color{#d91a1a}-0.15\%$
test_ones_like	0.3426ms	0.1980ms	5.0505 KOps/s	5.0571 KOps/s	$\color{#d91a1a}-0.13\%$
test_clone	0.6192ms	0.4150ms	2.4095 KOps/s	2.4099 KOps/s	$\color{#d91a1a}-0.02\%$
test_squeeze	35.8900μs	9.2159μs	108.5080 KOps/s	103.5079 KOps/s	$\color{#35bf28}+4.83\%$
test_unsqueeze	0.2146ms	73.1771μs	13.6655 KOps/s	13.8715 KOps/s	$\color{#d91a1a}-1.49\%$
test_split	0.4153ms	0.1661ms	6.0190 KOps/s	5.9910 KOps/s	$\color{#35bf28}+0.47\%$
test_permute	0.3629ms	0.1791ms	5.5836 KOps/s	5.4835 KOps/s	$\color{#35bf28}+1.83\%$
test_stack	1.3254ms	0.8479ms	1.1794 KOps/s	1.1683 KOps/s	$\color{#35bf28}+0.95\%$
test_cat	1.3240ms	1.2315ms	812.0200 Ops/s	812.0769 Ops/s	$-0.01\%$