[BugFix] Regular swap_tensor for to_module in dynamo

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

Total Benchmarks: 219. Improved: $\large\color{#35bf28}15$. Worsened: $\large\color{#d91a1a}10$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	52.8990μs	21.3429μs	46.8539 KOps/s	45.7259 KOps/s	$\color{#35bf28}+2.47\%$
test_plain_set_stack_nested	45.3350μs	21.3829μs	46.7663 KOps/s	45.0683 KOps/s	$\color{#35bf28}+3.77\%$
test_plain_set_nested_inplace	67.1050μs	23.2705μs	42.9728 KOps/s	41.9658 KOps/s	$\color{#35bf28}+2.40\%$
test_plain_set_stack_nested_inplace	64.1600μs	23.2074μs	43.0896 KOps/s	41.9913 KOps/s	$\color{#35bf28}+2.62\%$
test_items	25.0460μs	2.7682μs	361.2518 KOps/s	371.8818 KOps/s	$\color{#d91a1a}-2.86\%$
test_items_nested	0.6327ms	0.3361ms	2.9755 KOps/s	2.9764 KOps/s	$\color{#d91a1a}-0.03\%$
test_items_nested_locked	0.5326ms	0.3367ms	2.9697 KOps/s	2.9597 KOps/s	$\color{#35bf28}+0.34\%$
test_items_nested_leaf	0.1482ms	84.2304μs	11.8722 KOps/s	11.8589 KOps/s	$\color{#35bf28}+0.11\%$
test_items_stack_nested	1.9870ms	0.3396ms	2.9442 KOps/s	2.9780 KOps/s	$\color{#d91a1a}-1.14\%$
test_items_stack_nested_leaf	0.1452ms	84.1260μs	11.8869 KOps/s	11.6966 KOps/s	$\color{#35bf28}+1.63\%$
test_items_stack_nested_locked	0.4309ms	0.3391ms	2.9488 KOps/s	2.9742 KOps/s	$\color{#d91a1a}-0.85\%$
test_keys	59.2400μs	4.0757μs	245.3565 KOps/s	255.9078 KOps/s	$\color{#d91a1a}-4.12\%$
test_keys_nested	0.2404ms	0.1442ms	6.9333 KOps/s	6.8859 KOps/s	$\color{#35bf28}+0.69\%$
test_keys_nested_locked	0.7538ms	0.1492ms	6.7014 KOps/s	6.6375 KOps/s	$\color{#35bf28}+0.96\%$
test_keys_nested_leaf	0.2852ms	0.1235ms	8.0939 KOps/s	8.0642 KOps/s	$\color{#35bf28}+0.37\%$
test_keys_stack_nested	0.2385ms	0.1448ms	6.9039 KOps/s	6.9049 KOps/s	$\color{#d91a1a}-0.01\%$
test_keys_stack_nested_leaf	0.2407ms	0.1223ms	8.1744 KOps/s	8.0590 KOps/s	$\color{#35bf28}+1.43\%$
test_keys_stack_nested_locked	0.2474ms	0.1506ms	6.6384 KOps/s	6.6433 KOps/s	$\color{#d91a1a}-0.07\%$
test_values	13.3175μs	1.1714μs	853.7099 KOps/s	870.1549 KOps/s	$\color{#d91a1a}-1.89\%$
test_values_nested	98.9840μs	50.9104μs	19.6423 KOps/s	19.5580 KOps/s	$\color{#35bf28}+0.43\%$
test_values_nested_locked	0.1031ms	50.5907μs	19.7665 KOps/s	19.6685 KOps/s	$\color{#35bf28}+0.50\%$
test_values_nested_leaf	0.1312ms	45.2924μs	22.0788 KOps/s	21.8222 KOps/s	$\color{#35bf28}+1.18\%$
test_values_stack_nested	0.1134ms	51.2622μs	19.5076 KOps/s	19.2333 KOps/s	$\color{#35bf28}+1.43\%$
test_values_stack_nested_leaf	89.5900μs	44.7655μs	22.3386 KOps/s	20.8290 KOps/s	$\textbf{\color{#35bf28}+7.25\%}$
test_values_stack_nested_locked	0.1076ms	51.6759μs	19.3514 KOps/s	19.3925 KOps/s	$\color{#d91a1a}-0.21\%$
test_membership	18.3950μs	0.9102μs	1.0987 MOps/s	1.0967 MOps/s	$\color{#35bf28}+0.18\%$
test_membership_nested	45.5150μs	2.5798μs	387.6334 KOps/s	376.7829 KOps/s	$\color{#35bf28}+2.88\%$
test_membership_nested_leaf	40.5760μs	2.5870μs	386.5487 KOps/s	375.7577 KOps/s	$\color{#35bf28}+2.87\%$
test_membership_stacked_nested	51.2030μs	2.5918μs	385.8385 KOps/s	378.4230 KOps/s	$\color{#35bf28}+1.96\%$
test_membership_stacked_nested_leaf	22.9420μs	2.6355μs	379.4396 KOps/s	378.5577 KOps/s	$\color{#35bf28}+0.23\%$
test_membership_nested_last	48.0900μs	3.8118μs	262.3458 KOps/s	249.0574 KOps/s	$\textbf{\color{#35bf28}+5.34\%}$
test_membership_nested_leaf_last	44.8940μs	3.8304μs	261.0707 KOps/s	249.7584 KOps/s	$\color{#35bf28}+4.53\%$
test_membership_stacked_nested_last	39.5740μs	9.9563μs	100.4393 KOps/s	195.2041 KOps/s	$\textbf{\color{#d91a1a}-48.55\%}$
test_membership_stacked_nested_leaf_last	39.7440μs	10.0876μs	99.1318 KOps/s	194.3506 KOps/s	$\textbf{\color{#d91a1a}-48.99\%}$
test_nested_getleaf	47.1420μs	10.2952μs	97.1325 KOps/s	91.5819 KOps/s	$\textbf{\color{#35bf28}+6.06\%}$
test_nested_get	53.0990μs	9.8186μs	101.8471 KOps/s	97.9520 KOps/s	$\color{#35bf28}+3.98\%$
test_stacked_getleaf	43.9320μs	10.3310μs	96.7963 KOps/s	93.5424 KOps/s	$\color{#35bf28}+3.48\%$
test_stacked_get	61.3950μs	9.7943μs	102.1005 KOps/s	99.2298 KOps/s	$\color{#35bf28}+2.89\%$
test_nested_getitemleaf	57.0160μs	10.7712μs	92.8399 KOps/s	88.8141 KOps/s	$\color{#35bf28}+4.53\%$
test_nested_getitem	54.5120μs	9.8843μs	101.1709 KOps/s	96.8682 KOps/s	$\color{#35bf28}+4.44\%$
test_stacked_getitemleaf	49.0520μs	10.8139μs	92.4736 KOps/s	90.8416 KOps/s	$\color{#35bf28}+1.80\%$
test_stacked_getitem	62.6970μs	9.9999μs	100.0015 KOps/s	97.6384 KOps/s	$\color{#35bf28}+2.42\%$
test_lock_nested	89.8646ms	0.5869ms	1.7040 KOps/s	1.9761 KOps/s	$\textbf{\color{#d91a1a}-13.77\%}$
test_lock_stack_nested	0.8143ms	0.4556ms	2.1951 KOps/s	2.1338 KOps/s	$\color{#35bf28}+2.87\%$
test_unlock_nested	88.7128ms	0.5066ms	1.9740 KOps/s	2.3627 KOps/s	$\textbf{\color{#d91a1a}-16.45\%}$
test_unlock_stack_nested	0.7285ms	0.3722ms	2.6867 KOps/s	2.5938 KOps/s	$\color{#35bf28}+3.58\%$
test_flatten_speed	0.6992ms	0.1026ms	9.7442 KOps/s	9.6974 KOps/s	$\color{#35bf28}+0.48\%$
test_unflatten_speed	0.7762ms	0.4625ms	2.1622 KOps/s	2.1310 KOps/s	$\color{#35bf28}+1.46\%$
test_common_ops	1.8129ms	1.0993ms	909.7025 Ops/s	910.4937 Ops/s	$\color{#d91a1a}-0.09\%$
test_creation	17.9030μs	2.0029μs	499.2838 KOps/s	489.7121 KOps/s	$\color{#35bf28}+1.95\%$
test_creation_empty	77.8650μs	16.9061μs	59.1503 KOps/s	57.4598 KOps/s	$\color{#35bf28}+2.94\%$
test_creation_nested_1	82.0710μs	20.1184μs	49.7057 KOps/s	47.9874 KOps/s	$\color{#35bf28}+3.58\%$
test_creation_nested_2	60.2420μs	24.4593μs	40.8842 KOps/s	40.1054 KOps/s	$\color{#35bf28}+1.94\%$
test_clone	0.1481ms	16.5200μs	60.5327 KOps/s	60.1003 KOps/s	$\color{#35bf28}+0.72\%$
test_getitem[int]	1.1802ms	16.2442μs	61.5604 KOps/s	61.1698 KOps/s	$\color{#35bf28}+0.64\%$
test_getitem[slice_int]	0.1481ms	31.2837μs	31.9655 KOps/s	31.2716 KOps/s	$\color{#35bf28}+2.22\%$
test_getitem[range]	0.1922ms	59.3641μs	16.8452 KOps/s	17.6668 KOps/s	$\color{#d91a1a}-4.65\%$
test_getitem[tuple]	0.1217ms	24.9379μs	40.0997 KOps/s	39.5111 KOps/s	$\color{#35bf28}+1.49\%$
test_getitem[list]	0.3228ms	53.2107μs	18.7932 KOps/s	19.0577 KOps/s	$\color{#d91a1a}-1.39\%$
test_setitem_dim[int]	86.4410μs	38.9560μs	25.6700 KOps/s	23.9370 KOps/s	$\textbf{\color{#35bf28}+7.24\%}$
test_setitem_dim[slice_int]	0.1126ms	69.4103μs	14.4071 KOps/s	13.7073 KOps/s	$\textbf{\color{#35bf28}+5.11\%}$
test_setitem_dim[range]	0.1373ms	91.5928μs	10.9179 KOps/s	10.7858 KOps/s	$\color{#35bf28}+1.22\%$
test_setitem_dim[tuple]	0.1063ms	57.0185μs	17.5382 KOps/s	16.7751 KOps/s	$\color{#35bf28}+4.55\%$
test_setitem	0.1116ms	28.5651μs	35.0078 KOps/s	33.4413 KOps/s	$\color{#35bf28}+4.68\%$
test_set	97.4020μs	27.8111μs	35.9568 KOps/s	35.6889 KOps/s	$\color{#35bf28}+0.75\%$
test_set_shared	1.3587ms	0.2129ms	4.6981 KOps/s	4.5675 KOps/s	$\color{#35bf28}+2.86\%$
test_update	0.1968ms	34.5673μs	28.9290 KOps/s	28.6907 KOps/s	$\color{#35bf28}+0.83\%$
test_update_nested	0.1511ms	44.1124μs	22.6694 KOps/s	22.1484 KOps/s	$\color{#35bf28}+2.35\%$
test_update__nested	0.1387ms	33.5314μs	29.8228 KOps/s	29.1982 KOps/s	$\color{#35bf28}+2.14\%$
test_set_nested	0.1454ms	30.4110μs	32.8828 KOps/s	32.1023 KOps/s	$\color{#35bf28}+2.43\%$
test_set_nested_new	0.1594ms	35.0907μs	28.4976 KOps/s	27.9653 KOps/s	$\color{#35bf28}+1.90\%$
test_select	0.1283ms	52.0372μs	19.2170 KOps/s	18.8702 KOps/s	$\color{#35bf28}+1.84\%$
test_select_nested	0.1008ms	58.6830μs	17.0407 KOps/s	16.8309 KOps/s	$\color{#35bf28}+1.25\%$
test_exclude_nested	0.1731ms	78.6119μs	12.7207 KOps/s	13.0042 KOps/s	$\color{#d91a1a}-2.18\%$
test_empty[True]	0.4140ms	0.3303ms	3.0279 KOps/s	3.0922 KOps/s	$\color{#d91a1a}-2.08\%$
test_empty[False]	8.4282μs	1.1776μs	849.2126 KOps/s	865.6728 KOps/s	$\color{#d91a1a}-1.90\%$
test_unbind_speed	0.6703ms	0.3121ms	3.2039 KOps/s	3.1899 KOps/s	$\color{#35bf28}+0.44\%$
test_unbind_speed_stack0	0.5090ms	0.3040ms	3.2896 KOps/s	3.2809 KOps/s	$\color{#35bf28}+0.26\%$
test_unbind_speed_stack1	87.8774ms	0.7807ms	1.2810 KOps/s	1.3593 KOps/s	$\textbf{\color{#d91a1a}-5.76\%}$
test_split	90.1062ms	2.1722ms	460.3708 Ops/s	450.1897 Ops/s	$\color{#35bf28}+2.26\%$
test_chunk	85.0571ms	2.1748ms	459.8080 Ops/s	447.6844 Ops/s	$\color{#35bf28}+2.71\%$
test_creation[device0]	0.2533ms	0.1176ms	8.5007 KOps/s	8.3858 KOps/s	$\color{#35bf28}+1.37\%$
test_creation_from_tensor	4.0727ms	0.1205ms	8.3009 KOps/s	8.1753 KOps/s	$\color{#35bf28}+1.54\%$
test_add_one[memmap_tensor0]	0.1787ms	7.6819μs	130.1759 KOps/s	131.6915 KOps/s	$\color{#d91a1a}-1.15\%$
test_contiguous[memmap_tensor0]	14.5270μs	2.0347μs	491.4794 KOps/s	501.7790 KOps/s	$\color{#d91a1a}-2.05\%$
test_stack[memmap_tensor0]	53.5000μs	5.5925μs	178.8123 KOps/s	176.3183 KOps/s	$\color{#35bf28}+1.41\%$
test_memmaptd_index	1.4969ms	0.4075ms	2.4540 KOps/s	2.3798 KOps/s	$\color{#35bf28}+3.12\%$
test_memmaptd_index_astensor	1.0083ms	0.4864ms	2.0561 KOps/s	1.9857 KOps/s	$\color{#35bf28}+3.54\%$
test_memmaptd_index_op	1.3951ms	1.0259ms	974.7918 Ops/s	958.2320 Ops/s	$\color{#35bf28}+1.73\%$
test_serialize_model	0.1235s	0.1196s	8.3609 Ops/s	8.5236 Ops/s	$\color{#d91a1a}-1.91\%$
test_serialize_model_pickle	0.4611s	0.3971s	2.5182 Ops/s	2.5632 Ops/s	$\color{#d91a1a}-1.75\%$
test_serialize_weights	0.1946s	0.1306s	7.6567 Ops/s	7.5826 Ops/s	$\color{#35bf28}+0.98\%$
test_serialize_weights_returnearly	0.1845s	0.1640s	6.0991 Ops/s	6.4555 Ops/s	$\textbf{\color{#d91a1a}-5.52\%}$
test_serialize_weights_pickle	0.4575s	0.3921s	2.5503 Ops/s	2.5083 Ops/s	$\color{#35bf28}+1.68\%$
test_serialize_weights_filesystem	0.1508s	0.1422s	7.0316 Ops/s	6.8483 Ops/s	$\color{#35bf28}+2.68\%$
test_serialize_model_filesystem	0.1601s	0.1514s	6.6054 Ops/s	5.9967 Ops/s	$\textbf{\color{#35bf28}+10.15\%}$
test_reshape_pytree	94.4670μs	38.8932μs	25.7114 KOps/s	24.7864 KOps/s	$\color{#35bf28}+3.73\%$
test_reshape_td	0.1093ms	47.1222μs	21.2214 KOps/s	20.9551 KOps/s	$\color{#35bf28}+1.27\%$
test_view_pytree	0.1003ms	38.9796μs	25.6544 KOps/s	24.4970 KOps/s	$\color{#35bf28}+4.72\%$
test_view_td	0.1200ms	52.4400μs	19.0694 KOps/s	18.2499 KOps/s	$\color{#35bf28}+4.49\%$
test_unbind_pytree	0.1029ms	36.5133μs	27.3873 KOps/s	26.7535 KOps/s	$\color{#35bf28}+2.37\%$
test_unbind_td	0.3519ms	45.2990μs	22.0756 KOps/s	21.2806 KOps/s	$\color{#35bf28}+3.74\%$
test_split_pytree	0.1097ms	39.8242μs	25.1103 KOps/s	24.7661 KOps/s	$\color{#35bf28}+1.39\%$
test_split_td	83.7081ms	68.3730μs	14.6257 KOps/s	17.1323 KOps/s	$\textbf{\color{#d91a1a}-14.63\%}$
test_add_pytree	0.1040ms	46.8158μs	21.3603 KOps/s	21.5038 KOps/s	$\color{#d91a1a}-0.67\%$
test_add_td	0.1673ms	81.9377μs	12.2044 KOps/s	11.4896 KOps/s	$\textbf{\color{#35bf28}+6.22\%}$
test_compile_add_one_nested[tensordict-compile]	0.1037ms	55.1291μs	18.1392 KOps/s	17.6865 KOps/s	$\color{#35bf28}+2.56\%$
test_compile_add_one_nested[tensordict-eager]	0.4672ms	0.1932ms	5.1747 KOps/s	5.1258 KOps/s	$\color{#35bf28}+0.95\%$
test_compile_add_one_nested[pytree-compile]	0.1784ms	55.0168μs	18.1763 KOps/s	17.6352 KOps/s	$\color{#35bf28}+3.07\%$
test_compile_add_one_nested[pytree-eager]	0.3565ms	0.1452ms	6.8858 KOps/s	6.8339 KOps/s	$\color{#35bf28}+0.76\%$
test_compile_copy_nested[tensordict-compile]	71.1230μs	20.0302μs	49.9246 KOps/s	48.2931 KOps/s	$\color{#35bf28}+3.38\%$
test_compile_copy_nested[tensordict-eager]	0.1239ms	63.5829μs	15.7275 KOps/s	15.3995 KOps/s	$\color{#35bf28}+2.13\%$
test_compile_copy_nested[pytree-compile]	0.1477ms	79.9318μs	12.5107 KOps/s	12.5797 KOps/s	$\color{#d91a1a}-0.55\%$
test_compile_copy_nested[pytree-eager]	0.1488ms	71.7106μs	13.9449 KOps/s	13.7323 KOps/s	$\color{#35bf28}+1.55\%$
test_compile_add_one_flat[tensordict-compile]	0.2814ms	0.1755ms	5.6972 KOps/s	5.6014 KOps/s	$\color{#35bf28}+1.71\%$
test_compile_add_one_flat[tensordict-eager]	0.3698ms	0.1929ms	5.1843 KOps/s	4.5293 KOps/s	$\textbf{\color{#35bf28}+14.46\%}$
test_compile_add_one_flat[tensorclass-compile]	0.1108ms	38.9678μs	25.6622 KOps/s	25.6743 KOps/s	$\color{#d91a1a}-0.05\%$
test_compile_add_one_flat[tensorclass-eager]	0.8892ms	70.2737μs	14.2301 KOps/s	13.7787 KOps/s	$\color{#35bf28}+3.28\%$
test_compile_add_one_flat[pytree-compile]	0.3934ms	0.1739ms	5.7503 KOps/s	5.6505 KOps/s	$\color{#35bf28}+1.77\%$
test_compile_add_one_flat[pytree-eager]	0.5105ms	0.2981ms	3.3550 KOps/s	3.3925 KOps/s	$\color{#d91a1a}-1.11\%$
test_compile_add_self_flat[tensordict-eager]	0.3790ms	0.2089ms	4.7876 KOps/s	4.6919 KOps/s	$\color{#35bf28}+2.04\%$
test_compile_add_self_flat[tensordict-compile]	0.4347ms	0.1903ms	5.2561 KOps/s	5.6525 KOps/s	$\textbf{\color{#d91a1a}-7.01\%}$
test_compile_add_self_flat[tensorclass-eager]	0.2951ms	64.1373μs	15.5915 KOps/s	15.5210 KOps/s	$\color{#35bf28}+0.45\%$
test_compile_add_self_flat[tensorclass-compile]	0.1069ms	39.4877μs	25.3244 KOps/s	24.5068 KOps/s	$\color{#35bf28}+3.34\%$
test_compile_add_self_flat[pytree-eager]	0.4146ms	0.2423ms	4.1271 KOps/s	4.1561 KOps/s	$\color{#d91a1a}-0.70\%$
test_compile_add_self_flat[pytree-compile]	0.3467ms	0.1733ms	5.7714 KOps/s	5.7444 KOps/s	$\color{#35bf28}+0.47\%$
test_compile_copy_flat[tensordict-compile]	0.1835ms	0.1070ms	9.3433 KOps/s	9.2240 KOps/s	$\color{#35bf28}+1.29\%$
test_compile_copy_flat[tensordict-eager]	0.1281ms	55.7324μs	17.9429 KOps/s	17.6892 KOps/s	$\color{#35bf28}+1.43\%$
test_compile_copy_flat[pytree-compile]	0.1985ms	80.1923μs	12.4700 KOps/s	12.3218 KOps/s	$\color{#35bf28}+1.20\%$
test_compile_copy_flat[pytree-eager]	0.1513ms	72.0100μs	13.8870 KOps/s	14.0788 KOps/s	$\color{#d91a1a}-1.36\%$
test_compile_assign_and_add[tensordict-compile]	0.4001ms	0.1905ms	5.2480 KOps/s	5.1867 KOps/s	$\color{#35bf28}+1.18\%$
test_compile_assign_and_add[tensordict-eager]	1.8091ms	1.6653ms	600.4999 Ops/s	587.4914 Ops/s	$\color{#35bf28}+2.21\%$
test_compile_assign_and_add[pytree-compile]	0.3076ms	0.1871ms	5.3443 KOps/s	5.1817 KOps/s	$\color{#35bf28}+3.14\%$
test_compile_assign_and_add[pytree-eager]	1.9969ms	1.0976ms	911.0473 Ops/s	931.9512 Ops/s	$\color{#d91a1a}-2.24\%$
test_compile_assign_and_add_stack[compile]	0.5003ms	0.4059ms	2.4640 KOps/s	2.3676 KOps/s	$\color{#35bf28}+4.07\%$
test_compile_assign_and_add_stack[eager]	5.7192ms	3.7459ms	266.9581 Ops/s	253.1527 Ops/s	$\textbf{\color{#35bf28}+5.45\%}$
test_compile_indexing[tensor-tensordict-compile]	0.1008ms	32.7349μs	30.5484 KOps/s	32.0087 KOps/s	$\color{#d91a1a}-4.56\%$
test_compile_indexing[tensor-tensordict-eager]	0.9875ms	48.0976μs	20.7910 KOps/s	20.3503 KOps/s	$\color{#35bf28}+2.17\%$
test_compile_indexing[tensor-tensorclass-compile]	81.9220μs	28.2027μs	35.4577 KOps/s	34.8546 KOps/s	$\color{#35bf28}+1.73\%$
test_compile_indexing[tensor-tensorclass-eager]	88.2750μs	30.3390μs	32.9609 KOps/s	32.3904 KOps/s	$\color{#35bf28}+1.76\%$
test_compile_indexing[tensor-pytree-compile]	0.1173ms	28.6889μs	34.8567 KOps/s	36.0824 KOps/s	$\color{#d91a1a}-3.40\%$
test_compile_indexing[tensor-pytree-eager]	0.1063ms	29.9811μs	33.3544 KOps/s	32.3200 KOps/s	$\color{#35bf28}+3.20\%$
test_compile_indexing[slice-tensordict-compile]	0.1526ms	72.2247μs	13.8457 KOps/s	13.6999 KOps/s	$\color{#35bf28}+1.06\%$
test_compile_indexing[slice-tensordict-eager]	0.5476ms	27.7027μs	36.0976 KOps/s	34.3188 KOps/s	$\textbf{\color{#35bf28}+5.18\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1312ms	67.1201μs	14.8987 KOps/s	14.7747 KOps/s	$\color{#35bf28}+0.84\%$
test_compile_indexing[slice-tensorclass-eager]	92.0810μs	25.0362μs	39.9422 KOps/s	40.6341 KOps/s	$\color{#d91a1a}-1.70\%$
test_compile_indexing[slice-pytree-compile]	0.2226ms	67.1532μs	14.8913 KOps/s	14.7118 KOps/s	$\color{#35bf28}+1.22\%$
test_compile_indexing[slice-pytree-eager]	0.1098ms	24.5575μs	40.7208 KOps/s	40.7279 KOps/s	$\color{#d91a1a}-0.02\%$
test_compile_indexing[int-tensordict-compile]	0.1602ms	71.6419μs	13.9583 KOps/s	13.7601 KOps/s	$\color{#35bf28}+1.44\%$
test_compile_indexing[int-tensordict-eager]	0.6481ms	28.0222μs	35.6860 KOps/s	35.2337 KOps/s	$\color{#35bf28}+1.28\%$
test_compile_indexing[int-tensorclass-compile]	0.1973ms	67.3394μs	14.8501 KOps/s	14.6064 KOps/s	$\color{#35bf28}+1.67\%$
test_compile_indexing[int-tensorclass-eager]	92.7730μs	24.3992μs	40.9849 KOps/s	41.2987 KOps/s	$\color{#d91a1a}-0.76\%$
test_compile_indexing[int-pytree-compile]	0.1417ms	66.5614μs	15.0237 KOps/s	14.5449 KOps/s	$\color{#35bf28}+3.29\%$
test_compile_indexing[int-pytree-eager]	90.8700μs	24.3900μs	41.0005 KOps/s	40.5892 KOps/s	$\color{#35bf28}+1.01\%$
test_mod_add[eager]	83.0850μs	25.2392μs	39.6209 KOps/s	40.3502 KOps/s	$\color{#d91a1a}-1.81\%$
test_mod_add[compile]	0.1048ms	37.2743μs	26.8281 KOps/s	28.0613 KOps/s	$\color{#d91a1a}-4.39\%$
test_mod_add[compile-overhead]	93.7450μs	37.5658μs	26.6200 KOps/s	27.0179 KOps/s	$\color{#d91a1a}-1.47\%$
test_mod_wrap[eager]	0.3111ms	0.2069ms	4.8335 KOps/s	4.7108 KOps/s	$\color{#35bf28}+2.60\%$
test_mod_wrap[compile]	1.4482ms	0.2313ms	4.3238 KOps/s	4.2766 KOps/s	$\color{#35bf28}+1.10\%$
test_mod_wrap[compile-overhead]	5.1297ms	0.2285ms	4.3773 KOps/s	4.3940 KOps/s	$\color{#d91a1a}-0.38\%$
test_mod_wrap_and_backward[eager]	11.9454ms	10.7764ms	92.7953 Ops/s	89.6313 Ops/s	$\color{#35bf28}+3.53\%$
test_mod_wrap_and_backward[compile]	13.9356ms	11.4604ms	87.2571 Ops/s	89.6927 Ops/s	$\color{#d91a1a}-2.72\%$
test_mod_wrap_and_backward[compile-overhead]	15.6579ms	11.8643ms	84.2864 Ops/s	85.0602 Ops/s	$\color{#d91a1a}-0.91\%$
test_seq_add[eager]	0.1766ms	89.3399μs	11.1932 KOps/s	11.6263 KOps/s	$\color{#d91a1a}-3.73\%$
test_seq_add[compile]	0.1541ms	61.1412μs	16.3556 KOps/s	15.9028 KOps/s	$\color{#35bf28}+2.85\%$
test_seq_add[compile-overhead]	0.1778ms	60.6940μs	16.4761 KOps/s	16.7851 KOps/s	$\color{#d91a1a}-1.84\%$
test_seq_wrap[eager]	0.6432ms	0.3777ms	2.6473 KOps/s	2.5759 KOps/s	$\color{#35bf28}+2.77\%$
test_seq_wrap[compile]	0.4565ms	0.2653ms	3.7691 KOps/s	3.7678 KOps/s	$\color{#35bf28}+0.03\%$
test_seq_wrap[compile-overhead]	0.4850ms	0.2640ms	3.7875 KOps/s	3.7821 KOps/s	$\color{#35bf28}+0.14\%$
test_func_call_runtime[False-eager]	0.8267ms	0.5306ms	1.8847 KOps/s	1.8967 KOps/s	$\color{#d91a1a}-0.63\%$
test_func_call_runtime[False-compile]	0.6032ms	0.4969ms	2.0125 KOps/s	2.0243 KOps/s	$\color{#d91a1a}-0.58\%$
test_func_call_runtime[False-compile-overhead]	0.6673ms	0.4930ms	2.0283 KOps/s	2.0250 KOps/s	$\color{#35bf28}+0.16\%$
test_func_call_runtime[True-eager]	0.8573ms	0.7530ms	1.3280 KOps/s	1.3279 KOps/s	$+0.01\%$
test_func_call_runtime[True-compile]	0.8030ms	0.5096ms	1.9622 KOps/s	1.9633 KOps/s	$\color{#d91a1a}-0.06\%$
test_func_call_runtime[True-compile-overhead]	0.6172ms	0.5096ms	1.9622 KOps/s	1.9495 KOps/s	$\color{#35bf28}+0.65\%$
test_func_call_cm_runtime[False-eager]	0.9087ms	0.5364ms	1.8644 KOps/s	1.8560 KOps/s	$\color{#35bf28}+0.45\%$
test_func_call_cm_runtime[False-compile]	0.7908ms	0.4927ms	2.0296 KOps/s	1.9828 KOps/s	$\color{#35bf28}+2.36\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6330ms	0.4983ms	2.0067 KOps/s	1.9828 KOps/s	$\color{#35bf28}+1.21\%$
test_func_call_cm_runtime[True-eager]	1.1814ms	0.8853ms	1.1295 KOps/s	1.1222 KOps/s	$\color{#35bf28}+0.65\%$
test_func_call_cm_runtime[True-compile]	0.9570ms	0.8297ms	1.2053 KOps/s	1.1812 KOps/s	$\color{#35bf28}+2.04\%$
test_func_call_cm_runtime[True-compile-overhead]	1.7117ms	0.8314ms	1.2028 KOps/s	1.1739 KOps/s	$\color{#35bf28}+2.46\%$
test_distributed	0.2743ms	0.1334ms	7.4976 KOps/s	7.3645 KOps/s	$\color{#35bf28}+1.81\%$
test_tdmodule	88.7960μs	17.3491μs	57.6399 KOps/s	56.7137 KOps/s	$\color{#35bf28}+1.63\%$
test_tdmodule_dispatch	59.7110μs	35.8498μs	27.8942 KOps/s	27.4685 KOps/s	$\color{#35bf28}+1.55\%$
test_tdseq	33.9330μs	18.1968μs	54.9548 KOps/s	52.9254 KOps/s	$\color{#35bf28}+3.83\%$
test_tdseq_dispatch	79.5180μs	38.6166μs	25.8956 KOps/s	25.2286 KOps/s	$\color{#35bf28}+2.64\%$
test_instantiation_functorch	2.2317ms	1.6572ms	603.4452 Ops/s	601.6416 Ops/s	$\color{#35bf28}+0.30\%$
test_instantiation_td	1.8985ms	1.1893ms	840.7989 Ops/s	808.7518 Ops/s	$\color{#35bf28}+3.96\%$
test_exec_functorch	0.3079ms	0.1793ms	5.5770 KOps/s	5.4024 KOps/s	$\color{#35bf28}+3.23\%$
test_exec_functional_call	0.3270ms	0.1721ms	5.8104 KOps/s	5.7318 KOps/s	$\color{#35bf28}+1.37\%$
test_exec_td	0.2413ms	0.1708ms	5.8563 KOps/s	5.6705 KOps/s	$\color{#35bf28}+3.28\%$
test_exec_td_decorator	1.1585ms	0.2301ms	4.3463 KOps/s	4.3294 KOps/s	$\color{#35bf28}+0.39\%$
test_vmap_mlp_speed[True-True]	1.0947ms	0.6465ms	1.5467 KOps/s	1.6865 KOps/s	$\textbf{\color{#d91a1a}-8.29\%}$
test_vmap_mlp_speed[True-False]	0.9708ms	0.6433ms	1.5545 KOps/s	1.7195 KOps/s	$\textbf{\color{#d91a1a}-9.59\%}$
test_vmap_mlp_speed[False-True]	0.7260ms	0.5036ms	1.9856 KOps/s	2.0868 KOps/s	$\color{#d91a1a}-4.85\%$
test_vmap_mlp_speed[False-False]	0.8052ms	0.5043ms	1.9828 KOps/s	2.0549 KOps/s	$\color{#d91a1a}-3.51\%$
test_vmap_mlp_speed_decorator[True-True]	0.8250ms	0.6206ms	1.6114 KOps/s	1.5564 KOps/s	$\color{#35bf28}+3.53\%$
test_vmap_mlp_speed_decorator[True-False]	1.1913ms	0.6218ms	1.6082 KOps/s	1.5552 KOps/s	$\color{#35bf28}+3.41\%$
test_vmap_mlp_speed_decorator[False-True]	0.9123ms	0.5186ms	1.9282 KOps/s	1.8821 KOps/s	$\color{#35bf28}+2.45\%$
test_vmap_mlp_speed_decorator[False-False]	0.7604ms	0.5222ms	1.9150 KOps/s	1.8741 KOps/s	$\color{#35bf28}+2.18\%$
test_to_module_speed[True]	1.6363ms	1.3109ms	762.8228 Ops/s	742.2531 Ops/s	$\color{#35bf28}+2.77\%$
test_to_module_speed[False]	1.9372ms	1.2861ms	777.5509 Ops/s	756.5416 Ops/s	$\color{#35bf28}+2.78\%$
test_tc_init	0.1300ms	43.4165μs	23.0327 KOps/s	22.1187 KOps/s	$\color{#35bf28}+4.13\%$
test_tc_init_nested	0.1826ms	86.4483μs	11.5676 KOps/s	11.1302 KOps/s	$\color{#35bf28}+3.93\%$
test_tc_first_layer_tensor	23.6040μs	1.4476μs	690.8198 KOps/s	673.4738 KOps/s	$\color{#35bf28}+2.58\%$
test_tc_first_layer_nontensor	29.0550μs	4.2694μs	234.2257 KOps/s	228.5267 KOps/s	$\color{#35bf28}+2.49\%$
test_tc_second_layer_tensor	37.7310μs	2.7010μs	370.2317 KOps/s	363.1728 KOps/s	$\color{#35bf28}+1.94\%$
test_tc_second_layer_nontensor	46.3160μs	5.5144μs	181.3418 KOps/s	175.7239 KOps/s	$\color{#35bf28}+3.20\%$
test_unbind	0.4621s	13.8343ms	72.2843 Ops/s	68.1983 Ops/s	$\textbf{\color{#35bf28}+5.99\%}$
test_full_like	8.5079ms	7.1851ms	139.1760 Ops/s	115.2624 Ops/s	$\textbf{\color{#35bf28}+20.75\%}$
test_zeros_like	12.5546ms	6.4536ms	154.9524 Ops/s	122.2659 Ops/s	$\textbf{\color{#35bf28}+26.73\%}$
test_ones_like	15.0306ms	7.2844ms	137.2804 Ops/s	128.0940 Ops/s	$\textbf{\color{#35bf28}+7.17\%}$
test_clone	15.2379ms	8.9330ms	111.9450 Ops/s	105.4171 Ops/s	$\textbf{\color{#35bf28}+6.19\%}$
test_squeeze	74.8090μs	12.4904μs	80.0616 KOps/s	78.7499 KOps/s	$\color{#35bf28}+1.67\%$
test_unsqueeze	0.1694ms	91.8787μs	10.8839 KOps/s	10.4909 KOps/s	$\color{#35bf28}+3.75\%$
test_split	0.3393ms	0.1934ms	5.1714 KOps/s	4.9625 KOps/s	$\color{#35bf28}+4.21\%$
test_permute	0.3638ms	0.2190ms	4.5659 KOps/s	4.5421 KOps/s	$\color{#35bf28}+0.52\%$
test_stack	31.8021ms	24.1149ms	41.4682 Ops/s	39.7415 Ops/s	$\color{#35bf28}+4.34\%$
test_cat	28.5375ms	23.8357ms	41.9539 Ops/s	40.1934 Ops/s	$\color{#35bf28}+4.38\%$

[github-actions]

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

Total Benchmarks: 225. Improved: $\large\color{#35bf28}30$. Worsened: $\large\color{#d91a1a}8$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1237ms	17.2943μs	57.8225 KOps/s	58.5832 KOps/s	$\color{#d91a1a}-1.30\%$
test_plain_set_stack_nested	42.3810μs	17.4644μs	57.2592 KOps/s	58.3814 KOps/s	$\color{#d91a1a}-1.92\%$
test_plain_set_nested_inplace	38.9910μs	18.4136μs	54.3077 KOps/s	54.9574 KOps/s	$\color{#d91a1a}-1.18\%$
test_plain_set_stack_nested_inplace	35.4000μs	18.3611μs	54.4630 KOps/s	54.7384 KOps/s	$\color{#d91a1a}-0.50\%$
test_items	20.3300μs	4.5960μs	217.5803 KOps/s	215.1025 KOps/s	$\color{#35bf28}+1.15\%$
test_items_nested	0.4106ms	0.3600ms	2.7780 KOps/s	2.6759 KOps/s	$\color{#35bf28}+3.82\%$
test_items_nested_locked	0.4160ms	0.3630ms	2.7547 KOps/s	2.7035 KOps/s	$\color{#35bf28}+1.89\%$
test_items_nested_leaf	0.1002ms	83.3096μs	12.0034 KOps/s	11.9599 KOps/s	$\color{#35bf28}+0.36\%$
test_items_stack_nested	0.4113ms	0.3678ms	2.7189 KOps/s	2.7200 KOps/s	$\color{#d91a1a}-0.04\%$
test_items_stack_nested_leaf	0.1066ms	85.1307μs	11.7466 KOps/s	11.9673 KOps/s	$\color{#d91a1a}-1.84\%$
test_items_stack_nested_locked	0.3822ms	0.3626ms	2.7580 KOps/s	2.6778 KOps/s	$\color{#35bf28}+3.00\%$
test_keys	25.5300μs	4.3820μs	228.2056 KOps/s	228.4246 KOps/s	$\color{#d91a1a}-0.10\%$
test_keys_nested	91.4910μs	66.9538μs	14.9357 KOps/s	14.8107 KOps/s	$\color{#35bf28}+0.84\%$
test_keys_nested_locked	2.1321ms	73.0189μs	13.6951 KOps/s	13.8239 KOps/s	$\color{#d91a1a}-0.93\%$
test_keys_nested_leaf	75.6320μs	57.6969μs	17.3319 KOps/s	17.5988 KOps/s	$\color{#d91a1a}-1.52\%$
test_keys_stack_nested	92.0220μs	67.3893μs	14.8392 KOps/s	15.3647 KOps/s	$\color{#d91a1a}-3.42\%$
test_keys_stack_nested_leaf	79.7110μs	56.9258μs	17.5667 KOps/s	17.7433 KOps/s	$\color{#d91a1a}-1.00\%$
test_keys_stack_nested_locked	93.5310μs	72.6835μs	13.7583 KOps/s	14.0948 KOps/s	$\color{#d91a1a}-2.39\%$
test_values	7.1133μs	1.7629μs	567.2493 KOps/s	567.2199 KOps/s	$+0.01\%$
test_values_nested	51.7300μs	33.7525μs	29.6275 KOps/s	29.9421 KOps/s	$\color{#d91a1a}-1.05\%$
test_values_nested_locked	59.9800μs	35.8390μs	27.9025 KOps/s	28.1448 KOps/s	$\color{#d91a1a}-0.86\%$
test_values_nested_leaf	46.9300μs	29.9354μs	33.4053 KOps/s	33.6756 KOps/s	$\color{#d91a1a}-0.80\%$
test_values_stack_nested	54.7810μs	34.1105μs	29.3165 KOps/s	29.3880 KOps/s	$\color{#d91a1a}-0.24\%$
test_values_stack_nested_leaf	50.7210μs	30.3904μs	32.9051 KOps/s	32.9717 KOps/s	$\color{#d91a1a}-0.20\%$
test_values_stack_nested_locked	56.2110μs	36.0153μs	27.7660 KOps/s	27.8380 KOps/s	$\color{#d91a1a}-0.26\%$
test_membership	1.6335μs	0.5518μs	1.8124 MOps/s	1.8656 MOps/s	$\color{#d91a1a}-2.85\%$
test_membership_nested	8.1305μs	1.9319μs	517.6243 KOps/s	523.3674 KOps/s	$\color{#d91a1a}-1.10\%$
test_membership_nested_leaf	10.3905μs	1.9252μs	519.4221 KOps/s	526.5441 KOps/s	$\color{#d91a1a}-1.35\%$
test_membership_stacked_nested	26.0200μs	1.9837μs	504.0994 KOps/s	503.3632 KOps/s	$\color{#35bf28}+0.15\%$
test_membership_stacked_nested_leaf	17.0010μs	1.9801μs	505.0175 KOps/s	500.3674 KOps/s	$\color{#35bf28}+0.93\%$
test_membership_nested_last	16.6100μs	2.8829μs	346.8747 KOps/s	348.1980 KOps/s	$\color{#d91a1a}-0.38\%$
test_membership_nested_leaf_last	26.1200μs	2.9266μs	341.6981 KOps/s	350.6302 KOps/s	$\color{#d91a1a}-2.55\%$
test_membership_stacked_nested_last	27.6710μs	2.8848μs	346.6457 KOps/s	110.2992 KOps/s	$\textbf{\color{#35bf28}+214.28\%}$
test_membership_stacked_nested_leaf_last	18.1510μs	2.8905μs	345.9659 KOps/s	110.7887 KOps/s	$\textbf{\color{#35bf28}+212.28\%}$
test_nested_getleaf	20.2500μs	7.9576μs	125.6663 KOps/s	128.6162 KOps/s	$\color{#d91a1a}-2.29\%$
test_nested_get	22.6000μs	7.3593μs	135.8820 KOps/s	136.6255 KOps/s	$\color{#d91a1a}-0.54\%$
test_stacked_getleaf	29.3000μs	7.8451μs	127.4674 KOps/s	127.4740 KOps/s	$-0.01\%$
test_stacked_get	20.4700μs	7.3524μs	136.0100 KOps/s	135.4061 KOps/s	$\color{#35bf28}+0.45\%$
test_nested_getitemleaf	24.6010μs	8.1164μs	123.2074 KOps/s	124.0289 KOps/s	$\color{#d91a1a}-0.66\%$
test_nested_getitem	30.7510μs	7.5905μs	131.7439 KOps/s	131.8793 KOps/s	$\color{#d91a1a}-0.10\%$
test_stacked_getitemleaf	25.6390μs	8.1777μs	122.2840 KOps/s	123.1307 KOps/s	$\color{#d91a1a}-0.69\%$
test_stacked_getitem	25.4100μs	7.6441μs	130.8194 KOps/s	132.1427 KOps/s	$\color{#d91a1a}-1.00\%$
test_lock_nested	4.9777ms	0.4745ms	2.1077 KOps/s	2.0901 KOps/s	$\color{#35bf28}+0.84\%$
test_lock_stack_nested	0.4632ms	0.4323ms	2.3129 KOps/s	2.3209 KOps/s	$\color{#d91a1a}-0.34\%$
test_unlock_nested	0.8556ms	0.3885ms	2.5738 KOps/s	2.4958 KOps/s	$\color{#35bf28}+3.12\%$
test_unlock_stack_nested	0.4053ms	0.3506ms	2.8521 KOps/s	2.8451 KOps/s	$\color{#35bf28}+0.25\%$
test_flatten_speed	0.3382ms	0.1050ms	9.5215 KOps/s	9.5983 KOps/s	$\color{#d91a1a}-0.80\%$
test_unflatten_speed	0.3509ms	0.3201ms	3.1244 KOps/s	3.1788 KOps/s	$\color{#d91a1a}-1.71\%$
test_common_ops	1.5513ms	1.3302ms	751.7427 Ops/s	742.4538 Ops/s	$\color{#35bf28}+1.25\%$
test_creation	18.2910μs	1.6596μs	602.5670 KOps/s	610.8341 KOps/s	$\color{#d91a1a}-1.35\%$
test_creation_empty	38.2510μs	17.9817μs	55.6122 KOps/s	56.5993 KOps/s	$\color{#d91a1a}-1.74\%$
test_creation_nested_1	38.4010μs	19.6758μs	50.8240 KOps/s	51.8267 KOps/s	$\color{#d91a1a}-1.93\%$
test_creation_nested_2	39.2890μs	22.4497μs	44.5440 KOps/s	44.4420 KOps/s	$\color{#35bf28}+0.23\%$
test_clone	58.9210μs	29.4504μs	33.9554 KOps/s	31.5009 KOps/s	$\textbf{\color{#35bf28}+7.79\%}$
test_getitem[int]	1.1056ms	17.1599μs	58.2753 KOps/s	53.8802 KOps/s	$\textbf{\color{#35bf28}+8.16\%}$
test_getitem[slice_int]	0.1435ms	29.3129μs	34.1147 KOps/s	32.4379 KOps/s	$\textbf{\color{#35bf28}+5.17\%}$
test_getitem[range]	0.2623ms	0.1150ms	8.6957 KOps/s	8.5895 KOps/s	$\color{#35bf28}+1.24\%$
test_getitem[tuple]	0.1473ms	25.1460μs	39.7677 KOps/s	37.5233 KOps/s	$\textbf{\color{#35bf28}+5.98\%}$
test_getitem[list]	0.2358ms	0.1044ms	9.5803 KOps/s	9.2187 KOps/s	$\color{#35bf28}+3.92\%$
test_setitem_dim[int]	77.8720μs	58.1378μs	17.2005 KOps/s	16.8955 KOps/s	$\color{#35bf28}+1.81\%$
test_setitem_dim[slice_int]	99.1820μs	79.2129μs	12.6242 KOps/s	12.4344 KOps/s	$\color{#35bf28}+1.53\%$
test_setitem_dim[range]	0.1730ms	0.1446ms	6.9149 KOps/s	6.8471 KOps/s	$\color{#35bf28}+0.99\%$
test_setitem_dim[tuple]	91.6520μs	72.4911μs	13.7948 KOps/s	13.0739 KOps/s	$\textbf{\color{#35bf28}+5.51\%}$
test_setitem	65.2120μs	43.3995μs	23.0417 KOps/s	22.1611 KOps/s	$\color{#35bf28}+3.97\%$
test_set	80.4610μs	44.5132μs	22.4653 KOps/s	22.7660 KOps/s	$\color{#d91a1a}-1.32\%$
test_set_shared	0.4017ms	54.2697μs	18.4265 KOps/s	18.0040 KOps/s	$\color{#35bf28}+2.35\%$
test_update	79.0700μs	53.3563μs	18.7419 KOps/s	18.9191 KOps/s	$\color{#d91a1a}-0.94\%$
test_update_nested	96.4220μs	62.7929μs	15.9254 KOps/s	16.4067 KOps/s	$\color{#d91a1a}-2.93\%$
test_update__nested	0.4388ms	62.3899μs	16.0282 KOps/s	15.2164 KOps/s	$\textbf{\color{#35bf28}+5.34\%}$
test_set_nested	67.7710μs	44.9032μs	22.2701 KOps/s	21.4332 KOps/s	$\color{#35bf28}+3.90\%$
test_set_nested_new	76.7710μs	48.5353μs	20.6036 KOps/s	20.0416 KOps/s	$\color{#35bf28}+2.80\%$
test_select	94.6010μs	65.4293μs	15.2837 KOps/s	15.3276 KOps/s	$\color{#d91a1a}-0.29\%$
test_select_nested	69.9610μs	50.6681μs	19.7363 KOps/s	19.6539 KOps/s	$\color{#35bf28}+0.42\%$
test_exclude_nested	91.2410μs	67.8892μs	14.7299 KOps/s	14.6534 KOps/s	$\color{#35bf28}+0.52\%$
test_empty[True]	0.3085ms	0.2790ms	3.5842 KOps/s	3.5208 KOps/s	$\color{#35bf28}+1.80\%$
test_empty[False]	2.1521μs	0.8503μs	1.1761 MOps/s	1.1783 MOps/s	$\color{#d91a1a}-0.19\%$
test_to	46.9900μs	27.1303μs	36.8592 KOps/s	34.1781 KOps/s	$\textbf{\color{#35bf28}+7.84\%}$
test_to_nonblocking	53.6700μs	26.8140μs	37.2939 KOps/s	36.0807 KOps/s	$\color{#35bf28}+3.36\%$
test_unbind_speed	1.3012ms	0.3005ms	3.3278 KOps/s	3.1602 KOps/s	$\textbf{\color{#35bf28}+5.30\%}$
test_unbind_speed_stack0	0.3255ms	0.2989ms	3.3451 KOps/s	3.2659 KOps/s	$\color{#35bf28}+2.43\%$
test_unbind_speed_stack1	91.3225ms	0.7697ms	1.2992 KOps/s	1.2992 KOps/s	$+0.00\%$
test_split	92.7893ms	2.3916ms	418.1246 Ops/s	404.5953 Ops/s	$\color{#35bf28}+3.34\%$
test_chunk	94.6936ms	2.3876ms	418.8345 Ops/s	439.1620 Ops/s	$\color{#d91a1a}-4.63\%$
test_creation[device0]	0.1564ms	0.1047ms	9.5488 KOps/s	9.2937 KOps/s	$\color{#35bf28}+2.75\%$
test_creation_from_tensor	0.1626ms	0.1026ms	9.7489 KOps/s	9.2561 KOps/s	$\textbf{\color{#35bf28}+5.32\%}$
test_add_one[memmap_tensor0]	68.1810μs	9.0044μs	111.0569 KOps/s	102.7802 KOps/s	$\textbf{\color{#35bf28}+8.05\%}$
test_contiguous[memmap_tensor0]	27.5610μs	2.2504μs	444.3663 KOps/s	436.8684 KOps/s	$\color{#35bf28}+1.72\%$
test_stack[memmap_tensor0]	31.0210μs	6.6265μs	150.9092 KOps/s	134.3627 KOps/s	$\textbf{\color{#35bf28}+12.31\%}$
test_memmaptd_index	1.1766ms	0.4386ms	2.2799 KOps/s	2.1264 KOps/s	$\textbf{\color{#35bf28}+7.22\%}$
test_memmaptd_index_astensor	0.8933ms	0.5041ms	1.9836 KOps/s	1.8463 KOps/s	$\textbf{\color{#35bf28}+7.44\%}$
test_memmaptd_index_op	1.4696ms	1.0706ms	934.0844 Ops/s	887.0782 Ops/s	$\textbf{\color{#35bf28}+5.30\%}$
test_serialize_model	92.9156ms	89.3193ms	11.1958 Ops/s	10.9331 Ops/s	$\color{#35bf28}+2.40\%$
test_serialize_model_pickle	1.3489s	1.2369s	0.8085 Ops/s	0.8071 Ops/s	$\color{#35bf28}+0.17\%$
test_serialize_weights	0.1827s	96.6039ms	10.3516 Ops/s	11.1200 Ops/s	$\textbf{\color{#d91a1a}-6.91\%}$
test_serialize_weights_returnearly	72.8317ms	57.5462ms	17.3773 Ops/s	15.6554 Ops/s	$\textbf{\color{#35bf28}+11.00\%}$
test_serialize_weights_pickle	1.3480s	1.2363s	0.8089 Ops/s	0.8087 Ops/s	$\color{#35bf28}+0.02\%$
test_reshape_pytree	62.6220μs	38.1830μs	26.1897 KOps/s	25.2717 KOps/s	$\color{#35bf28}+3.63\%$
test_reshape_td	75.7910μs	43.4798μs	22.9992 KOps/s	21.4556 KOps/s	$\textbf{\color{#35bf28}+7.19\%}$
test_view_pytree	68.7820μs	37.0489μs	26.9913 KOps/s	25.7113 KOps/s	$\color{#35bf28}+4.98\%$
test_view_td	0.2202ms	51.9136μs	19.2628 KOps/s	18.8072 KOps/s	$\color{#35bf28}+2.42\%$
test_unbind_pytree	0.1729ms	38.3566μs	26.0711 KOps/s	24.9925 KOps/s	$\color{#35bf28}+4.32\%$
test_unbind_td	0.4470ms	45.8860μs	21.7931 KOps/s	20.9414 KOps/s	$\color{#35bf28}+4.07\%$
test_split_pytree	85.5120μs	52.6503μs	18.9933 KOps/s	18.7462 KOps/s	$\color{#35bf28}+1.32\%$
test_split_td	0.4983ms	60.9320μs	16.4117 KOps/s	13.3493 KOps/s	$\textbf{\color{#35bf28}+22.94\%}$
test_add_pytree	86.9820μs	58.9632μs	16.9597 KOps/s	16.4495 KOps/s	$\color{#35bf28}+3.10\%$
test_add_td	0.1270ms	95.8756μs	10.4302 KOps/s	10.0828 KOps/s	$\color{#35bf28}+3.45\%$
test_compile_add_one_nested[tensordict-compile]	0.4259ms	0.2200ms	4.5459 KOps/s	4.4156 KOps/s	$\color{#35bf28}+2.95\%$
test_compile_add_one_nested[tensordict-eager]	0.2749ms	0.1740ms	5.7478 KOps/s	5.5860 KOps/s	$\color{#35bf28}+2.90\%$
test_compile_add_one_nested[pytree-compile]	0.1908ms	0.1527ms	6.5479 KOps/s	6.3987 KOps/s	$\color{#35bf28}+2.33\%$
test_compile_add_one_nested[pytree-eager]	0.2494ms	0.1926ms	5.1934 KOps/s	4.9755 KOps/s	$\color{#35bf28}+4.38\%$
test_compile_copy_nested[tensordict-compile]	44.4710μs	22.8714μs	43.7228 KOps/s	42.1349 KOps/s	$\color{#35bf28}+3.77\%$
test_compile_copy_nested[tensordict-eager]	67.7110μs	48.2011μs	20.7464 KOps/s	20.0492 KOps/s	$\color{#35bf28}+3.48\%$
test_compile_copy_nested[pytree-compile]	97.7710μs	74.5264μs	13.4181 KOps/s	13.4334 KOps/s	$\color{#d91a1a}-0.11\%$
test_compile_copy_nested[pytree-eager]	86.0710μs	59.3268μs	16.8558 KOps/s	16.9039 KOps/s	$\color{#d91a1a}-0.28\%$
test_compile_add_one_flat[tensordict-compile]	0.4702ms	0.3416ms	2.9272 KOps/s	2.8588 KOps/s	$\color{#35bf28}+2.39\%$
test_compile_add_one_flat[tensordict-eager]	0.2626ms	0.2226ms	4.4934 KOps/s	4.4401 KOps/s	$\color{#35bf28}+1.20\%$
test_compile_add_one_flat[tensorclass-compile]	0.1725ms	0.1354ms	7.3866 KOps/s	6.8481 KOps/s	$\textbf{\color{#35bf28}+7.86\%}$
test_compile_add_one_flat[tensorclass-eager]	0.1222ms	62.6677μs	15.9572 KOps/s	14.5009 KOps/s	$\textbf{\color{#35bf28}+10.04\%}$
test_compile_add_one_flat[pytree-compile]	0.3760ms	0.3400ms	2.9415 KOps/s	2.8785 KOps/s	$\color{#35bf28}+2.19\%$
test_compile_add_one_flat[pytree-eager]	0.6620ms	0.6274ms	1.5938 KOps/s	1.4990 KOps/s	$\textbf{\color{#35bf28}+6.33\%}$
test_compile_add_self_flat[tensordict-eager]	0.3102ms	0.2705ms	3.6965 KOps/s	3.6713 KOps/s	$\color{#35bf28}+0.69\%$
test_compile_add_self_flat[tensordict-compile]	0.3846ms	0.3415ms	2.9278 KOps/s	2.8426 KOps/s	$\color{#35bf28}+3.00\%$
test_compile_add_self_flat[tensorclass-eager]	0.1573ms	75.6815μs	13.2133 KOps/s	12.7740 KOps/s	$\color{#35bf28}+3.44\%$
test_compile_add_self_flat[tensorclass-compile]	0.1899ms	0.1363ms	7.3392 KOps/s	7.1151 KOps/s	$\color{#35bf28}+3.15\%$
test_compile_add_self_flat[pytree-eager]	0.6734ms	0.5391ms	1.8548 KOps/s	1.7532 KOps/s	$\textbf{\color{#35bf28}+5.79\%}$
test_compile_add_self_flat[pytree-compile]	0.3918ms	0.3383ms	2.9561 KOps/s	2.8718 KOps/s	$\color{#35bf28}+2.94\%$
test_compile_copy_flat[tensordict-compile]	42.5520μs	19.6235μs	50.9593 KOps/s	52.1299 KOps/s	$\color{#d91a1a}-2.25\%$
test_compile_copy_flat[tensordict-eager]	51.2110μs	31.9051μs	31.3430 KOps/s	31.8969 KOps/s	$\color{#d91a1a}-1.74\%$
test_compile_copy_flat[pytree-compile]	0.1373ms	77.3197μs	12.9333 KOps/s	13.0873 KOps/s	$\color{#d91a1a}-1.18\%$
test_compile_copy_flat[pytree-eager]	84.5410μs	60.2520μs	16.5970 KOps/s	16.6735 KOps/s	$\color{#d91a1a}-0.46\%$
test_compile_assign_and_add[tensordict-compile]	2.4898ms	0.8690ms	1.1508 KOps/s	1.0335 KOps/s	$\textbf{\color{#35bf28}+11.34\%}$
test_compile_assign_and_add[tensordict-eager]	3.4991ms	3.3061ms	302.4748 Ops/s	286.6844 Ops/s	$\textbf{\color{#35bf28}+5.51\%}$
test_compile_assign_and_add[pytree-compile]	2.4484ms	0.8559ms	1.1683 KOps/s	1.0500 KOps/s	$\textbf{\color{#35bf28}+11.27\%}$
test_compile_assign_and_add[pytree-eager]	3.7007ms	3.4201ms	292.3884 Ops/s	287.5291 Ops/s	$\color{#35bf28}+1.69\%$
test_compile_indexing[tensor-tensordict-compile]	0.1641ms	0.1231ms	8.1233 KOps/s	8.4024 KOps/s	$\color{#d91a1a}-3.32\%$
test_compile_indexing[tensor-tensordict-eager]	0.3361ms	67.5738μs	14.7986 KOps/s	15.2058 KOps/s	$\color{#d91a1a}-2.68\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2343ms	0.1128ms	8.8621 KOps/s	9.0175 KOps/s	$\color{#d91a1a}-1.72\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2743ms	48.5466μs	20.5988 KOps/s	21.1579 KOps/s	$\color{#d91a1a}-2.64\%$
test_compile_indexing[tensor-pytree-compile]	0.3168ms	0.1158ms	8.6368 KOps/s	9.0911 KOps/s	$\color{#d91a1a}-5.00\%$
test_compile_indexing[tensor-pytree-eager]	0.2591ms	48.5709μs	20.5885 KOps/s	20.4244 KOps/s	$\color{#35bf28}+0.80\%$
test_compile_indexing[slice-tensordict-compile]	0.2049ms	0.1511ms	6.6161 KOps/s	6.6971 KOps/s	$\color{#d91a1a}-1.21\%$
test_compile_indexing[slice-tensordict-eager]	0.2299ms	27.8801μs	35.8679 KOps/s	35.3497 KOps/s	$\color{#35bf28}+1.47\%$
test_compile_indexing[slice-tensorclass-compile]	0.1864ms	0.1414ms	7.0743 KOps/s	7.1377 KOps/s	$\color{#d91a1a}-0.89\%$
test_compile_indexing[slice-tensorclass-eager]	0.2185ms	22.7720μs	43.9137 KOps/s	42.0613 KOps/s	$\color{#35bf28}+4.40\%$
test_compile_indexing[slice-pytree-compile]	0.3604ms	0.1465ms	6.8241 KOps/s	7.1202 KOps/s	$\color{#d91a1a}-4.16\%$
test_compile_indexing[slice-pytree-eager]	0.2289ms	23.9092μs	41.8249 KOps/s	41.7351 KOps/s	$\color{#35bf28}+0.22\%$
test_compile_indexing[int-tensordict-compile]	0.3859ms	0.1538ms	6.5015 KOps/s	6.6666 KOps/s	$\color{#d91a1a}-2.48\%$
test_compile_indexing[int-tensordict-eager]	0.4869ms	28.6623μs	34.8890 KOps/s	34.6017 KOps/s	$\color{#35bf28}+0.83\%$
test_compile_indexing[int-tensorclass-compile]	0.2750ms	0.1463ms	6.8365 KOps/s	7.0349 KOps/s	$\color{#d91a1a}-2.82\%$
test_compile_indexing[int-tensorclass-eager]	0.2391ms	24.1294μs	41.4432 KOps/s	42.0446 KOps/s	$\color{#d91a1a}-1.43\%$
test_compile_indexing[int-pytree-compile]	0.3543ms	0.1448ms	6.9073 KOps/s	7.1149 KOps/s	$\color{#d91a1a}-2.92\%$
test_compile_indexing[int-pytree-eager]	0.2349ms	24.2976μs	41.1563 KOps/s	42.1640 KOps/s	$\color{#d91a1a}-2.39\%$
test_mod_add[eager]	0.2710ms	34.5168μs	28.9714 KOps/s	29.2068 KOps/s	$\color{#d91a1a}-0.81\%$
test_mod_add[compile]	0.2835ms	74.9761μs	13.3376 KOps/s	12.8031 KOps/s	$\color{#35bf28}+4.17\%$
test_mod_add[compile-overhead]	0.2657ms	0.1420ms	7.0446 KOps/s	6.3195 KOps/s	$\textbf{\color{#35bf28}+11.47\%}$
test_mod_wrap[eager]	0.3214ms	0.2454ms	4.0747 KOps/s	4.0008 KOps/s	$\color{#35bf28}+1.85\%$
test_mod_wrap[compile]	1.2698ms	0.3067ms	3.2602 KOps/s	3.1541 KOps/s	$\color{#35bf28}+3.36\%$
test_mod_wrap[compile-overhead]	8.1347ms	4.2533ms	235.1142 Ops/s	230.3351 Ops/s	$\color{#35bf28}+2.07\%$
test_mod_wrap_and_backward[eager]	1.5727ms	1.4349ms	696.8991 Ops/s	679.4357 Ops/s	$\color{#35bf28}+2.57\%$
test_mod_wrap_and_backward[compile]	1.5874ms	1.4579ms	685.9392 Ops/s	718.5640 Ops/s	$\color{#d91a1a}-4.54\%$
test_mod_wrap_and_backward[compile-overhead]	1.4720ms	1.0206ms	979.7826 Ops/s	1.0723 KOps/s	$\textbf{\color{#d91a1a}-8.63\%}$
test_seq_add[eager]	0.1728ms	0.1016ms	9.8424 KOps/s	9.6223 KOps/s	$\color{#35bf28}+2.29\%$
test_seq_add[compile]	0.1312ms	86.4792μs	11.5635 KOps/s	11.0169 KOps/s	$\color{#35bf28}+4.96\%$
test_seq_add[compile-overhead]	0.1654ms	0.1222ms	8.1862 KOps/s	7.9593 KOps/s	$\color{#35bf28}+2.85\%$
test_seq_wrap[eager]	0.5286ms	0.3918ms	2.5524 KOps/s	2.5040 KOps/s	$\color{#35bf28}+1.93\%$
test_seq_wrap[compile]	0.4087ms	0.3242ms	3.0841 KOps/s	2.9821 KOps/s	$\color{#35bf28}+3.42\%$
test_seq_wrap[compile-overhead]	0.2738ms	0.2305ms	4.3377 KOps/s	4.2151 KOps/s	$\color{#35bf28}+2.91\%$
test_func_call_runtime[False-eager]	0.9817ms	0.7641ms	1.3087 KOps/s	1.3063 KOps/s	$\color{#35bf28}+0.18\%$
test_func_call_runtime[False-compile]	0.9884ms	0.8127ms	1.2305 KOps/s	1.1749 KOps/s	$\color{#35bf28}+4.73\%$
test_func_call_runtime[False-compile-overhead]	0.4373ms	0.3773ms	2.6504 KOps/s	2.6282 KOps/s	$\color{#35bf28}+0.84\%$
test_func_call_runtime[True-eager]	1.0057ms	0.9295ms	1.0759 KOps/s	1.0631 KOps/s	$\color{#35bf28}+1.20\%$
test_func_call_runtime[True-compile]	1.0619ms	0.8570ms	1.1669 KOps/s	1.1132 KOps/s	$\color{#35bf28}+4.82\%$
test_func_call_runtime[True-compile-overhead]	0.4776ms	0.4162ms	2.4027 KOps/s	2.3444 KOps/s	$\color{#35bf28}+2.49\%$
test_func_call_cm_runtime[False-eager]	0.8594ms	0.7315ms	1.3670 KOps/s	1.3332 KOps/s	$\color{#35bf28}+2.54\%$
test_func_call_cm_runtime[False-compile]	0.9592ms	0.8165ms	1.2248 KOps/s	1.1696 KOps/s	$\color{#35bf28}+4.72\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4534ms	0.3790ms	2.6386 KOps/s	2.6075 KOps/s	$\color{#35bf28}+1.19\%$
test_func_call_cm_runtime[True-eager]	1.1438ms	1.0304ms	970.5374 Ops/s	938.8048 Ops/s	$\color{#35bf28}+3.38\%$
test_func_call_cm_runtime[True-compile]	1.2651ms	1.0068ms	993.2344 Ops/s	946.3250 Ops/s	$\color{#35bf28}+4.96\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0591ms	1.0012ms	998.8075 Ops/s	955.9910 Ops/s	$\color{#35bf28}+4.48\%$
test_distributed	2.0876ms	71.4565μs	13.9945 KOps/s	11.0647 KOps/s	$\textbf{\color{#35bf28}+26.48\%}$
test_tdmodule	32.2910μs	16.5266μs	60.5084 KOps/s	59.6254 KOps/s	$\color{#35bf28}+1.48\%$
test_tdmodule_dispatch	52.3610μs	33.9368μs	29.4665 KOps/s	30.0680 KOps/s	$\color{#d91a1a}-2.00\%$
test_tdseq	33.6300μs	17.2947μs	57.8213 KOps/s	57.9233 KOps/s	$\color{#d91a1a}-0.18\%$
test_tdseq_dispatch	54.0300μs	35.8357μs	27.9051 KOps/s	28.2777 KOps/s	$\color{#d91a1a}-1.32\%$
test_instantiation_functorch	2.1295ms	2.0000ms	500.0080 Ops/s	482.3030 Ops/s	$\color{#35bf28}+3.67\%$
test_instantiation_td	2.0121ms	1.3182ms	758.6190 Ops/s	746.5488 Ops/s	$\color{#35bf28}+1.62\%$
test_exec_functorch	0.2763ms	0.2217ms	4.5105 KOps/s	4.4661 KOps/s	$\color{#35bf28}+1.00\%$
test_exec_functional_call	0.2783ms	0.2102ms	4.7582 KOps/s	4.6579 KOps/s	$\color{#35bf28}+2.15\%$
test_exec_td	0.3825ms	0.2188ms	4.5704 KOps/s	4.5293 KOps/s	$\color{#35bf28}+0.91\%$
test_exec_td_decorator	0.6267ms	0.2733ms	3.6594 KOps/s	3.6327 KOps/s	$\color{#35bf28}+0.74\%$
test_vmap_mlp_speed[True-True]	0.8421ms	0.7307ms	1.3686 KOps/s	1.5335 KOps/s	$\textbf{\color{#d91a1a}-10.75\%}$
test_vmap_mlp_speed[True-False]	0.7901ms	0.7160ms	1.3966 KOps/s	1.5492 KOps/s	$\textbf{\color{#d91a1a}-9.85\%}$
test_vmap_mlp_speed[False-True]	0.7534ms	0.5951ms	1.6804 KOps/s	1.7820 KOps/s	$\textbf{\color{#d91a1a}-5.70\%}$
test_vmap_mlp_speed[False-False]	0.7611ms	0.6028ms	1.6588 KOps/s	1.7627 KOps/s	$\textbf{\color{#d91a1a}-5.89\%}$
test_vmap_mlp_speed_decorator[True-True]	0.1742s	0.8301ms	1.2047 KOps/s	1.4251 KOps/s	$\textbf{\color{#d91a1a}-15.47\%}$
test_vmap_mlp_speed_decorator[True-False]	0.8064ms	0.7109ms	1.4068 KOps/s	1.4216 KOps/s	$\color{#d91a1a}-1.04\%$
test_vmap_mlp_speed_decorator[False-True]	0.7523ms	0.6175ms	1.6195 KOps/s	1.6360 KOps/s	$\color{#d91a1a}-1.01\%$
test_vmap_mlp_speed_decorator[False-False]	0.7836ms	0.6134ms	1.6304 KOps/s	1.6381 KOps/s	$\color{#d91a1a}-0.47\%$
test_vmap_transformer_speed[True-True]	9.9594ms	9.1021ms	109.8653 Ops/s	114.9471 Ops/s	$\color{#d91a1a}-4.42\%$
test_vmap_transformer_speed[True-False]	9.3203ms	9.0477ms	110.5248 Ops/s	115.3605 Ops/s	$\color{#d91a1a}-4.19\%$
test_vmap_transformer_speed[False-True]	9.1031ms	8.8503ms	112.9910 Ops/s	116.4894 Ops/s	$\color{#d91a1a}-3.00\%$
test_vmap_transformer_speed[False-False]	9.1120ms	8.8673ms	112.7743 Ops/s	117.2697 Ops/s	$\color{#d91a1a}-3.83\%$
test_vmap_transformer_speed_decorator[True-True]	21.1100ms	20.5138ms	48.7477 Ops/s	48.8006 Ops/s	$\color{#d91a1a}-0.11\%$
test_vmap_transformer_speed_decorator[True-False]	21.0559ms	20.4500ms	48.8998 Ops/s	48.6840 Ops/s	$\color{#35bf28}+0.44\%$
test_vmap_transformer_speed_decorator[False-True]	20.9249ms	20.3376ms	49.1701 Ops/s	49.1437 Ops/s	$\color{#35bf28}+0.05\%$
test_vmap_transformer_speed_decorator[False-False]	20.8835ms	20.3571ms	49.1230 Ops/s	49.0236 Ops/s	$\color{#35bf28}+0.20\%$
test_to_module_speed[True]	1.7548ms	1.1319ms	883.4700 Ops/s	872.2435 Ops/s	$\color{#35bf28}+1.29\%$
test_to_module_speed[False]	1.5571ms	1.1137ms	897.9397 Ops/s	883.4453 Ops/s	$\color{#35bf28}+1.64\%$
test_tc_init	59.6610μs	39.4136μs	25.3719 KOps/s	25.6462 KOps/s	$\color{#d91a1a}-1.07\%$
test_tc_init_nested	0.1133ms	80.0176μs	12.4973 KOps/s	12.5123 KOps/s	$\color{#d91a1a}-0.12\%$
test_tc_first_layer_tensor	3.6385μs	0.7901μs	1.2656 MOps/s	1.1341 MOps/s	$\textbf{\color{#35bf28}+11.60\%}$
test_tc_first_layer_nontensor	25.1410μs	2.5484μs	392.3987 KOps/s	397.7721 KOps/s	$\color{#d91a1a}-1.35\%$
test_tc_second_layer_tensor	6.5667μs	1.5860μs	630.5112 KOps/s	629.0299 KOps/s	$\color{#35bf28}+0.24\%$
test_tc_second_layer_nontensor	18.1110μs	3.3809μs	295.7783 KOps/s	297.4998 KOps/s	$\color{#d91a1a}-0.58\%$
test_unbind	0.1859s	12.8435ms	77.8602 Ops/s	84.0519 Ops/s	$\textbf{\color{#d91a1a}-7.37\%}$
test_full_like	0.6558ms	0.5787ms	1.7280 KOps/s	1.7334 KOps/s	$\color{#d91a1a}-0.31\%$
test_zeros_like	0.2629ms	0.1976ms	5.0611 KOps/s	5.0571 KOps/s	$\color{#35bf28}+0.08\%$
test_ones_like	0.2311ms	0.1975ms	5.0632 KOps/s	5.0602 KOps/s	$\color{#35bf28}+0.06\%$
test_clone	0.4404ms	0.4132ms	2.4201 KOps/s	2.4131 KOps/s	$\color{#35bf28}+0.29\%$
test_squeeze	30.0910μs	10.7051μs	93.4137 KOps/s	92.8977 KOps/s	$\color{#35bf28}+0.56\%$
test_unsqueeze	0.2664ms	78.9663μs	12.6636 KOps/s	11.8236 KOps/s	$\textbf{\color{#35bf28}+7.10\%}$
test_split	0.4497ms	0.1713ms	5.8377 KOps/s	5.6067 KOps/s	$\color{#35bf28}+4.12\%$
test_permute	0.2366ms	0.1874ms	5.3354 KOps/s	5.2635 KOps/s	$\color{#35bf28}+1.37\%$
test_stack	1.2497ms	0.9069ms	1.1027 KOps/s	1.0861 KOps/s	$\color{#35bf28}+1.52\%$
test_cat	1.2520ms	1.2319ms	811.7707 Ops/s	811.7974 Ops/s	$-0.00\%$