[Feature] sorted keys, values and items

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• -> [Feature] sorted keys, values and items #965

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}33$. Worsened: $\large\color{#d91a1a}17$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	52.1070μs	20.2651μs	49.3459 KOps/s	48.4511 KOps/s	$\color{#35bf28}+1.85\%$
test_plain_set_stack_nested	48.5010μs	20.1813μs	49.5509 KOps/s	48.3204 KOps/s	$\color{#35bf28}+2.55\%$
test_plain_set_nested_inplace	54.0100μs	21.7357μs	46.0073 KOps/s	44.6213 KOps/s	$\color{#35bf28}+3.11\%$
test_plain_set_stack_nested_inplace	57.8080μs	22.0084μs	45.4372 KOps/s	45.2445 KOps/s	$\color{#35bf28}+0.43\%$
test_items	19.2660μs	4.2463μs	235.4991 KOps/s	243.5332 KOps/s	$\color{#d91a1a}-3.30\%$
test_items_nested	0.7413ms	0.3569ms	2.8017 KOps/s	3.0529 KOps/s	$\textbf{\color{#d91a1a}-8.23\%}$
test_items_nested_locked	0.5952ms	0.3589ms	2.7862 KOps/s	3.0570 KOps/s	$\textbf{\color{#d91a1a}-8.86\%}$
test_items_nested_leaf	0.1529ms	69.4880μs	14.3910 KOps/s	11.8163 KOps/s	$\textbf{\color{#35bf28}+21.79\%}$
test_items_stack_nested	0.5305ms	0.3632ms	2.7536 KOps/s	3.0462 KOps/s	$\textbf{\color{#d91a1a}-9.60\%}$
test_items_stack_nested_leaf	0.1394ms	71.5375μs	13.9787 KOps/s	11.5974 KOps/s	$\textbf{\color{#35bf28}+20.53\%}$
test_items_stack_nested_locked	0.5276ms	0.3597ms	2.7803 KOps/s	3.0205 KOps/s	$\textbf{\color{#d91a1a}-7.95\%}$
test_keys	41.6980μs	3.5664μs	280.3951 KOps/s	271.2732 KOps/s	$\color{#35bf28}+3.36\%$
test_keys_nested	0.1725ms	98.3773μs	10.1649 KOps/s	10.0805 KOps/s	$\color{#35bf28}+0.84\%$
test_keys_nested_locked	0.7405ms	0.1065ms	9.3933 KOps/s	9.8951 KOps/s	$\textbf{\color{#d91a1a}-5.07\%}$
test_keys_nested_leaf	0.1950ms	82.1305μs	12.1757 KOps/s	12.0634 KOps/s	$\color{#35bf28}+0.93\%$
test_keys_stack_nested	0.1728ms	97.5362μs	10.2526 KOps/s	10.2319 KOps/s	$\color{#35bf28}+0.20\%$
test_keys_stack_nested_leaf	0.1378ms	80.2273μs	12.4646 KOps/s	12.2701 KOps/s	$\color{#35bf28}+1.59\%$
test_keys_stack_nested_locked	0.1721ms	0.1029ms	9.7171 KOps/s	9.7691 KOps/s	$\color{#d91a1a}-0.53\%$
test_values	47.6792μs	1.0895μs	917.8783 KOps/s	927.2756 KOps/s	$\color{#d91a1a}-1.01\%$
test_values_nested	0.1247ms	71.9568μs	13.8972 KOps/s	20.9467 KOps/s	$\textbf{\color{#d91a1a}-33.65\%}$
test_values_nested_locked	0.1214ms	71.7189μs	13.9433 KOps/s	21.0252 KOps/s	$\textbf{\color{#d91a1a}-33.68\%}$
test_values_nested_leaf	0.1109ms	60.0198μs	16.6612 KOps/s	23.4613 KOps/s	$\textbf{\color{#d91a1a}-28.98\%}$
test_values_stack_nested	0.1245ms	72.1928μs	13.8518 KOps/s	20.5420 KOps/s	$\textbf{\color{#d91a1a}-32.57\%}$
test_values_stack_nested_leaf	0.1096ms	59.0801μs	16.9262 KOps/s	23.5476 KOps/s	$\textbf{\color{#d91a1a}-28.12\%}$
test_values_stack_nested_locked	0.1274ms	72.5535μs	13.7829 KOps/s	19.8645 KOps/s	$\textbf{\color{#d91a1a}-30.62\%}$
test_membership	14.3070μs	0.8707μs	1.1486 MOps/s	1.4468 MOps/s	$\textbf{\color{#d91a1a}-20.61\%}$
test_membership_nested	23.0130μs	2.7689μs	361.1501 KOps/s	389.6639 KOps/s	$\textbf{\color{#d91a1a}-7.32\%}$
test_membership_nested_leaf	24.9460μs	2.7480μs	363.9015 KOps/s	387.6513 KOps/s	$\textbf{\color{#d91a1a}-6.13\%}$
test_membership_stacked_nested	28.4150μs	2.6870μs	372.1658 KOps/s	388.4083 KOps/s	$\color{#d91a1a}-4.18\%$
test_membership_stacked_nested_leaf	42.9500μs	2.7256μs	366.8935 KOps/s	380.4529 KOps/s	$\color{#d91a1a}-3.56\%$
test_membership_nested_last	60.8140μs	3.9469μs	253.3624 KOps/s	261.9272 KOps/s	$\color{#d91a1a}-3.27\%$
test_membership_nested_leaf_last	37.3800μs	3.9629μs	252.3427 KOps/s	262.6095 KOps/s	$\color{#d91a1a}-3.91\%$
test_membership_stacked_nested_last	71.9640μs	12.8393μs	77.8860 KOps/s	262.0625 KOps/s	$\textbf{\color{#d91a1a}-70.28\%}$
test_membership_stacked_nested_leaf_last	44.8040μs	12.7880μs	78.1981 KOps/s	257.0873 KOps/s	$\textbf{\color{#d91a1a}-69.58\%}$
test_nested_getleaf	52.5580μs	10.5965μs	94.3710 KOps/s	93.7338 KOps/s	$\color{#35bf28}+0.68\%$
test_nested_get	52.2180μs	10.1245μs	98.7707 KOps/s	97.7713 KOps/s	$\color{#35bf28}+1.02\%$
test_stacked_getleaf	41.4670μs	10.5904μs	94.4250 KOps/s	92.8832 KOps/s	$\color{#35bf28}+1.66\%$
test_stacked_get	52.2980μs	10.0795μs	99.2114 KOps/s	97.5492 KOps/s	$\color{#35bf28}+1.70\%$
test_nested_getitemleaf	39.7040μs	11.0446μs	90.5419 KOps/s	90.7219 KOps/s	$\color{#d91a1a}-0.20\%$
test_nested_getitem	39.7950μs	10.1285μs	98.7315 KOps/s	99.3377 KOps/s	$\color{#d91a1a}-0.61\%$
test_stacked_getitemleaf	51.7970μs	10.8400μs	92.2513 KOps/s	91.8072 KOps/s	$\color{#35bf28}+0.48\%$
test_stacked_getitem	53.1800μs	10.1108μs	98.9041 KOps/s	98.3647 KOps/s	$\color{#35bf28}+0.55\%$
test_lock_nested	1.3205ms	0.4771ms	2.0961 KOps/s	2.1000 KOps/s	$\color{#d91a1a}-0.18\%$
test_lock_stack_nested	0.7470ms	0.4341ms	2.3034 KOps/s	2.2147 KOps/s	$\color{#35bf28}+4.00\%$
test_unlock_nested	88.6445ms	0.4876ms	2.0509 KOps/s	2.4840 KOps/s	$\textbf{\color{#d91a1a}-17.44\%}$
test_unlock_stack_nested	0.5808ms	0.3552ms	2.8153 KOps/s	2.6698 KOps/s	$\textbf{\color{#35bf28}+5.45\%}$
test_flatten_speed	0.1642ms	86.7802μs	11.5234 KOps/s	9.5517 KOps/s	$\textbf{\color{#35bf28}+20.64\%}$
test_unflatten_speed	0.6186ms	0.4643ms	2.1537 KOps/s	2.1973 KOps/s	$\color{#d91a1a}-1.99\%$
test_common_ops	3.7617ms	1.1154ms	896.5762 Ops/s	909.0850 Ops/s	$\color{#d91a1a}-1.38\%$
test_creation	71.7540μs	2.0238μs	494.1199 KOps/s	479.2231 KOps/s	$\color{#35bf28}+3.11\%$
test_creation_empty	67.8570μs	17.6015μs	56.8135 KOps/s	54.2937 KOps/s	$\color{#35bf28}+4.64\%$
test_creation_nested_1	48.4210μs	20.8501μs	47.9615 KOps/s	46.3247 KOps/s	$\color{#35bf28}+3.53\%$
test_creation_nested_2	65.1320μs	24.9004μs	40.1599 KOps/s	38.1693 KOps/s	$\textbf{\color{#35bf28}+5.22\%}$
test_clone	77.0450μs	17.1879μs	58.1804 KOps/s	58.5099 KOps/s	$\color{#d91a1a}-0.56\%$
test_getitem[int]	1.2164ms	16.6074μs	60.2141 KOps/s	59.9975 KOps/s	$\color{#35bf28}+0.36\%$
test_getitem[slice_int]	0.1424ms	30.0006μs	33.3327 KOps/s	33.1397 KOps/s	$\color{#35bf28}+0.58\%$
test_getitem[range]	0.5152ms	57.3652μs	17.4322 KOps/s	17.4032 KOps/s	$\color{#35bf28}+0.17\%$
test_getitem[tuple]	0.1428ms	24.2141μs	41.2982 KOps/s	39.6001 KOps/s	$\color{#35bf28}+4.29\%$
test_getitem[list]	0.1659ms	52.1363μs	19.1805 KOps/s	18.8183 KOps/s	$\color{#35bf28}+1.92\%$
test_setitem_dim[int]	79.6790μs	32.5472μs	30.7246 KOps/s	30.0865 KOps/s	$\color{#35bf28}+2.12\%$
test_setitem_dim[slice_int]	0.1264ms	60.2758μs	16.5904 KOps/s	16.5241 KOps/s	$\color{#35bf28}+0.40\%$
test_setitem_dim[range]	0.1787ms	86.0610μs	11.6197 KOps/s	11.9405 KOps/s	$\color{#d91a1a}-2.69\%$
test_setitem_dim[tuple]	0.1060ms	49.7380μs	20.1054 KOps/s	20.5775 KOps/s	$\color{#d91a1a}-2.29\%$
test_setitem	0.1038ms	29.7175μs	33.6502 KOps/s	34.4779 KOps/s	$\color{#d91a1a}-2.40\%$
test_set	75.5210μs	28.4406μs	35.1610 KOps/s	35.4663 KOps/s	$\color{#d91a1a}-0.86\%$
test_set_shared	2.1197ms	0.2183ms	4.5806 KOps/s	4.7504 KOps/s	$\color{#d91a1a}-3.58\%$
test_update	0.1560ms	35.6206μs	28.0736 KOps/s	27.6868 KOps/s	$\color{#35bf28}+1.40\%$
test_update_nested	0.2259ms	45.9637μs	21.7563 KOps/s	21.5593 KOps/s	$\color{#35bf28}+0.91\%$
test_update__nested	87.0830μs	33.8616μs	29.5320 KOps/s	29.3962 KOps/s	$\color{#35bf28}+0.46\%$
test_set_nested	0.1976ms	31.2537μs	31.9962 KOps/s	32.6166 KOps/s	$\color{#d91a1a}-1.90\%$
test_set_nested_new	0.1316ms	36.5090μs	27.3905 KOps/s	27.1305 KOps/s	$\color{#35bf28}+0.96\%$
test_select	1.0376ms	53.7856μs	18.5923 KOps/s	18.5073 KOps/s	$\color{#35bf28}+0.46\%$
test_select_nested	0.1251ms	60.5704μs	16.5097 KOps/s	16.7616 KOps/s	$\color{#d91a1a}-1.50\%$
test_exclude_nested	0.1741ms	75.9350μs	13.1692 KOps/s	13.4567 KOps/s	$\color{#d91a1a}-2.14\%$
test_empty[True]	0.5339ms	0.3188ms	3.1369 KOps/s	3.2046 KOps/s	$\color{#d91a1a}-2.11\%$
test_empty[False]	11.2335μs	1.1895μs	840.7121 KOps/s	751.7772 KOps/s	$\textbf{\color{#35bf28}+11.83\%}$
test_unbind_speed	0.3916ms	0.3001ms	3.3326 KOps/s	3.3270 KOps/s	$\color{#35bf28}+0.17\%$
test_unbind_speed_stack0	0.5260ms	0.2864ms	3.4919 KOps/s	3.3618 KOps/s	$\color{#35bf28}+3.87\%$
test_unbind_speed_stack1	90.5376ms	0.7764ms	1.2880 KOps/s	1.3242 KOps/s	$\color{#d91a1a}-2.73\%$
test_split	89.1654ms	2.1311ms	469.2427 Ops/s	451.7181 Ops/s	$\color{#35bf28}+3.88\%$
test_chunk	2.1928ms	1.9644ms	509.0590 Ops/s	492.2014 Ops/s	$\color{#35bf28}+3.42\%$
test_creation[device0]	0.2766ms	0.1176ms	8.5036 KOps/s	8.5082 KOps/s	$\color{#d91a1a}-0.05\%$
test_creation_from_tensor	3.5200ms	0.1190ms	8.4052 KOps/s	8.4482 KOps/s	$\color{#d91a1a}-0.51\%$
test_add_one[memmap_tensor0]	0.4269ms	7.3110μs	136.7810 KOps/s	128.5164 KOps/s	$\textbf{\color{#35bf28}+6.43\%}$
test_contiguous[memmap_tensor0]	33.6630μs	1.9108μs	523.3469 KOps/s	511.2483 KOps/s	$\color{#35bf28}+2.37\%$
test_stack[memmap_tensor0]	96.9620μs	5.5550μs	180.0173 KOps/s	174.6505 KOps/s	$\color{#35bf28}+3.07\%$
test_memmaptd_index	1.1974ms	0.3920ms	2.5513 KOps/s	1.8752 KOps/s	$\textbf{\color{#35bf28}+36.05\%}$
test_memmaptd_index_astensor	0.7585ms	0.4654ms	2.1485 KOps/s	2.0166 KOps/s	$\textbf{\color{#35bf28}+6.54\%}$
test_memmaptd_index_op	2.6626ms	1.0000ms	999.9814 Ops/s	949.6013 Ops/s	$\textbf{\color{#35bf28}+5.31\%}$
test_serialize_model	0.1330s	0.1194s	8.3736 Ops/s	8.0370 Ops/s	$\color{#35bf28}+4.19\%$
test_serialize_model_pickle	0.4714s	0.3990s	2.5065 Ops/s	2.5412 Ops/s	$\color{#d91a1a}-1.37\%$
test_serialize_weights	0.1221s	0.1161s	8.6136 Ops/s	8.5162 Ops/s	$\color{#35bf28}+1.14\%$
test_serialize_weights_returnearly	0.2515s	0.1745s	5.7298 Ops/s	5.6301 Ops/s	$\color{#35bf28}+1.77\%$
test_serialize_weights_pickle	0.4543s	0.3996s	2.5024 Ops/s	2.4883 Ops/s	$\color{#35bf28}+0.57\%$
test_serialize_weights_filesystem	0.1535s	0.1434s	6.9730 Ops/s	6.8997 Ops/s	$\color{#35bf28}+1.06\%$
test_serialize_model_filesystem	0.1581s	0.1490s	6.7099 Ops/s	6.0093 Ops/s	$\textbf{\color{#35bf28}+11.66\%}$
test_reshape_pytree	0.1053ms	37.7359μs	26.5000 KOps/s	25.1319 KOps/s	$\textbf{\color{#35bf28}+5.44\%}$
test_reshape_td	0.1361ms	44.1607μs	22.6446 KOps/s	21.4211 KOps/s	$\textbf{\color{#35bf28}+5.71\%}$
test_view_pytree	84.5980μs	37.6748μs	26.5429 KOps/s	25.8141 KOps/s	$\color{#35bf28}+2.82\%$
test_view_td	0.1468ms	51.1679μs	19.5435 KOps/s	18.6494 KOps/s	$\color{#35bf28}+4.79\%$
test_unbind_pytree	79.4690μs	35.4625μs	28.1988 KOps/s	27.5962 KOps/s	$\color{#35bf28}+2.18\%$
test_unbind_td	0.3301ms	44.4669μs	22.4886 KOps/s	21.9486 KOps/s	$\color{#35bf28}+2.46\%$
test_split_pytree	76.9740μs	36.6402μs	27.2924 KOps/s	26.5461 KOps/s	$\color{#35bf28}+2.81\%$
test_split_td	0.4800ms	55.5391μs	18.0053 KOps/s	17.4243 KOps/s	$\color{#35bf28}+3.33\%$
test_add_pytree	0.1083ms	44.1334μs	22.6586 KOps/s	22.8129 KOps/s	$\color{#d91a1a}-0.68\%$
test_add_td	0.2834ms	81.9953μs	12.1958 KOps/s	12.3944 KOps/s	$\color{#d91a1a}-1.60\%$
test_compile_add_one_nested[tensordict-compile]	0.1178ms	56.0168μs	17.8518 KOps/s	17.2868 KOps/s	$\color{#35bf28}+3.27\%$
test_compile_add_one_nested[tensordict-eager]	0.2698ms	0.1759ms	5.6837 KOps/s	5.2927 KOps/s	$\textbf{\color{#35bf28}+7.39\%}$
test_compile_add_one_nested[pytree-compile]	0.1231ms	56.0164μs	17.8519 KOps/s	17.5862 KOps/s	$\color{#35bf28}+1.51\%$
test_compile_add_one_nested[pytree-eager]	0.2187ms	0.1407ms	7.1067 KOps/s	7.0232 KOps/s	$\color{#35bf28}+1.19\%$
test_compile_copy_nested[tensordict-compile]	45.1040μs	20.8359μs	47.9940 KOps/s	45.8144 KOps/s	$\color{#35bf28}+4.76\%$
test_compile_copy_nested[tensordict-eager]	0.1177ms	67.8687μs	14.7343 KOps/s	14.9785 KOps/s	$\color{#d91a1a}-1.63\%$
test_compile_copy_nested[pytree-compile]	0.1316ms	74.5424μs	13.4152 KOps/s	13.3567 KOps/s	$\color{#35bf28}+0.44\%$
test_compile_copy_nested[pytree-eager]	0.1551ms	67.9248μs	14.7222 KOps/s	14.6517 KOps/s	$\color{#35bf28}+0.48\%$
test_compile_add_one_flat[tensordict-compile]	0.3804ms	0.1702ms	5.8758 KOps/s	5.8152 KOps/s	$\color{#35bf28}+1.04\%$
test_compile_add_one_flat[tensordict-eager]	0.3636ms	0.1871ms	5.3438 KOps/s	5.3258 KOps/s	$\color{#35bf28}+0.34\%$
test_compile_add_one_flat[tensorclass-compile]	0.1238ms	46.8338μs	21.3521 KOps/s	21.0813 KOps/s	$\color{#35bf28}+1.28\%$
test_compile_add_one_flat[tensorclass-eager]	0.1800ms	68.9206μs	14.5095 KOps/s	14.6901 KOps/s	$\color{#d91a1a}-1.23\%$
test_compile_add_one_flat[pytree-compile]	0.2830ms	0.1723ms	5.8052 KOps/s	5.7540 KOps/s	$\color{#35bf28}+0.89\%$
test_compile_add_one_flat[pytree-eager]	0.3676ms	0.2826ms	3.5382 KOps/s	3.4102 KOps/s	$\color{#35bf28}+3.75\%$
test_compile_add_self_flat[tensordict-eager]	0.4323ms	0.1997ms	5.0076 KOps/s	4.9987 KOps/s	$\color{#35bf28}+0.18\%$
test_compile_add_self_flat[tensordict-compile]	0.4054ms	0.1736ms	5.7600 KOps/s	5.7707 KOps/s	$\color{#d91a1a}-0.19\%$
test_compile_add_self_flat[tensorclass-eager]	0.1762ms	62.3071μs	16.0495 KOps/s	15.9812 KOps/s	$\color{#35bf28}+0.43\%$
test_compile_add_self_flat[tensorclass-compile]	0.1151ms	46.1664μs	21.6608 KOps/s	20.5170 KOps/s	$\textbf{\color{#35bf28}+5.57\%}$
test_compile_add_self_flat[pytree-eager]	0.4236ms	0.2281ms	4.3840 KOps/s	4.1845 KOps/s	$\color{#35bf28}+4.77\%$
test_compile_add_self_flat[pytree-compile]	0.2995ms	0.1727ms	5.7902 KOps/s	5.6524 KOps/s	$\color{#35bf28}+2.44\%$
test_compile_copy_flat[tensordict-compile]	0.1973ms	0.1011ms	9.8891 KOps/s	9.8954 KOps/s	$\color{#d91a1a}-0.06\%$
test_compile_copy_flat[tensordict-eager]	0.1146ms	58.0725μs	17.2199 KOps/s	17.2281 KOps/s	$\color{#d91a1a}-0.05\%$
test_compile_copy_flat[pytree-compile]	0.1744ms	78.3982μs	12.7554 KOps/s	12.6374 KOps/s	$\color{#35bf28}+0.93\%$
test_compile_copy_flat[pytree-eager]	0.1591ms	69.1612μs	14.4590 KOps/s	14.3407 KOps/s	$\color{#35bf28}+0.82\%$
test_compile_assign_and_add[tensordict-compile]	0.2954ms	0.1968ms	5.0823 KOps/s	5.1335 KOps/s	$\color{#d91a1a}-1.00\%$
test_compile_assign_and_add[tensordict-eager]	2.2246ms	1.6379ms	610.5278 Ops/s	609.2051 Ops/s	$\color{#35bf28}+0.22\%$
test_compile_assign_and_add[pytree-compile]	0.3002ms	0.1952ms	5.1231 KOps/s	5.1333 KOps/s	$\color{#d91a1a}-0.20\%$
test_compile_assign_and_add[pytree-eager]	1.2504ms	1.0774ms	928.1424 Ops/s	897.2205 Ops/s	$\color{#35bf28}+3.45\%$
test_compile_assign_and_add_stack[compile]	0.7225ms	0.4195ms	2.3835 KOps/s	2.3235 KOps/s	$\color{#35bf28}+2.58\%$
test_compile_assign_and_add_stack[eager]	4.1130ms	3.6495ms	274.0134 Ops/s	262.9062 Ops/s	$\color{#35bf28}+4.22\%$
test_compile_indexing[tensor-tensordict-compile]	81.1420μs	33.2383μs	30.0858 KOps/s	28.0215 KOps/s	$\textbf{\color{#35bf28}+7.37\%}$
test_compile_indexing[tensor-tensordict-eager]	0.6185ms	47.0070μs	21.2734 KOps/s	20.4917 KOps/s	$\color{#35bf28}+3.82\%$
test_compile_indexing[tensor-tensorclass-compile]	72.5060μs	28.4714μs	35.1229 KOps/s	32.8877 KOps/s	$\textbf{\color{#35bf28}+6.80\%}$
test_compile_indexing[tensor-tensorclass-eager]	97.6330μs	28.4043μs	35.2060 KOps/s	35.1333 KOps/s	$\color{#35bf28}+0.21\%$
test_compile_indexing[tensor-pytree-compile]	87.0730μs	28.4078μs	35.2016 KOps/s	32.9255 KOps/s	$\textbf{\color{#35bf28}+6.91\%}$
test_compile_indexing[tensor-pytree-eager]	77.5350μs	27.5043μs	36.3580 KOps/s	35.2086 KOps/s	$\color{#35bf28}+3.26\%$
test_compile_indexing[slice-tensordict-compile]	0.1753ms	72.1465μs	13.8607 KOps/s	13.4549 KOps/s	$\color{#35bf28}+3.02\%$
test_compile_indexing[slice-tensordict-eager]	0.7960ms	27.6579μs	36.1560 KOps/s	36.6882 KOps/s	$\color{#d91a1a}-1.45\%$
test_compile_indexing[slice-tensorclass-compile]	0.1317ms	65.3768μs	15.2959 KOps/s	14.3673 KOps/s	$\textbf{\color{#35bf28}+6.46\%}$
test_compile_indexing[slice-tensorclass-eager]	83.8770μs	22.3164μs	44.8102 KOps/s	43.3810 KOps/s	$\color{#35bf28}+3.29\%$
test_compile_indexing[slice-pytree-compile]	0.1235ms	65.0719μs	15.3676 KOps/s	14.6334 KOps/s	$\textbf{\color{#35bf28}+5.02\%}$
test_compile_indexing[slice-pytree-eager]	54.1510μs	22.2942μs	44.8547 KOps/s	44.1390 KOps/s	$\color{#35bf28}+1.62\%$
test_compile_indexing[int-tensordict-compile]	0.1738ms	71.1566μs	14.0535 KOps/s	13.4841 KOps/s	$\color{#35bf28}+4.22\%$
test_compile_indexing[int-tensordict-eager]	0.8546ms	26.8807μs	37.2015 KOps/s	37.5383 KOps/s	$\color{#d91a1a}-0.90\%$
test_compile_indexing[int-tensorclass-compile]	0.1721ms	65.5037μs	15.2663 KOps/s	14.5307 KOps/s	$\textbf{\color{#35bf28}+5.06\%}$
test_compile_indexing[int-tensorclass-eager]	67.0850μs	22.2670μs	44.9094 KOps/s	43.9992 KOps/s	$\color{#35bf28}+2.07\%$
test_compile_indexing[int-pytree-compile]	0.1372ms	65.3438μs	15.3037 KOps/s	14.5704 KOps/s	$\textbf{\color{#35bf28}+5.03\%}$
test_compile_indexing[int-pytree-eager]	60.4030μs	22.2924μs	44.8584 KOps/s	44.0997 KOps/s	$\color{#35bf28}+1.72\%$
test_mod_add[eager]	83.7070μs	24.5135μs	40.7938 KOps/s	41.2293 KOps/s	$\color{#d91a1a}-1.06\%$
test_mod_add[compile]	0.1089ms	37.7943μs	26.4590 KOps/s	25.4837 KOps/s	$\color{#35bf28}+3.83\%$
test_mod_add[compile-overhead]	0.1144ms	37.8827μs	26.3973 KOps/s	25.4463 KOps/s	$\color{#35bf28}+3.74\%$
test_mod_wrap[eager]	0.4107ms	0.2079ms	4.8096 KOps/s	4.7458 KOps/s	$\color{#35bf28}+1.34\%$
test_mod_wrap[compile]	0.3456ms	0.2310ms	4.3292 KOps/s	4.2647 KOps/s	$\color{#35bf28}+1.51\%$
test_mod_wrap[compile-overhead]	0.4175ms	0.2311ms	4.3265 KOps/s	4.2291 KOps/s	$\color{#35bf28}+2.30\%$
test_mod_wrap_and_backward[eager]	16.3924ms	11.8442ms	84.4292 Ops/s	78.6401 Ops/s	$\textbf{\color{#35bf28}+7.36\%}$
test_mod_wrap_and_backward[compile]	15.3735ms	12.2355ms	81.7292 Ops/s	81.7660 Ops/s	$\color{#d91a1a}-0.04\%$
test_mod_wrap_and_backward[compile-overhead]	14.8030ms	11.5858ms	86.3123 Ops/s	82.6700 Ops/s	$\color{#35bf28}+4.41\%$
test_seq_add[eager]	0.1899ms	87.5089μs	11.4274 KOps/s	11.3016 KOps/s	$\color{#35bf28}+1.11\%$
test_seq_add[compile]	0.1955ms	64.3918μs	15.5299 KOps/s	15.2215 KOps/s	$\color{#35bf28}+2.03\%$
test_seq_add[compile-overhead]	0.1407ms	62.6589μs	15.9594 KOps/s	15.7905 KOps/s	$\color{#35bf28}+1.07\%$
test_seq_wrap[eager]	0.7362ms	0.3779ms	2.6463 KOps/s	2.5892 KOps/s	$\color{#35bf28}+2.20\%$
test_seq_wrap[compile]	1.5015ms	0.2668ms	3.7484 KOps/s	3.5400 KOps/s	$\textbf{\color{#35bf28}+5.89\%}$
test_seq_wrap[compile-overhead]	1.3187ms	0.2648ms	3.7769 KOps/s	3.6332 KOps/s	$\color{#35bf28}+3.96\%$
test_func_call_runtime[False-eager]	0.7509ms	0.5208ms	1.9201 KOps/s	1.8751 KOps/s	$\color{#35bf28}+2.40\%$
test_func_call_runtime[False-compile]	0.7187ms	0.4990ms	2.0041 KOps/s	1.9357 KOps/s	$\color{#35bf28}+3.53\%$
test_func_call_runtime[False-compile-overhead]	0.8338ms	0.4974ms	2.0107 KOps/s	1.9609 KOps/s	$\color{#35bf28}+2.54\%$
test_func_call_runtime[True-eager]	1.2777ms	0.7428ms	1.3462 KOps/s	1.3252 KOps/s	$\color{#35bf28}+1.59\%$
test_func_call_runtime[True-compile]	0.7096ms	0.5065ms	1.9745 KOps/s	1.9373 KOps/s	$\color{#35bf28}+1.92\%$
test_func_call_runtime[True-compile-overhead]	0.6793ms	0.5076ms	1.9700 KOps/s	1.9237 KOps/s	$\color{#35bf28}+2.41\%$
test_func_call_cm_runtime[False-eager]	0.9228ms	0.5213ms	1.9183 KOps/s	1.9056 KOps/s	$\color{#35bf28}+0.67\%$
test_func_call_cm_runtime[False-compile]	1.0363ms	0.5042ms	1.9832 KOps/s	1.9688 KOps/s	$\color{#35bf28}+0.73\%$
test_func_call_cm_runtime[False-compile-overhead]	0.8377ms	0.5020ms	1.9920 KOps/s	1.9745 KOps/s	$\color{#35bf28}+0.89\%$
test_func_call_cm_runtime[True-eager]	1.4415ms	0.8722ms	1.1466 KOps/s	1.1359 KOps/s	$\color{#35bf28}+0.94\%$
test_func_call_cm_runtime[True-compile]	1.2872ms	0.7461ms	1.3402 KOps/s	1.3301 KOps/s	$\color{#35bf28}+0.76\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0905ms	0.7386ms	1.3539 KOps/s	1.3226 KOps/s	$\color{#35bf28}+2.37\%$
test_vmap_func_call_cm_runtime[eager]	2.5370ms	1.8411ms	543.1439 Ops/s	532.2561 Ops/s	$\color{#35bf28}+2.05\%$
test_vmap_func_call_cm_runtime[compile]	3.0460ms	1.9009ms	526.0601 Ops/s	518.1085 Ops/s	$\color{#35bf28}+1.53\%$
test_vmap_func_call_cm_runtime[compile-overhead]	2.7059ms	1.8910ms	528.8144 Ops/s	516.4826 Ops/s	$\color{#35bf28}+2.39\%$
test_distributed	0.2246ms	0.1233ms	8.1120 KOps/s	7.8520 KOps/s	$\color{#35bf28}+3.31\%$
test_tdmodule	44.6740μs	17.9250μs	55.7881 KOps/s	52.9178 KOps/s	$\textbf{\color{#35bf28}+5.42\%}$
test_tdmodule_dispatch	69.4490μs	35.8692μs	27.8791 KOps/s	27.6317 KOps/s	$\color{#35bf28}+0.90\%$
test_tdseq	40.5870μs	20.0546μs	49.8638 KOps/s	48.7751 KOps/s	$\color{#35bf28}+2.23\%$
test_tdseq_dispatch	59.2510μs	40.2278μs	24.8585 KOps/s	24.1891 KOps/s	$\color{#35bf28}+2.77\%$
test_instantiation_functorch	2.6022ms	1.6088ms	621.5899 Ops/s	607.0915 Ops/s	$\color{#35bf28}+2.39\%$
test_instantiation_td	2.3902ms	1.1824ms	845.7432 Ops/s	845.0174 Ops/s	$\color{#35bf28}+0.09\%$
test_exec_functorch	0.3131ms	0.1825ms	5.4785 KOps/s	5.4267 KOps/s	$\color{#35bf28}+0.95\%$
test_exec_functional_call	0.4205ms	0.1752ms	5.7062 KOps/s	5.7910 KOps/s	$\color{#d91a1a}-1.46\%$
test_exec_td	0.3237ms	0.1703ms	5.8733 KOps/s	5.9338 KOps/s	$\color{#d91a1a}-1.02\%$
test_exec_td_decorator	1.1356ms	0.2218ms	4.5082 KOps/s	4.4540 KOps/s	$\color{#35bf28}+1.22\%$
test_vmap_mlp_speed[True-True]	0.9472ms	0.6314ms	1.5839 KOps/s	1.5225 KOps/s	$\color{#35bf28}+4.03\%$
test_vmap_mlp_speed[True-False]	0.9937ms	0.6256ms	1.5984 KOps/s	1.5507 KOps/s	$\color{#35bf28}+3.08\%$
test_vmap_mlp_speed[False-True]	0.7499ms	0.4905ms	2.0385 KOps/s	1.9952 KOps/s	$\color{#35bf28}+2.17\%$
test_vmap_mlp_speed[False-False]	0.7182ms	0.4932ms	2.0278 KOps/s	1.9938 KOps/s	$\color{#35bf28}+1.70\%$
test_vmap_mlp_speed_decorator[True-True]	1.4837ms	0.6139ms	1.6289 KOps/s	1.5968 KOps/s	$\color{#35bf28}+2.01\%$
test_vmap_mlp_speed_decorator[True-False]	0.9680ms	0.6215ms	1.6091 KOps/s	1.5786 KOps/s	$\color{#35bf28}+1.93\%$
test_vmap_mlp_speed_decorator[False-True]	0.8887ms	0.5026ms	1.9896 KOps/s	1.9348 KOps/s	$\color{#35bf28}+2.83\%$
test_vmap_mlp_speed_decorator[False-False]	0.7656ms	0.4979ms	2.0084 KOps/s	1.9406 KOps/s	$\color{#35bf28}+3.49\%$
test_to_module_speed[True]	2.4631ms	1.3230ms	755.8759 Ops/s	772.4783 Ops/s	$\color{#d91a1a}-2.15\%$
test_to_module_speed[False]	1.5041ms	1.2612ms	792.8863 Ops/s	789.8740 Ops/s	$\color{#35bf28}+0.38\%$
test_tc_init	0.1070ms	44.6172μs	22.4129 KOps/s	21.9374 KOps/s	$\color{#35bf28}+2.17\%$
test_tc_init_nested	0.1493ms	86.6694μs	11.5381 KOps/s	10.8065 KOps/s	$\textbf{\color{#35bf28}+6.77\%}$
test_tc_first_layer_tensor	16.8310μs	1.5170μs	659.2010 KOps/s	659.4432 KOps/s	$\color{#d91a1a}-0.04\%$
test_tc_first_layer_nontensor	36.8100μs	4.6456μs	215.2571 KOps/s	212.0520 KOps/s	$\color{#35bf28}+1.51\%$
test_tc_second_layer_tensor	36.2380μs	2.7799μs	359.7295 KOps/s	357.3301 KOps/s	$\color{#35bf28}+0.67\%$
test_tc_second_layer_nontensor	58.5900μs	5.9995μs	166.6805 KOps/s	166.0062 KOps/s	$\color{#35bf28}+0.41\%$
test_unbind	0.4717s	12.9988ms	76.9304 Ops/s	69.1670 Ops/s	$\textbf{\color{#35bf28}+11.22\%}$
test_full_like	8.0151ms	7.0196ms	142.4584 Ops/s	135.3939 Ops/s	$\textbf{\color{#35bf28}+5.22\%}$
test_zeros_like	4.4917ms	2.7484ms	363.8536 Ops/s	143.4206 Ops/s	$\textbf{\color{#35bf28}+153.70\%}$
test_ones_like	3.8826ms	3.1139ms	321.1389 Ops/s	127.0874 Ops/s	$\textbf{\color{#35bf28}+152.69\%}$
test_clone	6.1420ms	4.8679ms	205.4275 Ops/s	101.4672 Ops/s	$\textbf{\color{#35bf28}+102.46\%}$
test_squeeze	59.6220μs	12.4520μs	80.3084 KOps/s	81.9033 KOps/s	$\color{#d91a1a}-1.95\%$
test_unsqueeze	0.1632ms	93.3606μs	10.7112 KOps/s	10.8060 KOps/s	$\color{#d91a1a}-0.88\%$
test_split	0.5307ms	0.1959ms	5.1040 KOps/s	5.0579 KOps/s	$\color{#35bf28}+0.91\%$
test_permute	0.2892ms	0.2196ms	4.5536 KOps/s	4.4753 KOps/s	$\color{#35bf28}+1.75\%$
test_stack	31.4858ms	24.7130ms	40.4646 Ops/s	38.1593 Ops/s	$\textbf{\color{#35bf28}+6.04\%}$
test_cat	28.7882ms	24.5501ms	40.7330 Ops/s	38.1309 Ops/s	$\textbf{\color{#35bf28}+6.82\%}$

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}23$. Worsened: $\large\color{#d91a1a}21$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1530ms	14.1174μs	70.8347 KOps/s	65.6860 KOps/s	$\textbf{\color{#35bf28}+7.84\%}$
test_plain_set_stack_nested	46.8810μs	14.2379μs	70.2351 KOps/s	65.9045 KOps/s	$\textbf{\color{#35bf28}+6.57\%}$
test_plain_set_nested_inplace	53.4310μs	15.1019μs	66.2169 KOps/s	62.1809 KOps/s	$\textbf{\color{#35bf28}+6.49\%}$
test_plain_set_stack_nested_inplace	40.6310μs	15.1907μs	65.8299 KOps/s	63.0828 KOps/s	$\color{#35bf28}+4.35\%$
test_items	80.9710μs	2.8534μs	350.4531 KOps/s	350.0178 KOps/s	$\color{#35bf28}+0.12\%$
test_items_nested	0.3760ms	0.3300ms	3.0307 KOps/s	3.1412 KOps/s	$\color{#d91a1a}-3.52\%$
test_items_nested_locked	0.3740ms	0.3325ms	3.0077 KOps/s	3.1355 KOps/s	$\color{#d91a1a}-4.08\%$
test_items_nested_leaf	79.7310μs	55.3675μs	18.0611 KOps/s	15.9746 KOps/s	$\textbf{\color{#35bf28}+13.06\%}$
test_items_stack_nested	0.4019ms	0.3297ms	3.0329 KOps/s	3.1683 KOps/s	$\color{#d91a1a}-4.27\%$
test_items_stack_nested_leaf	0.1163ms	57.4384μs	17.4100 KOps/s	15.5022 KOps/s	$\textbf{\color{#35bf28}+12.31\%}$
test_items_stack_nested_locked	0.4009ms	0.3344ms	2.9904 KOps/s	3.1544 KOps/s	$\textbf{\color{#d91a1a}-5.20\%}$
test_keys	37.0000μs	3.6434μs	274.4659 KOps/s	296.7852 KOps/s	$\textbf{\color{#d91a1a}-7.52\%}$
test_keys_nested	88.6620μs	56.0921μs	17.8278 KOps/s	18.4239 KOps/s	$\color{#d91a1a}-3.24\%$
test_keys_nested_locked	2.5425ms	61.9965μs	16.1299 KOps/s	16.5564 KOps/s	$\color{#d91a1a}-2.58\%$
test_keys_nested_leaf	82.0210μs	47.4998μs	21.0527 KOps/s	21.5749 KOps/s	$\color{#d91a1a}-2.42\%$
test_keys_stack_nested	82.2920μs	56.3919μs	17.7330 KOps/s	18.0807 KOps/s	$\color{#d91a1a}-1.92\%$
test_keys_stack_nested_leaf	82.2110μs	47.8557μs	20.8962 KOps/s	21.1712 KOps/s	$\color{#d91a1a}-1.30\%$
test_keys_stack_nested_locked	88.9620μs	61.5938μs	16.2354 KOps/s	16.7035 KOps/s	$\color{#d91a1a}-2.80\%$
test_values	4.8783μs	0.8549μs	1.1697 MOps/s	1.2206 MOps/s	$\color{#d91a1a}-4.17\%$
test_values_nested	82.2020μs	40.8190μs	24.4984 KOps/s	36.3942 KOps/s	$\textbf{\color{#d91a1a}-32.69\%}$
test_values_nested_locked	74.4420μs	42.5587μs	23.4970 KOps/s	34.2136 KOps/s	$\textbf{\color{#d91a1a}-31.32\%}$
test_values_nested_leaf	60.9010μs	35.5420μs	28.1358 KOps/s	41.4925 KOps/s	$\textbf{\color{#d91a1a}-32.19\%}$
test_values_stack_nested	76.6720μs	42.2078μs	23.6923 KOps/s	35.0787 KOps/s	$\textbf{\color{#d91a1a}-32.46\%}$
test_values_stack_nested_leaf	72.2920μs	36.4040μs	27.4695 KOps/s	40.1749 KOps/s	$\textbf{\color{#d91a1a}-31.63\%}$
test_values_stack_nested_locked	78.3520μs	43.7995μs	22.8313 KOps/s	33.2393 KOps/s	$\textbf{\color{#d91a1a}-31.31\%}$
test_membership	1.8835μs	0.5111μs	1.9566 MOps/s	2.0740 MOps/s	$\textbf{\color{#d91a1a}-5.66\%}$
test_membership_nested	17.3755μs	1.8811μs	531.5937 KOps/s	564.5910 KOps/s	$\textbf{\color{#d91a1a}-5.84\%}$
test_membership_nested_leaf	13.3203μs	1.8409μs	543.2226 KOps/s	587.4319 KOps/s	$\textbf{\color{#d91a1a}-7.53\%}$
test_membership_stacked_nested	34.5610μs	1.8982μs	526.8119 KOps/s	554.1868 KOps/s	$\color{#d91a1a}-4.94\%$
test_membership_stacked_nested_leaf	30.2810μs	1.9333μs	517.2402 KOps/s	547.5074 KOps/s	$\textbf{\color{#d91a1a}-5.53\%}$
test_membership_nested_last	29.7100μs	2.6956μs	370.9784 KOps/s	381.2566 KOps/s	$\color{#d91a1a}-2.70\%$
test_membership_nested_leaf_last	39.5910μs	2.7161μs	368.1764 KOps/s	384.8899 KOps/s	$\color{#d91a1a}-4.34\%$
test_membership_stacked_nested_last	27.3800μs	2.6943μs	371.1495 KOps/s	336.8965 KOps/s	$\textbf{\color{#35bf28}+10.17\%}$
test_membership_stacked_nested_leaf_last	25.0800μs	2.7394μs	365.0398 KOps/s	336.1980 KOps/s	$\textbf{\color{#35bf28}+8.58\%}$
test_nested_getleaf	40.1300μs	6.0786μs	164.5107 KOps/s	162.9850 KOps/s	$\color{#35bf28}+0.94\%$
test_nested_get	31.2800μs	5.7761μs	173.1263 KOps/s	172.7139 KOps/s	$\color{#35bf28}+0.24\%$
test_stacked_getleaf	30.5010μs	5.9963μs	166.7699 KOps/s	165.0655 KOps/s	$\color{#35bf28}+1.03\%$
test_stacked_get	46.6910μs	5.7061μs	175.2500 KOps/s	172.5914 KOps/s	$\color{#35bf28}+1.54\%$
test_nested_getitemleaf	31.8210μs	6.0891μs	164.2277 KOps/s	163.8578 KOps/s	$\color{#35bf28}+0.23\%$
test_nested_getitem	27.2110μs	5.7724μs	173.2396 KOps/s	172.7786 KOps/s	$\color{#35bf28}+0.27\%$
test_stacked_getitemleaf	36.6110μs	6.0795μs	164.4880 KOps/s	165.2514 KOps/s	$\color{#d91a1a}-0.46\%$
test_stacked_getitem	44.0110μs	5.8025μs	172.3385 KOps/s	174.1208 KOps/s	$\color{#d91a1a}-1.02\%$
test_lock_nested	5.2305ms	0.4227ms	2.3656 KOps/s	2.3722 KOps/s	$\color{#d91a1a}-0.28\%$
test_lock_stack_nested	0.4295ms	0.3833ms	2.6089 KOps/s	2.5945 KOps/s	$\color{#35bf28}+0.55\%$
test_unlock_nested	0.7579ms	0.3581ms	2.7924 KOps/s	2.7742 KOps/s	$\color{#35bf28}+0.65\%$
test_unlock_stack_nested	0.4128ms	0.3242ms	3.0840 KOps/s	3.0747 KOps/s	$\color{#35bf28}+0.31\%$
test_flatten_speed	0.1476ms	68.7699μs	14.5413 KOps/s	12.4736 KOps/s	$\textbf{\color{#35bf28}+16.58\%}$
test_unflatten_speed	0.3256ms	0.2826ms	3.5381 KOps/s	3.4959 KOps/s	$\color{#35bf28}+1.21\%$
test_common_ops	1.6649ms	1.3847ms	722.1852 Ops/s	758.9500 Ops/s	$\color{#d91a1a}-4.84\%$
test_creation	20.3710μs	1.4427μs	693.1354 KOps/s	683.1425 KOps/s	$\color{#35bf28}+1.46\%$
test_creation_empty	43.1210μs	15.7091μs	63.6575 KOps/s	56.8434 KOps/s	$\textbf{\color{#35bf28}+11.99\%}$
test_creation_nested_1	48.0510μs	17.3989μs	57.4749 KOps/s	51.6559 KOps/s	$\textbf{\color{#35bf28}+11.26\%}$
test_creation_nested_2	48.4500μs	20.0085μs	49.9786 KOps/s	45.5805 KOps/s	$\textbf{\color{#35bf28}+9.65\%}$
test_clone	72.0910μs	30.2425μs	33.0661 KOps/s	33.2070 KOps/s	$\color{#d91a1a}-0.42\%$
test_getitem[int]	1.3162ms	16.1818μs	61.7977 KOps/s	59.2013 KOps/s	$\color{#35bf28}+4.39\%$
test_getitem[slice_int]	0.1236ms	28.4910μs	35.0988 KOps/s	35.2161 KOps/s	$\color{#d91a1a}-0.33\%$
test_getitem[range]	0.2448ms	0.1116ms	8.9587 KOps/s	9.0053 KOps/s	$\color{#d91a1a}-0.52\%$
test_getitem[tuple]	0.1230ms	23.4351μs	42.6711 KOps/s	40.7723 KOps/s	$\color{#35bf28}+4.66\%$
test_getitem[list]	0.1979ms	0.1072ms	9.3287 KOps/s	9.9404 KOps/s	$\textbf{\color{#d91a1a}-6.15\%}$
test_setitem_dim[int]	82.6510μs	49.4681μs	20.2150 KOps/s	21.6048 KOps/s	$\textbf{\color{#d91a1a}-6.43\%}$
test_setitem_dim[slice_int]	0.1192ms	72.1012μs	13.8694 KOps/s	14.4195 KOps/s	$\color{#d91a1a}-3.81\%$
test_setitem_dim[range]	0.1654ms	0.1373ms	7.2855 KOps/s	7.6674 KOps/s	$\color{#d91a1a}-4.98\%$
test_setitem_dim[tuple]	88.6520μs	65.7101μs	15.2184 KOps/s	15.9302 KOps/s	$\color{#d91a1a}-4.47\%$
test_setitem	98.6920μs	47.5761μs	21.0190 KOps/s	22.4722 KOps/s	$\textbf{\color{#d91a1a}-6.47\%}$
test_set	95.0010μs	46.2677μs	21.6134 KOps/s	22.6408 KOps/s	$\color{#d91a1a}-4.54\%$
test_set_shared	0.3683ms	53.7767μs	18.5954 KOps/s	18.6802 KOps/s	$\color{#d91a1a}-0.45\%$
test_update	92.4420μs	50.8639μs	19.6603 KOps/s	18.6739 KOps/s	$\textbf{\color{#35bf28}+5.28\%}$
test_update_nested	0.1178ms	58.9108μs	16.9748 KOps/s	16.5390 KOps/s	$\color{#35bf28}+2.64\%$
test_update__nested	0.1101ms	67.3624μs	14.8451 KOps/s	16.2382 KOps/s	$\textbf{\color{#d91a1a}-8.58\%}$
test_set_nested	93.7010μs	48.7797μs	20.5003 KOps/s	21.1995 KOps/s	$\color{#d91a1a}-3.30\%$
test_set_nested_new	99.5220μs	52.4510μs	19.0654 KOps/s	19.2755 KOps/s	$\color{#d91a1a}-1.09\%$
test_select	0.1166ms	65.3729μs	15.2969 KOps/s	15.0923 KOps/s	$\color{#35bf28}+1.36\%$
test_select_nested	70.3210μs	41.8204μs	23.9118 KOps/s	23.5627 KOps/s	$\color{#35bf28}+1.48\%$
test_exclude_nested	99.5320μs	58.0539μs	17.2254 KOps/s	16.8324 KOps/s	$\color{#35bf28}+2.33\%$
test_empty[True]	0.2998ms	0.2435ms	4.1064 KOps/s	4.0581 KOps/s	$\color{#35bf28}+1.19\%$
test_empty[False]	3.5241μs	0.7433μs	1.3453 MOps/s	1.3452 MOps/s	$+0.01\%$
test_to	56.9810μs	25.1881μs	39.7013 KOps/s	39.3460 KOps/s	$\color{#35bf28}+0.90\%$
test_to_nonblocking	69.2620μs	24.0306μs	41.6135 KOps/s	39.5710 KOps/s	$\textbf{\color{#35bf28}+5.16\%}$
test_unbind_speed	1.4188ms	0.2854ms	3.5039 KOps/s	3.5808 KOps/s	$\color{#d91a1a}-2.15\%$
test_unbind_speed_stack0	0.4366ms	0.2797ms	3.5751 KOps/s	3.4987 KOps/s	$\color{#35bf28}+2.18\%$
test_unbind_speed_stack1	93.5476ms	0.7189ms	1.3911 KOps/s	1.3894 KOps/s	$\color{#35bf28}+0.12\%$
test_split	94.5612ms	2.1815ms	458.3995 Ops/s	444.3347 Ops/s	$\color{#35bf28}+3.17\%$
test_chunk	96.7025ms	2.1824ms	458.2215 Ops/s	440.6806 Ops/s	$\color{#35bf28}+3.98\%$
test_creation[device0]	0.3339ms	0.1268ms	7.8853 KOps/s	7.6084 KOps/s	$\color{#35bf28}+3.64\%$
test_creation_from_tensor	0.3977ms	0.1298ms	7.7070 KOps/s	7.5201 KOps/s	$\color{#35bf28}+2.49\%$
test_add_one[memmap_tensor0]	0.2415ms	9.0500μs	110.4977 KOps/s	113.0787 KOps/s	$\color{#d91a1a}-2.28\%$
test_contiguous[memmap_tensor0]	30.5510μs	2.2177μs	450.9241 KOps/s	448.7359 KOps/s	$\color{#35bf28}+0.49\%$
test_stack[memmap_tensor0]	31.5710μs	7.0017μs	142.8224 KOps/s	147.9763 KOps/s	$\color{#d91a1a}-3.48\%$
test_memmaptd_index	1.2102ms	0.4270ms	2.3417 KOps/s	2.3262 KOps/s	$\color{#35bf28}+0.67\%$
test_memmaptd_index_astensor	0.9770ms	0.4839ms	2.0667 KOps/s	2.0484 KOps/s	$\color{#35bf28}+0.89\%$
test_memmaptd_index_op	1.4175ms	1.0480ms	954.1843 Ops/s	941.4203 Ops/s	$\color{#35bf28}+1.36\%$
test_serialize_model	0.1303s	0.1294s	7.7273 Ops/s	7.6995 Ops/s	$\color{#35bf28}+0.36\%$
test_serialize_model_pickle	1.3502s	1.2125s	0.8248 Ops/s	0.8214 Ops/s	$\color{#35bf28}+0.41\%$
test_serialize_weights	0.2224s	0.1421s	7.0385 Ops/s	7.7314 Ops/s	$\textbf{\color{#d91a1a}-8.96\%}$
test_serialize_weights_returnearly	0.2229s	55.5951ms	17.9872 Ops/s	16.3361 Ops/s	$\textbf{\color{#35bf28}+10.11\%}$
test_serialize_weights_pickle	1.3723s	1.2164s	0.8221 Ops/s	0.8220 Ops/s	$\color{#35bf28}+0.01\%$
test_reshape_pytree	79.5020μs	36.7551μs	27.2071 KOps/s	27.1076 KOps/s	$\color{#35bf28}+0.37\%$
test_reshape_td	97.2120μs	43.6764μs	22.8957 KOps/s	23.4041 KOps/s	$\color{#d91a1a}-2.17\%$
test_view_pytree	65.2020μs	36.0028μs	27.7756 KOps/s	26.7105 KOps/s	$\color{#35bf28}+3.99\%$
test_view_td	95.4920μs	47.7966μs	20.9220 KOps/s	21.0489 KOps/s	$\color{#d91a1a}-0.60\%$
test_unbind_pytree	76.5710μs	35.2698μs	28.3528 KOps/s	27.9371 KOps/s	$\color{#35bf28}+1.49\%$
test_unbind_td	0.5490ms	43.7074μs	22.8794 KOps/s	22.7683 KOps/s	$\color{#35bf28}+0.49\%$
test_split_pytree	0.6156ms	47.2510μs	21.1636 KOps/s	20.3941 KOps/s	$\color{#35bf28}+3.77\%$
test_split_td	0.1487ms	55.4134μs	18.0462 KOps/s	17.1814 KOps/s	$\textbf{\color{#35bf28}+5.03\%}$
test_add_pytree	0.1066ms	58.1550μs	17.1954 KOps/s	17.0722 KOps/s	$\color{#35bf28}+0.72\%$
test_add_td	0.1605ms	92.6548μs	10.7927 KOps/s	10.4257 KOps/s	$\color{#35bf28}+3.52\%$
test_compile_add_one_nested[tensordict-compile]	0.4268ms	0.2140ms	4.6738 KOps/s	4.5507 KOps/s	$\color{#35bf28}+2.70\%$
test_compile_add_one_nested[tensordict-eager]	0.2271ms	0.1526ms	6.5520 KOps/s	6.2440 KOps/s	$\color{#35bf28}+4.93\%$
test_compile_add_one_nested[pytree-compile]	0.2191ms	0.1480ms	6.7573 KOps/s	6.8466 KOps/s	$\color{#d91a1a}-1.30\%$
test_compile_add_one_nested[pytree-eager]	0.2420ms	0.1864ms	5.3641 KOps/s	5.1837 KOps/s	$\color{#35bf28}+3.48\%$
test_compile_copy_nested[tensordict-compile]	64.9920μs	21.9681μs	45.5206 KOps/s	46.4973 KOps/s	$\color{#d91a1a}-2.10\%$
test_compile_copy_nested[tensordict-eager]	84.3520μs	44.5834μs	22.4299 KOps/s	22.6021 KOps/s	$\color{#d91a1a}-0.76\%$
test_compile_copy_nested[pytree-compile]	0.1976ms	63.5723μs	15.7301 KOps/s	15.8129 KOps/s	$\color{#d91a1a}-0.52\%$
test_compile_copy_nested[pytree-eager]	88.0520μs	49.6266μs	20.1505 KOps/s	20.4114 KOps/s	$\color{#d91a1a}-1.28\%$
test_compile_add_one_flat[tensordict-compile]	0.3605ms	0.3265ms	3.0624 KOps/s	3.1030 KOps/s	$\color{#d91a1a}-1.31\%$
test_compile_add_one_flat[tensordict-eager]	0.3350ms	0.2108ms	4.7435 KOps/s	4.7771 KOps/s	$\color{#d91a1a}-0.70\%$
test_compile_add_one_flat[tensorclass-compile]	0.1657ms	0.1301ms	7.6890 KOps/s	7.7219 KOps/s	$\color{#d91a1a}-0.43\%$
test_compile_add_one_flat[tensorclass-eager]	0.1387ms	60.7001μs	16.4744 KOps/s	16.3064 KOps/s	$\color{#35bf28}+1.03\%$
test_compile_add_one_flat[pytree-compile]	0.3862ms	0.3239ms	3.0876 KOps/s	3.1017 KOps/s	$\color{#d91a1a}-0.46\%$
test_compile_add_one_flat[pytree-eager]	0.6951ms	0.6378ms	1.5678 KOps/s	1.5712 KOps/s	$\color{#d91a1a}-0.21\%$
test_compile_add_self_flat[tensordict-eager]	0.3073ms	0.2499ms	4.0023 KOps/s	3.9970 KOps/s	$\color{#35bf28}+0.13\%$
test_compile_add_self_flat[tensordict-compile]	0.4165ms	0.3254ms	3.0734 KOps/s	3.0930 KOps/s	$\color{#d91a1a}-0.64\%$
test_compile_add_self_flat[tensorclass-eager]	0.1586ms	70.8631μs	14.1117 KOps/s	13.6852 KOps/s	$\color{#35bf28}+3.12\%$
test_compile_add_self_flat[tensorclass-compile]	0.2043ms	0.1312ms	7.6206 KOps/s	7.6002 KOps/s	$\color{#35bf28}+0.27\%$
test_compile_add_self_flat[pytree-eager]	0.7273ms	0.5446ms	1.8360 KOps/s	1.8137 KOps/s	$\color{#35bf28}+1.23\%$
test_compile_add_self_flat[pytree-compile]	0.3910ms	0.3237ms	3.0888 KOps/s	3.0973 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_copy_flat[tensordict-compile]	57.0110μs	18.4401μs	54.2298 KOps/s	55.9798 KOps/s	$\color{#d91a1a}-3.13\%$
test_compile_copy_flat[tensordict-eager]	79.7910μs	27.0998μs	36.9007 KOps/s	37.4042 KOps/s	$\color{#d91a1a}-1.35\%$
test_compile_copy_flat[pytree-compile]	0.1063ms	69.8313μs	14.3202 KOps/s	14.3275 KOps/s	$\color{#d91a1a}-0.05\%$
test_compile_copy_flat[pytree-eager]	80.4820μs	51.3471μs	19.4753 KOps/s	19.2337 KOps/s	$\color{#35bf28}+1.26\%$
test_compile_assign_and_add[tensordict-compile]	2.3458ms	0.8340ms	1.1990 KOps/s	1.1240 KOps/s	$\textbf{\color{#35bf28}+6.68\%}$
test_compile_assign_and_add[tensordict-eager]	3.3057ms	3.2078ms	311.7359 Ops/s	310.5573 Ops/s	$\color{#35bf28}+0.38\%$
test_compile_assign_and_add[pytree-compile]	2.3446ms	0.8300ms	1.2048 KOps/s	1.1390 KOps/s	$\textbf{\color{#35bf28}+5.78\%}$
test_compile_assign_and_add[pytree-eager]	3.4533ms	3.2461ms	308.0589 Ops/s	304.9034 Ops/s	$\color{#35bf28}+1.03\%$
test_compile_indexing[tensor-tensordict-compile]	0.1693ms	0.1157ms	8.6452 KOps/s	9.1524 KOps/s	$\textbf{\color{#d91a1a}-5.54\%}$
test_compile_indexing[tensor-tensordict-eager]	0.1952ms	64.0780μs	15.6060 KOps/s	15.3625 KOps/s	$\color{#35bf28}+1.59\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1858ms	0.1091ms	9.1673 KOps/s	9.5089 KOps/s	$\color{#d91a1a}-3.59\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1146ms	46.1190μs	21.6831 KOps/s	22.2570 KOps/s	$\color{#d91a1a}-2.58\%$
test_compile_indexing[tensor-pytree-compile]	0.1652ms	0.1103ms	9.0702 KOps/s	9.4296 KOps/s	$\color{#d91a1a}-3.81\%$
test_compile_indexing[tensor-pytree-eager]	0.1344ms	46.6313μs	21.4448 KOps/s	22.3199 KOps/s	$\color{#d91a1a}-3.92\%$
test_compile_indexing[slice-tensordict-compile]	0.1837ms	0.1401ms	7.1367 KOps/s	7.1768 KOps/s	$\color{#d91a1a}-0.56\%$
test_compile_indexing[slice-tensordict-eager]	0.1526ms	25.1668μs	39.7348 KOps/s	39.6013 KOps/s	$\color{#35bf28}+0.34\%$
test_compile_indexing[slice-tensorclass-compile]	0.1947ms	0.1385ms	7.2228 KOps/s	7.5031 KOps/s	$\color{#d91a1a}-3.73\%$
test_compile_indexing[slice-tensorclass-eager]	80.8010μs	21.0313μs	47.5482 KOps/s	46.3597 KOps/s	$\color{#35bf28}+2.56\%$
test_compile_indexing[slice-pytree-compile]	0.1923ms	0.1359ms	7.3585 KOps/s	7.4061 KOps/s	$\color{#d91a1a}-0.64\%$
test_compile_indexing[slice-pytree-eager]	63.7010μs	20.9698μs	47.6876 KOps/s	46.2657 KOps/s	$\color{#35bf28}+3.07\%$
test_compile_indexing[int-tensordict-compile]	0.1829ms	0.1416ms	7.0635 KOps/s	7.1321 KOps/s	$\color{#d91a1a}-0.96\%$
test_compile_indexing[int-tensordict-eager]	0.5016ms	25.3727μs	39.4125 KOps/s	39.3310 KOps/s	$\color{#35bf28}+0.21\%$
test_compile_indexing[int-tensorclass-compile]	0.2313ms	0.1369ms	7.3042 KOps/s	7.4671 KOps/s	$\color{#d91a1a}-2.18\%$
test_compile_indexing[int-tensorclass-eager]	0.1267ms	23.6764μs	42.2362 KOps/s	46.3646 KOps/s	$\textbf{\color{#d91a1a}-8.90\%}$
test_compile_indexing[int-pytree-compile]	0.2024ms	0.1353ms	7.3916 KOps/s	7.2368 KOps/s	$\color{#35bf28}+2.14\%$
test_compile_indexing[int-pytree-eager]	76.4010μs	21.3699μs	46.7948 KOps/s	45.3328 KOps/s	$\color{#35bf28}+3.23\%$
test_mod_add[eager]	89.7220μs	35.2849μs	28.3408 KOps/s	27.4433 KOps/s	$\color{#35bf28}+3.27\%$
test_mod_add[compile]	0.2375ms	69.1697μs	14.4572 KOps/s	13.6593 KOps/s	$\textbf{\color{#35bf28}+5.84\%}$
test_mod_add[compile-overhead]	0.2613ms	0.1359ms	7.3607 KOps/s	6.6388 KOps/s	$\textbf{\color{#35bf28}+10.87\%}$
test_mod_wrap[eager]	0.3568ms	0.2552ms	3.9187 KOps/s	3.8714 KOps/s	$\color{#35bf28}+1.22\%$
test_mod_wrap[compile]	0.3616ms	0.2946ms	3.3948 KOps/s	3.3165 KOps/s	$\color{#35bf28}+2.36\%$
test_mod_wrap[compile-overhead]	7.6058ms	4.0684ms	245.7952 Ops/s	248.2664 Ops/s	$\color{#d91a1a}-1.00\%$
test_mod_wrap_and_backward[eager]	1.5439ms	1.4667ms	681.7817 Ops/s	679.5044 Ops/s	$\color{#35bf28}+0.34\%$
test_mod_wrap_and_backward[compile]	1.5614ms	1.3223ms	756.2562 Ops/s	695.9460 Ops/s	$\textbf{\color{#35bf28}+8.67\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3340ms	0.9026ms	1.1079 KOps/s	983.1183 Ops/s	$\textbf{\color{#35bf28}+12.69\%}$
test_seq_add[eager]	0.1552ms	0.1017ms	9.8352 KOps/s	9.6708 KOps/s	$\color{#35bf28}+1.70\%$
test_seq_add[compile]	0.1463ms	82.8238μs	12.0738 KOps/s	12.3115 KOps/s	$\color{#d91a1a}-1.93\%$
test_seq_add[compile-overhead]	0.1555ms	0.1157ms	8.6403 KOps/s	8.5804 KOps/s	$\color{#35bf28}+0.70\%$
test_seq_wrap[eager]	0.4628ms	0.3866ms	2.5866 KOps/s	2.4064 KOps/s	$\textbf{\color{#35bf28}+7.49\%}$
test_seq_wrap[compile]	0.3872ms	0.3207ms	3.1182 KOps/s	3.0036 KOps/s	$\color{#35bf28}+3.81\%$
test_seq_wrap[compile-overhead]	0.3296ms	0.2232ms	4.4795 KOps/s	4.4891 KOps/s	$\color{#d91a1a}-0.22\%$
test_func_call_runtime[False-eager]	0.9562ms	0.7533ms	1.3275 KOps/s	1.3062 KOps/s	$\color{#35bf28}+1.63\%$
test_func_call_runtime[False-compile]	0.8465ms	0.7931ms	1.2609 KOps/s	1.2407 KOps/s	$\color{#35bf28}+1.63\%$
test_func_call_runtime[False-compile-overhead]	0.4097ms	0.3625ms	2.7586 KOps/s	2.7402 KOps/s	$\color{#35bf28}+0.67\%$
test_func_call_runtime[True-eager]	0.9757ms	0.9052ms	1.1047 KOps/s	1.0781 KOps/s	$\color{#35bf28}+2.47\%$
test_func_call_runtime[True-compile]	0.8780ms	0.8296ms	1.2054 KOps/s	1.1949 KOps/s	$\color{#35bf28}+0.87\%$
test_func_call_runtime[True-compile-overhead]	0.5140ms	0.4011ms	2.4931 KOps/s	2.5255 KOps/s	$\color{#d91a1a}-1.28\%$
test_func_call_cm_runtime[False-eager]	0.8485ms	0.7436ms	1.3448 KOps/s	1.2996 KOps/s	$\color{#35bf28}+3.48\%$
test_func_call_cm_runtime[False-compile]	0.8646ms	0.7965ms	1.2554 KOps/s	1.2379 KOps/s	$\color{#35bf28}+1.42\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4314ms	0.3678ms	2.7188 KOps/s	2.7316 KOps/s	$\color{#d91a1a}-0.47\%$
test_func_call_cm_runtime[True-eager]	1.1163ms	1.0102ms	989.9001 Ops/s	971.6330 Ops/s	$\color{#35bf28}+1.88\%$
test_func_call_cm_runtime[True-compile]	0.9660ms	0.8628ms	1.1591 KOps/s	1.1603 KOps/s	$\color{#d91a1a}-0.10\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4753ms	0.4218ms	2.3706 KOps/s	2.3716 KOps/s	$\color{#d91a1a}-0.04\%$
test_vmap_func_call_cm_runtime[eager]	2.5595ms	2.0707ms	482.9378 Ops/s	475.0028 Ops/s	$\color{#35bf28}+1.67\%$
test_vmap_func_call_cm_runtime[compile]	0.9690ms	0.8714ms	1.1476 KOps/s	1.1329 KOps/s	$\color{#35bf28}+1.30\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4746ms	0.4294ms	2.3291 KOps/s	2.3497 KOps/s	$\color{#d91a1a}-0.88\%$
test_distributed	2.1365ms	0.2300ms	4.3477 KOps/s	8.8904 KOps/s	$\textbf{\color{#d91a1a}-51.10\%}$
test_tdmodule	48.8910μs	15.5873μs	64.1547 KOps/s	63.1715 KOps/s	$\color{#35bf28}+1.56\%$
test_tdmodule_dispatch	59.0020μs	30.7902μs	32.4778 KOps/s	31.6663 KOps/s	$\color{#35bf28}+2.56\%$
test_tdseq	37.8310μs	15.9854μs	62.5570 KOps/s	60.3447 KOps/s	$\color{#35bf28}+3.67\%$
test_tdseq_dispatch	54.0120μs	31.8468μs	31.4003 KOps/s	29.4431 KOps/s	$\textbf{\color{#35bf28}+6.65\%}$
test_instantiation_functorch	2.1140ms	1.8764ms	532.9425 Ops/s	529.8515 Ops/s	$\color{#35bf28}+0.58\%$
test_instantiation_td	1.8326ms	1.2046ms	830.1245 Ops/s	823.1953 Ops/s	$\color{#35bf28}+0.84\%$
test_exec_functorch	0.2682ms	0.2121ms	4.7138 KOps/s	4.6673 KOps/s	$\color{#35bf28}+1.00\%$
test_exec_functional_call	0.2550ms	0.2109ms	4.7405 KOps/s	4.6726 KOps/s	$\color{#35bf28}+1.45\%$
test_exec_td	0.3271ms	0.2177ms	4.5932 KOps/s	4.5419 KOps/s	$\color{#35bf28}+1.13\%$
test_exec_td_decorator	0.9893ms	0.2574ms	3.8843 KOps/s	3.7879 KOps/s	$\color{#35bf28}+2.54\%$
test_vmap_mlp_speed[True-True]	0.8111ms	0.6894ms	1.4506 KOps/s	1.4377 KOps/s	$\color{#35bf28}+0.89\%$
test_vmap_mlp_speed[True-False]	0.8622ms	0.7140ms	1.4005 KOps/s	1.4374 KOps/s	$\color{#d91a1a}-2.56\%$
test_vmap_mlp_speed[False-True]	0.6776ms	0.5750ms	1.7390 KOps/s	1.7170 KOps/s	$\color{#35bf28}+1.28\%$
test_vmap_mlp_speed[False-False]	0.6235ms	0.5749ms	1.7393 KOps/s	1.7123 KOps/s	$\color{#35bf28}+1.58\%$
test_vmap_mlp_speed_decorator[True-True]	1.3755ms	0.6703ms	1.4919 KOps/s	1.4691 KOps/s	$\color{#35bf28}+1.55\%$
test_vmap_mlp_speed_decorator[True-False]	0.8036ms	0.6686ms	1.4957 KOps/s	1.4677 KOps/s	$\color{#35bf28}+1.91\%$
test_vmap_mlp_speed_decorator[False-True]	0.6983ms	0.5869ms	1.7040 KOps/s	1.6775 KOps/s	$\color{#35bf28}+1.58\%$
test_vmap_mlp_speed_decorator[False-False]	0.7089ms	0.5891ms	1.6975 KOps/s	1.6771 KOps/s	$\color{#35bf28}+1.22\%$
test_vmap_transformer_speed[True-True]	8.5556ms	8.4235ms	118.7157 Ops/s	117.8168 Ops/s	$\color{#35bf28}+0.76\%$
test_vmap_transformer_speed[True-False]	8.8198ms	8.4365ms	118.5327 Ops/s	117.2391 Ops/s	$\color{#35bf28}+1.10\%$
test_vmap_transformer_speed[False-True]	8.6665ms	8.2720ms	120.8901 Ops/s	120.4641 Ops/s	$\color{#35bf28}+0.35\%$
test_vmap_transformer_speed[False-False]	8.6090ms	8.2300ms	121.5066 Ops/s	120.5777 Ops/s	$\color{#35bf28}+0.77\%$
test_vmap_transformer_speed_decorator[True-True]	20.2737ms	19.7200ms	50.7099 Ops/s	50.4580 Ops/s	$\color{#35bf28}+0.50\%$
test_vmap_transformer_speed_decorator[True-False]	20.5164ms	19.6288ms	50.9455 Ops/s	50.4331 Ops/s	$\color{#35bf28}+1.02\%$
test_vmap_transformer_speed_decorator[False-True]	19.6287ms	19.4993ms	51.2838 Ops/s	50.8736 Ops/s	$\color{#35bf28}+0.81\%$
test_vmap_transformer_speed_decorator[False-False]	20.7911ms	19.5262ms	51.2133 Ops/s	50.7513 Ops/s	$\color{#35bf28}+0.91\%$
test_to_module_speed[True]	1.4670ms	0.9469ms	1.0561 KOps/s	1.0741 KOps/s	$\color{#d91a1a}-1.68\%$
test_to_module_speed[False]	1.3088ms	0.9155ms	1.0923 KOps/s	1.0988 KOps/s	$\color{#d91a1a}-0.59\%$
test_tc_init	65.9910μs	34.5320μs	28.9587 KOps/s	27.7234 KOps/s	$\color{#35bf28}+4.46\%$
test_tc_init_nested	0.1184ms	69.1099μs	14.4697 KOps/s	13.9022 KOps/s	$\color{#35bf28}+4.08\%$
test_tc_first_layer_tensor	7.2116μs	0.6644μs	1.5052 MOps/s	1.4586 MOps/s	$\color{#35bf28}+3.19\%$
test_tc_first_layer_nontensor	33.8700μs	2.2039μs	453.7377 KOps/s	441.2389 KOps/s	$\color{#35bf28}+2.83\%$
test_tc_second_layer_tensor	30.9533μs	1.3768μs	726.3118 KOps/s	736.0129 KOps/s	$\color{#d91a1a}-1.32\%$
test_tc_second_layer_nontensor	24.6710μs	2.9445μs	339.6155 KOps/s	334.9609 KOps/s	$\color{#35bf28}+1.39\%$
test_unbind	0.1958s	12.1862ms	82.0603 Ops/s	93.5008 Ops/s	$\textbf{\color{#d91a1a}-12.24\%}$
test_full_like	0.6557ms	0.5737ms	1.7431 KOps/s	1.7312 KOps/s	$\color{#35bf28}+0.68\%$
test_zeros_like	0.2772ms	0.1979ms	5.0533 KOps/s	5.0531 KOps/s	$+0.00\%$
test_ones_like	0.2330ms	0.1977ms	5.0593 KOps/s	5.0567 KOps/s	$\color{#35bf28}+0.05\%$
test_clone	0.4446ms	0.4145ms	2.4123 KOps/s	2.4119 KOps/s	$\color{#35bf28}+0.02\%$
test_squeeze	38.6910μs	10.0831μs	99.1761 KOps/s	99.6271 KOps/s	$\color{#d91a1a}-0.45\%$
test_unsqueeze	0.2211ms	75.8730μs	13.1799 KOps/s	13.4675 KOps/s	$\color{#d91a1a}-2.14\%$
test_split	0.4399ms	0.1582ms	6.3227 KOps/s	6.2007 KOps/s	$\color{#35bf28}+1.97\%$
test_permute	0.2212ms	0.1736ms	5.7612 KOps/s	5.6049 KOps/s	$\color{#35bf28}+2.79\%$
test_stack	1.2529ms	0.8636ms	1.1580 KOps/s	1.1811 KOps/s	$\color{#d91a1a}-1.96\%$
test_cat	1.2540ms	1.2316ms	811.9620 Ops/s	811.7120 Ops/s	$\color{#35bf28}+0.03\%$

[vmoens]

closes #960