[BugFix] Fix index in list error

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

Total Benchmarks: 124. Improved: $\large\color{#35bf28}25$. Worsened: $\large\color{#d91a1a}6$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	34.8150μs	15.6132μs	64.0486 KOps/s	59.7762 KOps/s	$\textbf{\color{#35bf28}+7.15\%}$
test_plain_set_stack_nested	0.1973ms	0.1428ms	7.0034 KOps/s	7.0055 KOps/s	$\color{#d91a1a}-0.03\%$
test_plain_set_nested_inplace	53.6300μs	17.9498μs	55.7109 KOps/s	51.6536 KOps/s	$\textbf{\color{#35bf28}+7.85\%}$
test_plain_set_stack_nested_inplace	0.3004ms	0.1738ms	5.7551 KOps/s	5.7552 KOps/s	$-0.00\%$
test_items	20.5090μs	2.3673μs	422.4234 KOps/s	397.8892 KOps/s	$\textbf{\color{#35bf28}+6.17\%}$
test_items_nested	0.4785ms	0.2709ms	3.6913 KOps/s	3.7294 KOps/s	$\color{#d91a1a}-1.02\%$
test_items_nested_locked	1.3337ms	0.2740ms	3.6494 KOps/s	3.7130 KOps/s	$\color{#d91a1a}-1.71\%$
test_items_nested_leaf	0.3182ms	0.1689ms	5.9191 KOps/s	5.9312 KOps/s	$\color{#d91a1a}-0.20\%$
test_items_stack_nested	1.5592ms	1.3098ms	763.4481 Ops/s	762.0299 Ops/s	$\color{#35bf28}+0.19\%$
test_items_stack_nested_leaf	1.7705ms	1.1830ms	845.3040 Ops/s	849.5588 Ops/s	$\color{#d91a1a}-0.50\%$
test_items_stack_nested_locked	1.1307ms	0.8636ms	1.1579 KOps/s	1.1332 KOps/s	$\color{#35bf28}+2.18\%$
test_keys	39.9550μs	4.2813μs	233.5758 KOps/s	225.2095 KOps/s	$\color{#35bf28}+3.71\%$
test_keys_nested	47.9578ms	0.1528ms	6.5432 KOps/s	6.8168 KOps/s	$\color{#d91a1a}-4.01\%$
test_keys_nested_locked	0.2857ms	0.1505ms	6.6448 KOps/s	6.6339 KOps/s	$\color{#35bf28}+0.16\%$
test_keys_nested_leaf	0.2341ms	0.1276ms	7.8378 KOps/s	7.8706 KOps/s	$\color{#d91a1a}-0.42\%$
test_keys_stack_nested	1.5152ms	1.2610ms	793.0313 Ops/s	799.3916 Ops/s	$\color{#d91a1a}-0.80\%$
test_keys_stack_nested_leaf	1.8986ms	1.2608ms	793.1274 Ops/s	802.0668 Ops/s	$\color{#d91a1a}-1.11\%$
test_keys_stack_nested_locked	1.0386ms	0.8001ms	1.2499 KOps/s	1.2506 KOps/s	$\color{#d91a1a}-0.06\%$
test_values	8.6863μs	1.1639μs	859.2084 KOps/s	860.6981 KOps/s	$\color{#d91a1a}-0.17\%$
test_values_nested	93.1530μs	51.2233μs	19.5224 KOps/s	19.3696 KOps/s	$\color{#35bf28}+0.79\%$
test_values_nested_locked	0.1023ms	51.5840μs	19.3859 KOps/s	19.3703 KOps/s	$\color{#35bf28}+0.08\%$
test_values_nested_leaf	88.6940μs	45.6557μs	21.9031 KOps/s	21.8711 KOps/s	$\color{#35bf28}+0.15\%$
test_values_stack_nested	1.5515ms	1.0243ms	976.2987 Ops/s	964.9300 Ops/s	$\color{#35bf28}+1.18\%$
test_values_stack_nested_leaf	1.1395ms	1.0117ms	988.4400 Ops/s	966.1060 Ops/s	$\color{#35bf28}+2.31\%$
test_values_stack_nested_locked	1.0228ms	0.5970ms	1.6750 KOps/s	1.6305 KOps/s	$\color{#35bf28}+2.73\%$
test_membership	20.1970μs	1.3383μs	747.2223 KOps/s	740.5582 KOps/s	$\color{#35bf28}+0.90\%$
test_membership_nested	33.1320μs	3.5250μs	283.6858 KOps/s	286.7071 KOps/s	$\color{#d91a1a}-1.05\%$
test_membership_nested_leaf	36.9090μs	3.5319μs	283.1303 KOps/s	285.7772 KOps/s	$\color{#d91a1a}-0.93\%$
test_membership_stacked_nested	47.5380μs	11.7402μs	85.1774 KOps/s	85.0715 KOps/s	$\color{#35bf28}+0.12\%$
test_membership_stacked_nested_leaf	43.5710μs	11.7705μs	84.9583 KOps/s	77.9737 KOps/s	$\textbf{\color{#35bf28}+8.96\%}$
test_membership_nested_last	38.5710μs	6.6687μs	149.9544 KOps/s	153.0159 KOps/s	$\color{#d91a1a}-2.00\%$
test_membership_nested_leaf_last	47.8590μs	6.7086μs	149.0623 KOps/s	152.2065 KOps/s	$\color{#d91a1a}-2.07\%$
test_membership_stacked_nested_last	0.2720ms	0.1739ms	5.7500 KOps/s	5.7983 KOps/s	$\color{#d91a1a}-0.83\%$
test_membership_stacked_nested_leaf_last	46.4170μs	13.7727μs	72.6076 KOps/s	72.6214 KOps/s	$\color{#d91a1a}-0.02\%$
test_nested_getleaf	39.3030μs	10.5728μs	94.5825 KOps/s	94.8940 KOps/s	$\color{#d91a1a}-0.33\%$
test_nested_get	41.6270μs	10.1890μs	98.1453 KOps/s	100.0751 KOps/s	$\color{#d91a1a}-1.93\%$
test_stacked_getleaf	0.5350ms	0.3895ms	2.5676 KOps/s	2.5607 KOps/s	$\color{#35bf28}+0.27\%$
test_stacked_get	0.4385ms	0.3587ms	2.7879 KOps/s	2.7764 KOps/s	$\color{#35bf28}+0.41\%$
test_nested_getitemleaf	35.0750μs	10.8377μs	92.2708 KOps/s	94.0008 KOps/s	$\color{#d91a1a}-1.84\%$
test_nested_getitem	35.1860μs	10.1501μs	98.5208 KOps/s	99.5842 KOps/s	$\color{#d91a1a}-1.07\%$
test_stacked_getitemleaf	0.7059ms	0.3965ms	2.5223 KOps/s	2.5260 KOps/s	$\color{#d91a1a}-0.15\%$
test_stacked_getitem	0.4415ms	0.3605ms	2.7743 KOps/s	2.7701 KOps/s	$\color{#35bf28}+0.15\%$
test_lock_nested	1.3090ms	0.3830ms	2.6111 KOps/s	2.5392 KOps/s	$\color{#35bf28}+2.83\%$
test_lock_stack_nested	81.9961ms	6.1264ms	163.2273 Ops/s	163.2027 Ops/s	$\color{#35bf28}+0.02\%$
test_unlock_nested	70.1113ms	0.4533ms	2.2058 KOps/s	2.5432 KOps/s	$\textbf{\color{#d91a1a}-13.26\%}$
test_unlock_stack_nested	74.2966ms	5.7487ms	173.9524 Ops/s	170.4738 Ops/s	$\color{#35bf28}+2.04\%$
test_flatten_speed	0.5785ms	0.3630ms	2.7547 KOps/s	2.6500 KOps/s	$\color{#35bf28}+3.95\%$
test_unflatten_speed	0.7755ms	0.4598ms	2.1750 KOps/s	2.2373 KOps/s	$\color{#d91a1a}-2.78\%$
test_common_ops	4.0232ms	0.6211ms	1.6099 KOps/s	1.4944 KOps/s	$\textbf{\color{#35bf28}+7.73\%}$
test_creation	16.7710μs	1.8598μs	537.6808 KOps/s	539.2486 KOps/s	$\color{#d91a1a}-0.29\%$
test_creation_empty	27.3110μs	7.6840μs	130.1407 KOps/s	100.8422 KOps/s	$\textbf{\color{#35bf28}+29.05\%}$
test_creation_nested_1	36.2780μs	10.2679μs	97.3913 KOps/s	81.8226 KOps/s	$\textbf{\color{#35bf28}+19.03\%}$
test_creation_nested_2	41.8480μs	13.4501μs	74.3490 KOps/s	64.2662 KOps/s	$\textbf{\color{#35bf28}+15.69\%}$
test_clone	90.6680μs	12.6878μs	78.8156 KOps/s	77.6814 KOps/s	$\color{#35bf28}+1.46\%$
test_getitem[int]	32.8210μs	10.8078μs	92.5261 KOps/s	89.9540 KOps/s	$\color{#35bf28}+2.86\%$
test_getitem[slice_int]	73.0560μs	21.5204μs	46.4676 KOps/s	45.2269 KOps/s	$\color{#35bf28}+2.74\%$
test_getitem[range]	82.3830μs	39.5709μs	25.2711 KOps/s	24.1704 KOps/s	$\color{#35bf28}+4.55\%$
test_getitem[tuple]	49.3120μs	18.0878μs	55.2859 KOps/s	56.0170 KOps/s	$\color{#d91a1a}-1.31\%$
test_getitem[list]	97.8620μs	35.1491μs	28.4502 KOps/s	28.6488 KOps/s	$\color{#d91a1a}-0.69\%$
test_setitem_dim[int]	58.1380μs	26.5827μs	37.6185 KOps/s	35.1596 KOps/s	$\textbf{\color{#35bf28}+6.99\%}$
test_setitem_dim[slice_int]	84.1460μs	51.5400μs	19.4024 KOps/s	18.2494 KOps/s	$\textbf{\color{#35bf28}+6.32\%}$
test_setitem_dim[range]	0.1073ms	69.8568μs	14.3150 KOps/s	13.3373 KOps/s	$\textbf{\color{#35bf28}+7.33\%}$
test_setitem_dim[tuple]	72.7050μs	40.5882μs	24.6377 KOps/s	23.1770 KOps/s	$\textbf{\color{#35bf28}+6.30\%}$
test_setitem	0.1655ms	17.4904μs	57.1743 KOps/s	52.3415 KOps/s	$\textbf{\color{#35bf28}+9.23\%}$
test_set	0.1744ms	16.7797μs	59.5959 KOps/s	54.2579 KOps/s	$\textbf{\color{#35bf28}+9.84\%}$
test_set_shared	2.4815ms	0.1408ms	7.1033 KOps/s	7.2908 KOps/s	$\color{#d91a1a}-2.57\%$
test_update	0.1641ms	18.1379μs	55.1333 KOps/s	47.2672 KOps/s	$\textbf{\color{#35bf28}+16.64\%}$
test_update_nested	0.1865ms	25.3653μs	39.4239 KOps/s	34.5238 KOps/s	$\textbf{\color{#35bf28}+14.19\%}$
test_set_nested	88.5650μs	18.7118μs	53.4421 KOps/s	49.1116 KOps/s	$\textbf{\color{#35bf28}+8.82\%}$
test_set_nested_new	93.9360μs	22.3181μs	44.8066 KOps/s	41.2041 KOps/s	$\textbf{\color{#35bf28}+8.74\%}$
test_select	0.1093ms	34.3972μs	29.0721 KOps/s	27.1627 KOps/s	$\textbf{\color{#35bf28}+7.03\%}$
test_select_nested	0.1162ms	56.9340μs	17.5642 KOps/s	17.3644 KOps/s	$\color{#35bf28}+1.15\%$
test_exclude_nested	0.1919ms	0.1077ms	9.2843 KOps/s	9.3543 KOps/s	$\color{#d91a1a}-0.75\%$
test_empty[True]	0.8287ms	0.3179ms	3.1461 KOps/s	3.1576 KOps/s	$\color{#d91a1a}-0.37\%$
test_empty[False]	4.8690μs	1.0350μs	966.1490 KOps/s	958.3110 KOps/s	$\color{#35bf28}+0.82\%$
test_unbind_speed	0.5653ms	0.3084ms	3.2423 KOps/s	3.1652 KOps/s	$\color{#35bf28}+2.43\%$
test_unbind_speed_stack0	75.5958ms	4.1071ms	243.4834 Ops/s	259.6939 Ops/s	$\textbf{\color{#d91a1a}-6.24\%}$
test_unbind_speed_stack1	1.8875μs	0.6282μs	1.5919 MOps/s	1.5653 MOps/s	$\color{#35bf28}+1.70\%$
test_split	67.3985ms	1.5638ms	639.4678 Ops/s	638.7274 Ops/s	$\color{#35bf28}+0.12\%$
test_chunk	67.3932ms	1.5511ms	644.7004 Ops/s	647.7901 Ops/s	$\color{#d91a1a}-0.48\%$
test_creation[device0]	0.1695ms	97.0448μs	10.3045 KOps/s	10.1912 KOps/s	$\color{#35bf28}+1.11\%$
test_creation_from_tensor	3.5371ms	79.2895μs	12.6120 KOps/s	12.6861 KOps/s	$\color{#d91a1a}-0.58\%$
test_add_one[memmap_tensor0]	0.2566ms	5.2495μs	190.4941 KOps/s	192.8306 KOps/s	$\color{#d91a1a}-1.21\%$
test_contiguous[memmap_tensor0]	9.2480μs	0.6347μs	1.5756 MOps/s	1.5266 MOps/s	$\color{#35bf28}+3.21\%$
test_stack[memmap_tensor0]	47.8690μs	3.5639μs	280.5885 KOps/s	287.5165 KOps/s	$\color{#d91a1a}-2.41\%$
test_memmaptd_index	0.9405ms	0.2201ms	4.5430 KOps/s	4.5577 KOps/s	$\color{#d91a1a}-0.32\%$
test_memmaptd_index_astensor	0.6580ms	0.2812ms	3.5558 KOps/s	3.5832 KOps/s	$\color{#d91a1a}-0.76\%$
test_memmaptd_index_op	0.8762ms	0.5226ms	1.9136 KOps/s	1.8235 KOps/s	$\color{#35bf28}+4.94\%$
test_serialize_model	0.1783s	0.1078s	9.2746 Ops/s	9.0296 Ops/s	$\color{#35bf28}+2.71\%$
test_serialize_model_pickle	0.4464s	0.3751s	2.6663 Ops/s	2.6285 Ops/s	$\color{#35bf28}+1.44\%$
test_serialize_weights	0.1607s	0.1044s	9.5799 Ops/s	9.3198 Ops/s	$\color{#35bf28}+2.79\%$
test_serialize_weights_returnearly	0.2967s	0.1477s	6.7715 Ops/s	7.5164 Ops/s	$\textbf{\color{#d91a1a}-9.91\%}$
test_serialize_weights_pickle	1.2004s	0.5916s	1.6904 Ops/s	2.4050 Ops/s	$\textbf{\color{#d91a1a}-29.71\%}$
test_serialize_weights_filesystem	0.1701s	99.3698ms	10.0634 Ops/s	10.8661 Ops/s	$\textbf{\color{#d91a1a}-7.39\%}$
test_serialize_model_filesystem	0.1039s	93.0616ms	10.7456 Ops/s	10.1238 Ops/s	$\textbf{\color{#35bf28}+6.14\%}$
test_reshape_pytree	56.4540μs	22.8674μs	43.7304 KOps/s	43.7266 KOps/s	$+0.01\%$
test_reshape_td	0.1135ms	30.0999μs	33.2227 KOps/s	34.2633 KOps/s	$\color{#d91a1a}-3.04\%$
test_view_pytree	56.4650μs	22.8413μs	43.7803 KOps/s	44.2098 KOps/s	$\color{#d91a1a}-0.97\%$
test_view_td	19.8370μs	4.8130μs	207.7685 KOps/s	200.0918 KOps/s	$\color{#35bf28}+3.84\%$
test_unbind_pytree	56.5950μs	25.9390μs	38.5520 KOps/s	37.9573 KOps/s	$\color{#35bf28}+1.57\%$
test_unbind_td	0.1324ms	49.2414μs	20.3081 KOps/s	20.0672 KOps/s	$\color{#35bf28}+1.20\%$
test_split_pytree	52.4570μs	25.6722μs	38.9526 KOps/s	39.3508 KOps/s	$\color{#d91a1a}-1.01\%$
test_split_td	0.5153ms	39.6188μs	25.2406 KOps/s	25.0672 KOps/s	$\color{#35bf28}+0.69\%$
test_add_pytree	78.1050μs	31.9025μs	31.3455 KOps/s	31.7268 KOps/s	$\color{#d91a1a}-1.20\%$
test_add_td	0.1012ms	45.2471μs	22.1008 KOps/s	21.0440 KOps/s	$\textbf{\color{#35bf28}+5.02\%}$
test_distributed	0.1711ms	96.2625μs	10.3883 KOps/s	9.9906 KOps/s	$\color{#35bf28}+3.98\%$
test_tdmodule	0.7989ms	21.3174μs	46.9101 KOps/s	45.8564 KOps/s	$\color{#35bf28}+2.30\%$
test_tdmodule_dispatch	0.1885ms	36.5362μs	27.3701 KOps/s	25.3555 KOps/s	$\textbf{\color{#35bf28}+7.95\%}$
test_tdseq	47.9390μs	22.6989μs	44.0549 KOps/s	39.1029 KOps/s	$\textbf{\color{#35bf28}+12.66\%}$
test_tdseq_dispatch	0.1311ms	39.4281μs	25.3626 KOps/s	22.8855 KOps/s	$\textbf{\color{#35bf28}+10.82\%}$
test_instantiation_functorch	2.0445ms	1.2895ms	775.4803 Ops/s	773.7715 Ops/s	$\color{#35bf28}+0.22\%$
test_instantiation_td	1.7017ms	0.9847ms	1.0155 KOps/s	1.0018 KOps/s	$\color{#35bf28}+1.38\%$
test_exec_functorch	0.3993ms	0.1578ms	6.3371 KOps/s	6.2261 KOps/s	$\color{#35bf28}+1.78\%$
test_exec_functional_call	0.2308ms	0.1445ms	6.9182 KOps/s	6.7295 KOps/s	$\color{#35bf28}+2.81\%$
test_exec_td	0.2293ms	0.1400ms	7.1421 KOps/s	6.8262 KOps/s	$\color{#35bf28}+4.63\%$
test_exec_td_decorator	73.7824ms	0.1952ms	5.1220 KOps/s	5.5247 KOps/s	$\textbf{\color{#d91a1a}-7.29\%}$
test_vmap_mlp_speed[True-True]	1.6672ms	0.8753ms	1.1425 KOps/s	1.1358 KOps/s	$\color{#35bf28}+0.59\%$
test_vmap_mlp_speed[True-False]	0.6360ms	0.4630ms	2.1598 KOps/s	2.1119 KOps/s	$\color{#35bf28}+2.27\%$
test_vmap_mlp_speed[False-True]	1.2536ms	0.7771ms	1.2868 KOps/s	1.2882 KOps/s	$\color{#d91a1a}-0.11\%$
test_vmap_mlp_speed[False-False]	0.5772ms	0.3850ms	2.5973 KOps/s	2.5735 KOps/s	$\color{#35bf28}+0.92\%$
test_vmap_mlp_speed_decorator[True-True]	3.0742ms	2.3084ms	433.2023 Ops/s	417.4956 Ops/s	$\color{#35bf28}+3.76\%$
test_vmap_mlp_speed_decorator[True-False]	0.8070ms	0.5072ms	1.9715 KOps/s	1.7543 KOps/s	$\textbf{\color{#35bf28}+12.38\%}$
test_vmap_mlp_speed_decorator[False-True]	2.5953ms	1.8974ms	527.0353 Ops/s	517.0464 Ops/s	$\color{#35bf28}+1.93\%$
test_vmap_mlp_speed_decorator[False-False]	0.8352ms	0.3948ms	2.5329 KOps/s	2.4756 KOps/s	$\color{#35bf28}+2.32\%$

[github-actions]

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

Total Benchmarks: 132. Improved: $\large\color{#35bf28}4$. Worsened: $\large\color{#d91a1a}9$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1343ms	13.3995μs	74.6298 KOps/s	75.2388 KOps/s	$\color{#d91a1a}-0.81\%$
test_plain_set_stack_nested	0.1438ms	0.1179ms	8.4835 KOps/s	8.5049 KOps/s	$\color{#d91a1a}-0.25\%$
test_plain_set_nested_inplace	0.1098ms	15.1291μs	66.0976 KOps/s	68.1183 KOps/s	$\color{#d91a1a}-2.97\%$
test_plain_set_stack_nested_inplace	0.1825ms	0.1446ms	6.9154 KOps/s	6.9063 KOps/s	$\color{#35bf28}+0.13\%$
test_items	16.7600μs	4.7130μs	212.1795 KOps/s	209.6091 KOps/s	$\color{#35bf28}+1.23\%$
test_items_nested	0.3745ms	0.3375ms	2.9633 KOps/s	2.9529 KOps/s	$\color{#35bf28}+0.35\%$
test_items_nested_locked	0.3732ms	0.3398ms	2.9432 KOps/s	2.9319 KOps/s	$\color{#35bf28}+0.38\%$
test_items_nested_leaf	0.2285ms	0.2005ms	4.9876 KOps/s	4.9477 KOps/s	$\color{#35bf28}+0.81\%$
test_items_stack_nested	1.4110ms	1.2901ms	775.1402 Ops/s	771.9412 Ops/s	$\color{#35bf28}+0.41\%$
test_items_stack_nested_leaf	1.5255ms	1.1589ms	862.9159 Ops/s	886.2536 Ops/s	$\color{#d91a1a}-2.63\%$
test_items_stack_nested_locked	0.9709ms	0.8982ms	1.1134 KOps/s	1.0884 KOps/s	$\color{#35bf28}+2.30\%$
test_keys	24.5610μs	4.5854μs	218.0815 KOps/s	208.9430 KOps/s	$\color{#35bf28}+4.37\%$
test_keys_nested	0.8604ms	95.5110μs	10.4700 KOps/s	10.5463 KOps/s	$\color{#d91a1a}-0.72\%$
test_keys_nested_locked	0.1381ms	99.4680μs	10.0535 KOps/s	10.2585 KOps/s	$\color{#d91a1a}-2.00\%$
test_keys_nested_leaf	0.1820ms	79.4723μs	12.5830 KOps/s	12.7560 KOps/s	$\color{#d91a1a}-1.36\%$
test_keys_stack_nested	1.1997ms	1.1379ms	878.8237 Ops/s	872.7241 Ops/s	$\color{#35bf28}+0.70\%$
test_keys_stack_nested_leaf	1.2072ms	1.1349ms	881.1706 Ops/s	889.8940 Ops/s	$\color{#d91a1a}-0.98\%$
test_keys_stack_nested_locked	0.7611ms	0.7278ms	1.3740 KOps/s	1.3640 KOps/s	$\color{#35bf28}+0.73\%$
test_values	8.9870μs	1.8787μs	532.2757 KOps/s	527.6616 KOps/s	$\color{#35bf28}+0.87\%$
test_values_nested	70.4730μs	45.3514μs	22.0500 KOps/s	21.9794 KOps/s	$\color{#35bf28}+0.32\%$
test_values_nested_locked	69.5530μs	47.6840μs	20.9714 KOps/s	20.9177 KOps/s	$\color{#35bf28}+0.26\%$
test_values_nested_leaf	60.6230μs	39.9716μs	25.0178 KOps/s	25.1214 KOps/s	$\color{#d91a1a}-0.41\%$
test_values_stack_nested	0.9872ms	0.9448ms	1.0584 KOps/s	1.0515 KOps/s	$\color{#35bf28}+0.66\%$
test_values_stack_nested_leaf	1.0123ms	0.9477ms	1.0552 KOps/s	1.0622 KOps/s	$\color{#d91a1a}-0.66\%$
test_values_stack_nested_locked	0.7787ms	0.6075ms	1.6462 KOps/s	1.7011 KOps/s	$\color{#d91a1a}-3.23\%$
test_membership	13.4266μs	0.9522μs	1.0502 MOps/s	1.0019 MOps/s	$\color{#35bf28}+4.82\%$
test_membership_nested	31.8410μs	2.9309μs	341.1944 KOps/s	340.2931 KOps/s	$\color{#35bf28}+0.26\%$
test_membership_nested_leaf	0.1161ms	2.9233μs	342.0800 KOps/s	338.5161 KOps/s	$\color{#35bf28}+1.05\%$
test_membership_stacked_nested	45.9620μs	11.2571μs	88.8326 KOps/s	89.0357 KOps/s	$\color{#d91a1a}-0.23\%$
test_membership_stacked_nested_leaf	29.9210μs	11.2353μs	89.0056 KOps/s	87.2619 KOps/s	$\color{#35bf28}+2.00\%$
test_membership_nested_last	32.0910μs	5.3777μs	185.9527 KOps/s	185.0861 KOps/s	$\color{#35bf28}+0.47\%$
test_membership_nested_leaf_last	35.1310μs	5.3865μs	185.6495 KOps/s	186.2031 KOps/s	$\color{#d91a1a}-0.30\%$
test_membership_stacked_nested_last	0.1830ms	0.1447ms	6.9086 KOps/s	7.0111 KOps/s	$\color{#d91a1a}-1.46\%$
test_membership_stacked_nested_leaf_last	47.5520μs	13.1833μs	75.8533 KOps/s	75.6682 KOps/s	$\color{#35bf28}+0.24\%$
test_nested_getleaf	39.0320μs	8.5256μs	117.2941 KOps/s	119.1368 KOps/s	$\color{#d91a1a}-1.55\%$
test_nested_get	33.9620μs	8.0612μs	124.0505 KOps/s	126.1438 KOps/s	$\color{#d91a1a}-1.66\%$
test_stacked_getleaf	0.4487ms	0.3201ms	3.1241 KOps/s	3.1252 KOps/s	$\color{#d91a1a}-0.04\%$
test_stacked_get	0.3082ms	0.2878ms	3.4742 KOps/s	3.4690 KOps/s	$\color{#35bf28}+0.15\%$
test_nested_getitemleaf	29.7710μs	8.4993μs	117.6564 KOps/s	118.8374 KOps/s	$\color{#d91a1a}-0.99\%$
test_nested_getitem	31.6420μs	8.0483μs	124.2505 KOps/s	125.5468 KOps/s	$\color{#d91a1a}-1.03\%$
test_stacked_getitemleaf	0.4175ms	0.3199ms	3.1262 KOps/s	3.1297 KOps/s	$\color{#d91a1a}-0.11\%$
test_stacked_getitem	0.4102ms	0.2891ms	3.4595 KOps/s	3.4946 KOps/s	$\color{#d91a1a}-1.00\%$
test_lock_nested	4.1110ms	0.3994ms	2.5040 KOps/s	2.5365 KOps/s	$\color{#d91a1a}-1.28\%$
test_lock_stack_nested	83.7256ms	6.2496ms	160.0093 Ops/s	159.4382 Ops/s	$\color{#35bf28}+0.36\%$
test_unlock_nested	0.8009ms	0.3946ms	2.5342 KOps/s	2.5112 KOps/s	$\color{#35bf28}+0.91\%$
test_unlock_stack_nested	82.6482ms	6.6414ms	150.5702 Ops/s	148.0358 Ops/s	$\color{#35bf28}+1.71\%$
test_flatten_speed	0.3537ms	0.2636ms	3.7935 KOps/s	3.7745 KOps/s	$\color{#35bf28}+0.50\%$
test_unflatten_speed	0.4476ms	0.3647ms	2.7419 KOps/s	2.7171 KOps/s	$\color{#35bf28}+0.91\%$
test_common_ops	1.1056ms	0.6002ms	1.6661 KOps/s	1.6772 KOps/s	$\color{#d91a1a}-0.66\%$
test_creation	19.7910μs	1.6046μs	623.2017 KOps/s	638.6522 KOps/s	$\color{#d91a1a}-2.42\%$
test_creation_empty	59.6130μs	7.9608μs	125.6161 KOps/s	131.5113 KOps/s	$\color{#d91a1a}-4.48\%$
test_creation_nested_1	42.6220μs	9.6420μs	103.7126 KOps/s	106.1070 KOps/s	$\color{#d91a1a}-2.26\%$
test_creation_nested_2	30.5910μs	12.1207μs	82.5034 KOps/s	84.4323 KOps/s	$\color{#d91a1a}-2.28\%$
test_clone	0.1289ms	13.4984μs	74.0827 KOps/s	72.9702 KOps/s	$\color{#35bf28}+1.52\%$
test_getitem[int]	26.1910μs	10.6402μs	93.9835 KOps/s	93.3358 KOps/s	$\color{#35bf28}+0.69\%$
test_getitem[slice_int]	42.8220μs	21.2161μs	47.1341 KOps/s	46.6294 KOps/s	$\color{#35bf28}+1.08\%$
test_getitem[range]	0.1788ms	35.4076μs	28.2425 KOps/s	27.2225 KOps/s	$\color{#35bf28}+3.75\%$
test_getitem[tuple]	44.2520μs	18.4156μs	54.3017 KOps/s	53.4835 KOps/s	$\color{#35bf28}+1.53\%$
test_getitem[list]	0.1232ms	32.3723μs	30.8906 KOps/s	30.0321 KOps/s	$\color{#35bf28}+2.86\%$
test_setitem_dim[int]	65.1020μs	26.1412μs	38.2539 KOps/s	38.2536 KOps/s	$+0.00\%$
test_setitem_dim[slice_int]	68.7130μs	47.1037μs	21.2298 KOps/s	20.9880 KOps/s	$\color{#35bf28}+1.15\%$
test_setitem_dim[range]	89.1640μs	59.6265μs	16.7711 KOps/s	16.3317 KOps/s	$\color{#35bf28}+2.69\%$
test_setitem_dim[tuple]	61.8830μs	42.4951μs	23.5322 KOps/s	24.1082 KOps/s	$\color{#d91a1a}-2.39\%$
test_setitem	0.1725ms	19.9805μs	50.0487 KOps/s	54.7383 KOps/s	$\textbf{\color{#d91a1a}-8.57\%}$
test_set	0.1411ms	19.5453μs	51.1632 KOps/s	57.1370 KOps/s	$\textbf{\color{#d91a1a}-10.46\%}$
test_set_shared	2.9059ms	0.1035ms	9.6647 KOps/s	9.6081 KOps/s	$\color{#35bf28}+0.59\%$
test_update	0.1274ms	20.8058μs	48.0635 KOps/s	49.9387 KOps/s	$\color{#d91a1a}-3.75\%$
test_update_nested	0.1582ms	29.8156μs	33.5394 KOps/s	37.5017 KOps/s	$\textbf{\color{#d91a1a}-10.57\%}$
test_set_nested	0.1743ms	20.9856μs	47.6518 KOps/s	53.0024 KOps/s	$\textbf{\color{#d91a1a}-10.10\%}$
test_set_nested_new	0.1395ms	23.8219μs	41.9782 KOps/s	45.1200 KOps/s	$\textbf{\color{#d91a1a}-6.96\%}$
test_select	0.1817ms	36.5859μs	27.3329 KOps/s	28.1211 KOps/s	$\color{#d91a1a}-2.80\%$
test_select_nested	0.9258ms	53.0998μs	18.8325 KOps/s	18.9090 KOps/s	$\color{#d91a1a}-0.40\%$
test_exclude_nested	0.1369ms	0.1084ms	9.2274 KOps/s	9.2078 KOps/s	$\color{#35bf28}+0.21\%$
test_empty[True]	0.4966ms	0.3244ms	3.0822 KOps/s	3.1250 KOps/s	$\color{#d91a1a}-1.37\%$
test_empty[False]	3.0081μs	0.8578μs	1.1658 MOps/s	1.1665 MOps/s	$\color{#d91a1a}-0.06\%$
test_to	70.7130μs	51.3742μs	19.4650 KOps/s	18.2787 KOps/s	$\textbf{\color{#35bf28}+6.49\%}$
test_to_nonblocking	0.1982ms	34.5596μs	28.9355 KOps/s	29.2824 KOps/s	$\color{#d91a1a}-1.18\%$
test_unbind_speed	0.3468ms	0.3124ms	3.2010 KOps/s	3.1773 KOps/s	$\color{#35bf28}+0.75\%$
test_unbind_speed_stack0	80.6604ms	3.8785ms	257.8322 Ops/s	256.4163 Ops/s	$\color{#35bf28}+0.55\%$
test_unbind_speed_stack1	1.7036μs	0.5283μs	1.8928 MOps/s	1.8767 MOps/s	$\color{#35bf28}+0.86\%$
test_split	1.7960ms	1.5235ms	656.3990 Ops/s	660.4033 Ops/s	$\color{#d91a1a}-0.61\%$
test_chunk	74.9412ms	1.6288ms	613.9381 Ops/s	661.1826 Ops/s	$\textbf{\color{#d91a1a}-7.15\%}$
test_creation[device0]	0.2190ms	71.2244μs	14.0401 KOps/s	13.7857 KOps/s	$\color{#35bf28}+1.85\%$
test_creation_from_tensor	0.2038ms	56.1717μs	17.8026 KOps/s	18.6192 KOps/s	$\color{#d91a1a}-4.39\%$
test_add_one[memmap_tensor0]	0.1716ms	6.6744μs	149.8259 KOps/s	146.1550 KOps/s	$\color{#35bf28}+2.51\%$
test_contiguous[memmap_tensor0]	12.6100μs	0.6264μs	1.5963 MOps/s	1.5831 MOps/s	$\color{#35bf28}+0.84\%$
test_stack[memmap_tensor0]	26.5210μs	4.3578μs	229.4726 KOps/s	223.2844 KOps/s	$\color{#35bf28}+2.77\%$
test_memmaptd_index	0.9846ms	0.2561ms	3.9043 KOps/s	3.9068 KOps/s	$\color{#d91a1a}-0.06\%$
test_memmaptd_index_astensor	0.5952ms	0.3123ms	3.2019 KOps/s	3.1820 KOps/s	$\color{#35bf28}+0.63\%$
test_memmaptd_index_op	0.9735ms	0.5951ms	1.6805 KOps/s	1.6905 KOps/s	$\color{#d91a1a}-0.59\%$
test_serialize_model	0.1726s	96.7547ms	10.3354 Ops/s	9.7393 Ops/s	$\textbf{\color{#35bf28}+6.12\%}$
test_serialize_model_pickle	1.3661s	1.2394s	0.8068 Ops/s	0.8067 Ops/s	$\color{#35bf28}+0.02\%$
test_serialize_weights	89.6586ms	86.8224ms	11.5178 Ops/s	9.8474 Ops/s	$\textbf{\color{#35bf28}+16.96\%}$
test_serialize_weights_returnearly	0.2575s	80.0977ms	12.4848 Ops/s	14.0886 Ops/s	$\textbf{\color{#d91a1a}-11.38\%}$
test_serialize_weights_pickle	1.3573s	1.2365s	0.8087 Ops/s	0.8091 Ops/s	$\color{#d91a1a}-0.05\%$
test_reshape_pytree	55.1430μs	24.6724μs	40.5311 KOps/s	40.6000 KOps/s	$\color{#d91a1a}-0.17\%$
test_reshape_td	0.2313ms	29.5346μs	33.8586 KOps/s	34.3681 KOps/s	$\color{#d91a1a}-1.48\%$
test_view_pytree	0.1543ms	24.3678μs	41.0378 KOps/s	41.2137 KOps/s	$\color{#d91a1a}-0.43\%$
test_view_td	0.2105ms	4.4389μs	225.2810 KOps/s	238.9955 KOps/s	$\textbf{\color{#d91a1a}-5.74\%}$
test_unbind_pytree	0.1865ms	30.6970μs	32.5765 KOps/s	33.2367 KOps/s	$\color{#d91a1a}-1.99\%$
test_unbind_td	78.4230μs	48.9913μs	20.4118 KOps/s	20.4027 KOps/s	$\color{#35bf28}+0.04\%$
test_split_pytree	51.3520μs	28.8793μs	34.6269 KOps/s	35.0720 KOps/s	$\color{#d91a1a}-1.27\%$
test_split_td	0.6995ms	39.2229μs	25.4953 KOps/s	24.9606 KOps/s	$\color{#35bf28}+2.14\%$
test_add_pytree	0.2350ms	36.1072μs	27.6953 KOps/s	26.7895 KOps/s	$\color{#35bf28}+3.38\%$
test_add_td	82.9430μs	47.7126μs	20.9588 KOps/s	20.7491 KOps/s	$\color{#35bf28}+1.01\%$
test_distributed	1.9635ms	74.0252μs	13.5089 KOps/s	10.7317 KOps/s	$\textbf{\color{#35bf28}+25.88\%}$
test_tdmodule	0.1074ms	17.4980μs	57.1494 KOps/s	57.5602 KOps/s	$\color{#d91a1a}-0.71\%$
test_tdmodule_dispatch	0.1385ms	33.3942μs	29.9453 KOps/s	30.9519 KOps/s	$\color{#d91a1a}-3.25\%$
test_tdseq	36.1520μs	20.0468μs	49.8834 KOps/s	49.8041 KOps/s	$\color{#35bf28}+0.16\%$
test_tdseq_dispatch	51.3320μs	35.6027μs	28.0877 KOps/s	28.0409 KOps/s	$\color{#35bf28}+0.17\%$
test_instantiation_functorch	1.9162ms	1.6981ms	588.9007 Ops/s	593.8881 Ops/s	$\color{#d91a1a}-0.84\%$
test_instantiation_td	1.9264ms	1.2105ms	826.0762 Ops/s	853.7487 Ops/s	$\color{#d91a1a}-3.24\%$
test_exec_functorch	0.3184ms	0.1627ms	6.1452 KOps/s	6.2329 KOps/s	$\color{#d91a1a}-1.41\%$
test_exec_functional_call	0.2329ms	0.1669ms	5.9904 KOps/s	6.3035 KOps/s	$\color{#d91a1a}-4.97\%$
test_exec_td	0.3399ms	0.1599ms	6.2545 KOps/s	6.6894 KOps/s	$\textbf{\color{#d91a1a}-6.50\%}$
test_exec_td_decorator	0.9318ms	0.1964ms	5.0925 KOps/s	5.3400 KOps/s	$\color{#d91a1a}-4.64\%$
test_vmap_mlp_speed[True-True]	1.3246ms	1.1390ms	877.9398 Ops/s	908.8293 Ops/s	$\color{#d91a1a}-3.40\%$
test_vmap_mlp_speed[True-False]	0.8560ms	0.6765ms	1.4781 KOps/s	1.5227 KOps/s	$\color{#d91a1a}-2.93\%$
test_vmap_mlp_speed[False-True]	1.2221ms	1.0550ms	947.9113 Ops/s	987.1482 Ops/s	$\color{#d91a1a}-3.97\%$
test_vmap_mlp_speed[False-False]	0.7408ms	0.6040ms	1.6557 KOps/s	1.6722 KOps/s	$\color{#d91a1a}-0.99\%$
test_vmap_mlp_speed_decorator[True-True]	3.3422ms	2.5661ms	389.7019 Ops/s	391.0500 Ops/s	$\color{#d91a1a}-0.34\%$
test_vmap_mlp_speed_decorator[True-False]	1.0612ms	0.7253ms	1.3787 KOps/s	1.4260 KOps/s	$\color{#d91a1a}-3.32\%$
test_vmap_mlp_speed_decorator[False-True]	2.6025ms	2.1499ms	465.1313 Ops/s	483.0553 Ops/s	$\color{#d91a1a}-3.71\%$
test_vmap_mlp_speed_decorator[False-False]	1.0512ms	0.6243ms	1.6018 KOps/s	1.6520 KOps/s	$\color{#d91a1a}-3.04\%$
test_vmap_transformer_speed[True-True]	12.8667ms	12.3287ms	81.1115 Ops/s	80.6423 Ops/s	$\color{#35bf28}+0.58\%$
test_vmap_transformer_speed[True-False]	8.1758ms	8.0249ms	124.6118 Ops/s	121.4883 Ops/s	$\color{#35bf28}+2.57\%$
test_vmap_transformer_speed[False-True]	12.9882ms	12.2374ms	81.7168 Ops/s	79.2910 Ops/s	$\color{#35bf28}+3.06\%$
test_vmap_transformer_speed[False-False]	8.3263ms	7.9534ms	125.7328 Ops/s	121.3813 Ops/s	$\color{#35bf28}+3.59\%$
test_vmap_transformer_speed_decorator[True-True]	0.1657s	81.7583ms	12.2312 Ops/s	11.9680 Ops/s	$\color{#35bf28}+2.20\%$
test_vmap_transformer_speed_decorator[True-False]	21.9244ms	19.4389ms	51.4432 Ops/s	49.8889 Ops/s	$\color{#35bf28}+3.12\%$
test_vmap_transformer_speed_decorator[False-True]	69.7874ms	67.3827ms	14.8406 Ops/s	14.4513 Ops/s	$\color{#35bf28}+2.69\%$
test_vmap_transformer_speed_decorator[False-False]	0.1168s	20.9597ms	47.7105 Ops/s	46.5222 Ops/s	$\color{#35bf28}+2.55\%$