[BugFix] Fix empty tuple index

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

Total Benchmarks: 144. Improved: $\large\color{#35bf28}32$. Worsened: $\large\color{#d91a1a}2$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	29.9260μs	16.1712μs	61.8382 KOps/s	57.5696 KOps/s	$\textbf{\color{#35bf28}+7.41\%}$
test_plain_set_stack_nested	36.6890μs	16.3745μs	61.0706 KOps/s	56.8741 KOps/s	$\textbf{\color{#35bf28}+7.38\%}$
test_plain_set_nested_inplace	66.3660μs	18.1058μs	55.2311 KOps/s	50.4521 KOps/s	$\textbf{\color{#35bf28}+9.47\%}$
test_plain_set_stack_nested_inplace	40.9680μs	17.9394μs	55.7431 KOps/s	50.3710 KOps/s	$\textbf{\color{#35bf28}+10.66\%}$
test_items	22.5620μs	2.5533μs	391.6498 KOps/s	380.2911 KOps/s	$\color{#35bf28}+2.99\%$
test_items_nested	0.4360ms	0.2639ms	3.7894 KOps/s	3.7376 KOps/s	$\color{#35bf28}+1.39\%$
test_items_nested_locked	0.9887ms	0.2669ms	3.7470 KOps/s	3.7357 KOps/s	$\color{#35bf28}+0.30\%$
test_items_nested_leaf	0.1507ms	76.1948μs	13.1243 KOps/s	13.0977 KOps/s	$\color{#35bf28}+0.20\%$
test_items_stack_nested	0.9161ms	0.2654ms	3.7685 KOps/s	3.6820 KOps/s	$\color{#35bf28}+2.35\%$
test_items_stack_nested_leaf	0.1654ms	76.0038μs	13.1572 KOps/s	12.8378 KOps/s	$\color{#35bf28}+2.49\%$
test_items_stack_nested_locked	0.5023ms	0.2651ms	3.7720 KOps/s	3.6579 KOps/s	$\color{#35bf28}+3.12\%$
test_keys	24.1460μs	3.8203μs	261.7587 KOps/s	256.6853 KOps/s	$\color{#35bf28}+1.98\%$
test_keys_nested	0.2260ms	0.1381ms	7.2424 KOps/s	7.2383 KOps/s	$\color{#35bf28}+0.06\%$
test_keys_nested_locked	0.6907ms	0.1422ms	7.0341 KOps/s	7.0548 KOps/s	$\color{#d91a1a}-0.29\%$
test_keys_nested_leaf	0.2177ms	0.1169ms	8.5542 KOps/s	8.5815 KOps/s	$\color{#d91a1a}-0.32\%$
test_keys_stack_nested	0.2438ms	0.1383ms	7.2295 KOps/s	7.2398 KOps/s	$\color{#d91a1a}-0.14\%$
test_keys_stack_nested_leaf	0.2219ms	0.1154ms	8.6643 KOps/s	8.6599 KOps/s	$\color{#35bf28}+0.05\%$
test_keys_stack_nested_locked	0.2575ms	0.1430ms	6.9954 KOps/s	7.0458 KOps/s	$\color{#d91a1a}-0.72\%$
test_values	5.5453μs	1.2196μs	819.9733 KOps/s	864.7870 KOps/s	$\textbf{\color{#d91a1a}-5.18\%}$
test_values_nested	97.6040μs	50.2787μs	19.8891 KOps/s	19.6151 KOps/s	$\color{#35bf28}+1.40\%$
test_values_nested_locked	0.1278ms	49.8449μs	20.0622 KOps/s	19.4380 KOps/s	$\color{#35bf28}+3.21\%$
test_values_nested_leaf	91.7230μs	45.8461μs	21.8121 KOps/s	21.6911 KOps/s	$\color{#35bf28}+0.56\%$
test_values_stack_nested	0.1145ms	50.3475μs	19.8619 KOps/s	19.2711 KOps/s	$\color{#35bf28}+3.07\%$
test_values_stack_nested_leaf	92.3530μs	45.8265μs	21.8215 KOps/s	21.8877 KOps/s	$\color{#d91a1a}-0.30\%$
test_values_stack_nested_locked	92.6840μs	50.4098μs	19.8374 KOps/s	19.2346 KOps/s	$\color{#35bf28}+3.13\%$
test_membership	17.6530μs	1.3471μs	742.3102 KOps/s	734.2222 KOps/s	$\color{#35bf28}+1.10\%$
test_membership_nested	24.9370μs	3.4297μs	291.5713 KOps/s	285.5433 KOps/s	$\color{#35bf28}+2.11\%$
test_membership_nested_leaf	46.8270μs	3.4689μs	288.2788 KOps/s	289.8022 KOps/s	$\color{#d91a1a}-0.53\%$
test_membership_stacked_nested	35.8670μs	3.4078μs	293.4408 KOps/s	256.9655 KOps/s	$\textbf{\color{#35bf28}+14.19\%}$
test_membership_stacked_nested_leaf	26.4690μs	3.4439μs	290.3698 KOps/s	287.1487 KOps/s	$\color{#35bf28}+1.12\%$
test_membership_nested_last	35.8480μs	4.2833μs	233.4638 KOps/s	238.9870 KOps/s	$\color{#d91a1a}-2.31\%$
test_membership_nested_leaf_last	28.0930μs	4.2755μs	233.8889 KOps/s	235.0072 KOps/s	$\color{#d91a1a}-0.48\%$
test_membership_stacked_nested_last	26.0390μs	4.1775μs	239.3761 KOps/s	101.7607 KOps/s	$\textbf{\color{#35bf28}+135.23\%}$
test_membership_stacked_nested_leaf_last	19.0260μs	4.2476μs	235.4268 KOps/s	100.2227 KOps/s	$\textbf{\color{#35bf28}+134.90\%}$
test_nested_getleaf	32.3910μs	10.7011μs	93.4483 KOps/s	90.1388 KOps/s	$\color{#35bf28}+3.67\%$
test_nested_get	31.8900μs	10.1526μs	98.4966 KOps/s	97.8670 KOps/s	$\color{#35bf28}+0.64\%$
test_stacked_getleaf	27.7330μs	10.7606μs	92.9314 KOps/s	92.6632 KOps/s	$\color{#35bf28}+0.29\%$
test_stacked_get	33.4930μs	10.1397μs	98.6218 KOps/s	98.3820 KOps/s	$\color{#35bf28}+0.24\%$
test_nested_getitemleaf	37.3610μs	11.2491μs	88.8957 KOps/s	87.7358 KOps/s	$\color{#35bf28}+1.32\%$
test_nested_getitem	35.5970μs	10.3714μs	96.4193 KOps/s	95.1860 KOps/s	$\color{#35bf28}+1.30\%$
test_stacked_getitemleaf	38.1520μs	11.1786μs	89.4568 KOps/s	89.8062 KOps/s	$\color{#d91a1a}-0.39\%$
test_stacked_getitem	38.5930μs	10.4003μs	96.1509 KOps/s	96.6666 KOps/s	$\color{#d91a1a}-0.53\%$
test_lock_nested	0.7803ms	0.3381ms	2.9579 KOps/s	2.9250 KOps/s	$\color{#35bf28}+1.13\%$
test_lock_stack_nested	0.4515ms	0.3098ms	3.2284 KOps/s	3.2901 KOps/s	$\color{#d91a1a}-1.88\%$
test_unlock_nested	0.7278ms	0.3431ms	2.9148 KOps/s	2.8969 KOps/s	$\color{#35bf28}+0.62\%$
test_unlock_stack_nested	0.3972ms	0.3177ms	3.1474 KOps/s	3.2338 KOps/s	$\color{#d91a1a}-2.67\%$
test_flatten_speed	0.4753ms	96.2309μs	10.3917 KOps/s	10.4135 KOps/s	$\color{#d91a1a}-0.21\%$
test_unflatten_speed	0.7727ms	0.4115ms	2.4302 KOps/s	2.4272 KOps/s	$\color{#35bf28}+0.12\%$
test_common_ops	4.9346ms	0.7164ms	1.3958 KOps/s	1.4043 KOps/s	$\color{#d91a1a}-0.60\%$
test_creation	26.2890μs	1.9485μs	513.2086 KOps/s	508.9303 KOps/s	$\color{#35bf28}+0.84\%$
test_creation_empty	90.7510μs	8.3148μs	120.2679 KOps/s	89.1362 KOps/s	$\textbf{\color{#35bf28}+34.93\%}$
test_creation_nested_1	35.5770μs	11.1165μs	89.9562 KOps/s	71.0467 KOps/s	$\textbf{\color{#35bf28}+26.62\%}$
test_creation_nested_2	41.0870μs	14.3321μs	69.7732 KOps/s	58.1076 KOps/s	$\textbf{\color{#35bf28}+20.08\%}$
test_clone	0.1194ms	13.4329μs	74.4439 KOps/s	74.5372 KOps/s	$\color{#d91a1a}-0.13\%$
test_getitem[int]	30.0160μs	11.5118μs	86.8674 KOps/s	87.3181 KOps/s	$\color{#d91a1a}-0.52\%$
test_getitem[slice_int]	58.0090μs	22.6997μs	44.0535 KOps/s	45.3339 KOps/s	$\color{#d91a1a}-2.82\%$
test_getitem[range]	79.7500μs	58.8284μs	16.9986 KOps/s	16.8424 KOps/s	$\color{#35bf28}+0.93\%$
test_getitem[tuple]	58.6300μs	18.9982μs	52.6364 KOps/s	52.9516 KOps/s	$\color{#d91a1a}-0.60\%$
test_getitem[list]	0.1056ms	41.0161μs	24.3807 KOps/s	24.2313 KOps/s	$\color{#35bf28}+0.62\%$
test_setitem_dim[int]	58.3300μs	31.5175μs	31.7284 KOps/s	28.1158 KOps/s	$\textbf{\color{#35bf28}+12.85\%}$
test_setitem_dim[slice_int]	85.8210μs	57.4002μs	17.4215 KOps/s	16.2662 KOps/s	$\textbf{\color{#35bf28}+7.10\%}$
test_setitem_dim[range]	0.1122ms	80.4093μs	12.4364 KOps/s	11.7718 KOps/s	$\textbf{\color{#35bf28}+5.65\%}$
test_setitem_dim[tuple]	73.9490μs	46.6195μs	21.4502 KOps/s	19.9768 KOps/s	$\textbf{\color{#35bf28}+7.38\%}$
test_setitem	63.2890μs	18.6075μs	53.7418 KOps/s	48.4406 KOps/s	$\textbf{\color{#35bf28}+10.94\%}$
test_set	53.3810μs	18.1329μs	55.1485 KOps/s	49.5278 KOps/s	$\textbf{\color{#35bf28}+11.35\%}$
test_set_shared	1.5458ms	0.1424ms	7.0238 KOps/s	7.0893 KOps/s	$\color{#d91a1a}-0.92\%$
test_update	0.1059ms	18.9281μs	52.8315 KOps/s	45.3330 KOps/s	$\textbf{\color{#35bf28}+16.54\%}$
test_update_nested	85.5810μs	26.6839μs	37.4758 KOps/s	33.1758 KOps/s	$\textbf{\color{#35bf28}+12.96\%}$
test_update__nested	74.8410μs	25.8084μs	38.7471 KOps/s	38.9685 KOps/s	$\color{#d91a1a}-0.57\%$
test_set_nested	63.8500μs	19.9618μs	50.0956 KOps/s	45.6052 KOps/s	$\textbf{\color{#35bf28}+9.85\%}$
test_set_nested_new	86.0520μs	24.6264μs	40.6069 KOps/s	37.9834 KOps/s	$\textbf{\color{#35bf28}+6.91\%}$
test_select	0.1540ms	41.5891μs	24.0448 KOps/s	23.9385 KOps/s	$\color{#35bf28}+0.44\%$
test_select_nested	0.2067ms	63.5078μs	15.7461 KOps/s	16.0598 KOps/s	$\color{#d91a1a}-1.95\%$
test_exclude_nested	0.1884ms	0.1212ms	8.2516 KOps/s	8.1332 KOps/s	$\color{#35bf28}+1.46\%$
test_empty[True]	0.7229ms	0.4000ms	2.5002 KOps/s	2.5189 KOps/s	$\color{#d91a1a}-0.75\%$
test_empty[False]	5.1376μs	1.1818μs	846.1934 KOps/s	823.7701 KOps/s	$\color{#35bf28}+2.72\%$
test_unbind_speed	1.5239ms	0.2590ms	3.8613 KOps/s	3.8493 KOps/s	$\color{#35bf28}+0.31\%$
test_unbind_speed_stack0	0.5897ms	0.2588ms	3.8635 KOps/s	3.9855 KOps/s	$\color{#d91a1a}-3.06\%$
test_unbind_speed_stack1	62.7343ms	0.7366ms	1.3575 KOps/s	1.3625 KOps/s	$\color{#d91a1a}-0.36\%$
test_split	63.2088ms	1.6172ms	618.3484 Ops/s	619.8941 Ops/s	$\color{#d91a1a}-0.25\%$
test_chunk	61.7420ms	1.6110ms	620.7230 Ops/s	608.1616 Ops/s	$\color{#35bf28}+2.07\%$
test_creation[device0]	0.3543ms	84.6327μs	11.8158 KOps/s	11.7819 KOps/s	$\color{#35bf28}+0.29\%$
test_creation_from_tensor	4.9622ms	87.1667μs	11.4723 KOps/s	11.6967 KOps/s	$\color{#d91a1a}-1.92\%$
test_add_one[memmap_tensor0]	0.1424ms	5.4894μs	182.1682 KOps/s	185.7517 KOps/s	$\color{#d91a1a}-1.93\%$
test_contiguous[memmap_tensor0]	13.9160μs	0.6531μs	1.5310 MOps/s	1.5038 MOps/s	$\color{#35bf28}+1.81\%$
test_stack[memmap_tensor0]	29.6660μs	3.5658μs	280.4433 KOps/s	284.7135 KOps/s	$\color{#d91a1a}-1.50\%$
test_memmaptd_index	0.9989ms	0.2514ms	3.9784 KOps/s	3.9269 KOps/s	$\color{#35bf28}+1.31\%$
test_memmaptd_index_astensor	0.5927ms	0.3261ms	3.0666 KOps/s	3.0637 KOps/s	$\color{#35bf28}+0.09\%$
test_memmaptd_index_op	1.1193ms	0.5711ms	1.7512 KOps/s	1.6181 KOps/s	$\textbf{\color{#35bf28}+8.22\%}$
test_serialize_model	0.1652s	0.1113s	8.9843 Ops/s	8.7275 Ops/s	$\color{#35bf28}+2.94\%$
test_serialize_model_pickle	0.4491s	0.3778s	2.6472 Ops/s	2.5884 Ops/s	$\color{#35bf28}+2.27\%$
test_serialize_weights	0.1704s	0.1106s	9.0417 Ops/s	9.1154 Ops/s	$\color{#d91a1a}-0.81\%$
test_serialize_weights_returnearly	0.1988s	0.1361s	7.3466 Ops/s	7.4527 Ops/s	$\color{#d91a1a}-1.42\%$
test_serialize_weights_pickle	1.1528s	0.6080s	1.6448 Ops/s	2.3621 Ops/s	$\textbf{\color{#d91a1a}-30.37\%}$
test_serialize_weights_filesystem	94.6786ms	89.9766ms	11.1140 Ops/s	10.1689 Ops/s	$\textbf{\color{#35bf28}+9.29\%}$
test_serialize_model_filesystem	0.1561s	97.4785ms	10.2587 Ops/s	10.7755 Ops/s	$\color{#d91a1a}-4.80\%$
test_reshape_pytree	63.5900μs	24.8614μs	40.2229 KOps/s	39.2179 KOps/s	$\color{#35bf28}+2.56\%$
test_reshape_td	75.0810μs	34.6967μs	28.8212 KOps/s	28.4503 KOps/s	$\color{#35bf28}+1.30\%$
test_view_pytree	57.0270μs	25.1666μs	39.7352 KOps/s	38.1832 KOps/s	$\color{#35bf28}+4.06\%$
test_view_td	85.0800μs	39.8606μs	25.0874 KOps/s	24.2189 KOps/s	$\color{#35bf28}+3.59\%$
test_unbind_pytree	66.1940μs	28.9961μs	34.4874 KOps/s	33.9885 KOps/s	$\color{#35bf28}+1.47\%$
test_unbind_td	0.3909ms	38.3232μs	26.0939 KOps/s	26.3358 KOps/s	$\color{#d91a1a}-0.92\%$
test_split_pytree	62.3070μs	29.1638μs	34.2891 KOps/s	33.7435 KOps/s	$\color{#35bf28}+1.62\%$
test_split_td	0.1253ms	40.7861μs	24.5182 KOps/s	24.7009 KOps/s	$\color{#d91a1a}-0.74\%$
test_add_pytree	81.7240μs	34.4165μs	29.0558 KOps/s	28.9247 KOps/s	$\color{#35bf28}+0.45\%$
test_add_td	0.1221ms	51.9266μs	19.2580 KOps/s	17.3777 KOps/s	$\textbf{\color{#35bf28}+10.82\%}$
test_distributed	0.2088ms	0.1003ms	9.9740 KOps/s	9.4847 KOps/s	$\textbf{\color{#35bf28}+5.16\%}$
test_tdmodule	40.0650μs	16.4500μs	60.7904 KOps/s	55.5389 KOps/s	$\textbf{\color{#35bf28}+9.46\%}$
test_tdmodule_dispatch	82.1540μs	33.4732μs	29.8746 KOps/s	27.6706 KOps/s	$\textbf{\color{#35bf28}+7.97\%}$
test_tdseq	44.6140μs	18.8044μs	53.1790 KOps/s	47.3123 KOps/s	$\textbf{\color{#35bf28}+12.40\%}$
test_tdseq_dispatch	62.4570μs	35.9328μs	27.8297 KOps/s	24.0106 KOps/s	$\textbf{\color{#35bf28}+15.91\%}$
test_instantiation_functorch	1.5721ms	1.3398ms	746.3963 Ops/s	747.9261 Ops/s	$\color{#d91a1a}-0.20\%$
test_instantiation_td	1.6531ms	1.0240ms	976.5653 Ops/s	969.4070 Ops/s	$\color{#35bf28}+0.74\%$
test_exec_functorch	0.3237ms	0.1647ms	6.0722 KOps/s	6.1981 KOps/s	$\color{#d91a1a}-2.03\%$
test_exec_functional_call	0.4244ms	0.1516ms	6.5945 KOps/s	6.7326 KOps/s	$\color{#d91a1a}-2.05\%$
test_exec_td	0.3605ms	0.1543ms	6.4824 KOps/s	6.7275 KOps/s	$\color{#d91a1a}-3.64\%$
test_exec_td_decorator	0.5347ms	0.2229ms	4.4868 KOps/s	4.5314 KOps/s	$\color{#d91a1a}-0.98\%$
test_vmap_mlp_speed[True-True]	0.6904ms	0.4868ms	2.0543 KOps/s	2.1097 KOps/s	$\color{#d91a1a}-2.63\%$
test_vmap_mlp_speed[True-False]	0.7709ms	0.4838ms	2.0669 KOps/s	2.1219 KOps/s	$\color{#d91a1a}-2.59\%$
test_vmap_mlp_speed[False-True]	0.6208ms	0.3974ms	2.5166 KOps/s	2.6137 KOps/s	$\color{#d91a1a}-3.71\%$
test_vmap_mlp_speed[False-False]	0.6488ms	0.3998ms	2.5010 KOps/s	2.6210 KOps/s	$\color{#d91a1a}-4.58\%$
test_vmap_mlp_speed_decorator[True-True]	1.1447ms	0.5528ms	1.8088 KOps/s	1.8354 KOps/s	$\color{#d91a1a}-1.44\%$
test_vmap_mlp_speed_decorator[True-False]	1.0195ms	0.5538ms	1.8058 KOps/s	1.8168 KOps/s	$\color{#d91a1a}-0.61\%$
test_vmap_mlp_speed_decorator[False-True]	0.6448ms	0.4585ms	2.1808 KOps/s	2.2479 KOps/s	$\color{#d91a1a}-2.98\%$
test_vmap_mlp_speed_decorator[False-False]	0.7273ms	0.4601ms	2.1736 KOps/s	2.2330 KOps/s	$\color{#d91a1a}-2.66\%$
test_to_module_speed[True]	2.2863ms	1.6860ms	593.1360 Ops/s	583.8519 Ops/s	$\color{#35bf28}+1.59\%$
test_to_module_speed[False]	2.9461ms	1.6608ms	602.1330 Ops/s	595.1902 Ops/s	$\color{#35bf28}+1.17\%$
test_tc_init	65.2320μs	23.0644μs	43.3568 KOps/s	33.7848 KOps/s	$\textbf{\color{#35bf28}+28.33\%}$
test_tc_init_nested	0.1021ms	44.0119μs	22.7211 KOps/s	16.1617 KOps/s	$\textbf{\color{#35bf28}+40.59\%}$
test_tc_first_layer_tensor	5.5090μs	0.6946μs	1.4397 MOps/s	1.3946 MOps/s	$\color{#35bf28}+3.23\%$
test_tc_first_layer_nontensor	5.2619μs	0.6703μs	1.4919 MOps/s	1.4243 MOps/s	$\color{#35bf28}+4.75\%$
test_tc_second_layer_tensor	35.7670μs	1.8656μs	536.0220 KOps/s	520.5899 KOps/s	$\color{#35bf28}+2.96\%$
test_tc_second_layer_nontensor	20.1780μs	1.6463μs	607.4082 KOps/s	582.4900 KOps/s	$\color{#35bf28}+4.28\%$
test_unbind	5.7914ms	5.3749ms	186.0487 Ops/s	149.2230 Ops/s	$\textbf{\color{#35bf28}+24.68\%}$
test_full_like	15.1266ms	10.6186ms	94.1747 Ops/s	89.0726 Ops/s	$\textbf{\color{#35bf28}+5.73\%}$
test_zeros_like	12.9997ms	5.7823ms	172.9424 Ops/s	176.0072 Ops/s	$\color{#d91a1a}-1.74\%$
test_ones_like	11.3815ms	6.1187ms	163.4335 Ops/s	158.2290 Ops/s	$\color{#35bf28}+3.29\%$
test_clone	14.5606ms	7.7269ms	129.4173 Ops/s	125.8438 Ops/s	$\color{#35bf28}+2.84\%$
test_squeeze	63.9000μs	13.4072μs	74.5865 KOps/s	72.7159 KOps/s	$\color{#35bf28}+2.57\%$
test_unsqueeze	0.2094ms	59.7825μs	16.7273 KOps/s	16.1688 KOps/s	$\color{#35bf28}+3.45\%$
test_split	0.2541ms	0.1102ms	9.0752 KOps/s	8.8758 KOps/s	$\color{#35bf28}+2.25\%$
test_permute	0.2299ms	0.1268ms	7.8860 KOps/s	7.8161 KOps/s	$\color{#35bf28}+0.89\%$
test_stack	23.8999ms	21.3021ms	46.9436 Ops/s	45.7121 Ops/s	$\color{#35bf28}+2.69\%$
test_cat	26.2941ms	21.4078ms	46.7119 Ops/s	45.8069 Ops/s	$\color{#35bf28}+1.98\%$

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

Total Benchmarks: 152. Improved: $\large\color{#35bf28}5$. Worsened: $\large\color{#d91a1a}23$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1375ms	13.5066μs	74.0380 KOps/s	76.1846 KOps/s	$\color{#d91a1a}-2.82\%$
test_plain_set_stack_nested	36.0910μs	13.7578μs	72.6860 KOps/s	74.7993 KOps/s	$\color{#d91a1a}-2.83\%$
test_plain_set_nested_inplace	67.2810μs	14.8786μs	67.2107 KOps/s	69.2350 KOps/s	$\color{#d91a1a}-2.92\%$
test_plain_set_stack_nested_inplace	50.1310μs	14.9735μs	66.7846 KOps/s	68.6466 KOps/s	$\color{#d91a1a}-2.71\%$
test_items	86.9620μs	4.7170μs	212.0005 KOps/s	211.5887 KOps/s	$\color{#35bf28}+0.19\%$
test_items_nested	0.5287ms	0.3417ms	2.9264 KOps/s	2.9169 KOps/s	$\color{#35bf28}+0.33\%$
test_items_nested_locked	0.5279ms	0.3436ms	2.9105 KOps/s	2.9070 KOps/s	$\color{#35bf28}+0.12\%$
test_items_nested_leaf	0.1035ms	82.1261μs	12.1764 KOps/s	12.1342 KOps/s	$\color{#35bf28}+0.35\%$
test_items_stack_nested	0.5053ms	0.3387ms	2.9521 KOps/s	2.8953 KOps/s	$\color{#35bf28}+1.96\%$
test_items_stack_nested_leaf	0.1070ms	81.2940μs	12.3010 KOps/s	11.8887 KOps/s	$\color{#35bf28}+3.47\%$
test_items_stack_nested_locked	0.3870ms	0.3432ms	2.9139 KOps/s	2.8748 KOps/s	$\color{#35bf28}+1.36\%$
test_keys	20.8900μs	4.3550μs	229.6232 KOps/s	227.3649 KOps/s	$\color{#35bf28}+0.99\%$
test_keys_nested	89.7420μs	67.3809μs	14.8410 KOps/s	14.9228 KOps/s	$\color{#d91a1a}-0.55\%$
test_keys_nested_locked	0.8223ms	71.8910μs	13.9099 KOps/s	13.7558 KOps/s	$\color{#35bf28}+1.12\%$
test_keys_nested_leaf	85.8020μs	58.0399μs	17.2295 KOps/s	17.2258 KOps/s	$\color{#35bf28}+0.02\%$
test_keys_stack_nested	87.9020μs	66.8494μs	14.9590 KOps/s	14.8281 KOps/s	$\color{#35bf28}+0.88\%$
test_keys_stack_nested_leaf	0.1456ms	58.0214μs	17.2350 KOps/s	17.2256 KOps/s	$\color{#35bf28}+0.05\%$
test_keys_stack_nested_locked	0.1229ms	71.9859μs	13.8916 KOps/s	13.7722 KOps/s	$\color{#35bf28}+0.87\%$
test_values	9.0070μs	1.8248μs	548.0192 KOps/s	554.6388 KOps/s	$\color{#d91a1a}-1.19\%$
test_values_nested	69.5810μs	35.0694μs	28.5149 KOps/s	28.7403 KOps/s	$\color{#d91a1a}-0.78\%$
test_values_nested_locked	57.6820μs	36.9640μs	27.0534 KOps/s	27.0096 KOps/s	$\color{#35bf28}+0.16\%$
test_values_nested_leaf	0.1229ms	31.6085μs	31.6371 KOps/s	32.2010 KOps/s	$\color{#d91a1a}-1.75\%$
test_values_stack_nested	66.7810μs	36.2681μs	27.5724 KOps/s	28.1116 KOps/s	$\color{#d91a1a}-1.92\%$
test_values_stack_nested_leaf	0.1203ms	32.3898μs	30.8739 KOps/s	31.4056 KOps/s	$\color{#d91a1a}-1.69\%$
test_values_stack_nested_locked	60.3110μs	37.8129μs	26.4460 KOps/s	26.6414 KOps/s	$\color{#d91a1a}-0.73\%$
test_membership	3.2887μs	0.7118μs	1.4049 MOps/s	1.4341 MOps/s	$\color{#d91a1a}-2.03\%$
test_membership_nested	20.6200μs	2.5662μs	389.6851 KOps/s	382.8177 KOps/s	$\color{#35bf28}+1.79\%$
test_membership_nested_leaf	26.8210μs	2.6259μs	380.8213 KOps/s	384.4307 KOps/s	$\color{#d91a1a}-0.94\%$
test_membership_stacked_nested	23.1710μs	2.5791μs	387.7352 KOps/s	380.7163 KOps/s	$\color{#35bf28}+1.84\%$
test_membership_stacked_nested_leaf	49.6110μs	2.6308μs	380.1060 KOps/s	383.3831 KOps/s	$\color{#d91a1a}-0.85\%$
test_membership_nested_last	34.3710μs	3.1291μs	319.5762 KOps/s	320.9814 KOps/s	$\color{#d91a1a}-0.44\%$
test_membership_nested_leaf_last	30.4810μs	3.1349μs	318.9892 KOps/s	319.6908 KOps/s	$\color{#d91a1a}-0.22\%$
test_membership_stacked_nested_last	27.9910μs	9.7677μs	102.3786 KOps/s	279.6277 KOps/s	$\textbf{\color{#d91a1a}-63.39\%}$
test_membership_stacked_nested_leaf_last	80.0320μs	9.7176μs	102.9061 KOps/s	278.4216 KOps/s	$\textbf{\color{#d91a1a}-63.04\%}$
test_nested_getleaf	0.1784ms	8.3971μs	119.0887 KOps/s	119.7562 KOps/s	$\color{#d91a1a}-0.56\%$
test_nested_get	28.3010μs	7.9419μs	125.9151 KOps/s	127.7413 KOps/s	$\color{#d91a1a}-1.43\%$
test_stacked_getleaf	0.1973ms	8.4516μs	118.3203 KOps/s	119.1728 KOps/s	$\color{#d91a1a}-0.72\%$
test_stacked_get	0.1688ms	7.9372μs	125.9891 KOps/s	126.2469 KOps/s	$\color{#d91a1a}-0.20\%$
test_nested_getitemleaf	36.2410μs	8.5511μs	116.9442 KOps/s	117.0908 KOps/s	$\color{#d91a1a}-0.13\%$
test_nested_getitem	24.0110μs	8.0793μs	123.7725 KOps/s	124.8220 KOps/s	$\color{#d91a1a}-0.84\%$
test_stacked_getitemleaf	39.3910μs	8.5943μs	116.3567 KOps/s	116.6963 KOps/s	$\color{#d91a1a}-0.29\%$
test_stacked_getitem	86.3720μs	8.0970μs	123.5032 KOps/s	123.8450 KOps/s	$\color{#d91a1a}-0.28\%$
test_lock_nested	58.1757ms	0.4079ms	2.4518 KOps/s	2.4650 KOps/s	$\color{#d91a1a}-0.54\%$
test_lock_stack_nested	0.3515ms	0.2994ms	3.3402 KOps/s	3.2775 KOps/s	$\color{#35bf28}+1.91\%$
test_unlock_nested	61.0034ms	0.4150ms	2.4097 KOps/s	2.4561 KOps/s	$\color{#d91a1a}-1.89\%$
test_unlock_stack_nested	0.3519ms	0.3069ms	3.2588 KOps/s	3.2042 KOps/s	$\color{#35bf28}+1.70\%$
test_flatten_speed	0.2062ms	0.1007ms	9.9327 KOps/s	9.8716 KOps/s	$\color{#35bf28}+0.62\%$
test_unflatten_speed	0.3570ms	0.2928ms	3.4150 KOps/s	3.4220 KOps/s	$\color{#d91a1a}-0.20\%$
test_common_ops	1.1617ms	0.6244ms	1.6017 KOps/s	1.6662 KOps/s	$\color{#d91a1a}-3.87\%$
test_creation	18.2410μs	1.6716μs	598.2466 KOps/s	603.1947 KOps/s	$\color{#d91a1a}-0.82\%$
test_creation_empty	36.3110μs	10.1453μs	98.5680 KOps/s	107.2269 KOps/s	$\textbf{\color{#d91a1a}-8.08\%}$
test_creation_nested_1	37.4710μs	11.7618μs	85.0209 KOps/s	88.4186 KOps/s	$\color{#d91a1a}-3.84\%$
test_creation_nested_2	36.0610μs	14.1392μs	70.7255 KOps/s	75.4023 KOps/s	$\textbf{\color{#d91a1a}-6.20\%}$
test_clone	40.0010μs	11.6028μs	86.1861 KOps/s	86.2320 KOps/s	$\color{#d91a1a}-0.05\%$
test_getitem[int]	95.1920μs	11.4575μs	87.2788 KOps/s	91.2097 KOps/s	$\color{#d91a1a}-4.31\%$
test_getitem[slice_int]	63.1910μs	21.5199μs	46.4686 KOps/s	48.0351 KOps/s	$\color{#d91a1a}-3.26\%$
test_getitem[range]	66.9810μs	49.1290μs	20.3546 KOps/s	21.5290 KOps/s	$\textbf{\color{#d91a1a}-5.46\%}$
test_getitem[tuple]	67.8620μs	19.6558μs	50.8757 KOps/s	54.3386 KOps/s	$\textbf{\color{#d91a1a}-6.37\%}$
test_getitem[list]	0.1710ms	35.4969μs	28.1715 KOps/s	30.1376 KOps/s	$\textbf{\color{#d91a1a}-6.52\%}$
test_setitem_dim[int]	49.1010μs	31.1241μs	32.1294 KOps/s	34.1837 KOps/s	$\textbf{\color{#d91a1a}-6.01\%}$
test_setitem_dim[slice_int]	75.3920μs	52.8671μs	18.9154 KOps/s	20.3606 KOps/s	$\textbf{\color{#d91a1a}-7.10\%}$
test_setitem_dim[range]	88.3510μs	68.6785μs	14.5606 KOps/s	14.5928 KOps/s	$\color{#d91a1a}-0.22\%$
test_setitem_dim[tuple]	63.2710μs	45.9379μs	21.7685 KOps/s	22.7680 KOps/s	$\color{#d91a1a}-4.39\%$
test_setitem	50.1610μs	17.0717μs	58.5764 KOps/s	60.0248 KOps/s	$\color{#d91a1a}-2.41\%$
test_set	88.1520μs	16.8480μs	59.3542 KOps/s	61.7469 KOps/s	$\color{#d91a1a}-3.88\%$
test_set_shared	0.9909ms	97.5805μs	10.2480 KOps/s	10.3833 KOps/s	$\color{#d91a1a}-1.30\%$
test_update	0.1625ms	20.0726μs	49.8191 KOps/s	52.6279 KOps/s	$\textbf{\color{#d91a1a}-5.34\%}$
test_update_nested	0.1102ms	25.3149μs	39.5024 KOps/s	40.8431 KOps/s	$\color{#d91a1a}-3.28\%$
test_update__nested	0.1742ms	22.5981μs	44.2515 KOps/s	45.0141 KOps/s	$\color{#d91a1a}-1.69\%$
test_set_nested	98.1120μs	17.9878μs	55.5932 KOps/s	55.3501 KOps/s	$\color{#35bf28}+0.44\%$
test_set_nested_new	55.1910μs	20.7162μs	48.2715 KOps/s	49.6348 KOps/s	$\color{#d91a1a}-2.75\%$
test_select	0.9764ms	34.9983μs	28.5728 KOps/s	29.7456 KOps/s	$\color{#d91a1a}-3.94\%$
test_select_nested	93.1230μs	53.3577μs	18.7414 KOps/s	18.5423 KOps/s	$\color{#35bf28}+1.07\%$
test_exclude_nested	0.2835ms	0.1071ms	9.3365 KOps/s	9.0250 KOps/s	$\color{#35bf28}+3.45\%$
test_empty[True]	0.4476ms	0.3446ms	2.9016 KOps/s	2.8762 KOps/s	$\color{#35bf28}+0.88\%$
test_empty[False]	2.6910μs	0.9068μs	1.1028 MOps/s	1.0787 MOps/s	$\color{#35bf28}+2.24\%$
test_to	0.1034ms	77.3180μs	12.9336 KOps/s	13.1304 KOps/s	$\color{#d91a1a}-1.50\%$
test_to_nonblocking	0.2619ms	68.5577μs	14.5863 KOps/s	16.1856 KOps/s	$\textbf{\color{#d91a1a}-9.88\%}$
test_unbind_speed	1.5143ms	0.2818ms	3.5489 KOps/s	3.8040 KOps/s	$\textbf{\color{#d91a1a}-6.71\%}$
test_unbind_speed_stack0	0.3525ms	0.2647ms	3.7777 KOps/s	3.7809 KOps/s	$\color{#d91a1a}-0.08\%$
test_unbind_speed_stack1	77.2762ms	0.8000ms	1.2501 KOps/s	1.2394 KOps/s	$\color{#35bf28}+0.86\%$
test_split	76.0972ms	1.7360ms	576.0423 Ops/s	593.8823 Ops/s	$\color{#d91a1a}-3.00\%$
test_chunk	76.6368ms	1.7368ms	575.7721 Ops/s	594.7506 Ops/s	$\color{#d91a1a}-3.19\%$
test_creation[device0]	0.2393ms	63.1082μs	15.8458 KOps/s	17.1616 KOps/s	$\textbf{\color{#d91a1a}-7.67\%}$
test_creation_from_tensor	0.2520ms	59.8508μs	16.7082 KOps/s	17.9332 KOps/s	$\textbf{\color{#d91a1a}-6.83\%}$
test_add_one[memmap_tensor0]	86.8920μs	7.1869μs	139.1420 KOps/s	148.7567 KOps/s	$\textbf{\color{#d91a1a}-6.46\%}$
test_contiguous[memmap_tensor0]	26.6810μs	0.7066μs	1.4153 MOps/s	1.4199 MOps/s	$\color{#d91a1a}-0.32\%$
test_stack[memmap_tensor0]	25.8700μs	5.1521μs	194.0947 KOps/s	207.4559 KOps/s	$\textbf{\color{#d91a1a}-6.44\%}$
test_memmaptd_index	1.1156ms	0.3123ms	3.2025 KOps/s	3.3539 KOps/s	$\color{#d91a1a}-4.51\%$
test_memmaptd_index_astensor	0.6548ms	0.3827ms	2.6129 KOps/s	2.6992 KOps/s	$\color{#d91a1a}-3.20\%$
test_memmaptd_index_op	1.2465ms	0.7115ms	1.4056 KOps/s	1.4975 KOps/s	$\textbf{\color{#d91a1a}-6.14\%}$
test_serialize_model	0.1838s	0.1112s	8.9924 Ops/s	8.5882 Ops/s	$\color{#35bf28}+4.71\%$
test_serialize_model_pickle	1.3482s	1.2360s	0.8090 Ops/s	0.8082 Ops/s	$\color{#35bf28}+0.11\%$
test_serialize_weights	0.1784s	0.1090s	9.1765 Ops/s	8.6571 Ops/s	$\textbf{\color{#35bf28}+6.00\%}$
test_serialize_weights_returnearly	0.2505s	98.7404ms	10.1276 Ops/s	9.9087 Ops/s	$\color{#35bf28}+2.21\%$
test_serialize_weights_pickle	1.3571s	1.2485s	0.8010 Ops/s	0.8008 Ops/s	$\color{#35bf28}+0.01\%$
test_reshape_pytree	0.2065ms	27.7799μs	35.9972 KOps/s	36.9224 KOps/s	$\color{#d91a1a}-2.51\%$
test_reshape_td	0.1838ms	36.9152μs	27.0891 KOps/s	30.1177 KOps/s	$\textbf{\color{#d91a1a}-10.06\%}$
test_view_pytree	0.2638ms	26.7077μs	37.4424 KOps/s	37.9096 KOps/s	$\color{#d91a1a}-1.23\%$
test_view_td	85.0510μs	36.2879μs	27.5574 KOps/s	28.3060 KOps/s	$\color{#d91a1a}-2.64\%$
test_unbind_pytree	0.1788ms	32.3603μs	30.9020 KOps/s	30.6224 KOps/s	$\color{#35bf28}+0.91\%$
test_unbind_td	0.4821ms	41.6533μs	24.0077 KOps/s	23.3100 KOps/s	$\color{#35bf28}+2.99\%$
test_split_pytree	0.1465ms	35.8977μs	27.8569 KOps/s	27.2232 KOps/s	$\color{#35bf28}+2.33\%$
test_split_td	0.4101ms	43.4889μs	22.9944 KOps/s	25.5946 KOps/s	$\textbf{\color{#d91a1a}-10.16\%}$
test_add_pytree	0.1566ms	38.4111μs	26.0341 KOps/s	26.2129 KOps/s	$\color{#d91a1a}-0.68\%$
test_add_td	0.1847ms	51.1918μs	19.5344 KOps/s	18.7857 KOps/s	$\color{#35bf28}+3.99\%$
test_distributed	0.2269ms	66.5414μs	15.0282 KOps/s	14.1912 KOps/s	$\textbf{\color{#35bf28}+5.90\%}$
test_tdmodule	89.0020μs	15.5947μs	64.1243 KOps/s	62.5668 KOps/s	$\color{#35bf28}+2.49\%$
test_tdmodule_dispatch	51.7610μs	30.7593μs	32.5105 KOps/s	32.0462 KOps/s	$\color{#35bf28}+1.45\%$
test_tdseq	42.5610μs	17.5437μs	57.0007 KOps/s	55.6565 KOps/s	$\color{#35bf28}+2.42\%$
test_tdseq_dispatch	0.1273ms	34.3752μs	29.0907 KOps/s	28.9227 KOps/s	$\color{#35bf28}+0.58\%$
test_instantiation_functorch	1.6500ms	1.5439ms	647.7237 Ops/s	653.7862 Ops/s	$\color{#d91a1a}-0.93\%$
test_instantiation_td	80.4943ms	1.1281ms	886.4604 Ops/s	960.4457 Ops/s	$\textbf{\color{#d91a1a}-7.70\%}$
test_exec_functorch	0.2469ms	0.1484ms	6.7373 KOps/s	6.7981 KOps/s	$\color{#d91a1a}-0.89\%$
test_exec_functional_call	0.3117ms	0.1342ms	7.4542 KOps/s	7.4456 KOps/s	$\color{#35bf28}+0.12\%$
test_exec_td	0.3035ms	0.1333ms	7.5009 KOps/s	7.1129 KOps/s	$\textbf{\color{#35bf28}+5.45\%}$
test_exec_td_decorator	0.7061ms	0.2059ms	4.8563 KOps/s	4.8835 KOps/s	$\color{#d91a1a}-0.56\%$
test_vmap_mlp_speed[True-True]	0.7343ms	0.5732ms	1.7446 KOps/s	1.7116 KOps/s	$\color{#35bf28}+1.93\%$
test_vmap_mlp_speed[True-False]	0.7680ms	0.5877ms	1.7015 KOps/s	1.7511 KOps/s	$\color{#d91a1a}-2.83\%$
test_vmap_mlp_speed[False-True]	0.6560ms	0.5013ms	1.9948 KOps/s	1.9018 KOps/s	$\color{#35bf28}+4.89\%$
test_vmap_mlp_speed[False-False]	0.6766ms	0.5156ms	1.9395 KOps/s	1.8944 KOps/s	$\color{#35bf28}+2.38\%$
test_vmap_mlp_speed_decorator[True-True]	0.7974ms	0.6337ms	1.5780 KOps/s	1.5763 KOps/s	$\color{#35bf28}+0.11\%$
test_vmap_mlp_speed_decorator[True-False]	0.9853ms	0.6409ms	1.5604 KOps/s	1.5774 KOps/s	$\color{#d91a1a}-1.08\%$
test_vmap_mlp_speed_decorator[False-True]	0.7734ms	0.5676ms	1.7619 KOps/s	1.7972 KOps/s	$\color{#d91a1a}-1.96\%$
test_vmap_mlp_speed_decorator[False-False]	0.7085ms	0.5568ms	1.7960 KOps/s	1.7922 KOps/s	$\color{#35bf28}+0.21\%$
test_vmap_transformer_speed[True-True]	7.8264ms	7.4338ms	134.5210 Ops/s	134.2660 Ops/s	$\color{#35bf28}+0.19\%$
test_vmap_transformer_speed[True-False]	7.7015ms	7.4246ms	134.6868 Ops/s	134.0029 Ops/s	$\color{#35bf28}+0.51\%$
test_vmap_transformer_speed[False-True]	7.6549ms	7.3858ms	135.3948 Ops/s	135.5157 Ops/s	$\color{#d91a1a}-0.09\%$
test_vmap_transformer_speed[False-False]	7.6343ms	7.3506ms	136.0429 Ops/s	135.4128 Ops/s	$\color{#35bf28}+0.47\%$
test_vmap_transformer_speed_decorator[True-True]	18.7094ms	18.0621ms	55.3647 Ops/s	55.0832 Ops/s	$\color{#35bf28}+0.51\%$
test_vmap_transformer_speed_decorator[True-False]	18.9947ms	18.0127ms	55.5164 Ops/s	55.2445 Ops/s	$\color{#35bf28}+0.49\%$
test_vmap_transformer_speed_decorator[False-True]	18.5812ms	17.9399ms	55.7415 Ops/s	55.5202 Ops/s	$\color{#35bf28}+0.40\%$
test_vmap_transformer_speed_decorator[False-False]	18.6116ms	17.9713ms	55.6442 Ops/s	55.5646 Ops/s	$\color{#35bf28}+0.14\%$
test_to_module_speed[True]	2.0421ms	1.5260ms	655.3003 Ops/s	649.0567 Ops/s	$\color{#35bf28}+0.96\%$
test_to_module_speed[False]	1.6361ms	1.5199ms	657.9528 Ops/s	656.8561 Ops/s	$\color{#35bf28}+0.17\%$
test_tc_init	0.1525ms	27.5495μs	36.2983 KOps/s	37.8331 KOps/s	$\color{#d91a1a}-4.06\%$
test_tc_init_nested	0.2460ms	60.7498μs	16.4609 KOps/s	17.0533 KOps/s	$\color{#d91a1a}-3.47\%$
test_tc_first_layer_tensor	4.7851μs	0.3606μs	2.7731 MOps/s	2.7901 MOps/s	$\color{#d91a1a}-0.61\%$
test_tc_first_layer_nontensor	19.2012μs	0.3935μs	2.5411 MOps/s	2.5447 MOps/s	$\color{#d91a1a}-0.14\%$
test_tc_second_layer_tensor	38.7988μs	0.9679μs	1.0332 MOps/s	955.2992 KOps/s	$\textbf{\color{#35bf28}+8.15\%}$
test_tc_second_layer_nontensor	32.8390μs	0.8292μs	1.2060 MOps/s	1.2313 MOps/s	$\color{#d91a1a}-2.06\%$
test_unbind	98.3945ms	6.8812ms	145.3233 Ops/s	130.0184 Ops/s	$\textbf{\color{#35bf28}+11.77\%}$
test_full_like	14.6262ms	13.6215ms	73.4135 Ops/s	86.5132 Ops/s	$\textbf{\color{#d91a1a}-15.14\%}$
test_zeros_like	8.5366ms	7.9341ms	126.0375 Ops/s	127.1017 Ops/s	$\color{#d91a1a}-0.84\%$
test_ones_like	8.3863ms	7.9263ms	126.1616 Ops/s	126.2756 Ops/s	$\color{#d91a1a}-0.09\%$
test_clone	10.1899ms	9.6039ms	104.1248 Ops/s	103.7391 Ops/s	$\color{#35bf28}+0.37\%$
test_squeeze	0.1764ms	11.8435μs	84.4345 KOps/s	92.6865 KOps/s	$\textbf{\color{#d91a1a}-8.90\%}$
test_unsqueeze	0.1604ms	55.0490μs	18.1656 KOps/s	19.5989 KOps/s	$\textbf{\color{#d91a1a}-7.31\%}$
test_split	0.2379ms	0.1024ms	9.7636 KOps/s	10.0064 KOps/s	$\color{#d91a1a}-2.43\%$
test_permute	0.2899ms	0.1156ms	8.6521 KOps/s	9.0854 KOps/s	$\color{#d91a1a}-4.77\%$
test_stack	28.6865ms	27.8822ms	35.8651 Ops/s	36.0053 Ops/s	$\color{#d91a1a}-0.39\%$
test_cat	28.4044ms	27.7436ms	36.0443 Ops/s	36.1842 Ops/s	$\color{#d91a1a}-0.39\%$