[BugFix] Faster empty_like for MemoryMappedTensor (dup)

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

Total Benchmarks: 113. Improved: $\large\color{#35bf28}33$. Worsened: $\large\color{#d91a1a}4$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	32.3500μs	15.7147μs	63.6349 KOps/s	58.4044 KOps/s	$\textbf{\color{#35bf28}+8.96\%}$
test_plain_set_stack_nested	0.1856ms	0.1413ms	7.0748 KOps/s	6.4709 KOps/s	$\textbf{\color{#35bf28}+9.33\%}$
test_plain_set_nested_inplace	43.1100μs	18.9639μs	52.7317 KOps/s	48.2482 KOps/s	$\textbf{\color{#35bf28}+9.29\%}$
test_plain_set_stack_nested_inplace	0.3256ms	0.1730ms	5.7798 KOps/s	5.3360 KOps/s	$\textbf{\color{#35bf28}+8.32\%}$
test_items	29.9830μs	2.3980μs	417.0157 KOps/s	385.0612 KOps/s	$\textbf{\color{#35bf28}+8.30\%}$
test_items_nested	0.3285ms	0.2695ms	3.7105 KOps/s	3.7163 KOps/s	$\color{#d91a1a}-0.16\%$
test_items_nested_locked	1.2234ms	0.2700ms	3.7043 KOps/s	3.6897 KOps/s	$\color{#35bf28}+0.39\%$
test_items_nested_leaf	0.3153ms	0.1645ms	6.0787 KOps/s	5.9750 KOps/s	$\color{#35bf28}+1.74\%$
test_items_stack_nested	2.2205ms	1.4841ms	673.8048 Ops/s	646.4464 Ops/s	$\color{#35bf28}+4.23\%$
test_items_stack_nested_leaf	2.0577ms	1.3457ms	743.1312 Ops/s	718.6469 Ops/s	$\color{#35bf28}+3.41\%$
test_items_stack_nested_locked	1.2870ms	0.7642ms	1.3085 KOps/s	1.2843 KOps/s	$\color{#35bf28}+1.89\%$
test_keys	20.6590μs	3.9152μs	255.4123 KOps/s	258.5095 KOps/s	$\color{#d91a1a}-1.20\%$
test_keys_nested	3.3161ms	0.1403ms	7.1280 KOps/s	6.6527 KOps/s	$\textbf{\color{#35bf28}+7.14\%}$
test_keys_nested_locked	0.2711ms	0.1381ms	7.2416 KOps/s	6.9381 KOps/s	$\color{#35bf28}+4.37\%$
test_keys_nested_leaf	0.4106ms	0.1391ms	7.1901 KOps/s	6.6329 KOps/s	$\textbf{\color{#35bf28}+8.40\%}$
test_keys_stack_nested	2.3084ms	1.4059ms	711.3059 Ops/s	683.0801 Ops/s	$\color{#35bf28}+4.13\%$
test_keys_stack_nested_leaf	1.5775ms	1.4056ms	711.4519 Ops/s	680.4736 Ops/s	$\color{#35bf28}+4.55\%$
test_keys_stack_nested_locked	0.8078ms	0.6744ms	1.4827 KOps/s	1.4229 KOps/s	$\color{#35bf28}+4.20\%$
test_values	8.9770μs	1.2052μs	829.7110 KOps/s	835.5122 KOps/s	$\color{#d91a1a}-0.69\%$
test_values_nested	98.2630μs	49.3377μs	20.2685 KOps/s	19.5174 KOps/s	$\color{#35bf28}+3.85\%$
test_values_nested_locked	88.5250μs	49.7591μs	20.0968 KOps/s	19.7274 KOps/s	$\color{#35bf28}+1.87\%$
test_values_nested_leaf	64.5500μs	43.9020μs	22.7780 KOps/s	21.3623 KOps/s	$\textbf{\color{#35bf28}+6.63\%}$
test_values_stack_nested	1.9200ms	1.1926ms	838.5027 Ops/s	795.8124 Ops/s	$\textbf{\color{#35bf28}+5.36\%}$
test_values_stack_nested_leaf	1.8629ms	1.2075ms	828.1355 Ops/s	809.8044 Ops/s	$\color{#35bf28}+2.26\%$
test_values_stack_nested_locked	0.9592ms	0.5144ms	1.9441 KOps/s	1.8922 KOps/s	$\color{#35bf28}+2.74\%$
test_membership	11.6320μs	1.3690μs	730.4756 KOps/s	747.7469 KOps/s	$\color{#d91a1a}-2.31\%$
test_membership_nested	20.9290μs	2.8257μs	353.8975 KOps/s	351.6043 KOps/s	$\color{#35bf28}+0.65\%$
test_membership_nested_leaf	20.6480μs	2.8437μs	351.6594 KOps/s	319.7146 KOps/s	$\textbf{\color{#35bf28}+9.99\%}$
test_membership_stacked_nested	35.4760μs	11.7878μs	84.8338 KOps/s	81.4649 KOps/s	$\color{#35bf28}+4.14\%$
test_membership_stacked_nested_leaf	46.2560μs	11.8537μs	84.3620 KOps/s	81.7635 KOps/s	$\color{#35bf28}+3.18\%$
test_membership_nested_last	24.4850μs	5.9907μs	166.9242 KOps/s	163.7231 KOps/s	$\color{#35bf28}+1.96\%$
test_membership_nested_leaf_last	25.2370μs	5.9866μs	167.0408 KOps/s	163.3438 KOps/s	$\color{#35bf28}+2.26\%$
test_membership_stacked_nested_last	0.2359ms	0.1691ms	5.9133 KOps/s	5.7499 KOps/s	$\color{#35bf28}+2.84\%$
test_membership_stacked_nested_leaf_last	79.5390μs	13.7308μs	72.8289 KOps/s	68.8470 KOps/s	$\textbf{\color{#35bf28}+5.78\%}$
test_nested_getleaf	33.7320μs	10.9538μs	91.2929 KOps/s	90.3576 KOps/s	$\color{#35bf28}+1.04\%$
test_nested_get	26.4800μs	10.3786μs	96.3525 KOps/s	94.8474 KOps/s	$\color{#35bf28}+1.59\%$
test_stacked_getleaf	1.2122ms	0.6413ms	1.5592 KOps/s	1.5144 KOps/s	$\color{#35bf28}+2.96\%$
test_stacked_get	5.0487ms	0.6182ms	1.6176 KOps/s	1.5885 KOps/s	$\color{#35bf28}+1.83\%$
test_nested_getitemleaf	27.6510μs	10.7848μs	92.7229 KOps/s	90.4617 KOps/s	$\color{#35bf28}+2.50\%$
test_nested_getitem	45.2740μs	10.1970μs	98.0683 KOps/s	94.4652 KOps/s	$\color{#35bf28}+3.81\%$
test_stacked_getitemleaf	1.1055ms	0.6385ms	1.5662 KOps/s	1.4836 KOps/s	$\textbf{\color{#35bf28}+5.57\%}$
test_stacked_getitem	0.9658ms	0.6084ms	1.6435 KOps/s	1.5674 KOps/s	$\color{#35bf28}+4.86\%$
test_lock_nested	7.4964ms	0.5667ms	1.7647 KOps/s	1.7472 KOps/s	$\color{#35bf28}+1.00\%$
test_lock_stack_nested	7.5857ms	5.0192ms	199.2364 Ops/s	193.9755 Ops/s	$\color{#35bf28}+2.71\%$
test_unlock_nested	76.4495ms	0.5172ms	1.9334 KOps/s	2.2127 KOps/s	$\textbf{\color{#d91a1a}-12.62\%}$
test_unlock_stack_nested	71.3180ms	6.9242ms	144.4217 Ops/s	139.8136 Ops/s	$\color{#35bf28}+3.30\%$
test_flatten_speed	0.5899ms	0.2714ms	3.6841 KOps/s	3.5543 KOps/s	$\color{#35bf28}+3.65\%$
test_unflatten_speed	0.7834ms	0.4660ms	2.1458 KOps/s	2.0972 KOps/s	$\color{#35bf28}+2.32\%$
test_common_ops	1.2149ms	0.6642ms	1.5055 KOps/s	1.3979 KOps/s	$\textbf{\color{#35bf28}+7.69\%}$
test_creation	59.7510μs	2.4620μs	406.1704 KOps/s	401.0375 KOps/s	$\color{#35bf28}+1.28\%$
test_creation_empty	45.4050μs	8.0693μs	123.9262 KOps/s	111.9301 KOps/s	$\textbf{\color{#35bf28}+10.72\%}$
test_creation_nested_1	31.3590μs	11.2872μs	88.5963 KOps/s	80.2395 KOps/s	$\textbf{\color{#35bf28}+10.41\%}$
test_creation_nested_2	32.6710μs	14.8109μs	67.5179 KOps/s	62.3953 KOps/s	$\textbf{\color{#35bf28}+8.21\%}$
test_clone	0.1046ms	14.0140μs	71.3571 KOps/s	70.8623 KOps/s	$\color{#35bf28}+0.70\%$
test_getitem[int]	48.9010μs	13.3278μs	75.0310 KOps/s	75.5807 KOps/s	$\color{#d91a1a}-0.73\%$
test_getitem[slice_int]	0.1003ms	26.1206μs	38.2840 KOps/s	39.0660 KOps/s	$\color{#d91a1a}-2.00\%$
test_getitem[range]	0.1036ms	45.1239μs	22.1612 KOps/s	21.2577 KOps/s	$\color{#35bf28}+4.25\%$
test_getitem[tuple]	60.2020μs	21.0192μs	47.5756 KOps/s	48.3943 KOps/s	$\color{#d91a1a}-1.69\%$
test_getitem[list]	0.2094ms	39.4847μs	25.3263 KOps/s	23.8507 KOps/s	$\textbf{\color{#35bf28}+6.19\%}$
test_setitem_dim[int]	54.0410μs	28.0697μs	35.6255 KOps/s	33.3169 KOps/s	$\textbf{\color{#35bf28}+6.93\%}$
test_setitem_dim[slice_int]	85.7500μs	52.9914μs	18.8710 KOps/s	18.0037 KOps/s	$\color{#35bf28}+4.82\%$
test_setitem_dim[range]	0.1077ms	73.9568μs	13.5214 KOps/s	13.1371 KOps/s	$\color{#35bf28}+2.93\%$
test_setitem_dim[tuple]	68.4580μs	41.7295μs	23.9639 KOps/s	23.0422 KOps/s	$\color{#35bf28}+4.00\%$
test_setitem	84.2370μs	18.6788μs	53.5366 KOps/s	49.0663 KOps/s	$\textbf{\color{#35bf28}+9.11\%}$
test_set	83.0350μs	17.8829μs	55.9193 KOps/s	51.1588 KOps/s	$\textbf{\color{#35bf28}+9.31\%}$
test_set_shared	3.7122ms	0.1402ms	7.1317 KOps/s	6.9349 KOps/s	$\color{#35bf28}+2.84\%$
test_update	0.1398ms	19.0417μs	52.5164 KOps/s	46.6363 KOps/s	$\textbf{\color{#35bf28}+12.61\%}$
test_update_nested	75.0800μs	26.5568μs	37.6552 KOps/s	33.6362 KOps/s	$\textbf{\color{#35bf28}+11.95\%}$
test_set_nested	0.1407ms	19.5550μs	51.1377 KOps/s	45.7392 KOps/s	$\textbf{\color{#35bf28}+11.80\%}$
test_set_nested_new	80.5510μs	24.6949μs	40.4942 KOps/s	35.4099 KOps/s	$\textbf{\color{#35bf28}+14.36\%}$
test_select	0.1286ms	49.3752μs	20.2531 KOps/s	18.4452 KOps/s	$\textbf{\color{#35bf28}+9.80\%}$
test_unbind_speed	0.7775ms	0.3784ms	2.6426 KOps/s	2.6513 KOps/s	$\color{#d91a1a}-0.33\%$
test_unbind_speed_stack0	70.5046ms	4.7333ms	211.2703 Ops/s	231.8049 Ops/s	$\textbf{\color{#d91a1a}-8.86\%}$
test_unbind_speed_stack1	2.1415μs	0.6221μs	1.6075 MOps/s	1.5725 MOps/s	$\color{#35bf28}+2.22\%$
test_split	60.2952ms	1.7778ms	562.4863 Ops/s	596.9287 Ops/s	$\textbf{\color{#d91a1a}-5.77\%}$
test_chunk	59.9495ms	1.7452ms	573.0077 Ops/s	594.5460 Ops/s	$\color{#d91a1a}-3.62\%$
test_creation[device0]	0.4307ms	0.2968ms	3.3694 KOps/s	2.9400 KOps/s	$\textbf{\color{#35bf28}+14.61\%}$
test_creation_from_tensor	4.4269ms	0.3333ms	3.0001 KOps/s	2.9992 KOps/s	$\color{#35bf28}+0.03\%$
test_add_one[memmap_tensor0]	79.8390μs	25.5037μs	39.2100 KOps/s	38.6742 KOps/s	$\color{#35bf28}+1.39\%$
test_contiguous[memmap_tensor0]	27.8720μs	5.9762μs	167.3306 KOps/s	172.3632 KOps/s	$\color{#d91a1a}-2.92\%$
test_stack[memmap_tensor0]	86.5310μs	19.5312μs	51.2001 KOps/s	50.0867 KOps/s	$\color{#35bf28}+2.22\%$
test_memmaptd_index	0.4740ms	0.1980ms	5.0498 KOps/s	4.9071 KOps/s	$\color{#35bf28}+2.91\%$
test_memmaptd_index_astensor	0.5269ms	0.2564ms	3.9002 KOps/s	3.7649 KOps/s	$\color{#35bf28}+3.59\%$
test_memmaptd_index_op	0.6012ms	0.5064ms	1.9746 KOps/s	1.8775 KOps/s	$\textbf{\color{#35bf28}+5.17\%}$
test_reshape_pytree	59.5510μs	23.7644μs	42.0798 KOps/s	40.8690 KOps/s	$\color{#35bf28}+2.96\%$
test_reshape_td	78.0960μs	32.8546μs	30.4371 KOps/s	30.2399 KOps/s	$\color{#35bf28}+0.65\%$
test_view_pytree	71.6440μs	23.4450μs	42.6531 KOps/s	40.7374 KOps/s	$\color{#35bf28}+4.70\%$
test_view_td	18.8850μs	4.9731μs	201.0806 KOps/s	202.9827 KOps/s	$\color{#d91a1a}-0.94\%$
test_unbind_pytree	55.8340μs	26.4294μs	37.8367 KOps/s	36.3180 KOps/s	$\color{#35bf28}+4.18\%$
test_unbind_td	0.1229ms	60.3295μs	16.5756 KOps/s	16.3909 KOps/s	$\color{#35bf28}+1.13\%$
test_split_pytree	64.6010μs	26.3619μs	37.9335 KOps/s	36.2440 KOps/s	$\color{#35bf28}+4.66\%$
test_split_td	0.1395ms	47.6734μs	20.9760 KOps/s	20.8094 KOps/s	$\color{#35bf28}+0.80\%$
test_add_pytree	75.5910μs	32.1217μs	31.1316 KOps/s	29.5056 KOps/s	$\textbf{\color{#35bf28}+5.51\%}$
test_add_td	0.1098ms	45.6047μs	21.9275 KOps/s	20.0098 KOps/s	$\textbf{\color{#35bf28}+9.58\%}$
test_distributed	20.4680μs	6.0705μs	164.7318 KOps/s	162.0530 KOps/s	$\color{#35bf28}+1.65\%$
test_tdmodule	0.1617ms	20.7210μs	48.2601 KOps/s	43.1558 KOps/s	$\textbf{\color{#35bf28}+11.83\%}$
test_tdmodule_dispatch	0.1719ms	38.9960μs	25.6437 KOps/s	24.7318 KOps/s	$\color{#35bf28}+3.69\%$
test_tdseq	50.1240μs	23.5306μs	42.4979 KOps/s	40.3764 KOps/s	$\textbf{\color{#35bf28}+5.25\%}$
test_tdseq_dispatch	0.4339ms	41.9900μs	23.8152 KOps/s	22.1751 KOps/s	$\textbf{\color{#35bf28}+7.40\%}$
test_instantiation_functorch	2.0506ms	1.3045ms	766.5915 Ops/s	738.7450 Ops/s	$\color{#35bf28}+3.77\%$
test_instantiation_td	1.5820ms	1.0224ms	978.0639 Ops/s	949.6779 Ops/s	$\color{#35bf28}+2.99\%$
test_exec_functorch	0.2504ms	0.1576ms	6.3470 KOps/s	6.1270 KOps/s	$\color{#35bf28}+3.59\%$
test_exec_functional_call	0.3568ms	0.1482ms	6.7477 KOps/s	6.6817 KOps/s	$\color{#35bf28}+0.99\%$
test_exec_td	0.2124ms	0.1439ms	6.9495 KOps/s	6.6377 KOps/s	$\color{#35bf28}+4.70\%$
test_exec_td_decorator	0.9921ms	0.1762ms	5.6756 KOps/s	4.9413 KOps/s	$\textbf{\color{#35bf28}+14.86\%}$
test_vmap_mlp_speed[True-True]	1.4355ms	0.9068ms	1.1028 KOps/s	1.0779 KOps/s	$\color{#35bf28}+2.31\%$
test_vmap_mlp_speed[True-False]	0.6442ms	0.4677ms	2.1380 KOps/s	2.0481 KOps/s	$\color{#35bf28}+4.39\%$
test_vmap_mlp_speed[False-True]	1.3129ms	0.7935ms	1.2602 KOps/s	1.2422 KOps/s	$\color{#35bf28}+1.45\%$
test_vmap_mlp_speed[False-False]	0.5561ms	0.3853ms	2.5956 KOps/s	2.5112 KOps/s	$\color{#35bf28}+3.36\%$
test_vmap_mlp_speed_decorator[True-True]	4.3440ms	1.9668ms	508.4402 Ops/s	545.3326 Ops/s	$\textbf{\color{#d91a1a}-6.77\%}$
test_vmap_mlp_speed_decorator[True-False]	1.0076ms	0.5122ms	1.9525 KOps/s	1.8666 KOps/s	$\color{#35bf28}+4.60\%$
test_vmap_mlp_speed_decorator[False-True]	1.9865ms	1.4775ms	676.8255 Ops/s	657.2215 Ops/s	$\color{#35bf28}+2.98\%$
test_vmap_mlp_speed_decorator[False-False]	1.4797ms	0.4069ms	2.4576 KOps/s	2.4481 KOps/s	$\color{#35bf28}+0.39\%$

[github-actions]

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

Total Benchmarks: 127. Improved: $\large\color{#35bf28}6$. Worsened: $\large\color{#d91a1a}4$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.4324ms	12.7048μs	78.7102 KOps/s	78.8013 KOps/s	$\color{#d91a1a}-0.12\%$
test_plain_set_stack_nested	0.2956ms	0.1148ms	8.7077 KOps/s	8.6159 KOps/s	$\color{#35bf28}+1.07\%$
test_plain_set_nested_inplace	37.8220μs	15.1438μs	66.0335 KOps/s	65.6276 KOps/s	$\color{#35bf28}+0.62\%$
test_plain_set_stack_nested_inplace	0.3287ms	0.1408ms	7.1003 KOps/s	7.0893 KOps/s	$\color{#35bf28}+0.15\%$
test_items	0.1871ms	4.6392μs	215.5540 KOps/s	214.4428 KOps/s	$\color{#35bf28}+0.52\%$
test_items_nested	0.5173ms	0.3357ms	2.9791 KOps/s	2.9473 KOps/s	$\color{#35bf28}+1.08\%$
test_items_nested_locked	0.5295ms	0.3390ms	2.9498 KOps/s	2.9171 KOps/s	$\color{#35bf28}+1.12\%$
test_items_nested_leaf	0.2260ms	0.1980ms	5.0512 KOps/s	4.9794 KOps/s	$\color{#35bf28}+1.44\%$
test_items_stack_nested	1.6867ms	1.4740ms	678.4414 Ops/s	669.8370 Ops/s	$\color{#35bf28}+1.28\%$
test_items_stack_nested_leaf	1.5601ms	1.3091ms	763.8784 Ops/s	752.9782 Ops/s	$\color{#35bf28}+1.45\%$
test_items_stack_nested_locked	0.9782ms	0.8110ms	1.2330 KOps/s	1.1987 KOps/s	$\color{#35bf28}+2.87\%$
test_keys	0.2398ms	4.5531μs	219.6301 KOps/s	217.8906 KOps/s	$\color{#35bf28}+0.80\%$
test_keys_nested	3.2905ms	90.3565μs	11.0673 KOps/s	11.0174 KOps/s	$\color{#35bf28}+0.45\%$
test_keys_nested_locked	0.1144ms	90.0552μs	11.1043 KOps/s	11.0592 KOps/s	$\color{#35bf28}+0.41\%$
test_keys_nested_leaf	41.2258ms	86.8247μs	11.5175 KOps/s	12.2659 KOps/s	$\textbf{\color{#d91a1a}-6.10\%}$
test_keys_stack_nested	1.4788ms	1.2972ms	770.9083 Ops/s	758.1007 Ops/s	$\color{#35bf28}+1.69\%$
test_keys_stack_nested_leaf	1.4805ms	1.2985ms	770.1440 Ops/s	764.0835 Ops/s	$\color{#35bf28}+0.79\%$
test_keys_stack_nested_locked	0.7862ms	0.6282ms	1.5918 KOps/s	1.5507 KOps/s	$\color{#35bf28}+2.65\%$
test_values	60.5503μs	1.8908μs	528.8835 KOps/s	526.8461 KOps/s	$\color{#35bf28}+0.39\%$
test_values_nested	70.5810μs	42.7336μs	23.4008 KOps/s	23.3112 KOps/s	$\color{#35bf28}+0.38\%$
test_values_nested_locked	0.2167ms	44.9050μs	22.2692 KOps/s	22.0385 KOps/s	$\color{#35bf28}+1.05\%$
test_values_nested_leaf	0.2173ms	36.9636μs	27.0536 KOps/s	26.7961 KOps/s	$\color{#35bf28}+0.96\%$
test_values_stack_nested	1.3269ms	1.1316ms	883.7411 Ops/s	876.3233 Ops/s	$\color{#35bf28}+0.85\%$
test_values_stack_nested_leaf	1.3229ms	1.1076ms	902.8678 Ops/s	886.5659 Ops/s	$\color{#35bf28}+1.84\%$
test_values_stack_nested_locked	0.7310ms	0.4971ms	2.0116 KOps/s	1.9572 KOps/s	$\color{#35bf28}+2.78\%$
test_membership	36.7644μs	0.9432μs	1.0602 MOps/s	937.4679 KOps/s	$\textbf{\color{#35bf28}+13.09\%}$
test_membership_nested	18.9500μs	2.1908μs	456.4499 KOps/s	456.5388 KOps/s	$\color{#d91a1a}-0.02\%$
test_membership_nested_leaf	96.6210μs	2.0973μs	476.8023 KOps/s	473.1796 KOps/s	$\color{#35bf28}+0.77\%$
test_membership_stacked_nested	0.2039ms	10.9728μs	91.1345 KOps/s	91.4223 KOps/s	$\color{#d91a1a}-0.31\%$
test_membership_stacked_nested_leaf	49.0400μs	10.9167μs	91.6027 KOps/s	91.7035 KOps/s	$\color{#d91a1a}-0.11\%$
test_membership_nested_last	0.2012ms	4.5734μs	218.6550 KOps/s	217.7921 KOps/s	$\color{#35bf28}+0.40\%$
test_membership_nested_leaf_last	0.1689ms	4.5980μs	217.4882 KOps/s	217.7050 KOps/s	$\color{#d91a1a}-0.10\%$
test_membership_stacked_nested_last	0.3328ms	0.1336ms	7.4862 KOps/s	7.4050 KOps/s	$\color{#35bf28}+1.10\%$
test_membership_stacked_nested_leaf_last	43.6210μs	12.7825μs	78.2321 KOps/s	78.2056 KOps/s	$\color{#35bf28}+0.03\%$
test_nested_getleaf	0.1946ms	8.4201μs	118.7637 KOps/s	119.1052 KOps/s	$\color{#d91a1a}-0.29\%$
test_nested_get	0.2243ms	7.9975μs	125.0389 KOps/s	124.9539 KOps/s	$\color{#35bf28}+0.07\%$
test_stacked_getleaf	0.8600ms	0.5664ms	1.7655 KOps/s	1.7442 KOps/s	$\color{#35bf28}+1.22\%$
test_stacked_get	0.7265ms	0.5311ms	1.8828 KOps/s	1.8785 KOps/s	$\color{#35bf28}+0.23\%$
test_nested_getitemleaf	34.1000μs	8.4085μs	118.9269 KOps/s	118.3651 KOps/s	$\color{#35bf28}+0.47\%$
test_nested_getitem	0.1756ms	7.9372μs	125.9892 KOps/s	125.3536 KOps/s	$\color{#35bf28}+0.51\%$
test_stacked_getitemleaf	0.7669ms	0.5669ms	1.7639 KOps/s	1.7489 KOps/s	$\color{#35bf28}+0.86\%$
test_stacked_getitem	0.7172ms	0.5294ms	1.8890 KOps/s	1.8406 KOps/s	$\color{#35bf28}+2.63\%$
test_lock_nested	3.2298ms	0.5578ms	1.7928 KOps/s	1.7674 KOps/s	$\color{#35bf28}+1.43\%$
test_lock_stack_nested	81.9395ms	7.2192ms	138.5199 Ops/s	137.4667 Ops/s	$\color{#35bf28}+0.77\%$
test_unlock_nested	2.4443ms	0.4353ms	2.2972 KOps/s	2.3309 KOps/s	$\color{#d91a1a}-1.45\%$
test_unlock_stack_nested	66.8960ms	6.2636ms	159.6519 Ops/s	158.9672 Ops/s	$\color{#35bf28}+0.43\%$
test_flatten_speed	0.3823ms	0.1877ms	5.3271 KOps/s	5.3588 KOps/s	$\color{#d91a1a}-0.59\%$
test_unflatten_speed	0.5448ms	0.3663ms	2.7299 KOps/s	2.7555 KOps/s	$\color{#d91a1a}-0.93\%$
test_common_ops	1.1481ms	0.6161ms	1.6232 KOps/s	1.6593 KOps/s	$\color{#d91a1a}-2.18\%$
test_creation	0.2025ms	2.0641μs	484.4629 KOps/s	470.5455 KOps/s	$\color{#35bf28}+2.96\%$
test_creation_empty	41.3910μs	7.1169μs	140.5112 KOps/s	141.8243 KOps/s	$\color{#d91a1a}-0.93\%$
test_creation_nested_1	28.6500μs	9.5198μs	105.0448 KOps/s	106.8206 KOps/s	$\color{#d91a1a}-1.66\%$
test_creation_nested_2	0.1749ms	12.0935μs	82.6893 KOps/s	83.2139 KOps/s	$\color{#d91a1a}-0.63\%$
test_clone	0.1167ms	14.6695μs	68.1687 KOps/s	70.2588 KOps/s	$\color{#d91a1a}-2.97\%$
test_getitem[int]	31.9700μs	12.3745μs	80.8116 KOps/s	81.0366 KOps/s	$\color{#d91a1a}-0.28\%$
test_getitem[slice_int]	0.2193ms	24.2419μs	41.2510 KOps/s	40.8534 KOps/s	$\color{#35bf28}+0.97\%$
test_getitem[range]	83.9710μs	42.2844μs	23.6494 KOps/s	23.9528 KOps/s	$\color{#d91a1a}-1.27\%$
test_getitem[tuple]	59.1410μs	22.3563μs	44.7301 KOps/s	49.0861 KOps/s	$\textbf{\color{#d91a1a}-8.87\%}$
test_getitem[list]	69.1810μs	35.9232μs	27.8372 KOps/s	26.7278 KOps/s	$\color{#35bf28}+4.15\%$
test_setitem_dim[int]	41.8410μs	25.9023μs	38.6066 KOps/s	37.7186 KOps/s	$\color{#35bf28}+2.35\%$
test_setitem_dim[slice_int]	72.5110μs	46.3888μs	21.5569 KOps/s	21.0737 KOps/s	$\color{#35bf28}+2.29\%$
test_setitem_dim[range]	0.2641ms	63.6025μs	15.7226 KOps/s	15.5568 KOps/s	$\color{#35bf28}+1.07\%$
test_setitem_dim[tuple]	66.9610μs	39.5039μs	25.3139 KOps/s	24.6110 KOps/s	$\color{#35bf28}+2.86\%$
test_setitem	97.2310μs	18.4774μs	54.1201 KOps/s	53.5202 KOps/s	$\color{#35bf28}+1.12\%$
test_set	0.2084ms	18.0783μs	55.3150 KOps/s	55.8734 KOps/s	$\color{#d91a1a}-1.00\%$
test_set_shared	2.6649ms	0.1056ms	9.4692 KOps/s	8.4441 KOps/s	$\textbf{\color{#35bf28}+12.14\%}$
test_update	0.1012ms	19.4826μs	51.3279 KOps/s	51.2423 KOps/s	$\color{#35bf28}+0.17\%$
test_update_nested	93.6820μs	25.8805μs	38.6392 KOps/s	37.8714 KOps/s	$\color{#35bf28}+2.03\%$
test_set_nested	90.4510μs	19.5247μs	51.2172 KOps/s	51.2014 KOps/s	$\color{#35bf28}+0.03\%$
test_set_nested_new	94.2710μs	23.4235μs	42.6922 KOps/s	41.3084 KOps/s	$\color{#35bf28}+3.35\%$
test_select	0.1067ms	45.8638μs	21.8037 KOps/s	20.6956 KOps/s	$\textbf{\color{#35bf28}+5.35\%}$
test_to	75.0610μs	54.6005μs	18.3149 KOps/s	18.3784 KOps/s	$\color{#d91a1a}-0.35\%$
test_to_nonblocking	65.4310μs	34.6090μs	28.8942 KOps/s	28.0389 KOps/s	$\color{#35bf28}+3.05\%$
test_unbind_speed	0.3960ms	0.3632ms	2.7531 KOps/s	2.7718 KOps/s	$\color{#d91a1a}-0.68\%$
test_unbind_speed_stack0	62.8789ms	4.3839ms	228.1079 Ops/s	245.8537 Ops/s	$\textbf{\color{#d91a1a}-7.22\%}$
test_unbind_speed_stack1	1.3126μs	0.5265μs	1.8992 MOps/s	1.8955 MOps/s	$\color{#35bf28}+0.20\%$
test_split	53.6680ms	1.8489ms	540.8683 Ops/s	543.5124 Ops/s	$\color{#d91a1a}-0.49\%$
test_chunk	53.3020ms	1.8418ms	542.9454 Ops/s	548.1018 Ops/s	$\color{#d91a1a}-0.94\%$
test_creation[device0]	0.5618ms	0.3124ms	3.2007 KOps/s	3.2494 KOps/s	$\color{#d91a1a}-1.50\%$
test_creation[device1]	0.9407ms	0.3187ms	3.1380 KOps/s	3.2172 KOps/s	$\color{#d91a1a}-2.46\%$
test_creation_from_tensor	57.9628ms	0.3626ms	2.7578 KOps/s	2.9650 KOps/s	$\textbf{\color{#d91a1a}-6.99\%}$
test_add_one[memmap_tensor0]	70.6510μs	23.0537μs	43.3770 KOps/s	40.6979 KOps/s	$\textbf{\color{#35bf28}+6.58\%}$
test_add_one[memmap_tensor1]	0.2057ms	72.5518μs	13.7833 KOps/s	13.5834 KOps/s	$\color{#35bf28}+1.47\%$
test_contiguous[memmap_tensor0]	26.0910μs	5.7302μs	174.5125 KOps/s	178.3858 KOps/s	$\color{#d91a1a}-2.17\%$
test_contiguous[memmap_tensor1]	44.2410μs	21.1118μs	47.3668 KOps/s	45.9570 KOps/s	$\color{#35bf28}+3.07\%$
test_stack[memmap_tensor0]	39.9610μs	18.5539μs	53.8970 KOps/s	53.0594 KOps/s	$\color{#35bf28}+1.58\%$
test_stack[memmap_tensor1]	0.1532ms	72.4787μs	13.7972 KOps/s	13.5325 KOps/s	$\color{#35bf28}+1.96\%$
test_memmaptd_index	0.2971ms	0.2383ms	4.1968 KOps/s	4.1099 KOps/s	$\color{#35bf28}+2.11\%$
test_memmaptd_index_astensor	0.3738ms	0.2946ms	3.3950 KOps/s	3.3380 KOps/s	$\color{#35bf28}+1.71\%$
test_memmaptd_index_op	0.6300ms	0.5551ms	1.8014 KOps/s	1.7488 KOps/s	$\color{#35bf28}+3.00\%$
test_reshape_pytree	37.4300μs	21.0231μs	47.5668 KOps/s	47.4455 KOps/s	$\color{#35bf28}+0.26\%$
test_reshape_td	64.1300μs	30.3800μs	32.9164 KOps/s	32.7014 KOps/s	$\color{#35bf28}+0.66\%$
test_view_pytree	40.3100μs	20.7903μs	48.0994 KOps/s	48.3743 KOps/s	$\color{#d91a1a}-0.57\%$
test_view_td	15.6910μs	4.0240μs	248.5105 KOps/s	248.6434 KOps/s	$\color{#d91a1a}-0.05\%$
test_unbind_pytree	0.5975ms	25.9899μs	38.4765 KOps/s	37.8777 KOps/s	$\color{#35bf28}+1.58\%$
test_unbind_td	90.2910μs	56.7266μs	17.6284 KOps/s	17.4529 KOps/s	$\color{#35bf28}+1.01\%$
test_split_pytree	39.8600μs	23.9518μs	41.7506 KOps/s	41.4543 KOps/s	$\color{#35bf28}+0.71\%$
test_split_td	73.2510μs	43.9277μs	22.7647 KOps/s	22.0217 KOps/s	$\color{#35bf28}+3.37\%$
test_add_pytree	57.1700μs	31.9360μs	31.3127 KOps/s	31.0576 KOps/s	$\color{#35bf28}+0.82\%$
test_add_td	76.8710μs	44.5553μs	22.4440 KOps/s	21.1448 KOps/s	$\textbf{\color{#35bf28}+6.14\%}$
test_distributed	19.4000μs	5.5425μs	180.4237 KOps/s	179.1373 KOps/s	$\color{#35bf28}+0.72\%$
test_tdmodule	31.9610μs	16.8308μs	59.4149 KOps/s	58.1935 KOps/s	$\color{#35bf28}+2.10\%$
test_tdmodule_dispatch	0.2202ms	33.5048μs	29.8465 KOps/s	29.3838 KOps/s	$\color{#35bf28}+1.57\%$
test_tdseq	35.6810μs	19.7803μs	50.5553 KOps/s	49.4485 KOps/s	$\color{#35bf28}+2.24\%$
test_tdseq_dispatch	52.2010μs	36.2912μs	27.5549 KOps/s	27.7366 KOps/s	$\color{#d91a1a}-0.66\%$
test_instantiation_functorch	1.7709ms	1.6899ms	591.7516 Ops/s	596.2229 Ops/s	$\color{#d91a1a}-0.75\%$
test_instantiation_td	1.6710ms	1.1840ms	844.5845 Ops/s	844.3364 Ops/s	$\color{#35bf28}+0.03\%$
test_exec_functorch	0.2180ms	0.1588ms	6.2985 KOps/s	6.3201 KOps/s	$\color{#d91a1a}-0.34\%$
test_exec_functional_call	0.2215ms	0.1580ms	6.3275 KOps/s	6.4764 KOps/s	$\color{#d91a1a}-2.30\%$
test_exec_td	0.1852ms	0.1487ms	6.7249 KOps/s	6.7325 KOps/s	$\color{#d91a1a}-0.11\%$
test_exec_td_decorator	0.7071ms	0.1844ms	5.4233 KOps/s	5.3756 KOps/s	$\color{#35bf28}+0.89\%$
test_vmap_mlp_speed[True-True]	1.1765ms	1.0822ms	924.0014 Ops/s	923.8306 Ops/s	$\color{#35bf28}+0.02\%$
test_vmap_mlp_speed[True-False]	0.7240ms	0.6252ms	1.5996 KOps/s	1.6000 KOps/s	$\color{#d91a1a}-0.02\%$
test_vmap_mlp_speed[False-True]	1.0853ms	0.9985ms	1.0015 KOps/s	1.0036 KOps/s	$\color{#d91a1a}-0.21\%$
test_vmap_mlp_speed[False-False]	0.6322ms	0.5485ms	1.8231 KOps/s	1.8166 KOps/s	$\color{#35bf28}+0.36\%$
test_vmap_mlp_speed_decorator[True-True]	2.8878ms	2.0417ms	489.7875 Ops/s	486.5477 Ops/s	$\color{#35bf28}+0.67\%$
test_vmap_mlp_speed_decorator[True-False]	1.0596ms	0.6629ms	1.5086 KOps/s	1.5037 KOps/s	$\color{#35bf28}+0.32\%$
test_vmap_mlp_speed_decorator[False-True]	2.2081ms	1.7678ms	565.6695 Ops/s	560.0388 Ops/s	$\color{#35bf28}+1.01\%$
test_vmap_mlp_speed_decorator[False-False]	0.9498ms	0.5643ms	1.7722 KOps/s	1.7775 KOps/s	$\color{#d91a1a}-0.30\%$
test_vmap_transformer_speed[True-True]	12.7418ms	12.6500ms	79.0514 Ops/s	79.1770 Ops/s	$\color{#d91a1a}-0.16\%$
test_vmap_transformer_speed[True-False]	8.3924ms	8.3126ms	120.2987 Ops/s	120.6385 Ops/s	$\color{#d91a1a}-0.28\%$
test_vmap_transformer_speed[False-True]	12.6558ms	12.5405ms	79.7413 Ops/s	79.5146 Ops/s	$\color{#35bf28}+0.29\%$
test_vmap_transformer_speed[False-False]	8.5368ms	8.2259ms	121.5666 Ops/s	121.0841 Ops/s	$\color{#35bf28}+0.40\%$
test_vmap_transformer_speed_decorator[True-True]	66.2524ms	64.8493ms	15.4204 Ops/s	15.2701 Ops/s	$\color{#35bf28}+0.98\%$
test_vmap_transformer_speed_decorator[True-False]	22.2305ms	20.0401ms	49.8999 Ops/s	49.8328 Ops/s	$\color{#35bf28}+0.13\%$
test_vmap_transformer_speed_decorator[False-True]	60.1096ms	58.7430ms	17.0233 Ops/s	15.5847 Ops/s	$\textbf{\color{#35bf28}+9.23\%}$
test_vmap_transformer_speed_decorator[False-False]	21.6214ms	19.6341ms	50.9317 Ops/s	50.9411 Ops/s	$\color{#d91a1a}-0.02\%$