Add MANIFEST.in

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

Total Benchmarks: 113. Improved: $\large\color{#35bf28}3$. Worsened: $\large\color{#d91a1a}3$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	35.8770μs	15.7386μs	63.5380 KOps/s	63.7009 KOps/s	$\color{#d91a1a}-0.26\%$
test_plain_set_stack_nested	0.1731ms	0.1420ms	7.0431 KOps/s	7.0004 KOps/s	$\color{#35bf28}+0.61\%$
test_plain_set_nested_inplace	55.3630μs	19.2939μs	51.8299 KOps/s	52.3124 KOps/s	$\color{#d91a1a}-0.92\%$
test_plain_set_stack_nested_inplace	0.2325ms	0.1727ms	5.7918 KOps/s	5.7124 KOps/s	$\color{#35bf28}+1.39\%$
test_items	26.1890μs	2.4315μs	411.2681 KOps/s	409.4023 KOps/s	$\color{#35bf28}+0.46\%$
test_items_nested	0.9992ms	0.2772ms	3.6073 KOps/s	3.6889 KOps/s	$\color{#d91a1a}-2.21\%$
test_items_nested_locked	0.3647ms	0.2757ms	3.6276 KOps/s	3.6902 KOps/s	$\color{#d91a1a}-1.70\%$
test_items_nested_leaf	0.5568ms	0.1702ms	5.8764 KOps/s	5.9866 KOps/s	$\color{#d91a1a}-1.84\%$
test_items_stack_nested	3.0859ms	1.5495ms	645.3719 Ops/s	661.4887 Ops/s	$\color{#d91a1a}-2.44\%$
test_items_stack_nested_leaf	1.4532ms	1.3641ms	733.0749 Ops/s	740.8767 Ops/s	$\color{#d91a1a}-1.05\%$
test_items_stack_nested_locked	0.8672ms	0.7820ms	1.2788 KOps/s	1.3217 KOps/s	$\color{#d91a1a}-3.24\%$
test_keys	16.4300μs	3.8289μs	261.1689 KOps/s	247.4038 KOps/s	$\textbf{\color{#35bf28}+5.56\%}$
test_keys_nested	3.3153ms	0.1412ms	7.0811 KOps/s	6.7386 KOps/s	$\textbf{\color{#35bf28}+5.08\%}$
test_keys_nested_locked	0.1950ms	0.1406ms	7.1126 KOps/s	7.1163 KOps/s	$\color{#d91a1a}-0.05\%$
test_keys_nested_leaf	0.3925ms	0.1400ms	7.1403 KOps/s	7.1588 KOps/s	$\color{#d91a1a}-0.26\%$
test_keys_stack_nested	1.6432ms	1.4124ms	707.9989 Ops/s	712.5023 Ops/s	$\color{#d91a1a}-0.63\%$
test_keys_stack_nested_leaf	1.7874ms	1.4128ms	707.8219 Ops/s	719.6576 Ops/s	$\color{#d91a1a}-1.64\%$
test_keys_stack_nested_locked	1.2617ms	0.6857ms	1.4584 KOps/s	1.5015 KOps/s	$\color{#d91a1a}-2.87\%$
test_values	5.9910μs	1.1287μs	885.9715 KOps/s	865.8198 KOps/s	$\color{#35bf28}+2.33\%$
test_values_nested	98.8630μs	49.4565μs	20.2198 KOps/s	20.0849 KOps/s	$\color{#35bf28}+0.67\%$
test_values_nested_locked	81.9220μs	48.5822μs	20.5837 KOps/s	20.0429 KOps/s	$\color{#35bf28}+2.70\%$
test_values_nested_leaf	69.1780μs	44.2146μs	22.6170 KOps/s	22.4174 KOps/s	$\color{#35bf28}+0.89\%$
test_values_stack_nested	1.3794ms	1.2154ms	822.7882 Ops/s	835.3024 Ops/s	$\color{#d91a1a}-1.50\%$
test_values_stack_nested_leaf	2.0021ms	1.2042ms	830.4538 Ops/s	847.9740 Ops/s	$\color{#d91a1a}-2.07\%$
test_values_stack_nested_locked	1.1013ms	0.5143ms	1.9445 KOps/s	1.9906 KOps/s	$\color{#d91a1a}-2.32\%$
test_membership	28.7440μs	1.3971μs	715.7927 KOps/s	723.8941 KOps/s	$\color{#d91a1a}-1.12\%$
test_membership_nested	14.1470μs	2.8067μs	356.2872 KOps/s	358.2731 KOps/s	$\color{#d91a1a}-0.55\%$
test_membership_nested_leaf	32.3900μs	2.8173μs	354.9496 KOps/s	356.0319 KOps/s	$\color{#d91a1a}-0.30\%$
test_membership_stacked_nested	43.1110μs	11.7230μs	85.3021 KOps/s	85.2604 KOps/s	$\color{#35bf28}+0.05\%$
test_membership_stacked_nested_leaf	54.2510μs	11.8497μs	84.3905 KOps/s	85.0740 KOps/s	$\color{#d91a1a}-0.80\%$
test_membership_nested_last	34.5540μs	6.0899μs	164.2069 KOps/s	161.8374 KOps/s	$\color{#35bf28}+1.46\%$
test_membership_nested_leaf_last	27.0500μs	5.9627μs	167.7084 KOps/s	168.2228 KOps/s	$\color{#d91a1a}-0.31\%$
test_membership_stacked_nested_last	0.3166ms	0.1709ms	5.8525 KOps/s	5.9502 KOps/s	$\color{#d91a1a}-1.64\%$
test_membership_stacked_nested_leaf_last	44.4320μs	13.8321μs	72.2954 KOps/s	72.3379 KOps/s	$\color{#d91a1a}-0.06\%$
test_nested_getleaf	39.7540μs	11.0299μs	90.6628 KOps/s	92.1093 KOps/s	$\color{#d91a1a}-1.57\%$
test_nested_get	31.5590μs	10.5192μs	95.0646 KOps/s	97.4312 KOps/s	$\color{#d91a1a}-2.43\%$
test_stacked_getleaf	0.7560ms	0.6465ms	1.5468 KOps/s	1.5743 KOps/s	$\color{#d91a1a}-1.75\%$
test_stacked_get	0.7613ms	0.6139ms	1.6288 KOps/s	1.6469 KOps/s	$\color{#d91a1a}-1.10\%$
test_nested_getitemleaf	41.7270μs	10.8481μs	92.1823 KOps/s	91.5349 KOps/s	$\color{#35bf28}+0.71\%$
test_nested_getitem	36.7890μs	10.2838μs	97.2401 KOps/s	97.0495 KOps/s	$\color{#35bf28}+0.20\%$
test_stacked_getitemleaf	1.2634ms	0.6496ms	1.5394 KOps/s	1.5716 KOps/s	$\color{#d91a1a}-2.05\%$
test_stacked_getitem	0.7127ms	0.6215ms	1.6090 KOps/s	1.6433 KOps/s	$\color{#d91a1a}-2.09\%$
test_lock_nested	7.4052ms	0.5683ms	1.7596 KOps/s	1.7961 KOps/s	$\color{#d91a1a}-2.03\%$
test_lock_stack_nested	9.0480ms	5.0702ms	197.2292 Ops/s	199.8912 Ops/s	$\color{#d91a1a}-1.33\%$
test_unlock_nested	61.2789ms	0.5016ms	1.9934 KOps/s	2.2802 KOps/s	$\textbf{\color{#d91a1a}-12.58\%}$
test_unlock_stack_nested	59.5659ms	6.4375ms	155.3406 Ops/s	156.7571 Ops/s	$\color{#d91a1a}-0.90\%$
test_flatten_speed	0.5663ms	0.2698ms	3.7064 KOps/s	3.7386 KOps/s	$\color{#d91a1a}-0.86\%$
test_unflatten_speed	0.5637ms	0.4611ms	2.1687 KOps/s	2.1932 KOps/s	$\color{#d91a1a}-1.12\%$
test_common_ops	4.1444ms	0.6882ms	1.4531 KOps/s	1.5044 KOps/s	$\color{#d91a1a}-3.41\%$
test_creation	22.5120μs	2.5038μs	399.3873 KOps/s	404.3706 KOps/s	$\color{#d91a1a}-1.23\%$
test_creation_empty	41.7170μs	8.7075μs	114.8430 KOps/s	116.6533 KOps/s	$\color{#d91a1a}-1.55\%$
test_creation_nested_1	42.5390μs	11.8185μs	84.6134 KOps/s	84.7489 KOps/s	$\color{#d91a1a}-0.16\%$
test_creation_nested_2	67.4350μs	15.4115μs	64.8864 KOps/s	65.6014 KOps/s	$\color{#d91a1a}-1.09\%$
test_clone	62.4060μs	13.4144μs	74.5466 KOps/s	74.6971 KOps/s	$\color{#d91a1a}-0.20\%$
test_getitem[int]	47.3780μs	13.0415μs	76.6784 KOps/s	75.1494 KOps/s	$\color{#35bf28}+2.03\%$
test_getitem[slice_int]	58.0980μs	25.2349μs	39.6276 KOps/s	41.0498 KOps/s	$\color{#d91a1a}-3.46\%$
test_getitem[range]	83.2550μs	44.1666μs	22.6416 KOps/s	22.7287 KOps/s	$\color{#d91a1a}-0.38\%$
test_getitem[tuple]	56.3650μs	20.4057μs	49.0060 KOps/s	50.1890 KOps/s	$\color{#d91a1a}-2.36\%$
test_getitem[list]	0.2135ms	39.0726μs	25.5934 KOps/s	25.9581 KOps/s	$\color{#d91a1a}-1.40\%$
test_setitem_dim[int]	49.0910μs	28.9716μs	34.5165 KOps/s	35.2080 KOps/s	$\color{#d91a1a}-1.96\%$
test_setitem_dim[slice_int]	0.1228ms	54.3436μs	18.4014 KOps/s	19.2216 KOps/s	$\color{#d91a1a}-4.27\%$
test_setitem_dim[range]	0.1602ms	73.1754μs	13.6658 KOps/s	13.9912 KOps/s	$\color{#d91a1a}-2.33\%$
test_setitem_dim[tuple]	0.1125ms	42.9834μs	23.2648 KOps/s	23.5894 KOps/s	$\color{#d91a1a}-1.38\%$
test_setitem	74.4980μs	18.9801μs	52.6868 KOps/s	53.8139 KOps/s	$\color{#d91a1a}-2.09\%$
test_set	62.2350μs	18.3436μs	54.5149 KOps/s	55.6817 KOps/s	$\color{#d91a1a}-2.10\%$
test_set_shared	0.9212ms	0.1408ms	7.1020 KOps/s	7.2416 KOps/s	$\color{#d91a1a}-1.93\%$
test_update	0.1010ms	20.2684μs	49.3379 KOps/s	51.1685 KOps/s	$\color{#d91a1a}-3.58\%$
test_update_nested	72.6450μs	27.8602μs	35.8935 KOps/s	36.9105 KOps/s	$\color{#d91a1a}-2.76\%$
test_set_nested	57.1550μs	20.4176μs	48.9774 KOps/s	50.4847 KOps/s	$\color{#d91a1a}-2.99\%$
test_set_nested_new	87.0520μs	25.4039μs	39.3640 KOps/s	39.7398 KOps/s	$\color{#d91a1a}-0.95\%$
test_select	0.1253ms	50.3522μs	19.8601 KOps/s	20.2019 KOps/s	$\color{#d91a1a}-1.69\%$
test_unbind_speed	0.4288ms	0.3708ms	2.6967 KOps/s	2.6696 KOps/s	$\color{#35bf28}+1.01\%$
test_unbind_speed_stack0	64.9872ms	4.5964ms	217.5623 Ops/s	225.7987 Ops/s	$\color{#d91a1a}-3.65\%$
test_unbind_speed_stack1	2.4010μs	0.6261μs	1.5973 MOps/s	1.5595 MOps/s	$\color{#35bf28}+2.42\%$
test_split	55.7101ms	1.7637ms	566.9790 Ops/s	612.8878 Ops/s	$\textbf{\color{#d91a1a}-7.49\%}$
test_chunk	53.8269ms	1.7329ms	577.0556 Ops/s	579.8264 Ops/s	$\color{#d91a1a}-0.48\%$
test_creation[device0]	3.2595ms	0.2972ms	3.3643 KOps/s	3.3657 KOps/s	$\color{#d91a1a}-0.04\%$
test_creation_from_tensor	0.6862ms	0.3267ms	3.0612 KOps/s	2.8311 KOps/s	$\textbf{\color{#35bf28}+8.13\%}$
test_add_one[memmap_tensor0]	75.0590μs	25.7310μs	38.8636 KOps/s	40.4548 KOps/s	$\color{#d91a1a}-3.93\%$
test_contiguous[memmap_tensor0]	39.6640μs	5.6940μs	175.6228 KOps/s	177.2072 KOps/s	$\color{#d91a1a}-0.89\%$
test_stack[memmap_tensor0]	78.1050μs	18.8849μs	52.9522 KOps/s	51.9138 KOps/s	$\color{#35bf28}+2.00\%$
test_memmaptd_index	0.7649ms	0.4021ms	2.4868 KOps/s	2.5521 KOps/s	$\color{#d91a1a}-2.56\%$
test_memmaptd_index_astensor	0.6736ms	0.4588ms	2.1794 KOps/s	2.1980 KOps/s	$\color{#d91a1a}-0.84\%$
test_memmaptd_index_op	1.2242ms	0.7239ms	1.3815 KOps/s	1.4020 KOps/s	$\color{#d91a1a}-1.46\%$
test_reshape_pytree	59.6610μs	23.5482μs	42.4661 KOps/s	43.4880 KOps/s	$\color{#d91a1a}-2.35\%$
test_reshape_td	82.5840μs	31.2926μs	31.9565 KOps/s	31.2947 KOps/s	$\color{#35bf28}+2.11\%$
test_view_pytree	57.9280μs	23.2588μs	42.9944 KOps/s	43.0014 KOps/s	$\color{#d91a1a}-0.02\%$
test_view_td	19.0660μs	4.9528μs	201.9067 KOps/s	203.5120 KOps/s	$\color{#d91a1a}-0.79\%$
test_unbind_pytree	0.5803ms	26.3563μs	37.9416 KOps/s	38.2739 KOps/s	$\color{#d91a1a}-0.87\%$
test_unbind_td	0.1418ms	59.0658μs	16.9303 KOps/s	17.2783 KOps/s	$\color{#d91a1a}-2.01\%$
test_split_pytree	97.3500μs	26.6343μs	37.5455 KOps/s	38.3588 KOps/s	$\color{#d91a1a}-2.12\%$
test_split_td	0.1272ms	45.8667μs	21.8023 KOps/s	21.3837 KOps/s	$\color{#35bf28}+1.96\%$
test_add_pytree	85.6880μs	31.9994μs	31.2506 KOps/s	31.6528 KOps/s	$\color{#d91a1a}-1.27\%$
test_add_td	0.1530ms	44.5013μs	22.4713 KOps/s	22.6994 KOps/s	$\color{#d91a1a}-1.00\%$
test_distributed	27.0400μs	6.1663μs	162.1706 KOps/s	163.9924 KOps/s	$\color{#d91a1a}-1.11\%$
test_tdmodule	1.6499ms	22.2181μs	45.0084 KOps/s	43.3685 KOps/s	$\color{#35bf28}+3.78\%$
test_tdmodule_dispatch	0.1815ms	38.4627μs	25.9992 KOps/s	25.6826 KOps/s	$\color{#35bf28}+1.23\%$
test_tdseq	0.1238ms	24.9528μs	40.0757 KOps/s	39.8983 KOps/s	$\color{#35bf28}+0.44\%$
test_tdseq_dispatch	0.1453ms	44.5149μs	22.4644 KOps/s	22.9573 KOps/s	$\color{#d91a1a}-2.15\%$
test_instantiation_functorch	1.4259ms	1.3232ms	755.7609 Ops/s	771.3441 Ops/s	$\color{#d91a1a}-2.02\%$
test_instantiation_td	62.8780ms	1.1007ms	908.5212 Ops/s	992.7101 Ops/s	$\textbf{\color{#d91a1a}-8.48\%}$
test_exec_functorch	0.3530ms	0.1605ms	6.2296 KOps/s	6.2917 KOps/s	$\color{#d91a1a}-0.99\%$
test_exec_functional_call	0.2303ms	0.1500ms	6.6682 KOps/s	6.8911 KOps/s	$\color{#d91a1a}-3.23\%$
test_exec_td	0.2220ms	0.1437ms	6.9574 KOps/s	6.9663 KOps/s	$\color{#d91a1a}-0.13\%$
test_exec_td_decorator	2.7541ms	0.1802ms	5.5502 KOps/s	5.6700 KOps/s	$\color{#d91a1a}-2.11\%$
test_vmap_mlp_speed[True-True]	0.9608ms	0.8851ms	1.1298 KOps/s	1.1354 KOps/s	$\color{#d91a1a}-0.49\%$
test_vmap_mlp_speed[True-False]	0.8202ms	0.4665ms	2.1437 KOps/s	2.1925 KOps/s	$\color{#d91a1a}-2.23\%$
test_vmap_mlp_speed[False-True]	0.9262ms	0.7614ms	1.3134 KOps/s	1.3149 KOps/s	$\color{#d91a1a}-0.12\%$
test_vmap_mlp_speed[False-False]	0.7864ms	0.3892ms	2.5693 KOps/s	2.6536 KOps/s	$\color{#d91a1a}-3.18\%$
test_vmap_mlp_speed_decorator[True-True]	2.6242ms	1.7555ms	569.6464 Ops/s	563.3469 Ops/s	$\color{#35bf28}+1.12\%$
test_vmap_mlp_speed_decorator[True-False]	0.9946ms	0.5169ms	1.9348 KOps/s	1.9816 KOps/s	$\color{#d91a1a}-2.36\%$
test_vmap_mlp_speed_decorator[False-True]	2.0037ms	1.4596ms	685.1333 Ops/s	670.2108 Ops/s	$\color{#35bf28}+2.23\%$
test_vmap_mlp_speed_decorator[False-False]	0.9243ms	0.3936ms	2.5406 KOps/s	2.5788 KOps/s	$\color{#d91a1a}-1.48\%$

[github-actions]

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

Total Benchmarks: 127. Improved: $\large\color{#35bf28}2$. Worsened: $\large\color{#d91a1a}4$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.5319ms	12.8497μs	77.8228 KOps/s	80.4023 KOps/s	$\color{#d91a1a}-3.21\%$
test_plain_set_stack_nested	0.1788ms	0.1153ms	8.6746 KOps/s	8.7655 KOps/s	$\color{#d91a1a}-1.04\%$
test_plain_set_nested_inplace	32.3010μs	14.9934μs	66.6959 KOps/s	67.3808 KOps/s	$\color{#d91a1a}-1.02\%$
test_plain_set_stack_nested_inplace	0.1741ms	0.1393ms	7.1801 KOps/s	7.1217 KOps/s	$\color{#35bf28}+0.82\%$
test_items	25.2620μs	4.6729μs	214.0018 KOps/s	212.6173 KOps/s	$\color{#35bf28}+0.65\%$
test_items_nested	0.3906ms	0.3370ms	2.9672 KOps/s	2.9519 KOps/s	$\color{#35bf28}+0.52\%$
test_items_nested_locked	0.3942ms	0.3402ms	2.9392 KOps/s	2.9358 KOps/s	$\color{#35bf28}+0.12\%$
test_items_nested_leaf	0.2468ms	0.1987ms	5.0332 KOps/s	4.9980 KOps/s	$\color{#35bf28}+0.71\%$
test_items_stack_nested	1.5395ms	1.4770ms	677.0696 Ops/s	677.5519 Ops/s	$\color{#d91a1a}-0.07\%$
test_items_stack_nested_leaf	1.3939ms	1.2950ms	772.1728 Ops/s	765.9871 Ops/s	$\color{#35bf28}+0.81\%$
test_items_stack_nested_locked	0.8810ms	0.8157ms	1.2260 KOps/s	1.2256 KOps/s	$\color{#35bf28}+0.03\%$
test_keys	21.6010μs	4.5863μs	218.0415 KOps/s	217.3706 KOps/s	$\color{#35bf28}+0.31\%$
test_keys_nested	3.2661ms	90.7603μs	11.0180 KOps/s	10.9825 KOps/s	$\color{#35bf28}+0.32\%$
test_keys_nested_locked	0.1152ms	90.4675μs	11.0537 KOps/s	10.9216 KOps/s	$\color{#35bf28}+1.21\%$
test_keys_nested_leaf	40.6923ms	87.1717μs	11.4716 KOps/s	12.0539 KOps/s	$\color{#d91a1a}-4.83\%$
test_keys_stack_nested	1.3467ms	1.2860ms	777.5781 Ops/s	780.7488 Ops/s	$\color{#d91a1a}-0.41\%$
test_keys_stack_nested_leaf	1.3361ms	1.2713ms	786.5730 Ops/s	783.2756 Ops/s	$\color{#35bf28}+0.42\%$
test_keys_stack_nested_locked	0.7006ms	0.6138ms	1.6293 KOps/s	1.6174 KOps/s	$\color{#35bf28}+0.73\%$
test_values	6.7203μs	1.8848μs	530.5518 KOps/s	528.3976 KOps/s	$\color{#35bf28}+0.41\%$
test_values_nested	66.5530μs	43.0135μs	23.2485 KOps/s	23.5067 KOps/s	$\color{#d91a1a}-1.10\%$
test_values_nested_locked	76.5930μs	45.3226μs	22.0641 KOps/s	22.3072 KOps/s	$\color{#d91a1a}-1.09\%$
test_values_nested_leaf	55.4820μs	37.3800μs	26.7523 KOps/s	26.8626 KOps/s	$\color{#d91a1a}-0.41\%$
test_values_stack_nested	1.2257ms	1.1246ms	889.2390 Ops/s	882.6323 Ops/s	$\color{#35bf28}+0.75\%$
test_values_stack_nested_leaf	1.2304ms	1.1208ms	892.2480 Ops/s	899.6676 Ops/s	$\color{#d91a1a}-0.82\%$
test_values_stack_nested_locked	0.5587ms	0.4945ms	2.0222 KOps/s	2.0053 KOps/s	$\color{#35bf28}+0.84\%$
test_membership	3.8120μs	0.9478μs	1.0551 MOps/s	1.0594 MOps/s	$\color{#d91a1a}-0.41\%$
test_membership_nested	12.3755μs	2.1139μs	473.0604 KOps/s	452.2113 KOps/s	$\color{#35bf28}+4.61\%$
test_membership_nested_leaf	7.2903μs	2.0774μs	481.3693 KOps/s	463.8621 KOps/s	$\color{#35bf28}+3.77\%$
test_membership_stacked_nested	39.6820μs	11.1313μs	89.8367 KOps/s	91.6158 KOps/s	$\color{#d91a1a}-1.94\%$
test_membership_stacked_nested_leaf	34.0410μs	10.9596μs	91.2439 KOps/s	91.8516 KOps/s	$\color{#d91a1a}-0.66\%$
test_membership_nested_last	19.2910μs	4.6191μs	216.4936 KOps/s	217.6529 KOps/s	$\color{#d91a1a}-0.53\%$
test_membership_nested_leaf_last	19.8910μs	4.5862μs	218.0440 KOps/s	218.1135 KOps/s	$\color{#d91a1a}-0.03\%$
test_membership_stacked_nested_last	0.1648ms	0.1330ms	7.5208 KOps/s	7.3571 KOps/s	$\color{#35bf28}+2.22\%$
test_membership_stacked_nested_leaf_last	31.0610μs	12.7900μs	78.1864 KOps/s	77.0567 KOps/s	$\color{#35bf28}+1.47\%$
test_nested_getleaf	23.6010μs	8.4415μs	118.4625 KOps/s	118.4879 KOps/s	$\color{#d91a1a}-0.02\%$
test_nested_get	22.9410μs	7.9575μs	125.6671 KOps/s	125.5276 KOps/s	$\color{#35bf28}+0.11\%$
test_stacked_getleaf	0.6351ms	0.5617ms	1.7802 KOps/s	1.7941 KOps/s	$\color{#d91a1a}-0.77\%$
test_stacked_get	0.6041ms	0.5326ms	1.8776 KOps/s	1.8780 KOps/s	$\color{#d91a1a}-0.02\%$
test_nested_getitemleaf	23.1810μs	8.5374μs	117.1311 KOps/s	118.2361 KOps/s	$\color{#d91a1a}-0.93\%$
test_nested_getitem	28.8520μs	8.1111μs	123.2877 KOps/s	125.4005 KOps/s	$\color{#d91a1a}-1.68\%$
test_stacked_getitemleaf	0.6663ms	0.5619ms	1.7797 KOps/s	1.7809 KOps/s	$\color{#d91a1a}-0.06\%$
test_stacked_getitem	0.5866ms	0.5337ms	1.8736 KOps/s	1.8922 KOps/s	$\color{#d91a1a}-0.99\%$
test_lock_nested	3.1154ms	0.5478ms	1.8256 KOps/s	1.8268 KOps/s	$\color{#d91a1a}-0.06\%$
test_lock_stack_nested	80.0883ms	7.1097ms	140.6535 Ops/s	139.0486 Ops/s	$\color{#35bf28}+1.15\%$
test_unlock_nested	2.3938ms	0.4253ms	2.3511 KOps/s	2.3518 KOps/s	$\color{#d91a1a}-0.03\%$
test_unlock_stack_nested	66.1275ms	6.1495ms	162.6145 Ops/s	164.4199 Ops/s	$\color{#d91a1a}-1.10\%$
test_flatten_speed	0.2401ms	0.1877ms	5.3268 KOps/s	5.3728 KOps/s	$\color{#d91a1a}-0.85\%$
test_unflatten_speed	0.4182ms	0.3647ms	2.7417 KOps/s	2.7523 KOps/s	$\color{#d91a1a}-0.38\%$
test_common_ops	1.0794ms	0.5927ms	1.6873 KOps/s	1.7089 KOps/s	$\color{#d91a1a}-1.26\%$
test_creation	32.0110μs	2.0634μs	484.6409 KOps/s	480.2556 KOps/s	$\color{#35bf28}+0.91\%$
test_creation_empty	26.3010μs	7.0864μs	141.1154 KOps/s	149.2067 KOps/s	$\textbf{\color{#d91a1a}-5.42\%}$
test_creation_nested_1	23.7310μs	9.4097μs	106.2734 KOps/s	111.5821 KOps/s	$\color{#d91a1a}-4.76\%$
test_creation_nested_2	32.0910μs	12.1115μs	82.5663 KOps/s	86.0150 KOps/s	$\color{#d91a1a}-4.01\%$
test_clone	88.5140μs	14.2506μs	70.1727 KOps/s	70.4835 KOps/s	$\color{#d91a1a}-0.44\%$
test_getitem[int]	38.1820μs	12.2078μs	81.9151 KOps/s	82.4855 KOps/s	$\color{#d91a1a}-0.69\%$
test_getitem[slice_int]	54.3330μs	23.6333μs	42.3131 KOps/s	42.5580 KOps/s	$\color{#d91a1a}-0.58\%$
test_getitem[range]	64.6330μs	38.2597μs	26.1372 KOps/s	26.4033 KOps/s	$\color{#d91a1a}-1.01\%$
test_getitem[tuple]	39.1210μs	19.7542μs	50.6222 KOps/s	50.5163 KOps/s	$\color{#35bf28}+0.21\%$
test_getitem[list]	0.2654ms	35.2282μs	28.3863 KOps/s	28.7170 KOps/s	$\color{#d91a1a}-1.15\%$
test_setitem_dim[int]	41.3120μs	25.5177μs	39.1884 KOps/s	39.9527 KOps/s	$\color{#d91a1a}-1.91\%$
test_setitem_dim[slice_int]	63.3430μs	45.9760μs	21.7505 KOps/s	22.2667 KOps/s	$\color{#d91a1a}-2.32\%$
test_setitem_dim[range]	93.7640μs	61.5254μs	16.2535 KOps/s	16.2183 KOps/s	$\color{#35bf28}+0.22\%$
test_setitem_dim[tuple]	57.8630μs	39.0335μs	25.6190 KOps/s	27.2944 KOps/s	$\textbf{\color{#d91a1a}-6.14\%}$
test_setitem	97.6450μs	17.7943μs	56.1977 KOps/s	56.3709 KOps/s	$\color{#d91a1a}-0.31\%$
test_set	98.5840μs	17.3698μs	57.5711 KOps/s	58.1349 KOps/s	$\color{#d91a1a}-0.97\%$
test_set_shared	2.8683ms	0.1021ms	9.7969 KOps/s	8.9584 KOps/s	$\textbf{\color{#35bf28}+9.36\%}$
test_update	81.7540μs	18.4498μs	54.2011 KOps/s	55.3208 KOps/s	$\color{#d91a1a}-2.02\%$
test_update_nested	97.2840μs	25.3058μs	39.5166 KOps/s	40.0163 KOps/s	$\color{#d91a1a}-1.25\%$
test_set_nested	81.5740μs	18.1781μs	55.0113 KOps/s	54.4779 KOps/s	$\color{#35bf28}+0.98\%$
test_set_nested_new	82.1040μs	23.2266μs	43.0541 KOps/s	44.8126 KOps/s	$\color{#d91a1a}-3.92\%$
test_select	0.1138ms	45.7058μs	21.8791 KOps/s	22.0489 KOps/s	$\color{#d91a1a}-0.77\%$
test_to	73.2930μs	51.0534μs	19.5873 KOps/s	20.4516 KOps/s	$\color{#d91a1a}-4.23\%$
test_to_nonblocking	75.1730μs	33.7076μs	29.6669 KOps/s	29.9411 KOps/s	$\color{#d91a1a}-0.92\%$
test_unbind_speed	0.4079ms	0.3553ms	2.8148 KOps/s	2.8834 KOps/s	$\color{#d91a1a}-2.38\%$
test_unbind_speed_stack0	61.9050ms	4.2090ms	237.5876 Ops/s	254.7034 Ops/s	$\textbf{\color{#d91a1a}-6.72\%}$
test_unbind_speed_stack1	2.0051μs	0.5347μs	1.8701 MOps/s	1.9061 MOps/s	$\color{#d91a1a}-1.89\%$
test_split	53.2220ms	1.7971ms	556.4542 Ops/s	558.5781 Ops/s	$\color{#d91a1a}-0.38\%$
test_chunk	53.4228ms	1.7805ms	561.6359 Ops/s	565.1907 Ops/s	$\color{#d91a1a}-0.63\%$
test_creation[device0]	0.3615ms	0.3051ms	3.2774 KOps/s	3.2724 KOps/s	$\color{#35bf28}+0.15\%$
test_creation[device1]	0.6528ms	0.3080ms	3.2470 KOps/s	3.2533 KOps/s	$\color{#d91a1a}-0.19\%$
test_creation_from_tensor	0.5477ms	0.3329ms	3.0035 KOps/s	2.7830 KOps/s	$\textbf{\color{#35bf28}+7.92\%}$
test_add_one[memmap_tensor0]	65.9230μs	22.9666μs	43.5415 KOps/s	44.2103 KOps/s	$\color{#d91a1a}-1.51\%$
test_add_one[memmap_tensor1]	0.2092ms	72.0485μs	13.8795 KOps/s	13.7544 KOps/s	$\color{#35bf28}+0.91\%$
test_contiguous[memmap_tensor0]	34.3020μs	5.7136μs	175.0200 KOps/s	181.9139 KOps/s	$\color{#d91a1a}-3.79\%$
test_contiguous[memmap_tensor1]	52.4920μs	21.4097μs	46.7078 KOps/s	47.0811 KOps/s	$\color{#d91a1a}-0.79\%$
test_stack[memmap_tensor0]	47.3220μs	18.6513μs	53.6156 KOps/s	54.7953 KOps/s	$\color{#d91a1a}-2.15\%$
test_stack[memmap_tensor1]	0.1513ms	72.9761μs	13.7031 KOps/s	13.6919 KOps/s	$\color{#35bf28}+0.08\%$
test_memmaptd_index	0.4772ms	0.4139ms	2.4163 KOps/s	2.4301 KOps/s	$\color{#d91a1a}-0.57\%$
test_memmaptd_index_astensor	0.5240ms	0.4672ms	2.1402 KOps/s	2.1367 KOps/s	$\color{#35bf28}+0.16\%$
test_memmaptd_index_op	0.8170ms	0.7337ms	1.3629 KOps/s	1.3763 KOps/s	$\color{#d91a1a}-0.98\%$
test_reshape_pytree	37.0320μs	20.8830μs	47.8858 KOps/s	48.9060 KOps/s	$\color{#d91a1a}-2.09\%$
test_reshape_td	60.7330μs	28.8759μs	34.6309 KOps/s	33.7333 KOps/s	$\color{#35bf28}+2.66\%$
test_view_pytree	35.4610μs	20.6329μs	48.4663 KOps/s	49.4063 KOps/s	$\color{#d91a1a}-1.90\%$
test_view_td	19.2310μs	4.0790μs	245.1606 KOps/s	246.1200 KOps/s	$\color{#d91a1a}-0.39\%$
test_unbind_pytree	47.7520μs	25.6750μs	38.9485 KOps/s	38.8313 KOps/s	$\color{#35bf28}+0.30\%$
test_unbind_td	83.8240μs	55.4312μs	18.0404 KOps/s	18.1667 KOps/s	$\color{#d91a1a}-0.70\%$
test_split_pytree	41.4920μs	24.0066μs	41.6553 KOps/s	42.1297 KOps/s	$\color{#d91a1a}-1.13\%$
test_split_td	80.3940μs	43.4156μs	23.0332 KOps/s	23.0529 KOps/s	$\color{#d91a1a}-0.09\%$
test_add_pytree	56.7220μs	31.4505μs	31.7960 KOps/s	32.1166 KOps/s	$\color{#d91a1a}-1.00\%$
test_add_td	87.3740μs	43.1911μs	23.1529 KOps/s	23.9871 KOps/s	$\color{#d91a1a}-3.48\%$
test_distributed	20.9000μs	5.4662μs	182.9431 KOps/s	185.6659 KOps/s	$\color{#d91a1a}-1.47\%$
test_tdmodule	31.4010μs	16.5408μs	60.4566 KOps/s	61.0602 KOps/s	$\color{#d91a1a}-0.99\%$
test_tdmodule_dispatch	0.1968ms	32.7364μs	30.5471 KOps/s	30.9013 KOps/s	$\color{#d91a1a}-1.15\%$
test_tdseq	35.3910μs	19.4908μs	51.3062 KOps/s	52.3397 KOps/s	$\color{#d91a1a}-1.97\%$
test_tdseq_dispatch	53.0030μs	35.5214μs	28.1521 KOps/s	28.6427 KOps/s	$\color{#d91a1a}-1.71\%$
test_instantiation_functorch	1.7789ms	1.6691ms	599.1128 Ops/s	604.5131 Ops/s	$\color{#d91a1a}-0.89\%$
test_instantiation_td	1.6673ms	1.1761ms	850.2658 Ops/s	857.2851 Ops/s	$\color{#d91a1a}-0.82\%$
test_exec_functorch	0.2112ms	0.1544ms	6.4767 KOps/s	6.3638 KOps/s	$\color{#35bf28}+1.77\%$
test_exec_functional_call	0.2099ms	0.1534ms	6.5180 KOps/s	6.4560 KOps/s	$\color{#35bf28}+0.96\%$
test_exec_td	0.1901ms	0.1432ms	6.9852 KOps/s	6.7670 KOps/s	$\color{#35bf28}+3.23\%$
test_exec_td_decorator	0.8968ms	0.1834ms	5.4519 KOps/s	5.3844 KOps/s	$\color{#35bf28}+1.25\%$
test_vmap_mlp_speed[True-True]	1.1484ms	1.0743ms	930.8516 Ops/s	929.8253 Ops/s	$\color{#35bf28}+0.11\%$
test_vmap_mlp_speed[True-False]	0.7312ms	0.6377ms	1.5682 KOps/s	1.6112 KOps/s	$\color{#d91a1a}-2.67\%$
test_vmap_mlp_speed[False-True]	1.1044ms	1.0352ms	966.0106 Ops/s	1.0201 KOps/s	$\textbf{\color{#d91a1a}-5.30\%}$
test_vmap_mlp_speed[False-False]	0.6493ms	0.5794ms	1.7259 KOps/s	1.8150 KOps/s	$\color{#d91a1a}-4.91\%$
test_vmap_mlp_speed_decorator[True-True]	2.9828ms	2.0845ms	479.7378 Ops/s	496.1421 Ops/s	$\color{#d91a1a}-3.31\%$
test_vmap_mlp_speed_decorator[True-False]	1.1524ms	0.6639ms	1.5063 KOps/s	1.5041 KOps/s	$\color{#35bf28}+0.14\%$
test_vmap_mlp_speed_decorator[False-True]	2.1819ms	1.7588ms	568.5724 Ops/s	570.3082 Ops/s	$\color{#d91a1a}-0.30\%$
test_vmap_mlp_speed_decorator[False-False]	1.0327ms	0.5637ms	1.7739 KOps/s	1.7661 KOps/s	$\color{#35bf28}+0.44\%$
test_vmap_transformer_speed[True-True]	12.6923ms	12.5325ms	79.7927 Ops/s	79.5522 Ops/s	$\color{#35bf28}+0.30\%$
test_vmap_transformer_speed[True-False]	8.5163ms	8.2935ms	120.5769 Ops/s	119.9966 Ops/s	$\color{#35bf28}+0.48\%$
test_vmap_transformer_speed[False-True]	12.7090ms	12.4082ms	80.5917 Ops/s	80.3348 Ops/s	$\color{#35bf28}+0.32\%$
test_vmap_transformer_speed[False-False]	8.4369ms	8.2633ms	121.0165 Ops/s	121.0566 Ops/s	$\color{#d91a1a}-0.03\%$
test_vmap_transformer_speed_decorator[True-True]	64.6832ms	63.6251ms	15.7171 Ops/s	15.5907 Ops/s	$\color{#35bf28}+0.81\%$
test_vmap_transformer_speed_decorator[True-False]	22.3721ms	20.1138ms	49.7170 Ops/s	49.7247 Ops/s	$\color{#d91a1a}-0.02\%$
test_vmap_transformer_speed_decorator[False-True]	0.1360s	62.3159ms	16.0473 Ops/s	15.7020 Ops/s	$\color{#35bf28}+2.20\%$
test_vmap_transformer_speed_decorator[False-False]	21.8274ms	19.7435ms	50.6496 Ops/s	50.3983 Ops/s	$\color{#35bf28}+0.50\%$