[Doc] Update readme for v0.3

[vmoens]

No description provided.

[github-actions]

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

Total Benchmarks: 124. Improved: $\large\color{#35bf28}5$. Worsened: $\large\color{#d91a1a}18$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	44.0620μs	16.0914μs	62.1451 KOps/s	61.8507 KOps/s	$\color{#35bf28}+0.48\%$
test_plain_set_stack_nested	0.2777ms	0.1441ms	6.9385 KOps/s	6.8534 KOps/s	$\color{#35bf28}+1.24\%$
test_plain_set_nested_inplace	51.7560μs	18.7827μs	53.2404 KOps/s	54.4500 KOps/s	$\color{#d91a1a}-2.22\%$
test_plain_set_stack_nested_inplace	0.3498ms	0.1779ms	5.6227 KOps/s	5.6463 KOps/s	$\color{#d91a1a}-0.42\%$
test_items	14.3260μs	2.4554μs	407.2655 KOps/s	404.0374 KOps/s	$\color{#35bf28}+0.80\%$
test_items_nested	1.2936ms	0.2700ms	3.7039 KOps/s	3.7037 KOps/s	$+0.01\%$
test_items_nested_locked	0.4024ms	0.2715ms	3.6834 KOps/s	3.7115 KOps/s	$\color{#d91a1a}-0.76\%$
test_items_nested_leaf	0.7143ms	0.1688ms	5.9235 KOps/s	6.0302 KOps/s	$\color{#d91a1a}-1.77\%$
test_items_stack_nested	1.5636ms	1.3178ms	758.8301 Ops/s	759.0550 Ops/s	$\color{#d91a1a}-0.03\%$
test_items_stack_nested_leaf	1.8313ms	1.1902ms	840.1887 Ops/s	848.6024 Ops/s	$\color{#d91a1a}-0.99\%$
test_items_stack_nested_locked	1.0943ms	0.8731ms	1.1453 KOps/s	1.1473 KOps/s	$\color{#d91a1a}-0.17\%$
test_keys	19.2460μs	3.8679μs	258.5358 KOps/s	258.4692 KOps/s	$\color{#35bf28}+0.03\%$
test_keys_nested	1.4823ms	0.1477ms	6.7693 KOps/s	6.6380 KOps/s	$\color{#35bf28}+1.98\%$
test_keys_nested_locked	0.2601ms	0.1519ms	6.5811 KOps/s	6.5425 KOps/s	$\color{#35bf28}+0.59\%$
test_keys_nested_leaf	0.2451ms	0.1307ms	7.6536 KOps/s	7.7170 KOps/s	$\color{#d91a1a}-0.82\%$
test_keys_stack_nested	1.7316ms	1.2720ms	786.1626 Ops/s	794.5093 Ops/s	$\color{#d91a1a}-1.05\%$
test_keys_stack_nested_leaf	1.4168ms	1.2645ms	790.8430 Ops/s	795.0786 Ops/s	$\color{#d91a1a}-0.53\%$
test_keys_stack_nested_locked	1.3843ms	0.8272ms	1.2089 KOps/s	1.2517 KOps/s	$\color{#d91a1a}-3.42\%$
test_values	12.2777μs	1.1596μs	862.3610 KOps/s	873.2414 KOps/s	$\color{#d91a1a}-1.25\%$
test_values_nested	0.1273ms	51.8651μs	19.2808 KOps/s	19.0550 KOps/s	$\color{#35bf28}+1.18\%$
test_values_nested_locked	0.1132ms	51.4983μs	19.4181 KOps/s	18.6942 KOps/s	$\color{#35bf28}+3.87\%$
test_values_nested_leaf	0.1311ms	46.1388μs	21.6737 KOps/s	21.5807 KOps/s	$\color{#35bf28}+0.43\%$
test_values_stack_nested	6.0561ms	1.0439ms	957.9124 Ops/s	984.7614 Ops/s	$\color{#d91a1a}-2.73\%$
test_values_stack_nested_leaf	1.2304ms	1.0123ms	987.8414 Ops/s	981.3342 Ops/s	$\color{#35bf28}+0.66\%$
test_values_stack_nested_locked	1.0464ms	0.5993ms	1.6685 KOps/s	1.6715 KOps/s	$\color{#d91a1a}-0.18\%$
test_membership	35.1260μs	1.3459μs	742.9978 KOps/s	753.0834 KOps/s	$\color{#d91a1a}-1.34\%$
test_membership_nested	30.6070μs	3.5522μs	281.5180 KOps/s	293.0716 KOps/s	$\color{#d91a1a}-3.94\%$
test_membership_nested_leaf	50.4940μs	3.5053μs	285.2799 KOps/s	293.5575 KOps/s	$\color{#d91a1a}-2.82\%$
test_membership_stacked_nested	44.1820μs	11.6169μs	86.0817 KOps/s	84.8055 KOps/s	$\color{#35bf28}+1.50\%$
test_membership_stacked_nested_leaf	58.2580μs	11.5804μs	86.3526 KOps/s	84.0917 KOps/s	$\color{#35bf28}+2.69\%$
test_membership_nested_last	42.8600μs	6.5868μs	151.8199 KOps/s	148.8809 KOps/s	$\color{#35bf28}+1.97\%$
test_membership_nested_leaf_last	31.8100μs	6.6441μs	150.5091 KOps/s	151.2113 KOps/s	$\color{#d91a1a}-0.46\%$
test_membership_stacked_nested_last	0.3659ms	0.1768ms	5.6547 KOps/s	5.6106 KOps/s	$\color{#35bf28}+0.79\%$
test_membership_stacked_nested_leaf_last	73.6380μs	13.7734μs	72.6036 KOps/s	72.3438 KOps/s	$\color{#35bf28}+0.36\%$
test_nested_getleaf	32.0000μs	10.6540μs	93.8614 KOps/s	92.2736 KOps/s	$\color{#35bf28}+1.72\%$
test_nested_get	34.0930μs	10.0101μs	99.8995 KOps/s	97.8015 KOps/s	$\color{#35bf28}+2.15\%$
test_stacked_getleaf	0.6642ms	0.4019ms	2.4879 KOps/s	2.5248 KOps/s	$\color{#d91a1a}-1.46\%$
test_stacked_get	0.6892ms	0.3658ms	2.7334 KOps/s	2.7683 KOps/s	$\color{#d91a1a}-1.26\%$
test_nested_getitemleaf	60.3420μs	12.0594μs	82.9231 KOps/s	81.8461 KOps/s	$\color{#35bf28}+1.32\%$
test_nested_getitem	47.7480μs	11.5382μs	86.6689 KOps/s	86.1000 KOps/s	$\color{#35bf28}+0.66\%$
test_stacked_getitemleaf	0.5921ms	0.4000ms	2.4998 KOps/s	2.4745 KOps/s	$\color{#35bf28}+1.02\%$
test_stacked_getitem	0.7873ms	0.3678ms	2.7189 KOps/s	2.7332 KOps/s	$\color{#d91a1a}-0.52\%$
test_lock_nested	2.8812ms	0.3420ms	2.9242 KOps/s	2.9445 KOps/s	$\color{#d91a1a}-0.69\%$
test_lock_stack_nested	89.9747ms	6.3665ms	157.0720 Ops/s	155.9929 Ops/s	$\color{#35bf28}+0.69\%$
test_unlock_nested	80.4876ms	0.4218ms	2.3709 KOps/s	2.9382 KOps/s	$\textbf{\color{#d91a1a}-19.31\%}$
test_unlock_stack_nested	94.0990ms	6.5630ms	152.3704 Ops/s	157.4136 Ops/s	$\color{#d91a1a}-3.20\%$
test_flatten_speed	1.2570ms	0.3656ms	2.7354 KOps/s	2.7221 KOps/s	$\color{#35bf28}+0.49\%$
test_unflatten_speed	0.7786ms	0.4568ms	2.1891 KOps/s	2.1610 KOps/s	$\color{#35bf28}+1.30\%$
test_common_ops	3.8778ms	0.6676ms	1.4978 KOps/s	1.5651 KOps/s	$\color{#d91a1a}-4.30\%$
test_creation	24.6950μs	1.8512μs	540.1841 KOps/s	547.1910 KOps/s	$\color{#d91a1a}-1.28\%$
test_creation_empty	30.3870μs	8.4522μs	118.3126 KOps/s	129.7338 KOps/s	$\textbf{\color{#d91a1a}-8.80\%}$
test_creation_nested_1	67.5450μs	11.1462μs	89.7168 KOps/s	96.3932 KOps/s	$\textbf{\color{#d91a1a}-6.93\%}$
test_creation_nested_2	47.3080μs	14.1958μs	70.4433 KOps/s	73.4363 KOps/s	$\color{#d91a1a}-4.08\%$
test_clone	70.2110μs	13.0507μs	76.6244 KOps/s	77.6126 KOps/s	$\color{#d91a1a}-1.27\%$
test_getitem[int]	56.6250μs	11.0983μs	90.1041 KOps/s	88.9744 KOps/s	$\color{#35bf28}+1.27\%$
test_getitem[slice_int]	58.3480μs	21.9645μs	45.5280 KOps/s	45.9402 KOps/s	$\color{#d91a1a}-0.90\%$
test_getitem[range]	0.1133ms	41.7264μs	23.9657 KOps/s	24.5531 KOps/s	$\color{#d91a1a}-2.39\%$
test_getitem[tuple]	48.3900μs	18.1983μs	54.9502 KOps/s	55.2585 KOps/s	$\color{#d91a1a}-0.56\%$
test_getitem[list]	0.2147ms	38.2825μs	26.1216 KOps/s	27.6632 KOps/s	$\textbf{\color{#d91a1a}-5.57\%}$
test_setitem_dim[int]	56.2350μs	28.6522μs	34.9013 KOps/s	36.4145 KOps/s	$\color{#d91a1a}-4.16\%$
test_setitem_dim[slice_int]	0.1161ms	53.8047μs	18.5857 KOps/s	18.8318 KOps/s	$\color{#d91a1a}-1.31\%$
test_setitem_dim[range]	0.1477ms	74.1737μs	13.4819 KOps/s	13.9170 KOps/s	$\color{#d91a1a}-3.13\%$
test_setitem_dim[tuple]	99.5030μs	42.8666μs	23.3282 KOps/s	23.7067 KOps/s	$\color{#d91a1a}-1.60\%$
test_setitem	0.1844ms	19.6067μs	51.0030 KOps/s	56.6004 KOps/s	$\textbf{\color{#d91a1a}-9.89\%}$
test_set	98.9420μs	18.3775μs	54.4144 KOps/s	59.0471 KOps/s	$\textbf{\color{#d91a1a}-7.85\%}$
test_set_shared	1.8698ms	0.1387ms	7.2089 KOps/s	6.4241 KOps/s	$\textbf{\color{#35bf28}+12.22\%}$
test_update	0.2223ms	20.5116μs	48.7529 KOps/s	54.0120 KOps/s	$\textbf{\color{#d91a1a}-9.74\%}$
test_update_nested	0.1193ms	28.8006μs	34.7214 KOps/s	38.6302 KOps/s	$\textbf{\color{#d91a1a}-10.12\%}$
test_set_nested	79.3470μs	21.0006μs	47.6177 KOps/s	53.2538 KOps/s	$\textbf{\color{#d91a1a}-10.58\%}$
test_set_nested_new	0.1104ms	24.9306μs	40.1114 KOps/s	44.5897 KOps/s	$\textbf{\color{#d91a1a}-10.04\%}$
test_select	0.1056ms	37.8069μs	26.4502 KOps/s	27.8924 KOps/s	$\textbf{\color{#d91a1a}-5.17\%}$
test_select_nested	0.1268ms	58.0693μs	17.2208 KOps/s	17.2920 KOps/s	$\color{#d91a1a}-0.41\%$
test_exclude_nested	0.2178ms	0.1178ms	8.4894 KOps/s	8.6158 KOps/s	$\color{#d91a1a}-1.47\%$
test_empty[True]	0.5756ms	0.4067ms	2.4587 KOps/s	2.5070 KOps/s	$\color{#d91a1a}-1.93\%$
test_empty[False]	9.3594μs	1.0195μs	980.8850 KOps/s	974.7900 KOps/s	$\color{#35bf28}+0.63\%$
test_unbind_speed	0.5465ms	0.2470ms	4.0480 KOps/s	4.1075 KOps/s	$\color{#d91a1a}-1.45\%$
test_unbind_speed_stack0	87.1101ms	3.3954ms	294.5153 Ops/s	326.9593 Ops/s	$\textbf{\color{#d91a1a}-9.92\%}$
test_unbind_speed_stack1	22.4310μs	1.9771μs	505.8022 KOps/s	517.6808 KOps/s	$\color{#d91a1a}-2.29\%$
test_split	2.4998ms	1.4540ms	687.7598 Ops/s	596.1657 Ops/s	$\textbf{\color{#35bf28}+15.36\%}$
test_chunk	76.2209ms	1.5492ms	645.5063 Ops/s	635.5897 Ops/s	$\color{#35bf28}+1.56\%$
test_creation[device0]	0.2147ms	0.1017ms	9.8364 KOps/s	9.2352 KOps/s	$\textbf{\color{#35bf28}+6.51\%}$
test_creation_from_tensor	3.4217ms	83.6868μs	11.9493 KOps/s	12.2285 KOps/s	$\color{#d91a1a}-2.28\%$
test_add_one[memmap_tensor0]	0.2759ms	5.1594μs	193.8201 KOps/s	189.4496 KOps/s	$\color{#35bf28}+2.31\%$
test_contiguous[memmap_tensor0]	20.7690μs	0.6326μs	1.5807 MOps/s	1.5542 MOps/s	$\color{#35bf28}+1.71\%$
test_stack[memmap_tensor0]	44.4020μs	3.5709μs	280.0445 KOps/s	277.3504 KOps/s	$\color{#35bf28}+0.97\%$
test_memmaptd_index	0.9854ms	0.2368ms	4.2221 KOps/s	4.3078 KOps/s	$\color{#d91a1a}-1.99\%$
test_memmaptd_index_astensor	0.7529ms	0.2956ms	3.3831 KOps/s	3.4007 KOps/s	$\color{#d91a1a}-0.52\%$
test_memmaptd_index_op	1.3108ms	0.5528ms	1.8088 KOps/s	1.8098 KOps/s	$\color{#d91a1a}-0.06\%$
test_serialize_model	0.1747s	0.1064s	9.3948 Ops/s	8.8661 Ops/s	$\textbf{\color{#35bf28}+5.96\%}$
test_serialize_model_pickle	0.4531s	0.3777s	2.6476 Ops/s	2.6085 Ops/s	$\color{#35bf28}+1.50\%$
test_serialize_weights	0.1786s	0.1083s	9.2353 Ops/s	8.8315 Ops/s	$\color{#35bf28}+4.57\%$
test_serialize_weights_returnearly	0.2049s	0.1347s	7.4218 Ops/s	7.5769 Ops/s	$\color{#d91a1a}-2.05\%$
test_serialize_weights_pickle	0.9952s	0.5680s	1.7606 Ops/s	2.4389 Ops/s	$\textbf{\color{#d91a1a}-27.81\%}$
test_serialize_weights_filesystem	94.3029ms	90.4905ms	11.0509 Ops/s	9.7870 Ops/s	$\textbf{\color{#35bf28}+12.91\%}$
test_serialize_model_filesystem	0.1612s	96.6345ms	10.3483 Ops/s	10.4037 Ops/s	$\color{#d91a1a}-0.53\%$
test_reshape_pytree	48.9110μs	20.8201μs	48.0306 KOps/s	47.2901 KOps/s	$\color{#35bf28}+1.57\%$
test_reshape_td	66.3730μs	29.9257μs	33.4161 KOps/s	32.8736 KOps/s	$\color{#35bf28}+1.65\%$
test_view_pytree	61.9650μs	20.7126μs	48.2799 KOps/s	47.1112 KOps/s	$\color{#35bf28}+2.48\%$
test_view_td	82.2953ms	11.6791μs	85.6233 KOps/s	87.4824 KOps/s	$\color{#d91a1a}-2.13\%$
test_unbind_pytree	84.0770μs	24.8651μs	40.2171 KOps/s	40.9801 KOps/s	$\color{#d91a1a}-1.86\%$
test_unbind_td	0.1375ms	35.5673μs	28.1157 KOps/s	27.6783 KOps/s	$\color{#35bf28}+1.58\%$
test_split_pytree	59.3200μs	23.7823μs	42.0482 KOps/s	41.4078 KOps/s	$\color{#35bf28}+1.55\%$
test_split_td	0.4985ms	39.0137μs	25.6320 KOps/s	24.9290 KOps/s	$\color{#35bf28}+2.82\%$
test_add_pytree	75.9010μs	29.2995μs	34.1302 KOps/s	33.2919 KOps/s	$\color{#35bf28}+2.52\%$
test_add_td	0.1083ms	46.6559μs	21.4335 KOps/s	20.7229 KOps/s	$\color{#35bf28}+3.43\%$
test_distributed	0.2359ms	97.4453μs	10.2622 KOps/s	9.8395 KOps/s	$\color{#35bf28}+4.30\%$
test_tdmodule	0.1023ms	21.9450μs	45.5684 KOps/s	48.0062 KOps/s	$\textbf{\color{#d91a1a}-5.08\%}$
test_tdmodule_dispatch	0.2119ms	42.0833μs	23.7624 KOps/s	25.0547 KOps/s	$\textbf{\color{#d91a1a}-5.16\%}$
test_tdseq	0.1167ms	24.5833μs	40.6781 KOps/s	42.9147 KOps/s	$\textbf{\color{#d91a1a}-5.21\%}$
test_tdseq_dispatch	0.1582ms	46.2949μs	21.6007 KOps/s	22.8926 KOps/s	$\textbf{\color{#d91a1a}-5.64\%}$
test_instantiation_functorch	1.7130ms	1.3148ms	760.5445 Ops/s	757.3362 Ops/s	$\color{#35bf28}+0.42\%$
test_instantiation_td	1.6828ms	1.0190ms	981.3519 Ops/s	987.0151 Ops/s	$\color{#d91a1a}-0.57\%$
test_exec_functorch	0.3376ms	0.1563ms	6.3978 KOps/s	6.2754 KOps/s	$\color{#35bf28}+1.95\%$
test_exec_functional_call	0.2809ms	0.1442ms	6.9338 KOps/s	6.7301 KOps/s	$\color{#35bf28}+3.03\%$
test_exec_td	0.4226ms	0.1521ms	6.5741 KOps/s	6.9869 KOps/s	$\textbf{\color{#d91a1a}-5.91\%}$
test_exec_td_decorator	0.9048ms	0.1760ms	5.6814 KOps/s	5.6009 KOps/s	$\color{#35bf28}+1.44\%$
test_vmap_mlp_speed[True-True]	1.2122ms	0.8740ms	1.1441 KOps/s	1.1308 KOps/s	$\color{#35bf28}+1.17\%$
test_vmap_mlp_speed[True-False]	0.6189ms	0.4636ms	2.1573 KOps/s	2.1638 KOps/s	$\color{#d91a1a}-0.30\%$
test_vmap_mlp_speed[False-True]	1.4387ms	0.8071ms	1.2390 KOps/s	1.2813 KOps/s	$\color{#d91a1a}-3.30\%$
test_vmap_mlp_speed[False-False]	0.6723ms	0.3886ms	2.5736 KOps/s	2.5829 KOps/s	$\color{#d91a1a}-0.36\%$
test_vmap_mlp_speed_decorator[True-True]	3.6914ms	2.2878ms	437.0925 Ops/s	446.1726 Ops/s	$\color{#d91a1a}-2.04\%$
test_vmap_mlp_speed_decorator[True-False]	1.0840ms	0.5192ms	1.9259 KOps/s	1.9615 KOps/s	$\color{#d91a1a}-1.81\%$
test_vmap_mlp_speed_decorator[False-True]	2.4881ms	1.8475ms	541.2587 Ops/s	549.2117 Ops/s	$\color{#d91a1a}-1.45\%$
test_vmap_mlp_speed_decorator[False-False]	0.8722ms	0.4005ms	2.4969 KOps/s	2.5275 KOps/s	$\color{#d91a1a}-1.21\%$

[github-actions]

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

Total Benchmarks: 132. Improved: $\large\color{#35bf28}9$. Worsened: $\large\color{#d91a1a}11$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	62.1512ms	19.0278μs	52.5546 KOps/s	70.9133 KOps/s	$\textbf{\color{#d91a1a}-25.89\%}$
test_plain_set_stack_nested	0.1526ms	0.1209ms	8.2696 KOps/s	8.3658 KOps/s	$\color{#d91a1a}-1.15\%$
test_plain_set_nested_inplace	45.3100μs	15.3117μs	65.3094 KOps/s	64.6070 KOps/s	$\color{#35bf28}+1.09\%$
test_plain_set_stack_nested_inplace	0.1867ms	0.1506ms	6.6383 KOps/s	6.7854 KOps/s	$\color{#d91a1a}-2.17\%$
test_items	33.7410μs	4.8453μs	206.3870 KOps/s	200.6073 KOps/s	$\color{#35bf28}+2.88\%$
test_items_nested	0.3780ms	0.3384ms	2.9555 KOps/s	2.9280 KOps/s	$\color{#35bf28}+0.94\%$
test_items_nested_locked	0.3799ms	0.3445ms	2.9030 KOps/s	2.8965 KOps/s	$\color{#35bf28}+0.23\%$
test_items_nested_leaf	0.2531ms	0.2012ms	4.9697 KOps/s	4.9403 KOps/s	$\color{#35bf28}+0.60\%$
test_items_stack_nested	1.4281ms	1.3313ms	751.1346 Ops/s	761.7092 Ops/s	$\color{#d91a1a}-1.39\%$
test_items_stack_nested_leaf	1.2245ms	1.1703ms	854.4908 Ops/s	864.1900 Ops/s	$\color{#d91a1a}-1.12\%$
test_items_stack_nested_locked	1.8906ms	0.9018ms	1.1089 KOps/s	1.1104 KOps/s	$\color{#d91a1a}-0.13\%$
test_keys	19.6600μs	4.5581μs	219.3887 KOps/s	218.3960 KOps/s	$\color{#35bf28}+0.45\%$
test_keys_nested	0.5495ms	93.9794μs	10.6406 KOps/s	10.4841 KOps/s	$\color{#35bf28}+1.49\%$
test_keys_nested_locked	0.1243ms	97.2183μs	10.2861 KOps/s	10.1053 KOps/s	$\color{#35bf28}+1.79\%$
test_keys_nested_leaf	0.1816ms	77.6574μs	12.8771 KOps/s	12.6914 KOps/s	$\color{#35bf28}+1.46\%$
test_keys_stack_nested	1.2389ms	1.1669ms	856.9635 Ops/s	862.3317 Ops/s	$\color{#d91a1a}-0.62\%$
test_keys_stack_nested_leaf	1.2109ms	1.1598ms	862.1960 Ops/s	866.4746 Ops/s	$\color{#d91a1a}-0.49\%$
test_keys_stack_nested_locked	0.7988ms	0.7349ms	1.3606 KOps/s	1.2989 KOps/s	$\color{#35bf28}+4.75\%$
test_values	9.9433μs	1.8906μs	528.9449 KOps/s	523.3251 KOps/s	$\color{#35bf28}+1.07\%$
test_values_nested	69.5600μs	45.8021μs	21.8331 KOps/s	21.8785 KOps/s	$\color{#d91a1a}-0.21\%$
test_values_nested_locked	71.5710μs	48.0700μs	20.8030 KOps/s	20.8253 KOps/s	$\color{#d91a1a}-0.11\%$
test_values_nested_leaf	54.9100μs	39.9417μs	25.0365 KOps/s	25.0181 KOps/s	$\color{#35bf28}+0.07\%$
test_values_stack_nested	1.0436ms	0.9738ms	1.0269 KOps/s	1.0482 KOps/s	$\color{#d91a1a}-2.03\%$
test_values_stack_nested_leaf	1.0489ms	0.9747ms	1.0260 KOps/s	1.0543 KOps/s	$\color{#d91a1a}-2.69\%$
test_values_stack_nested_locked	0.6294ms	0.5789ms	1.7276 KOps/s	1.7715 KOps/s	$\color{#d91a1a}-2.48\%$
test_membership	5.1462μs	0.9333μs	1.0714 MOps/s	1.0629 MOps/s	$\color{#35bf28}+0.80\%$
test_membership_nested	31.9710μs	2.8976μs	345.1122 KOps/s	341.5622 KOps/s	$\color{#35bf28}+1.04\%$
test_membership_nested_leaf	19.5700μs	2.9200μs	342.4637 KOps/s	340.4904 KOps/s	$\color{#35bf28}+0.58\%$
test_membership_stacked_nested	44.8010μs	11.3306μs	88.2567 KOps/s	89.5284 KOps/s	$\color{#d91a1a}-1.42\%$
test_membership_stacked_nested_leaf	34.4600μs	11.2480μs	88.9048 KOps/s	89.4454 KOps/s	$\color{#d91a1a}-0.60\%$
test_membership_nested_last	34.1600μs	5.3429μs	187.1647 KOps/s	186.0623 KOps/s	$\color{#35bf28}+0.59\%$
test_membership_nested_leaf_last	33.1000μs	5.3126μs	188.2308 KOps/s	185.3249 KOps/s	$\color{#35bf28}+1.57\%$
test_membership_stacked_nested_last	0.1950ms	0.1602ms	6.2427 KOps/s	6.2893 KOps/s	$\color{#d91a1a}-0.74\%$
test_membership_stacked_nested_leaf_last	48.9010μs	13.1778μs	75.8854 KOps/s	75.7040 KOps/s	$\color{#35bf28}+0.24\%$
test_nested_getleaf	51.1900μs	8.6018μs	116.2544 KOps/s	118.2736 KOps/s	$\color{#d91a1a}-1.71\%$
test_nested_get	31.7910μs	8.1112μs	123.2862 KOps/s	125.3681 KOps/s	$\color{#d91a1a}-1.66\%$
test_stacked_getleaf	0.3768ms	0.3320ms	3.0117 KOps/s	3.0000 KOps/s	$\color{#35bf28}+0.39\%$
test_stacked_get	0.3478ms	0.3004ms	3.3288 KOps/s	3.3243 KOps/s	$\color{#35bf28}+0.14\%$
test_nested_getitemleaf	32.1610μs	10.0224μs	99.7766 KOps/s	101.6623 KOps/s	$\color{#d91a1a}-1.85\%$
test_nested_getitem	23.5010μs	9.5316μs	104.9139 KOps/s	106.5136 KOps/s	$\color{#d91a1a}-1.50\%$
test_stacked_getitemleaf	0.3818ms	0.3373ms	2.9646 KOps/s	2.9987 KOps/s	$\color{#d91a1a}-1.14\%$
test_stacked_getitem	0.3402ms	0.3004ms	3.3291 KOps/s	3.2968 KOps/s	$\color{#35bf28}+0.98\%$
test_lock_nested	0.8782ms	0.3596ms	2.7808 KOps/s	2.8304 KOps/s	$\color{#d91a1a}-1.75\%$
test_lock_stack_nested	87.5078ms	6.3753ms	156.8560 Ops/s	155.8288 Ops/s	$\color{#35bf28}+0.66\%$
test_unlock_nested	80.3152ms	0.4416ms	2.2646 KOps/s	2.8351 KOps/s	$\textbf{\color{#d91a1a}-20.12\%}$
test_unlock_stack_nested	88.1902ms	6.4677ms	154.6135 Ops/s	154.0475 Ops/s	$\color{#35bf28}+0.37\%$
test_flatten_speed	0.6545ms	0.2653ms	3.7698 KOps/s	3.7893 KOps/s	$\color{#d91a1a}-0.51\%$
test_unflatten_speed	0.4092ms	0.3653ms	2.7374 KOps/s	2.7830 KOps/s	$\color{#d91a1a}-1.64\%$
test_common_ops	1.1001ms	0.6221ms	1.6076 KOps/s	1.6341 KOps/s	$\color{#d91a1a}-1.63\%$
test_creation	13.2600μs	1.5653μs	638.8440 KOps/s	633.3516 KOps/s	$\color{#35bf28}+0.87\%$
test_creation_empty	27.8800μs	8.8276μs	113.2809 KOps/s	107.7537 KOps/s	$\textbf{\color{#35bf28}+5.13\%}$
test_creation_nested_1	53.5110μs	10.6429μs	93.9597 KOps/s	90.2633 KOps/s	$\color{#35bf28}+4.10\%$
test_creation_nested_2	1.5211ms	13.2254μs	75.6118 KOps/s	74.2286 KOps/s	$\color{#35bf28}+1.86\%$
test_clone	54.9610μs	14.0593μs	71.1275 KOps/s	73.9736 KOps/s	$\color{#d91a1a}-3.85\%$
test_getitem[int]	32.4700μs	11.2406μs	88.9636 KOps/s	90.6969 KOps/s	$\color{#d91a1a}-1.91\%$
test_getitem[slice_int]	57.2410μs	22.0036μs	45.4472 KOps/s	47.4600 KOps/s	$\color{#d91a1a}-4.24\%$
test_getitem[range]	64.0310μs	37.5728μs	26.6150 KOps/s	27.5555 KOps/s	$\color{#d91a1a}-3.41\%$
test_getitem[tuple]	40.5900μs	19.2662μs	51.9044 KOps/s	53.5653 KOps/s	$\color{#d91a1a}-3.10\%$
test_getitem[list]	0.1877ms	36.8745μs	27.1190 KOps/s	29.5973 KOps/s	$\textbf{\color{#d91a1a}-8.37\%}$
test_setitem_dim[int]	44.4500μs	28.3067μs	35.3274 KOps/s	34.0770 KOps/s	$\color{#35bf28}+3.67\%$
test_setitem_dim[slice_int]	68.7210μs	48.7323μs	20.5203 KOps/s	19.3932 KOps/s	$\textbf{\color{#35bf28}+5.81\%}$
test_setitem_dim[range]	91.1610μs	67.0512μs	14.9140 KOps/s	15.0448 KOps/s	$\color{#d91a1a}-0.87\%$
test_setitem_dim[tuple]	72.7710μs	42.9173μs	23.3006 KOps/s	22.1577 KOps/s	$\textbf{\color{#35bf28}+5.16\%}$
test_setitem	94.6910μs	19.5662μs	51.1086 KOps/s	48.3072 KOps/s	$\textbf{\color{#35bf28}+5.80\%}$
test_set	77.2010μs	18.9954μs	52.6443 KOps/s	50.0405 KOps/s	$\textbf{\color{#35bf28}+5.20\%}$
test_set_shared	2.8326ms	0.1039ms	9.6203 KOps/s	9.8350 KOps/s	$\color{#d91a1a}-2.18\%$
test_update	81.9910μs	21.8985μs	45.6653 KOps/s	47.8184 KOps/s	$\color{#d91a1a}-4.50\%$
test_update_nested	64.4810μs	28.0657μs	35.6307 KOps/s	34.9455 KOps/s	$\color{#35bf28}+1.96\%$
test_set_nested	68.1610μs	20.6557μs	48.4128 KOps/s	50.9026 KOps/s	$\color{#d91a1a}-4.89\%$
test_set_nested_new	87.2210μs	23.1432μs	43.2093 KOps/s	42.9411 KOps/s	$\color{#35bf28}+0.62\%$
test_select	77.2510μs	37.1117μs	26.9457 KOps/s	26.4280 KOps/s	$\color{#35bf28}+1.96\%$
test_select_nested	70.4310μs	53.0584μs	18.8472 KOps/s	18.7358 KOps/s	$\color{#35bf28}+0.59\%$
test_exclude_nested	0.1434ms	0.1156ms	8.6539 KOps/s	8.6346 KOps/s	$\color{#35bf28}+0.22\%$
test_empty[True]	0.4467ms	0.3935ms	2.5415 KOps/s	2.5673 KOps/s	$\color{#d91a1a}-1.00\%$
test_empty[False]	3.0430μs	0.8505μs	1.1757 MOps/s	1.1574 MOps/s	$\color{#35bf28}+1.58\%$
test_to	74.9820μs	53.2928μs	18.7643 KOps/s	19.2023 KOps/s	$\color{#d91a1a}-2.28\%$
test_to_nonblocking	58.3710μs	35.8790μs	27.8715 KOps/s	30.9606 KOps/s	$\textbf{\color{#d91a1a}-9.98\%}$
test_unbind_speed	0.3012ms	0.2738ms	3.6529 KOps/s	3.7313 KOps/s	$\color{#d91a1a}-2.10\%$
test_unbind_speed_stack0	90.6567ms	3.8476ms	259.9007 Ops/s	285.9657 Ops/s	$\textbf{\color{#d91a1a}-9.11\%}$
test_unbind_speed_stack1	11.2067μs	1.7154μs	582.9448 KOps/s	588.6338 KOps/s	$\color{#d91a1a}-0.97\%$
test_split	1.6443ms	1.5686ms	637.5220 Ops/s	586.1429 Ops/s	$\textbf{\color{#35bf28}+8.77\%}$
test_chunk	82.1400ms	1.6981ms	588.8915 Ops/s	605.3488 Ops/s	$\color{#d91a1a}-2.72\%$
test_creation[device0]	0.1350ms	71.7666μs	13.9341 KOps/s	14.1362 KOps/s	$\color{#d91a1a}-1.43\%$
test_creation_from_tensor	0.1366ms	56.6599μs	17.6492 KOps/s	18.1713 KOps/s	$\color{#d91a1a}-2.87\%$
test_add_one[memmap_tensor0]	0.2180ms	6.8554μs	145.8707 KOps/s	158.0335 KOps/s	$\textbf{\color{#d91a1a}-7.70\%}$
test_contiguous[memmap_tensor0]	23.8910μs	0.6401μs	1.5622 MOps/s	1.5484 MOps/s	$\color{#35bf28}+0.89\%$
test_stack[memmap_tensor0]	42.8700μs	4.5192μs	221.2765 KOps/s	230.2343 KOps/s	$\color{#d91a1a}-3.89\%$
test_memmaptd_index	1.0398ms	0.2795ms	3.5778 KOps/s	3.6776 KOps/s	$\color{#d91a1a}-2.71\%$
test_memmaptd_index_astensor	0.6520ms	0.3367ms	2.9703 KOps/s	3.0321 KOps/s	$\color{#d91a1a}-2.04\%$
test_memmaptd_index_op	1.0247ms	0.6442ms	1.5523 KOps/s	1.6140 KOps/s	$\color{#d91a1a}-3.82\%$
test_serialize_model	0.1761s	98.3521ms	10.1675 Ops/s	9.6857 Ops/s	$\color{#35bf28}+4.97\%$
test_serialize_model_pickle	1.3483s	1.2370s	0.8084 Ops/s	0.8082 Ops/s	$\color{#35bf28}+0.03\%$
test_serialize_weights	0.1749s	96.8007ms	10.3305 Ops/s	9.5949 Ops/s	$\textbf{\color{#35bf28}+7.67\%}$
test_serialize_weights_returnearly	0.2621s	83.0076ms	12.0471 Ops/s	14.0028 Ops/s	$\textbf{\color{#d91a1a}-13.97\%}$
test_serialize_weights_pickle	1.4175s	1.2454s	0.8029 Ops/s	0.8028 Ops/s	$\color{#35bf28}+0.02\%$
test_reshape_pytree	47.4800μs	25.8082μs	38.7474 KOps/s	39.6622 KOps/s	$\color{#d91a1a}-2.31\%$
test_reshape_td	52.6010μs	30.6335μs	32.6440 KOps/s	32.2332 KOps/s	$\color{#35bf28}+1.27\%$
test_view_pytree	41.4500μs	25.2542μs	39.5973 KOps/s	39.2699 KOps/s	$\color{#35bf28}+0.83\%$
test_view_td	0.3685ms	6.8927μs	145.0811 KOps/s	99.2542 KOps/s	$\textbf{\color{#35bf28}+46.17\%}$
test_unbind_pytree	51.6210μs	30.7306μs	32.5409 KOps/s	33.0231 KOps/s	$\color{#d91a1a}-1.46\%$
test_unbind_td	0.1119ms	41.4815μs	24.1071 KOps/s	24.7085 KOps/s	$\color{#d91a1a}-2.43\%$
test_split_pytree	44.8310μs	28.9508μs	34.5414 KOps/s	34.9638 KOps/s	$\color{#d91a1a}-1.21\%$
test_split_td	0.4091ms	40.7433μs	24.5439 KOps/s	26.0268 KOps/s	$\textbf{\color{#d91a1a}-5.70\%}$
test_add_pytree	0.1728ms	36.4860μs	27.4078 KOps/s	28.9595 KOps/s	$\textbf{\color{#d91a1a}-5.36\%}$
test_add_td	0.2059ms	53.7290μs	18.6119 KOps/s	20.4562 KOps/s	$\textbf{\color{#d91a1a}-9.02\%}$
test_distributed	5.5110ms	87.5635μs	11.4203 KOps/s	14.1601 KOps/s	$\textbf{\color{#d91a1a}-19.35\%}$
test_tdmodule	33.2920μs	18.5752μs	53.8352 KOps/s	53.6514 KOps/s	$\color{#35bf28}+0.34\%$
test_tdmodule_dispatch	0.2652ms	38.2606μs	26.1365 KOps/s	25.8378 KOps/s	$\color{#35bf28}+1.16\%$
test_tdseq	37.5510μs	21.4539μs	46.6116 KOps/s	46.7014 KOps/s	$\color{#d91a1a}-0.19\%$
test_tdseq_dispatch	56.5600μs	40.5896μs	24.6369 KOps/s	24.3105 KOps/s	$\color{#35bf28}+1.34\%$
test_instantiation_functorch	1.7588ms	1.7080ms	585.4812 Ops/s	600.6023 Ops/s	$\color{#d91a1a}-2.52\%$
test_instantiation_td	1.7231ms	1.1766ms	849.9097 Ops/s	769.6718 Ops/s	$\textbf{\color{#35bf28}+10.42\%}$
test_exec_functorch	0.2197ms	0.1613ms	6.2000 KOps/s	6.3449 KOps/s	$\color{#d91a1a}-2.28\%$
test_exec_functional_call	0.2528ms	0.1594ms	6.2745 KOps/s	6.5111 KOps/s	$\color{#d91a1a}-3.63\%$
test_exec_td	0.1777ms	0.1494ms	6.6918 KOps/s	6.9457 KOps/s	$\color{#d91a1a}-3.65\%$
test_exec_td_decorator	0.6312ms	0.1863ms	5.3682 KOps/s	5.4922 KOps/s	$\color{#d91a1a}-2.26\%$
test_vmap_mlp_speed[True-True]	1.2138ms	1.0293ms	971.5428 Ops/s	974.6090 Ops/s	$\color{#d91a1a}-0.31\%$
test_vmap_mlp_speed[True-False]	0.6202ms	0.5842ms	1.7116 KOps/s	1.7037 KOps/s	$\color{#35bf28}+0.47\%$
test_vmap_mlp_speed[False-True]	1.0468ms	0.9369ms	1.0673 KOps/s	1.0711 KOps/s	$\color{#d91a1a}-0.35\%$
test_vmap_mlp_speed[False-False]	0.5545ms	0.5142ms	1.9447 KOps/s	1.9485 KOps/s	$\color{#d91a1a}-0.20\%$
test_vmap_mlp_speed_decorator[True-True]	3.1133ms	2.3502ms	425.4993 Ops/s	427.3596 Ops/s	$\color{#d91a1a}-0.44\%$
test_vmap_mlp_speed_decorator[True-False]	1.1174ms	0.6368ms	1.5705 KOps/s	1.5740 KOps/s	$\color{#d91a1a}-0.23\%$
test_vmap_mlp_speed_decorator[False-True]	2.3872ms	1.9602ms	510.1476 Ops/s	509.7830 Ops/s	$\color{#35bf28}+0.07\%$
test_vmap_mlp_speed_decorator[False-False]	0.8784ms	0.5327ms	1.8774 KOps/s	1.8293 KOps/s	$\color{#35bf28}+2.63\%$
test_vmap_transformer_speed[True-True]	12.4988ms	12.0988ms	82.6530 Ops/s	81.5397 Ops/s	$\color{#35bf28}+1.37\%$
test_vmap_transformer_speed[True-False]	7.9826ms	7.8549ms	127.3091 Ops/s	125.2471 Ops/s	$\color{#35bf28}+1.65\%$
test_vmap_transformer_speed[False-True]	12.2031ms	11.9603ms	83.6100 Ops/s	82.3823 Ops/s	$\color{#35bf28}+1.49\%$
test_vmap_transformer_speed[False-False]	8.0521ms	7.7713ms	128.6794 Ops/s	126.3899 Ops/s	$\color{#35bf28}+1.81\%$
test_vmap_transformer_speed_decorator[True-True]	73.8711ms	72.7613ms	13.7436 Ops/s	13.4538 Ops/s	$\color{#35bf28}+2.15\%$
test_vmap_transformer_speed_decorator[True-False]	20.2736ms	18.7621ms	53.2990 Ops/s	52.2086 Ops/s	$\color{#35bf28}+2.09\%$
test_vmap_transformer_speed_decorator[False-True]	65.8271ms	65.4660ms	15.2751 Ops/s	14.9430 Ops/s	$\color{#35bf28}+2.22\%$
test_vmap_transformer_speed_decorator[False-False]	20.1154ms	18.3547ms	54.4820 Ops/s	53.6247 Ops/s	$\color{#35bf28}+1.60\%$