[Feature] Improve the empty method

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

Total Benchmarks: 124. Improved: $\large\color{#35bf28}10$. Worsened: $\large\color{#d91a1a}17$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	37.5200μs	17.1593μs	58.2773 KOps/s	60.8448 KOps/s	$\color{#d91a1a}-4.22\%$
test_plain_set_stack_nested	0.1851ms	0.1428ms	7.0008 KOps/s	7.0363 KOps/s	$\color{#d91a1a}-0.50\%$
test_plain_set_nested_inplace	50.6550μs	19.1506μs	52.2178 KOps/s	53.5105 KOps/s	$\color{#d91a1a}-2.42\%$
test_plain_set_stack_nested_inplace	0.2270ms	0.1751ms	5.7108 KOps/s	5.7081 KOps/s	$\color{#35bf28}+0.05\%$
test_items	15.5990μs	2.3943μs	417.6624 KOps/s	422.5757 KOps/s	$\color{#d91a1a}-1.16\%$
test_items_nested	0.5284ms	0.2723ms	3.6725 KOps/s	3.7193 KOps/s	$\color{#d91a1a}-1.26\%$
test_items_nested_locked	0.8417ms	0.2694ms	3.7113 KOps/s	3.7547 KOps/s	$\color{#d91a1a}-1.16\%$
test_items_nested_leaf	0.2091ms	0.1671ms	5.9857 KOps/s	6.0579 KOps/s	$\color{#d91a1a}-1.19\%$
test_items_stack_nested	3.9058ms	1.3561ms	737.3939 Ops/s	748.9274 Ops/s	$\color{#d91a1a}-1.54\%$
test_items_stack_nested_leaf	2.9854ms	1.2129ms	824.4609 Ops/s	836.4759 Ops/s	$\color{#d91a1a}-1.44\%$
test_items_stack_nested_locked	1.5242ms	0.8666ms	1.1539 KOps/s	1.1203 KOps/s	$\color{#35bf28}+3.00\%$
test_keys	21.3900μs	3.8987μs	256.4970 KOps/s	255.4939 KOps/s	$\color{#35bf28}+0.39\%$
test_keys_nested	48.5944ms	0.1586ms	6.3053 KOps/s	6.7353 KOps/s	$\textbf{\color{#d91a1a}-6.38\%}$
test_keys_nested_locked	0.2938ms	0.1547ms	6.4633 KOps/s	6.5397 KOps/s	$\color{#d91a1a}-1.17\%$
test_keys_nested_leaf	0.2496ms	0.1311ms	7.6277 KOps/s	7.6862 KOps/s	$\color{#d91a1a}-0.76\%$
test_keys_stack_nested	1.8825ms	1.2777ms	782.6772 Ops/s	787.9931 Ops/s	$\color{#d91a1a}-0.67\%$
test_keys_stack_nested_leaf	2.4682ms	1.2664ms	789.6128 Ops/s	781.9132 Ops/s	$\color{#35bf28}+0.98\%$
test_keys_stack_nested_locked	5.3490ms	0.8089ms	1.2362 KOps/s	1.2376 KOps/s	$\color{#d91a1a}-0.11\%$
test_values	6.4320μs	1.1738μs	851.8977 KOps/s	860.5055 KOps/s	$\color{#d91a1a}-1.00\%$
test_values_nested	89.3870μs	51.3099μs	19.4894 KOps/s	19.4325 KOps/s	$\color{#35bf28}+0.29\%$
test_values_nested_locked	91.8120μs	51.0040μs	19.6063 KOps/s	19.4994 KOps/s	$\color{#35bf28}+0.55\%$
test_values_nested_leaf	0.1004ms	46.5594μs	21.4779 KOps/s	21.8963 KOps/s	$\color{#d91a1a}-1.91\%$
test_values_stack_nested	1.2911ms	1.0321ms	968.8762 Ops/s	964.4884 Ops/s	$\color{#35bf28}+0.45\%$
test_values_stack_nested_leaf	1.6201ms	1.0254ms	975.2008 Ops/s	955.1745 Ops/s	$\color{#35bf28}+2.10\%$
test_values_stack_nested_locked	1.0566ms	0.5976ms	1.6734 KOps/s	1.6289 KOps/s	$\color{#35bf28}+2.73\%$
test_membership	17.3320μs	1.3279μs	753.0508 KOps/s	743.2282 KOps/s	$\color{#35bf28}+1.32\%$
test_membership_nested	19.2660μs	3.3899μs	294.9950 KOps/s	292.5346 KOps/s	$\color{#35bf28}+0.84\%$
test_membership_nested_leaf	15.8300μs	3.3952μs	294.5300 KOps/s	291.9106 KOps/s	$\color{#35bf28}+0.90\%$
test_membership_stacked_nested	39.3640μs	11.5733μs	86.4061 KOps/s	86.3844 KOps/s	$\color{#35bf28}+0.03\%$
test_membership_stacked_nested_leaf	55.9650μs	11.5264μs	86.7576 KOps/s	80.8043 KOps/s	$\textbf{\color{#35bf28}+7.37\%}$
test_membership_nested_last	24.4350μs	6.5461μs	152.7634 KOps/s	153.7840 KOps/s	$\color{#d91a1a}-0.66\%$
test_membership_nested_leaf_last	35.7370μs	6.5138μs	153.5211 KOps/s	151.6257 KOps/s	$\color{#35bf28}+1.25\%$
test_membership_stacked_nested_last	0.2621ms	0.1714ms	5.8328 KOps/s	5.7245 KOps/s	$\color{#35bf28}+1.89\%$
test_membership_stacked_nested_leaf_last	48.6810μs	13.5618μs	73.7366 KOps/s	70.9628 KOps/s	$\color{#35bf28}+3.91\%$
test_nested_getleaf	37.5600μs	10.5905μs	94.4238 KOps/s	94.0129 KOps/s	$\color{#35bf28}+0.44\%$
test_nested_get	35.9770μs	10.0118μs	99.8819 KOps/s	100.4828 KOps/s	$\color{#d91a1a}-0.60\%$
test_stacked_getleaf	0.6230ms	0.4066ms	2.4592 KOps/s	2.4789 KOps/s	$\color{#d91a1a}-0.79\%$
test_stacked_get	0.6052ms	0.3757ms	2.6615 KOps/s	2.6681 KOps/s	$\color{#d91a1a}-0.25\%$
test_nested_getitemleaf	33.7030μs	10.6685μs	93.7343 KOps/s	93.1346 KOps/s	$\color{#35bf28}+0.64\%$
test_nested_getitem	31.6990μs	10.1430μs	98.5901 KOps/s	100.1001 KOps/s	$\color{#d91a1a}-1.51\%$
test_stacked_getitemleaf	0.5568ms	0.4097ms	2.4408 KOps/s	2.4452 KOps/s	$\color{#d91a1a}-0.18\%$
test_stacked_getitem	0.6520ms	0.3783ms	2.6431 KOps/s	2.7137 KOps/s	$\color{#d91a1a}-2.60\%$
test_lock_nested	1.2689ms	0.3867ms	2.5863 KOps/s	2.5146 KOps/s	$\color{#35bf28}+2.85\%$
test_lock_stack_nested	82.4281ms	6.4271ms	155.5915 Ops/s	149.6562 Ops/s	$\color{#35bf28}+3.97\%$
test_unlock_nested	66.0260ms	0.4523ms	2.2111 KOps/s	2.5675 KOps/s	$\textbf{\color{#d91a1a}-13.88\%}$
test_unlock_stack_nested	76.2140ms	5.8730ms	170.2702 Ops/s	162.0955 Ops/s	$\textbf{\color{#35bf28}+5.04\%}$
test_flatten_speed	0.7422ms	0.3699ms	2.7035 KOps/s	2.7089 KOps/s	$\color{#d91a1a}-0.20\%$
test_unflatten_speed	0.5351ms	0.4560ms	2.1929 KOps/s	2.2151 KOps/s	$\color{#d91a1a}-1.01\%$
test_common_ops	1.5450ms	0.7014ms	1.4257 KOps/s	1.4875 KOps/s	$\color{#d91a1a}-4.16\%$
test_creation	17.4630μs	1.8641μs	536.4592 KOps/s	548.4845 KOps/s	$\color{#d91a1a}-2.19\%$
test_creation_empty	33.2320μs	10.9304μs	91.4881 KOps/s	111.3814 KOps/s	$\textbf{\color{#d91a1a}-17.86\%}$
test_creation_nested_1	42.3090μs	13.4742μs	74.2158 KOps/s	86.3304 KOps/s	$\textbf{\color{#d91a1a}-14.03\%}$
test_creation_nested_2	44.7940μs	16.8022μs	59.5160 KOps/s	67.1123 KOps/s	$\textbf{\color{#d91a1a}-11.32\%}$
test_clone	97.1510μs	12.6832μs	78.8443 KOps/s	78.7501 KOps/s	$\color{#35bf28}+0.12\%$
test_getitem[int]	35.6660μs	10.9991μs	90.9165 KOps/s	90.0562 KOps/s	$\color{#35bf28}+0.96\%$
test_getitem[slice_int]	58.7800μs	22.8999μs	43.6684 KOps/s	44.9777 KOps/s	$\color{#d91a1a}-2.91\%$
test_getitem[range]	0.1044ms	38.8096μs	25.7668 KOps/s	23.3542 KOps/s	$\textbf{\color{#35bf28}+10.33\%}$
test_getitem[tuple]	71.1330μs	17.9208μs	55.8011 KOps/s	54.5689 KOps/s	$\color{#35bf28}+2.26\%$
test_getitem[list]	0.2658ms	34.2084μs	29.2326 KOps/s	26.3057 KOps/s	$\textbf{\color{#35bf28}+11.13\%}$
test_setitem_dim[int]	67.3250μs	30.5365μs	32.7477 KOps/s	34.3916 KOps/s	$\color{#d91a1a}-4.78\%$
test_setitem_dim[slice_int]	87.2030μs	56.2592μs	17.7749 KOps/s	17.9180 KOps/s	$\color{#d91a1a}-0.80\%$
test_setitem_dim[range]	0.1158ms	74.0489μs	13.5046 KOps/s	13.4807 KOps/s	$\color{#35bf28}+0.18\%$
test_setitem_dim[tuple]	75.5110μs	44.3596μs	22.5431 KOps/s	22.9673 KOps/s	$\color{#d91a1a}-1.85\%$
test_setitem	0.1163ms	19.2535μs	51.9386 KOps/s	54.5241 KOps/s	$\color{#d91a1a}-4.74\%$
test_set	0.1077ms	18.6316μs	53.6723 KOps/s	56.6648 KOps/s	$\textbf{\color{#d91a1a}-5.28\%}$
test_set_shared	2.8117ms	0.1393ms	7.1794 KOps/s	7.0128 KOps/s	$\color{#35bf28}+2.37\%$
test_update	0.1869ms	21.7480μs	45.9813 KOps/s	50.7088 KOps/s	$\textbf{\color{#d91a1a}-9.32\%}$
test_update_nested	0.1428ms	29.1852μs	34.2640 KOps/s	37.3283 KOps/s	$\textbf{\color{#d91a1a}-8.21\%}$
test_set_nested	0.1229ms	20.5094μs	48.7582 KOps/s	51.3316 KOps/s	$\textbf{\color{#d91a1a}-5.01\%}$
test_set_nested_new	0.1114ms	24.4354μs	40.9242 KOps/s	42.4937 KOps/s	$\color{#d91a1a}-3.69\%$
test_select	0.2570ms	38.4287μs	26.0222 KOps/s	27.4793 KOps/s	$\textbf{\color{#d91a1a}-5.30\%}$
test_select_nested	0.1496ms	61.6054μs	16.2323 KOps/s	16.5466 KOps/s	$\color{#d91a1a}-1.90\%$
test_exclude_nested	0.2553ms	0.1126ms	8.8799 KOps/s	9.0695 KOps/s	$\color{#d91a1a}-2.09\%$
test_empty[True]	0.3916ms	0.3268ms	3.0599 KOps/s	2.7328 KOps/s	$\textbf{\color{#35bf28}+11.97\%}$
test_empty[False]	8.9306μs	1.0441μs	957.7412 KOps/s	983.8182 KOps/s	$\color{#d91a1a}-2.65\%$
test_unbind_speed	0.4834ms	0.3111ms	3.2142 KOps/s	3.1793 KOps/s	$\color{#35bf28}+1.10\%$
test_unbind_speed_stack0	71.5992ms	4.0295ms	248.1691 Ops/s	257.6566 Ops/s	$\color{#d91a1a}-3.68\%$
test_unbind_speed_stack1	2.0829μs	0.6274μs	1.5940 MOps/s	1.5948 MOps/s	$\color{#d91a1a}-0.06\%$
test_split	1.7908ms	1.4637ms	683.1985 Ops/s	621.2877 Ops/s	$\textbf{\color{#35bf28}+9.96\%}$
test_chunk	63.3131ms	1.5457ms	646.9395 Ops/s	638.4277 Ops/s	$\color{#35bf28}+1.33\%$
test_creation[device0]	3.7589ms	0.1034ms	9.6699 KOps/s	9.9398 KOps/s	$\color{#d91a1a}-2.71\%$
test_creation_from_tensor	0.1850ms	79.7376μs	12.5411 KOps/s	12.2174 KOps/s	$\color{#35bf28}+2.65\%$
test_add_one[memmap_tensor0]	0.2408ms	5.1896μs	192.6948 KOps/s	192.6351 KOps/s	$\color{#35bf28}+0.03\%$
test_contiguous[memmap_tensor0]	23.0030μs	0.6363μs	1.5716 MOps/s	1.5598 MOps/s	$\color{#35bf28}+0.76\%$
test_stack[memmap_tensor0]	65.2020μs	3.4342μs	291.1895 KOps/s	288.1441 KOps/s	$\color{#35bf28}+1.06\%$
test_memmaptd_index	0.9406ms	0.2142ms	4.6677 KOps/s	4.4949 KOps/s	$\color{#35bf28}+3.85\%$
test_memmaptd_index_astensor	0.6467ms	0.2746ms	3.6423 KOps/s	3.5720 KOps/s	$\color{#35bf28}+1.97\%$
test_memmaptd_index_op	0.8212ms	0.5720ms	1.7483 KOps/s	1.8182 KOps/s	$\color{#d91a1a}-3.84\%$
test_serialize_model	0.1066s	97.3846ms	10.2686 Ops/s	8.8196 Ops/s	$\textbf{\color{#35bf28}+16.43\%}$
test_serialize_model_pickle	0.4556s	0.3772s	2.6509 Ops/s	2.6032 Ops/s	$\color{#35bf28}+1.83\%$
test_serialize_weights	0.1677s	0.1049s	9.5351 Ops/s	9.0569 Ops/s	$\textbf{\color{#35bf28}+5.28\%}$
test_serialize_weights_returnearly	0.3127s	0.1476s	6.7749 Ops/s	7.3701 Ops/s	$\textbf{\color{#d91a1a}-8.08\%}$
test_serialize_weights_pickle	1.0422s	0.5806s	1.7223 Ops/s	2.4107 Ops/s	$\textbf{\color{#d91a1a}-28.56\%}$
test_serialize_weights_filesystem	95.2003ms	90.3034ms	11.0738 Ops/s	10.6431 Ops/s	$\color{#35bf28}+4.05\%$
test_serialize_model_filesystem	94.9147ms	91.2955ms	10.9534 Ops/s	11.1680 Ops/s	$\color{#d91a1a}-1.92\%$
test_reshape_pytree	65.5520μs	22.9564μs	43.5608 KOps/s	43.2934 KOps/s	$\color{#35bf28}+0.62\%$
test_reshape_td	67.3060μs	29.6211μs	33.7598 KOps/s	33.4247 KOps/s	$\color{#35bf28}+1.00\%$
test_view_pytree	58.3990μs	23.1008μs	43.2886 KOps/s	43.9327 KOps/s	$\color{#d91a1a}-1.47\%$
test_view_td	22.7830μs	4.8583μs	205.8350 KOps/s	200.0038 KOps/s	$\color{#35bf28}+2.92\%$
test_unbind_pytree	56.4150μs	26.4786μs	37.7664 KOps/s	37.8245 KOps/s	$\color{#d91a1a}-0.15\%$
test_unbind_td	0.1186ms	49.6800μs	20.1288 KOps/s	20.2761 KOps/s	$\color{#d91a1a}-0.73\%$
test_split_pytree	57.7680μs	26.1010μs	38.3127 KOps/s	38.7160 KOps/s	$\color{#d91a1a}-1.04\%$
test_split_td	0.5252ms	42.8836μs	23.3189 KOps/s	24.7315 KOps/s	$\textbf{\color{#d91a1a}-5.71\%}$
test_add_pytree	86.8130μs	32.1762μs	31.0788 KOps/s	31.7302 KOps/s	$\color{#d91a1a}-2.05\%$
test_add_td	0.1293ms	51.7214μs	19.3344 KOps/s	20.4640 KOps/s	$\textbf{\color{#d91a1a}-5.52\%}$
test_distributed	0.2023ms	97.9364μs	10.2107 KOps/s	9.6126 KOps/s	$\textbf{\color{#35bf28}+6.22\%}$
test_tdmodule	0.3009ms	23.2674μs	42.9786 KOps/s	48.0317 KOps/s	$\textbf{\color{#d91a1a}-10.52\%}$
test_tdmodule_dispatch	0.1878ms	41.6334μs	24.0192 KOps/s	26.6135 KOps/s	$\textbf{\color{#d91a1a}-9.75\%}$
test_tdseq	51.5270μs	25.6097μs	39.0477 KOps/s	40.3233 KOps/s	$\color{#d91a1a}-3.16\%$
test_tdseq_dispatch	0.4693ms	45.2680μs	22.0907 KOps/s	23.3545 KOps/s	$\textbf{\color{#d91a1a}-5.41\%}$
test_instantiation_functorch	1.9206ms	1.3044ms	766.6604 Ops/s	778.3296 Ops/s	$\color{#d91a1a}-1.50\%$
test_instantiation_td	1.5077ms	1.0056ms	994.4310 Ops/s	1.0095 KOps/s	$\color{#d91a1a}-1.49\%$
test_exec_functorch	0.3513ms	0.1583ms	6.3175 KOps/s	5.8072 KOps/s	$\textbf{\color{#35bf28}+8.79\%}$
test_exec_functional_call	0.2810ms	0.1456ms	6.8676 KOps/s	6.7147 KOps/s	$\color{#35bf28}+2.28\%$
test_exec_td	0.2792ms	0.1402ms	7.1324 KOps/s	7.0468 KOps/s	$\color{#35bf28}+1.21\%$
test_exec_td_decorator	0.7601ms	0.1755ms	5.6988 KOps/s	5.6015 KOps/s	$\color{#35bf28}+1.74\%$
test_vmap_mlp_speed[True-True]	1.2513ms	0.8816ms	1.1343 KOps/s	1.1207 KOps/s	$\color{#35bf28}+1.21\%$
test_vmap_mlp_speed[True-False]	0.8764ms	0.4715ms	2.1209 KOps/s	2.1484 KOps/s	$\color{#d91a1a}-1.28\%$
test_vmap_mlp_speed[False-True]	0.9532ms	0.7715ms	1.2961 KOps/s	1.2897 KOps/s	$\color{#35bf28}+0.50\%$
test_vmap_mlp_speed[False-False]	1.1324ms	0.3841ms	2.6034 KOps/s	2.5609 KOps/s	$\color{#35bf28}+1.66\%$
test_vmap_mlp_speed_decorator[True-True]	3.1427ms	2.3897ms	418.4584 Ops/s	419.0680 Ops/s	$\color{#d91a1a}-0.15\%$
test_vmap_mlp_speed_decorator[True-False]	1.1056ms	0.5219ms	1.9160 KOps/s	1.9046 KOps/s	$\color{#35bf28}+0.60\%$
test_vmap_mlp_speed_decorator[False-True]	2.5893ms	1.9772ms	505.7582 Ops/s	517.3507 Ops/s	$\color{#d91a1a}-2.24\%$
test_vmap_mlp_speed_decorator[False-False]	0.7384ms	0.4006ms	2.4961 KOps/s	2.4938 KOps/s	$\color{#35bf28}+0.09\%$

[github-actions]

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

Total Benchmarks: 132. Improved: $\large\color{#35bf28}12$. Worsened: $\large\color{#d91a1a}10$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.5082ms	13.9537μs	71.6654 KOps/s	73.6715 KOps/s	$\color{#d91a1a}-2.72\%$
test_plain_set_stack_nested	0.1602ms	0.1177ms	8.4940 KOps/s	8.4533 KOps/s	$\color{#35bf28}+0.48\%$
test_plain_set_nested_inplace	0.1300ms	15.4420μs	64.7586 KOps/s	67.8773 KOps/s	$\color{#d91a1a}-4.59\%$
test_plain_set_stack_nested_inplace	0.2971ms	0.1477ms	6.7716 KOps/s	6.8588 KOps/s	$\color{#d91a1a}-1.27\%$
test_items	0.1342ms	4.9056μs	203.8481 KOps/s	212.7371 KOps/s	$\color{#d91a1a}-4.18\%$
test_items_nested	0.4807ms	0.3433ms	2.9125 KOps/s	2.9143 KOps/s	$\color{#d91a1a}-0.06\%$
test_items_nested_locked	0.5010ms	0.3454ms	2.8949 KOps/s	2.8777 KOps/s	$\color{#35bf28}+0.60\%$
test_items_nested_leaf	0.2697ms	0.2017ms	4.9573 KOps/s	4.9115 KOps/s	$\color{#35bf28}+0.93\%$
test_items_stack_nested	1.4019ms	1.3042ms	766.7718 Ops/s	770.8973 Ops/s	$\color{#d91a1a}-0.54\%$
test_items_stack_nested_leaf	1.2237ms	1.1452ms	873.2414 Ops/s	879.8321 Ops/s	$\color{#d91a1a}-0.75\%$
test_items_stack_nested_locked	1.8103ms	0.9096ms	1.0994 KOps/s	1.0860 KOps/s	$\color{#35bf28}+1.24\%$
test_keys	29.9200μs	4.5911μs	217.8150 KOps/s	219.3117 KOps/s	$\color{#d91a1a}-0.68\%$
test_keys_nested	0.4944ms	94.7938μs	10.5492 KOps/s	10.4678 KOps/s	$\color{#35bf28}+0.78\%$
test_keys_nested_locked	0.1207ms	97.6491μs	10.2408 KOps/s	10.0725 KOps/s	$\color{#35bf28}+1.67\%$
test_keys_nested_leaf	0.1815ms	78.3493μs	12.7634 KOps/s	12.6655 KOps/s	$\color{#35bf28}+0.77\%$
test_keys_stack_nested	1.1871ms	1.1359ms	880.3268 Ops/s	889.7478 Ops/s	$\color{#d91a1a}-1.06\%$
test_keys_stack_nested_leaf	1.1717ms	1.1257ms	888.3004 Ops/s	891.5068 Ops/s	$\color{#d91a1a}-0.36\%$
test_keys_stack_nested_locked	0.8533ms	0.7274ms	1.3747 KOps/s	1.3731 KOps/s	$\color{#35bf28}+0.12\%$
test_values	12.8837μs	1.8916μs	528.6499 KOps/s	532.2086 KOps/s	$\color{#d91a1a}-0.67\%$
test_values_nested	67.8910μs	45.6275μs	21.9166 KOps/s	21.5624 KOps/s	$\color{#35bf28}+1.64\%$
test_values_nested_locked	77.9100μs	47.7977μs	20.9215 KOps/s	20.6145 KOps/s	$\color{#35bf28}+1.49\%$
test_values_nested_leaf	58.8210μs	39.7255μs	25.1727 KOps/s	24.8492 KOps/s	$\color{#35bf28}+1.30\%$
test_values_stack_nested	1.0817ms	0.9550ms	1.0472 KOps/s	1.0411 KOps/s	$\color{#35bf28}+0.58\%$
test_values_stack_nested_leaf	1.1218ms	0.9440ms	1.0593 KOps/s	1.0639 KOps/s	$\color{#d91a1a}-0.44\%$
test_values_stack_nested_locked	0.7252ms	0.5838ms	1.7129 KOps/s	1.6785 KOps/s	$\color{#35bf28}+2.05\%$
test_membership	3.8600μs	0.9467μs	1.0563 MOps/s	1.0694 MOps/s	$\color{#d91a1a}-1.22\%$
test_membership_nested	20.7900μs	2.9104μs	343.5905 KOps/s	344.4666 KOps/s	$\color{#d91a1a}-0.25\%$
test_membership_nested_leaf	17.6710μs	2.9228μs	342.1391 KOps/s	344.1185 KOps/s	$\color{#d91a1a}-0.58\%$
test_membership_stacked_nested	33.5700μs	11.1501μs	89.6853 KOps/s	89.8412 KOps/s	$\color{#d91a1a}-0.17\%$
test_membership_stacked_nested_leaf	0.4463ms	11.2980μs	88.5110 KOps/s	90.3808 KOps/s	$\color{#d91a1a}-2.07\%$
test_membership_nested_last	39.5710μs	5.2944μs	188.8796 KOps/s	185.9182 KOps/s	$\color{#35bf28}+1.59\%$
test_membership_nested_leaf_last	0.6705ms	5.3714μs	186.1708 KOps/s	186.6228 KOps/s	$\color{#d91a1a}-0.24\%$
test_membership_stacked_nested_last	0.1709ms	0.1440ms	6.9437 KOps/s	6.9725 KOps/s	$\color{#d91a1a}-0.41\%$
test_membership_stacked_nested_leaf_last	32.7900μs	13.0938μs	76.3720 KOps/s	77.1613 KOps/s	$\color{#d91a1a}-1.02\%$
test_nested_getleaf	22.9710μs	8.4459μs	118.4000 KOps/s	118.1296 KOps/s	$\color{#35bf28}+0.23\%$
test_nested_get	23.0700μs	7.9656μs	125.5392 KOps/s	125.7676 KOps/s	$\color{#d91a1a}-0.18\%$
test_stacked_getleaf	0.3695ms	0.3184ms	3.1409 KOps/s	3.1483 KOps/s	$\color{#d91a1a}-0.23\%$
test_stacked_get	0.3355ms	0.2839ms	3.5218 KOps/s	3.5336 KOps/s	$\color{#d91a1a}-0.33\%$
test_nested_getitemleaf	22.5110μs	8.4751μs	117.9922 KOps/s	118.9180 KOps/s	$\color{#d91a1a}-0.78\%$
test_nested_getitem	22.0800μs	8.0301μs	124.5321 KOps/s	125.6116 KOps/s	$\color{#d91a1a}-0.86\%$
test_stacked_getitemleaf	0.4010ms	0.3213ms	3.1128 KOps/s	3.1312 KOps/s	$\color{#d91a1a}-0.59\%$
test_stacked_getitem	0.3305ms	0.2853ms	3.5053 KOps/s	3.4791 KOps/s	$\color{#35bf28}+0.75\%$
test_lock_nested	0.8713ms	0.3979ms	2.5134 KOps/s	2.4737 KOps/s	$\color{#35bf28}+1.61\%$
test_lock_stack_nested	83.8555ms	6.3075ms	158.5416 Ops/s	157.1341 Ops/s	$\color{#35bf28}+0.90\%$
test_unlock_nested	1.0478ms	0.4026ms	2.4837 KOps/s	2.4845 KOps/s	$\color{#d91a1a}-0.03\%$
test_unlock_stack_nested	82.4056ms	6.7011ms	149.2292 Ops/s	146.1825 Ops/s	$\color{#35bf28}+2.08\%$
test_flatten_speed	0.4590ms	0.2640ms	3.7877 KOps/s	3.7832 KOps/s	$\color{#35bf28}+0.12\%$
test_unflatten_speed	0.4110ms	0.3658ms	2.7338 KOps/s	2.7434 KOps/s	$\color{#d91a1a}-0.35\%$
test_common_ops	1.0771ms	0.6106ms	1.6379 KOps/s	1.6399 KOps/s	$\color{#d91a1a}-0.12\%$
test_creation	18.4510μs	1.5581μs	641.8083 KOps/s	636.4415 KOps/s	$\color{#35bf28}+0.84\%$
test_creation_empty	30.3800μs	8.8638μs	112.8184 KOps/s	125.7648 KOps/s	$\textbf{\color{#d91a1a}-10.29\%}$
test_creation_nested_1	35.3100μs	10.6286μs	94.0860 KOps/s	103.0510 KOps/s	$\textbf{\color{#d91a1a}-8.70\%}$
test_creation_nested_2	37.6700μs	13.0949μs	76.3657 KOps/s	82.2624 KOps/s	$\textbf{\color{#d91a1a}-7.17\%}$
test_clone	0.1043ms	13.7407μs	72.7765 KOps/s	71.5006 KOps/s	$\color{#35bf28}+1.78\%$
test_getitem[int]	26.0300μs	10.8275μs	92.3572 KOps/s	91.7005 KOps/s	$\color{#35bf28}+0.72\%$
test_getitem[slice_int]	38.8600μs	21.0086μs	47.5996 KOps/s	46.4101 KOps/s	$\color{#35bf28}+2.56\%$
test_getitem[range]	62.7900μs	39.3513μs	25.4121 KOps/s	27.1290 KOps/s	$\textbf{\color{#d91a1a}-6.33\%}$
test_getitem[tuple]	38.9300μs	18.4127μs	54.3104 KOps/s	52.5027 KOps/s	$\color{#35bf28}+3.44\%$
test_getitem[list]	0.3518ms	35.0319μs	28.5454 KOps/s	29.5535 KOps/s	$\color{#d91a1a}-3.41\%$
test_setitem_dim[int]	45.3000μs	28.5697μs	35.0021 KOps/s	36.8307 KOps/s	$\color{#d91a1a}-4.96\%$
test_setitem_dim[slice_int]	68.9600μs	51.0143μs	19.6023 KOps/s	21.2515 KOps/s	$\textbf{\color{#d91a1a}-7.76\%}$
test_setitem_dim[range]	86.1300μs	64.8194μs	15.4275 KOps/s	16.0424 KOps/s	$\color{#d91a1a}-3.83\%$
test_setitem_dim[tuple]	63.3000μs	43.3683μs	23.0583 KOps/s	23.5229 KOps/s	$\color{#d91a1a}-1.97\%$
test_setitem	0.1247ms	18.9591μs	52.7451 KOps/s	49.1590 KOps/s	$\textbf{\color{#35bf28}+7.29\%}$
test_set	0.1213ms	18.5651μs	53.8644 KOps/s	53.6557 KOps/s	$\color{#35bf28}+0.39\%$
test_set_shared	0.5757ms	0.1020ms	9.8011 KOps/s	9.5285 KOps/s	$\color{#35bf28}+2.86\%$
test_update	0.1240ms	21.4568μs	46.6052 KOps/s	47.1180 KOps/s	$\color{#d91a1a}-1.09\%$
test_update_nested	0.1472ms	29.5144μs	33.8818 KOps/s	34.3989 KOps/s	$\color{#d91a1a}-1.50\%$
test_set_nested	44.7000μs	20.7783μs	48.1271 KOps/s	48.2844 KOps/s	$\color{#d91a1a}-0.33\%$
test_set_nested_new	0.1196ms	24.1815μs	41.3539 KOps/s	41.1870 KOps/s	$\color{#35bf28}+0.41\%$
test_select	0.1247ms	38.0753μs	26.2637 KOps/s	26.2378 KOps/s	$\color{#35bf28}+0.10\%$
test_select_nested	76.8210μs	55.9072μs	17.8868 KOps/s	18.3682 KOps/s	$\color{#d91a1a}-2.62\%$
test_exclude_nested	0.1377ms	0.1093ms	9.1507 KOps/s	9.2333 KOps/s	$\color{#d91a1a}-0.89\%$
test_empty[True]	1.1716ms	0.3265ms	3.0631 KOps/s	2.7568 KOps/s	$\textbf{\color{#35bf28}+11.11\%}$
test_empty[False]	2.9020μs	0.8649μs	1.1562 MOps/s	1.1486 MOps/s	$\color{#35bf28}+0.66\%$
test_to	74.3910μs	52.6446μs	18.9953 KOps/s	16.5913 KOps/s	$\textbf{\color{#35bf28}+14.49\%}$
test_to_nonblocking	62.5410μs	34.3763μs	29.0898 KOps/s	28.4035 KOps/s	$\color{#35bf28}+2.42\%$
test_unbind_speed	0.3838ms	0.3156ms	3.1687 KOps/s	3.1281 KOps/s	$\color{#35bf28}+1.30\%$
test_unbind_speed_stack0	3.4174ms	3.3588ms	297.7253 Ops/s	250.4015 Ops/s	$\textbf{\color{#35bf28}+18.90\%}$
test_unbind_speed_stack1	1.4421μs	0.5358μs	1.8665 MOps/s	1.8178 MOps/s	$\color{#35bf28}+2.68\%$
test_split	78.2772ms	1.6805ms	595.0567 Ops/s	646.2567 Ops/s	$\textbf{\color{#d91a1a}-7.92\%}$
test_chunk	74.9886ms	1.6469ms	607.2110 Ops/s	598.3187 Ops/s	$\color{#35bf28}+1.49\%$
test_creation[device0]	0.1251ms	74.7862μs	13.3714 KOps/s	13.8399 KOps/s	$\color{#d91a1a}-3.39\%$
test_creation_from_tensor	0.1413ms	55.9483μs	17.8736 KOps/s	18.8048 KOps/s	$\color{#d91a1a}-4.95\%$
test_add_one[memmap_tensor0]	0.1587ms	6.5537μs	152.5866 KOps/s	143.6305 KOps/s	$\textbf{\color{#35bf28}+6.24\%}$
test_contiguous[memmap_tensor0]	12.0700μs	0.6193μs	1.6147 MOps/s	1.4947 MOps/s	$\textbf{\color{#35bf28}+8.03\%}$
test_stack[memmap_tensor0]	29.1400μs	4.4803μs	223.1975 KOps/s	212.1727 KOps/s	$\textbf{\color{#35bf28}+5.20\%}$
test_memmaptd_index	1.0708ms	0.2559ms	3.9084 KOps/s	3.8349 KOps/s	$\color{#35bf28}+1.92\%$
test_memmaptd_index_astensor	0.6733ms	0.3115ms	3.2103 KOps/s	3.1321 KOps/s	$\color{#35bf28}+2.50\%$
test_memmaptd_index_op	0.9864ms	0.6055ms	1.6514 KOps/s	1.6311 KOps/s	$\color{#35bf28}+1.24\%$
test_serialize_model	0.1677s	96.0363ms	10.4127 Ops/s	9.7883 Ops/s	$\textbf{\color{#35bf28}+6.38\%}$
test_serialize_model_pickle	1.3652s	1.2391s	0.8070 Ops/s	0.8072 Ops/s	$\color{#d91a1a}-0.02\%$
test_serialize_weights	0.1633s	93.7392ms	10.6679 Ops/s	9.9297 Ops/s	$\textbf{\color{#35bf28}+7.43\%}$
test_serialize_weights_returnearly	0.2532s	78.8999ms	12.6743 Ops/s	13.4401 Ops/s	$\textbf{\color{#d91a1a}-5.70\%}$
test_serialize_weights_pickle	1.3500s	1.2360s	0.8090 Ops/s	0.8013 Ops/s	$\color{#35bf28}+0.97\%$
test_reshape_pytree	52.3800μs	24.6657μs	40.5421 KOps/s	39.9897 KOps/s	$\color{#35bf28}+1.38\%$
test_reshape_td	47.2000μs	29.1714μs	34.2801 KOps/s	33.6600 KOps/s	$\color{#35bf28}+1.84\%$
test_view_pytree	56.2400μs	24.1724μs	41.3694 KOps/s	40.8503 KOps/s	$\color{#35bf28}+1.27\%$
test_view_td	18.6300μs	4.1834μs	239.0386 KOps/s	237.2401 KOps/s	$\color{#35bf28}+0.76\%$
test_unbind_pytree	46.9510μs	30.6395μs	32.6376 KOps/s	32.6801 KOps/s	$\color{#d91a1a}-0.13\%$
test_unbind_td	0.1164ms	49.1982μs	20.3260 KOps/s	20.0170 KOps/s	$\color{#35bf28}+1.54\%$
test_split_pytree	44.4600μs	28.5817μs	34.9875 KOps/s	33.8349 KOps/s	$\color{#35bf28}+3.41\%$
test_split_td	0.7029ms	38.3125μs	26.1012 KOps/s	24.7325 KOps/s	$\textbf{\color{#35bf28}+5.53\%}$
test_add_pytree	53.3400μs	35.5864μs	28.1006 KOps/s	28.0129 KOps/s	$\color{#35bf28}+0.31\%$
test_add_td	96.6700μs	47.6320μs	20.9943 KOps/s	20.3524 KOps/s	$\color{#35bf28}+3.15\%$
test_distributed	0.2565ms	71.0995μs	14.0648 KOps/s	13.8261 KOps/s	$\color{#35bf28}+1.73\%$
test_tdmodule	0.1613ms	18.9205μs	52.8528 KOps/s	58.2799 KOps/s	$\textbf{\color{#d91a1a}-9.31\%}$
test_tdmodule_dispatch	0.2901ms	36.8854μs	27.1110 KOps/s	30.2183 KOps/s	$\textbf{\color{#d91a1a}-10.28\%}$
test_tdseq	47.0400μs	20.8964μs	47.8551 KOps/s	49.6521 KOps/s	$\color{#d91a1a}-3.62\%$
test_tdseq_dispatch	74.9910μs	36.8442μs	27.1413 KOps/s	27.8528 KOps/s	$\color{#d91a1a}-2.55\%$
test_instantiation_functorch	1.7477ms	1.6740ms	597.3818 Ops/s	598.7491 Ops/s	$\color{#d91a1a}-0.23\%$
test_instantiation_td	1.7605ms	1.1756ms	850.6623 Ops/s	856.9602 Ops/s	$\color{#d91a1a}-0.73\%$
test_exec_functorch	0.2065ms	0.1557ms	6.4236 KOps/s	6.3221 KOps/s	$\color{#35bf28}+1.61\%$
test_exec_functional_call	0.3072ms	0.1556ms	6.4264 KOps/s	6.4886 KOps/s	$\color{#d91a1a}-0.96\%$
test_exec_td	0.1834ms	0.1439ms	6.9478 KOps/s	6.7622 KOps/s	$\color{#35bf28}+2.74\%$
test_exec_td_decorator	0.9986ms	0.1848ms	5.4127 KOps/s	4.8690 KOps/s	$\textbf{\color{#35bf28}+11.17\%}$
test_vmap_mlp_speed[True-True]	1.2156ms	1.0590ms	944.2491 Ops/s	936.8475 Ops/s	$\color{#35bf28}+0.79\%$
test_vmap_mlp_speed[True-False]	0.7918ms	0.6313ms	1.5842 KOps/s	1.5748 KOps/s	$\color{#35bf28}+0.60\%$
test_vmap_mlp_speed[False-True]	1.0403ms	0.9731ms	1.0276 KOps/s	1.0213 KOps/s	$\color{#35bf28}+0.62\%$
test_vmap_mlp_speed[False-False]	0.7128ms	0.5588ms	1.7897 KOps/s	1.7677 KOps/s	$\color{#35bf28}+1.25\%$
test_vmap_mlp_speed_decorator[True-True]	3.2275ms	2.4928ms	401.1477 Ops/s	400.5926 Ops/s	$\color{#35bf28}+0.14\%$
test_vmap_mlp_speed_decorator[True-False]	1.1729ms	0.6975ms	1.4336 KOps/s	1.4633 KOps/s	$\color{#d91a1a}-2.03\%$
test_vmap_mlp_speed_decorator[False-True]	2.6299ms	2.1482ms	465.5018 Ops/s	489.6379 Ops/s	$\color{#d91a1a}-4.93\%$
test_vmap_mlp_speed_decorator[False-False]	0.9452ms	0.5963ms	1.6771 KOps/s	1.7052 KOps/s	$\color{#d91a1a}-1.65\%$
test_vmap_transformer_speed[True-True]	12.6093ms	12.1489ms	82.3117 Ops/s	83.8421 Ops/s	$\color{#d91a1a}-1.83\%$
test_vmap_transformer_speed[True-False]	8.6734ms	7.9704ms	125.4642 Ops/s	127.8504 Ops/s	$\color{#d91a1a}-1.87\%$
test_vmap_transformer_speed[False-True]	13.2342ms	12.1866ms	82.0574 Ops/s	84.4522 Ops/s	$\color{#d91a1a}-2.84\%$
test_vmap_transformer_speed[False-False]	7.8935ms	7.6570ms	130.6000 Ops/s	129.1424 Ops/s	$\color{#35bf28}+1.13\%$
test_vmap_transformer_speed_decorator[True-True]	0.1628s	80.3498ms	12.4456 Ops/s	13.6108 Ops/s	$\textbf{\color{#d91a1a}-8.56\%}$
test_vmap_transformer_speed_decorator[True-False]	20.4497ms	18.7014ms	53.4720 Ops/s	48.8269 Ops/s	$\textbf{\color{#35bf28}+9.51\%}$
test_vmap_transformer_speed_decorator[False-True]	67.5171ms	66.5142ms	15.0344 Ops/s	15.0577 Ops/s	$\color{#d91a1a}-0.15\%$
test_vmap_transformer_speed_decorator[False-False]	19.9256ms	18.2921ms	54.6684 Ops/s	54.3682 Ops/s	$\color{#35bf28}+0.55\%$