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

Total Benchmarks: 124. Improved: $\large\color{#35bf28}20$. Worsened: $\large\color{#d91a1a}4$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	46.0760μs	16.2448μs	61.5583 KOps/s	58.5288 KOps/s	$\textbf{\color{#35bf28}+5.18\%}$
test_plain_set_stack_nested	0.1944ms	0.1437ms	6.9605 KOps/s	6.7843 KOps/s	$\color{#35bf28}+2.60\%$
test_plain_set_nested_inplace	0.2700ms	18.9244μs	52.8418 KOps/s	51.3557 KOps/s	$\color{#35bf28}+2.89\%$
test_plain_set_stack_nested_inplace	0.3110ms	0.1729ms	5.7821 KOps/s	5.4819 KOps/s	$\textbf{\color{#35bf28}+5.48\%}$
test_items	19.6260μs	2.4098μs	414.9665 KOps/s	407.5775 KOps/s	$\color{#35bf28}+1.81\%$
test_items_nested	1.2828ms	0.2740ms	3.6499 KOps/s	3.6740 KOps/s	$\color{#d91a1a}-0.66\%$
test_items_nested_locked	0.4270ms	0.2773ms	3.6057 KOps/s	3.6775 KOps/s	$\color{#d91a1a}-1.95\%$
test_items_nested_leaf	0.7235ms	0.1699ms	5.8844 KOps/s	5.9368 KOps/s	$\color{#d91a1a}-0.88\%$
test_items_stack_nested	2.4528ms	1.3184ms	758.4845 Ops/s	767.0515 Ops/s	$\color{#d91a1a}-1.12\%$
test_items_stack_nested_leaf	1.5820ms	1.1845ms	844.2361 Ops/s	856.2081 Ops/s	$\color{#d91a1a}-1.40\%$
test_items_stack_nested_locked	1.4907ms	0.8695ms	1.1500 KOps/s	1.1498 KOps/s	$\color{#35bf28}+0.02\%$
test_keys	21.3300μs	3.8511μs	259.6631 KOps/s	258.0248 KOps/s	$\color{#35bf28}+0.63\%$
test_keys_nested	1.6503ms	0.1472ms	6.7913 KOps/s	6.7650 KOps/s	$\color{#35bf28}+0.39\%$
test_keys_nested_locked	0.2537ms	0.1491ms	6.7063 KOps/s	6.5641 KOps/s	$\color{#35bf28}+2.17\%$
test_keys_nested_leaf	0.2568ms	0.1298ms	7.7038 KOps/s	7.6684 KOps/s	$\color{#35bf28}+0.46\%$
test_keys_stack_nested	1.4225ms	1.2419ms	805.1991 Ops/s	800.7505 Ops/s	$\color{#35bf28}+0.56\%$
test_keys_stack_nested_leaf	1.9745ms	1.2331ms	810.9576 Ops/s	787.4576 Ops/s	$\color{#35bf28}+2.98\%$
test_keys_stack_nested_locked	1.1150ms	0.7853ms	1.2735 KOps/s	1.2583 KOps/s	$\color{#35bf28}+1.21\%$
test_values	9.7557μs	1.1837μs	844.8339 KOps/s	862.8023 KOps/s	$\color{#d91a1a}-2.08\%$
test_values_nested	0.1040ms	51.4468μs	19.4375 KOps/s	19.2410 KOps/s	$\color{#35bf28}+1.02\%$
test_values_nested_locked	0.1083ms	51.5749μs	19.3893 KOps/s	18.9431 KOps/s	$\color{#35bf28}+2.36\%$
test_values_nested_leaf	89.9690μs	45.9698μs	21.7534 KOps/s	21.0000 KOps/s	$\color{#35bf28}+3.59\%$
test_values_stack_nested	1.9694ms	1.0078ms	992.3087 Ops/s	988.4100 Ops/s	$\color{#35bf28}+0.39\%$
test_values_stack_nested_leaf	2.2470ms	1.0100ms	990.0566 Ops/s	991.4847 Ops/s	$\color{#d91a1a}-0.14\%$
test_values_stack_nested_locked	0.9999ms	0.5879ms	1.7009 KOps/s	1.6938 KOps/s	$\color{#35bf28}+0.42\%$
test_membership	20.2580μs	1.3242μs	755.1737 KOps/s	743.8710 KOps/s	$\color{#35bf28}+1.52\%$
test_membership_nested	19.8480μs	3.4525μs	289.6477 KOps/s	290.6787 KOps/s	$\color{#d91a1a}-0.35\%$
test_membership_nested_leaf	42.5400μs	3.4397μs	290.7231 KOps/s	287.7663 KOps/s	$\color{#35bf28}+1.03\%$
test_membership_stacked_nested	31.9700μs	11.6545μs	85.8036 KOps/s	85.4193 KOps/s	$\color{#35bf28}+0.45\%$
test_membership_stacked_nested_leaf	52.8290μs	11.5942μs	86.2498 KOps/s	82.1391 KOps/s	$\textbf{\color{#35bf28}+5.00\%}$
test_membership_nested_last	27.1710μs	6.6264μs	150.9113 KOps/s	147.0964 KOps/s	$\color{#35bf28}+2.59\%$
test_membership_nested_leaf_last	27.5510μs	6.4869μs	154.1562 KOps/s	149.8158 KOps/s	$\color{#35bf28}+2.90\%$
test_membership_stacked_nested_last	0.3122ms	0.1734ms	5.7681 KOps/s	5.7073 KOps/s	$\color{#35bf28}+1.07\%$
test_membership_stacked_nested_leaf_last	39.6850μs	13.8384μs	72.2625 KOps/s	72.4423 KOps/s	$\color{#d91a1a}-0.25\%$
test_nested_getleaf	54.4820μs	10.5204μs	95.0538 KOps/s	93.1286 KOps/s	$\color{#35bf28}+2.07\%$
test_nested_get	49.2720μs	10.0272μs	99.7292 KOps/s	96.8610 KOps/s	$\color{#35bf28}+2.96\%$
test_stacked_getleaf	0.6937ms	0.3989ms	2.5070 KOps/s	2.5358 KOps/s	$\color{#d91a1a}-1.14\%$
test_stacked_get	0.6448ms	0.3629ms	2.7558 KOps/s	2.7079 KOps/s	$\color{#35bf28}+1.77\%$
test_nested_getitemleaf	61.0240μs	12.1825μs	82.0848 KOps/s	82.5229 KOps/s	$\color{#d91a1a}-0.53\%$
test_nested_getitem	32.6210μs	11.4364μs	87.4397 KOps/s	86.1256 KOps/s	$\color{#35bf28}+1.53\%$
test_stacked_getitemleaf	0.5894ms	0.3958ms	2.5266 KOps/s	2.4922 KOps/s	$\color{#35bf28}+1.38\%$
test_stacked_getitem	0.6417ms	0.3628ms	2.7561 KOps/s	2.7205 KOps/s	$\color{#35bf28}+1.31\%$
test_lock_nested	2.8461ms	0.3319ms	3.0133 KOps/s	3.0409 KOps/s	$\color{#d91a1a}-0.91\%$
test_lock_stack_nested	75.1762ms	5.4518ms	183.4243 Ops/s	181.6902 Ops/s	$\color{#35bf28}+0.95\%$
test_unlock_nested	69.9277ms	0.3991ms	2.5057 KOps/s	3.0182 KOps/s	$\textbf{\color{#d91a1a}-16.98\%}$
test_unlock_stack_nested	82.5954ms	5.6986ms	175.4821 Ops/s	172.7505 Ops/s	$\color{#35bf28}+1.58\%$
test_flatten_speed	0.6405ms	0.3617ms	2.7645 KOps/s	2.7195 KOps/s	$\color{#35bf28}+1.66\%$
test_unflatten_speed	0.7768ms	0.4525ms	2.2098 KOps/s	2.1330 KOps/s	$\color{#35bf28}+3.60\%$
test_common_ops	5.4291ms	0.6685ms	1.4959 KOps/s	1.4593 KOps/s	$\color{#35bf28}+2.51\%$
test_creation	66.5540μs	1.8387μs	543.8567 KOps/s	523.3556 KOps/s	$\color{#35bf28}+3.92\%$
test_creation_empty	31.0080μs	9.2836μs	107.7170 KOps/s	96.9330 KOps/s	$\textbf{\color{#35bf28}+11.13\%}$
test_creation_nested_1	50.1140μs	11.7794μs	84.8943 KOps/s	78.0084 KOps/s	$\textbf{\color{#35bf28}+8.83\%}$
test_creation_nested_2	40.6660μs	15.0792μs	66.3163 KOps/s	61.0371 KOps/s	$\textbf{\color{#35bf28}+8.65\%}$
test_clone	60.0230μs	12.7081μs	78.6899 KOps/s	76.4043 KOps/s	$\color{#35bf28}+2.99\%$
test_getitem[int]	26.5690μs	10.9567μs	91.2686 KOps/s	88.7347 KOps/s	$\color{#35bf28}+2.86\%$
test_getitem[slice_int]	96.1810μs	22.4196μs	44.6039 KOps/s	44.6105 KOps/s	$\color{#d91a1a}-0.01\%$
test_getitem[range]	0.1604ms	42.6721μs	23.4345 KOps/s	25.2140 KOps/s	$\textbf{\color{#d91a1a}-7.06\%}$
test_getitem[tuple]	46.4570μs	18.3319μs	54.5497 KOps/s	54.7185 KOps/s	$\color{#d91a1a}-0.31\%$
test_getitem[list]	0.1683ms	37.6102μs	26.5885 KOps/s	27.6374 KOps/s	$\color{#d91a1a}-3.80\%$
test_setitem_dim[int]	59.4510μs	29.1606μs	34.2928 KOps/s	34.4958 KOps/s	$\color{#d91a1a}-0.59\%$
test_setitem_dim[slice_int]	77.6560μs	54.6687μs	18.2920 KOps/s	18.2069 KOps/s	$\color{#35bf28}+0.47\%$
test_setitem_dim[range]	0.1291ms	73.4921μs	13.6069 KOps/s	13.7287 KOps/s	$\color{#d91a1a}-0.89\%$
test_setitem_dim[tuple]	85.3500μs	44.4536μs	22.4954 KOps/s	23.1725 KOps/s	$\color{#d91a1a}-2.92\%$
test_setitem	72.0950μs	18.5002μs	54.0534 KOps/s	51.0619 KOps/s	$\textbf{\color{#35bf28}+5.86\%}$
test_set	63.5790μs	17.7836μs	56.2316 KOps/s	52.8429 KOps/s	$\textbf{\color{#35bf28}+6.41\%}$
test_set_shared	1.9074ms	0.1380ms	7.2458 KOps/s	7.1148 KOps/s	$\color{#35bf28}+1.84\%$
test_update	89.7490μs	20.1231μs	49.6942 KOps/s	46.2287 KOps/s	$\textbf{\color{#35bf28}+7.50\%}$
test_update_nested	91.7920μs	27.6544μs	36.1605 KOps/s	34.5148 KOps/s	$\color{#35bf28}+4.77\%$
test_set_nested	63.6490μs	19.6255μs	50.9542 KOps/s	48.5038 KOps/s	$\textbf{\color{#35bf28}+5.05\%}$
test_set_nested_new	0.1207ms	23.2383μs	43.0325 KOps/s	41.0163 KOps/s	$\color{#35bf28}+4.92\%$
test_select	0.1290ms	36.3516μs	27.5091 KOps/s	27.3063 KOps/s	$\color{#35bf28}+0.74\%$
test_select_nested	0.1281ms	56.7380μs	17.6249 KOps/s	17.0272 KOps/s	$\color{#35bf28}+3.51\%$
test_exclude_nested	0.2980ms	0.1161ms	8.6168 KOps/s	8.6014 KOps/s	$\color{#35bf28}+0.18\%$
test_empty[True]	0.7309ms	0.3993ms	2.5043 KOps/s	2.4814 KOps/s	$\color{#35bf28}+0.92\%$
test_empty[False]	7.6584μs	1.0327μs	968.2941 KOps/s	917.0600 KOps/s	$\textbf{\color{#35bf28}+5.59\%}$
test_unbind_speed	0.4257ms	0.2440ms	4.0987 KOps/s	3.8673 KOps/s	$\textbf{\color{#35bf28}+5.98\%}$
test_unbind_speed_stack0	77.5293ms	3.2516ms	307.5435 Ops/s	284.6512 Ops/s	$\textbf{\color{#35bf28}+8.04\%}$
test_unbind_speed_stack1	18.9350μs	2.0213μs	494.7375 KOps/s	503.2008 KOps/s	$\color{#d91a1a}-1.68\%$
test_split	2.1909ms	1.4223ms	703.0772 Ops/s	604.7512 Ops/s	$\textbf{\color{#35bf28}+16.26\%}$
test_chunk	71.8817ms	1.5233ms	656.4549 Ops/s	683.8067 Ops/s	$\color{#d91a1a}-4.00\%$
test_creation[device0]	0.1665ms	0.1003ms	9.9738 KOps/s	9.9370 KOps/s	$\color{#35bf28}+0.37\%$
test_creation_from_tensor	3.7357ms	82.3242μs	12.1471 KOps/s	12.1247 KOps/s	$\color{#35bf28}+0.18\%$
test_add_one[memmap_tensor0]	0.2686ms	5.0919μs	196.3890 KOps/s	184.4397 KOps/s	$\textbf{\color{#35bf28}+6.48\%}$
test_contiguous[memmap_tensor0]	24.7060μs	0.6473μs	1.5450 MOps/s	1.2541 MOps/s	$\textbf{\color{#35bf28}+23.19\%}$
test_stack[memmap_tensor0]	53.0500μs	3.5510μs	281.6093 KOps/s	271.4833 KOps/s	$\color{#35bf28}+3.73\%$
test_memmaptd_index	0.8758ms	0.2300ms	4.3470 KOps/s	4.3476 KOps/s	$\color{#d91a1a}-0.01\%$
test_memmaptd_index_astensor	0.6911ms	0.2867ms	3.4881 KOps/s	3.4759 KOps/s	$\color{#35bf28}+0.35\%$
test_memmaptd_index_op	1.1121ms	0.5425ms	1.8432 KOps/s	1.7443 KOps/s	$\textbf{\color{#35bf28}+5.67\%}$
test_serialize_model	0.1775s	0.1093s	9.1452 Ops/s	9.8945 Ops/s	$\textbf{\color{#d91a1a}-7.57\%}$
test_serialize_model_pickle	0.4510s	0.3789s	2.6390 Ops/s	2.5960 Ops/s	$\color{#35bf28}+1.66\%$
test_serialize_weights	0.1731s	0.1066s	9.3786 Ops/s	9.8237 Ops/s	$\color{#d91a1a}-4.53\%$
test_serialize_weights_returnearly	0.3471s	0.1467s	6.8177 Ops/s	7.8433 Ops/s	$\textbf{\color{#d91a1a}-13.08\%}$
test_serialize_weights_pickle	1.0115s	0.5801s	1.7238 Ops/s	1.4657 Ops/s	$\textbf{\color{#35bf28}+17.61\%}$
test_serialize_weights_filesystem	93.2570ms	89.7888ms	11.1372 Ops/s	9.9932 Ops/s	$\textbf{\color{#35bf28}+11.45\%}$
test_serialize_model_filesystem	0.1609s	97.3417ms	10.2731 Ops/s	10.6591 Ops/s	$\color{#d91a1a}-3.62\%$
test_reshape_pytree	55.8240μs	20.8728μs	47.9093 KOps/s	47.2179 KOps/s	$\color{#35bf28}+1.46\%$
test_reshape_td	65.0120μs	29.6985μs	33.6717 KOps/s	33.1281 KOps/s	$\color{#35bf28}+1.64\%$
test_view_pytree	63.6390μs	20.6910μs	48.3302 KOps/s	47.5913 KOps/s	$\color{#35bf28}+1.55\%$
test_view_td	76.6975ms	11.0836μs	90.2232 KOps/s	70.9520 KOps/s	$\textbf{\color{#35bf28}+27.16\%}$
test_unbind_pytree	59.5710μs	23.8840μs	41.8690 KOps/s	41.3779 KOps/s	$\color{#35bf28}+1.19\%$
test_unbind_td	0.3685ms	35.0832μs	28.5037 KOps/s	28.0496 KOps/s	$\color{#35bf28}+1.62\%$
test_split_pytree	61.8060μs	23.4862μs	42.5781 KOps/s	41.4954 KOps/s	$\color{#35bf28}+2.61\%$
test_split_td	73.5880μs	38.9444μs	25.6776 KOps/s	25.6606 KOps/s	$\color{#35bf28}+0.07\%$
test_add_pytree	64.6010μs	28.9930μs	34.4911 KOps/s	34.1481 KOps/s	$\color{#35bf28}+1.00\%$
test_add_td	0.1377ms	48.4467μs	20.6412 KOps/s	20.6063 KOps/s	$\color{#35bf28}+0.17\%$
test_distributed	0.7759ms	96.1551μs	10.3999 KOps/s	10.0545 KOps/s	$\color{#35bf28}+3.44\%$
test_tdmodule	0.3453ms	22.0221μs	45.4090 KOps/s	43.5784 KOps/s	$\color{#35bf28}+4.20\%$
test_tdmodule_dispatch	0.1897ms	42.4207μs	23.5734 KOps/s	23.0934 KOps/s	$\color{#35bf28}+2.08\%$
test_tdseq	53.2890μs	24.8862μs	40.1829 KOps/s	39.0694 KOps/s	$\color{#35bf28}+2.85\%$
test_tdseq_dispatch	0.1393ms	46.0949μs	21.6944 KOps/s	21.2667 KOps/s	$\color{#35bf28}+2.01\%$
test_instantiation_functorch	2.0199ms	1.3039ms	766.9019 Ops/s	774.0225 Ops/s	$\color{#d91a1a}-0.92\%$
test_instantiation_td	1.4938ms	1.0035ms	996.5215 Ops/s	1.0134 KOps/s	$\color{#d91a1a}-1.67\%$
test_exec_functorch	0.2591ms	0.1542ms	6.4853 KOps/s	6.4446 KOps/s	$\color{#35bf28}+0.63\%$
test_exec_functional_call	0.3829ms	0.1458ms	6.8564 KOps/s	6.8549 KOps/s	$\color{#35bf28}+0.02\%$
test_exec_td	0.2071ms	0.1395ms	7.1668 KOps/s	7.0078 KOps/s	$\color{#35bf28}+2.27\%$
test_exec_td_decorator	0.7418ms	0.1742ms	5.7401 KOps/s	5.6604 KOps/s	$\color{#35bf28}+1.41\%$
test_vmap_mlp_speed[True-True]	1.3502ms	0.9142ms	1.0938 KOps/s	1.1338 KOps/s	$\color{#d91a1a}-3.52\%$
test_vmap_mlp_speed[True-False]	0.7160ms	0.4566ms	2.1899 KOps/s	2.1502 KOps/s	$\color{#35bf28}+1.85\%$
test_vmap_mlp_speed[False-True]	1.2131ms	0.7509ms	1.3318 KOps/s	1.2902 KOps/s	$\color{#35bf28}+3.22\%$
test_vmap_mlp_speed[False-False]	0.5817ms	0.3773ms	2.6501 KOps/s	2.6388 KOps/s	$\color{#35bf28}+0.43\%$
test_vmap_mlp_speed_decorator[True-True]	3.0731ms	2.2531ms	443.8244 Ops/s	435.4224 Ops/s	$\color{#35bf28}+1.93\%$
test_vmap_mlp_speed_decorator[True-False]	0.8953ms	0.5079ms	1.9687 KOps/s	1.9231 KOps/s	$\color{#35bf28}+2.37\%$
test_vmap_mlp_speed_decorator[False-True]	2.4731ms	1.8380ms	544.0602 Ops/s	533.4105 Ops/s	$\color{#35bf28}+2.00\%$
test_vmap_mlp_speed_decorator[False-False]	0.7456ms	0.3951ms	2.5308 KOps/s	2.5201 KOps/s	$\color{#35bf28}+0.43\%$

[github-actions]

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

Total Benchmarks: 132. Improved: $\large\color{#35bf28}15$. Worsened: $\large\color{#d91a1a}13$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	60.9915ms	18.0745μs	55.3266 KOps/s	69.4822 KOps/s	$\textbf{\color{#d91a1a}-20.37\%}$
test_plain_set_stack_nested	0.1447ms	0.1198ms	8.3450 KOps/s	8.0938 KOps/s	$\color{#35bf28}+3.10\%$
test_plain_set_nested_inplace	44.5810μs	14.4686μs	69.1150 KOps/s	63.7684 KOps/s	$\textbf{\color{#35bf28}+8.38\%}$
test_plain_set_stack_nested_inplace	0.1990ms	0.1495ms	6.6905 KOps/s	6.6909 KOps/s	$-0.01\%$
test_items	20.0010μs	4.8730μs	205.2122 KOps/s	209.4387 KOps/s	$\color{#d91a1a}-2.02\%$
test_items_nested	0.3866ms	0.3422ms	2.9220 KOps/s	2.9238 KOps/s	$\color{#d91a1a}-0.06\%$
test_items_nested_locked	0.4012ms	0.3464ms	2.8867 KOps/s	2.9072 KOps/s	$\color{#d91a1a}-0.71\%$
test_items_nested_leaf	0.2402ms	0.2020ms	4.9501 KOps/s	4.9217 KOps/s	$\color{#35bf28}+0.58\%$
test_items_stack_nested	1.5735ms	1.3415ms	745.4613 Ops/s	756.6302 Ops/s	$\color{#d91a1a}-1.48\%$
test_items_stack_nested_leaf	1.3882ms	1.1787ms	848.3911 Ops/s	867.0355 Ops/s	$\color{#d91a1a}-2.15\%$
test_items_stack_nested_locked	1.9733ms	0.9143ms	1.0937 KOps/s	1.1178 KOps/s	$\color{#d91a1a}-2.16\%$
test_keys	25.4710μs	4.5808μs	218.3038 KOps/s	216.5556 KOps/s	$\color{#35bf28}+0.81\%$
test_keys_nested	0.5831ms	95.2760μs	10.4958 KOps/s	10.4554 KOps/s	$\color{#35bf28}+0.39\%$
test_keys_nested_locked	0.1270ms	98.7255μs	10.1291 KOps/s	10.1067 KOps/s	$\color{#35bf28}+0.22\%$
test_keys_nested_leaf	0.1806ms	78.9106μs	12.6726 KOps/s	12.5596 KOps/s	$\color{#35bf28}+0.90\%$
test_keys_stack_nested	1.2433ms	1.1749ms	851.1311 Ops/s	860.9476 Ops/s	$\color{#d91a1a}-1.14\%$
test_keys_stack_nested_leaf	1.3768ms	1.1733ms	852.2992 Ops/s	882.0641 Ops/s	$\color{#d91a1a}-3.37\%$
test_keys_stack_nested_locked	0.9132ms	0.7388ms	1.3536 KOps/s	1.3965 KOps/s	$\color{#d91a1a}-3.08\%$
test_values	7.2733μs	1.9130μs	522.7284 KOps/s	525.0051 KOps/s	$\color{#d91a1a}-0.43\%$
test_values_nested	67.4420μs	45.6252μs	21.9177 KOps/s	22.0497 KOps/s	$\color{#d91a1a}-0.60\%$
test_values_nested_locked	68.7110μs	48.1712μs	20.7593 KOps/s	21.0840 KOps/s	$\color{#d91a1a}-1.54\%$
test_values_nested_leaf	62.1020μs	40.1356μs	24.9155 KOps/s	25.2941 KOps/s	$\color{#d91a1a}-1.50\%$
test_values_stack_nested	1.1789ms	0.9773ms	1.0232 KOps/s	1.0308 KOps/s	$\color{#d91a1a}-0.74\%$
test_values_stack_nested_leaf	1.1034ms	0.9870ms	1.0132 KOps/s	1.0399 KOps/s	$\color{#d91a1a}-2.56\%$
test_values_stack_nested_locked	0.7265ms	0.5895ms	1.6963 KOps/s	1.7427 KOps/s	$\color{#d91a1a}-2.66\%$
test_membership	5.1202μs	0.9426μs	1.0609 MOps/s	1.0511 MOps/s	$\color{#35bf28}+0.94\%$
test_membership_nested	29.9510μs	2.9065μs	344.0604 KOps/s	341.2159 KOps/s	$\color{#35bf28}+0.83\%$
test_membership_nested_leaf	21.2710μs	2.9142μs	343.1503 KOps/s	340.9103 KOps/s	$\color{#35bf28}+0.66\%$
test_membership_stacked_nested	32.2010μs	11.3604μs	88.0248 KOps/s	88.7866 KOps/s	$\color{#d91a1a}-0.86\%$
test_membership_stacked_nested_leaf	42.3510μs	11.3832μs	87.8489 KOps/s	89.0989 KOps/s	$\color{#d91a1a}-1.40\%$
test_membership_nested_last	31.1900μs	5.3358μs	187.4137 KOps/s	187.4485 KOps/s	$\color{#d91a1a}-0.02\%$
test_membership_nested_leaf_last	32.0810μs	5.3537μs	186.7871 KOps/s	187.8226 KOps/s	$\color{#d91a1a}-0.55\%$
test_membership_stacked_nested_last	0.7419ms	0.1562ms	6.4018 KOps/s	6.3631 KOps/s	$\color{#35bf28}+0.61\%$
test_membership_stacked_nested_leaf_last	28.4910μs	13.1414μs	76.0953 KOps/s	75.3246 KOps/s	$\color{#35bf28}+1.02\%$
test_nested_getleaf	37.6610μs	8.4960μs	117.7018 KOps/s	118.7430 KOps/s	$\color{#d91a1a}-0.88\%$
test_nested_get	40.8810μs	8.0119μs	124.8137 KOps/s	125.7708 KOps/s	$\color{#d91a1a}-0.76\%$
test_stacked_getleaf	0.3953ms	0.3329ms	3.0039 KOps/s	3.0144 KOps/s	$\color{#d91a1a}-0.35\%$
test_stacked_get	0.3620ms	0.2968ms	3.3694 KOps/s	3.3271 KOps/s	$\color{#35bf28}+1.27\%$
test_nested_getitemleaf	30.7210μs	9.9356μs	100.6478 KOps/s	101.0611 KOps/s	$\color{#d91a1a}-0.41\%$
test_nested_getitem	27.5710μs	9.4911μs	105.3623 KOps/s	106.0970 KOps/s	$\color{#d91a1a}-0.69\%$
test_stacked_getitemleaf	0.3983ms	0.3368ms	2.9693 KOps/s	2.9832 KOps/s	$\color{#d91a1a}-0.47\%$
test_stacked_getitem	0.3614ms	0.3010ms	3.3225 KOps/s	3.3018 KOps/s	$\color{#35bf28}+0.63\%$
test_lock_nested	0.8534ms	0.3593ms	2.7833 KOps/s	2.7917 KOps/s	$\color{#d91a1a}-0.30\%$
test_lock_stack_nested	85.5803ms	6.3658ms	157.0898 Ops/s	154.9108 Ops/s	$\color{#35bf28}+1.41\%$
test_unlock_nested	80.9765ms	0.4370ms	2.2886 KOps/s	2.8015 KOps/s	$\textbf{\color{#d91a1a}-18.31\%}$
test_unlock_stack_nested	85.8071ms	6.4404ms	155.2691 Ops/s	153.0509 Ops/s	$\color{#35bf28}+1.45\%$
test_flatten_speed	0.6598ms	0.2631ms	3.8005 KOps/s	3.7839 KOps/s	$\color{#35bf28}+0.44\%$
test_unflatten_speed	0.3952ms	0.3622ms	2.7610 KOps/s	2.7622 KOps/s	$\color{#d91a1a}-0.04\%$
test_common_ops	1.0314ms	0.6016ms	1.6622 KOps/s	1.5720 KOps/s	$\textbf{\color{#35bf28}+5.74\%}$
test_creation	14.4800μs	1.5604μs	640.8625 KOps/s	634.6085 KOps/s	$\color{#35bf28}+0.99\%$
test_creation_empty	21.1010μs	7.1934μs	139.0167 KOps/s	103.5751 KOps/s	$\textbf{\color{#35bf28}+34.22\%}$
test_creation_nested_1	43.2510μs	9.0007μs	111.1026 KOps/s	87.8939 KOps/s	$\textbf{\color{#35bf28}+26.41\%}$
test_creation_nested_2	34.7800μs	11.4285μs	87.5007 KOps/s	72.3076 KOps/s	$\textbf{\color{#35bf28}+21.01\%}$
test_clone	67.1410μs	14.6976μs	68.0382 KOps/s	72.4452 KOps/s	$\textbf{\color{#d91a1a}-6.08\%}$
test_getitem[int]	28.8910μs	11.4574μs	87.2796 KOps/s	89.9965 KOps/s	$\color{#d91a1a}-3.02\%$
test_getitem[slice_int]	38.5210μs	22.1862μs	45.0731 KOps/s	46.1286 KOps/s	$\color{#d91a1a}-2.29\%$
test_getitem[range]	0.1401ms	38.4893μs	25.9812 KOps/s	25.9021 KOps/s	$\color{#35bf28}+0.31\%$
test_getitem[tuple]	53.0910μs	19.8098μs	50.4800 KOps/s	50.9597 KOps/s	$\color{#d91a1a}-0.94\%$
test_getitem[list]	0.1835ms	34.7584μs	28.7700 KOps/s	28.9627 KOps/s	$\color{#d91a1a}-0.67\%$
test_setitem_dim[int]	47.0310μs	27.3670μs	36.5403 KOps/s	34.8229 KOps/s	$\color{#35bf28}+4.93\%$
test_setitem_dim[slice_int]	88.1320μs	50.3298μs	19.8689 KOps/s	20.0688 KOps/s	$\color{#d91a1a}-1.00\%$
test_setitem_dim[range]	82.0620μs	63.8015μs	15.6736 KOps/s	15.3097 KOps/s	$\color{#35bf28}+2.38\%$
test_setitem_dim[tuple]	58.8410μs	43.3250μs	23.0814 KOps/s	23.2602 KOps/s	$\color{#d91a1a}-0.77\%$
test_setitem	91.5720μs	19.0619μs	52.4606 KOps/s	51.1682 KOps/s	$\color{#35bf28}+2.53\%$
test_set	76.5520μs	18.4356μs	54.2429 KOps/s	52.4536 KOps/s	$\color{#35bf28}+3.41\%$
test_set_shared	2.8273ms	0.1041ms	9.6039 KOps/s	9.8007 KOps/s	$\color{#d91a1a}-2.01\%$
test_update	0.1087ms	20.1229μs	49.6945 KOps/s	45.3587 KOps/s	$\textbf{\color{#35bf28}+9.56\%}$
test_update_nested	81.9620μs	26.8755μs	37.2086 KOps/s	35.0739 KOps/s	$\textbf{\color{#35bf28}+6.09\%}$
test_set_nested	76.4120μs	19.8721μs	50.3219 KOps/s	48.9734 KOps/s	$\color{#35bf28}+2.75\%$
test_set_nested_new	88.4520μs	22.6602μs	44.1303 KOps/s	42.7996 KOps/s	$\color{#35bf28}+3.11\%$
test_select	96.5220μs	35.3060μs	28.3238 KOps/s	27.4461 KOps/s	$\color{#35bf28}+3.20\%$
test_select_nested	76.7620μs	53.0542μs	18.8487 KOps/s	18.9163 KOps/s	$\color{#d91a1a}-0.36\%$
test_exclude_nested	0.1394ms	0.1136ms	8.8014 KOps/s	8.6476 KOps/s	$\color{#35bf28}+1.78\%$
test_empty[True]	0.4447ms	0.3934ms	2.5417 KOps/s	2.5691 KOps/s	$\color{#d91a1a}-1.07\%$
test_empty[False]	3.3281μs	0.8505μs	1.1758 MOps/s	1.1671 MOps/s	$\color{#35bf28}+0.74\%$
test_to	77.2220μs	56.3114μs	17.7584 KOps/s	18.4954 KOps/s	$\color{#d91a1a}-3.98\%$
test_to_nonblocking	58.2620μs	36.0957μs	27.7041 KOps/s	29.5554 KOps/s	$\textbf{\color{#d91a1a}-6.26\%}$
test_unbind_speed	0.4716ms	0.2716ms	3.6821 KOps/s	3.6434 KOps/s	$\color{#35bf28}+1.06\%$
test_unbind_speed_stack0	88.2492ms	3.5658ms	280.4408 Ops/s	265.9756 Ops/s	$\textbf{\color{#35bf28}+5.44\%}$
test_unbind_speed_stack1	68.4250μs	1.7176μs	582.2044 KOps/s	533.4298 KOps/s	$\textbf{\color{#35bf28}+9.14\%}$
test_split	81.7723ms	1.7825ms	560.9964 Ops/s	650.2830 Ops/s	$\textbf{\color{#d91a1a}-13.73\%}$
test_chunk	80.6993ms	1.7197ms	581.4923 Ops/s	601.0636 Ops/s	$\color{#d91a1a}-3.26\%$
test_creation[device0]	0.1415ms	72.2497μs	13.8409 KOps/s	13.8146 KOps/s	$\color{#35bf28}+0.19\%$
test_creation_from_tensor	0.2838ms	57.2016μs	17.4820 KOps/s	18.6238 KOps/s	$\textbf{\color{#d91a1a}-6.13\%}$
test_add_one[memmap_tensor0]	0.2086ms	7.7853μs	128.4476 KOps/s	136.7983 KOps/s	$\textbf{\color{#d91a1a}-6.10\%}$
test_contiguous[memmap_tensor0]	12.0500μs	0.6513μs	1.5355 MOps/s	1.5344 MOps/s	$\color{#35bf28}+0.07\%$
test_stack[memmap_tensor0]	0.2102ms	4.6667μs	214.2850 KOps/s	216.4778 KOps/s	$\color{#d91a1a}-1.01\%$
test_memmaptd_index	1.0362ms	0.2806ms	3.5638 KOps/s	3.7576 KOps/s	$\textbf{\color{#d91a1a}-5.16\%}$
test_memmaptd_index_astensor	0.6696ms	0.3367ms	2.9699 KOps/s	3.0878 KOps/s	$\color{#d91a1a}-3.82\%$
test_memmaptd_index_op	0.9917ms	0.6494ms	1.5400 KOps/s	1.5394 KOps/s	$\color{#35bf28}+0.04\%$
test_serialize_model	0.1748s	97.8244ms	10.2224 Ops/s	9.6500 Ops/s	$\textbf{\color{#35bf28}+5.93\%}$
test_serialize_model_pickle	1.3693s	1.2392s	0.8070 Ops/s	0.8057 Ops/s	$\color{#35bf28}+0.16\%$
test_serialize_weights	0.1739s	96.5488ms	10.3575 Ops/s	10.8012 Ops/s	$\color{#d91a1a}-4.11\%$
test_serialize_weights_returnearly	0.2589s	72.8675ms	13.7235 Ops/s	13.6245 Ops/s	$\color{#35bf28}+0.73\%$
test_serialize_weights_pickle	1.3500s	1.2372s	0.8083 Ops/s	0.8080 Ops/s	$\color{#35bf28}+0.03\%$
test_reshape_pytree	46.8910μs	25.3322μs	39.4754 KOps/s	39.8698 KOps/s	$\color{#d91a1a}-0.99\%$
test_reshape_td	55.6210μs	30.4037μs	32.8907 KOps/s	33.2872 KOps/s	$\color{#d91a1a}-1.19\%$
test_view_pytree	75.0620μs	25.0731μs	39.8834 KOps/s	39.5631 KOps/s	$\color{#35bf28}+0.81\%$
test_view_td	83.5233ms	9.9817μs	100.1831 KOps/s	87.3967 KOps/s	$\textbf{\color{#35bf28}+14.63\%}$
test_unbind_pytree	59.4820μs	31.6072μs	31.6383 KOps/s	32.5781 KOps/s	$\color{#d91a1a}-2.88\%$
test_unbind_td	0.4316ms	41.3213μs	24.2006 KOps/s	24.3452 KOps/s	$\color{#d91a1a}-0.59\%$
test_split_pytree	94.5730μs	29.5011μs	33.8970 KOps/s	34.8411 KOps/s	$\color{#d91a1a}-2.71\%$
test_split_td	0.1661ms	40.7302μs	24.5518 KOps/s	25.9847 KOps/s	$\textbf{\color{#d91a1a}-5.51\%}$
test_add_pytree	0.1807ms	39.9979μs	25.0013 KOps/s	27.1619 KOps/s	$\textbf{\color{#d91a1a}-7.95\%}$
test_add_td	0.2428ms	55.7775μs	17.9284 KOps/s	20.0004 KOps/s	$\textbf{\color{#d91a1a}-10.36\%}$
test_distributed	2.5371ms	75.0604μs	13.3226 KOps/s	10.4228 KOps/s	$\textbf{\color{#35bf28}+27.82\%}$
test_tdmodule	0.2008ms	18.3620μs	54.4602 KOps/s	52.8284 KOps/s	$\color{#35bf28}+3.09\%$
test_tdmodule_dispatch	0.2526ms	36.0968μs	27.7033 KOps/s	25.8142 KOps/s	$\textbf{\color{#35bf28}+7.32\%}$
test_tdseq	35.5700μs	20.3725μs	49.0858 KOps/s	45.6415 KOps/s	$\textbf{\color{#35bf28}+7.55\%}$
test_tdseq_dispatch	55.1910μs	38.3918μs	26.0472 KOps/s	24.5265 KOps/s	$\textbf{\color{#35bf28}+6.20\%}$
test_instantiation_functorch	1.7771ms	1.6986ms	588.7088 Ops/s	592.7973 Ops/s	$\color{#d91a1a}-0.69\%$
test_instantiation_td	0.1135s	1.3233ms	755.6674 Ops/s	854.7971 Ops/s	$\textbf{\color{#d91a1a}-11.60\%}$
test_exec_functorch	0.2235ms	0.1651ms	6.0557 KOps/s	6.1923 KOps/s	$\color{#d91a1a}-2.21\%$
test_exec_functional_call	0.2579ms	0.1651ms	6.0573 KOps/s	6.1754 KOps/s	$\color{#d91a1a}-1.91\%$
test_exec_td	0.1947ms	0.1589ms	6.2914 KOps/s	6.5175 KOps/s	$\color{#d91a1a}-3.47\%$
test_exec_td_decorator	0.7922ms	0.1952ms	5.1240 KOps/s	5.2085 KOps/s	$\color{#d91a1a}-1.62\%$
test_vmap_mlp_speed[True-True]	1.2632ms	1.0704ms	934.2459 Ops/s	941.5221 Ops/s	$\color{#d91a1a}-0.77\%$
test_vmap_mlp_speed[True-False]	0.7412ms	0.6390ms	1.5650 KOps/s	1.6233 KOps/s	$\color{#d91a1a}-3.59\%$
test_vmap_mlp_speed[False-True]	1.1140ms	0.9861ms	1.0141 KOps/s	1.0286 KOps/s	$\color{#d91a1a}-1.42\%$
test_vmap_mlp_speed[False-False]	0.6277ms	0.5605ms	1.7843 KOps/s	1.8392 KOps/s	$\color{#d91a1a}-2.98\%$
test_vmap_mlp_speed_decorator[True-True]	3.0560ms	2.3851ms	419.2680 Ops/s	418.6830 Ops/s	$\color{#35bf28}+0.14\%$
test_vmap_mlp_speed_decorator[True-False]	1.1784ms	0.6800ms	1.4706 KOps/s	1.5087 KOps/s	$\color{#d91a1a}-2.53\%$
test_vmap_mlp_speed_decorator[False-True]	2.4837ms	2.0125ms	496.8969 Ops/s	490.1736 Ops/s	$\color{#35bf28}+1.37\%$
test_vmap_mlp_speed_decorator[False-False]	1.0621ms	0.5729ms	1.7455 KOps/s	1.7645 KOps/s	$\color{#d91a1a}-1.07\%$
test_vmap_transformer_speed[True-True]	13.3188ms	12.7949ms	78.1559 Ops/s	79.9104 Ops/s	$\color{#d91a1a}-2.20\%$
test_vmap_transformer_speed[True-False]	8.7509ms	8.3194ms	120.2005 Ops/s	121.7056 Ops/s	$\color{#d91a1a}-1.24\%$
test_vmap_transformer_speed[False-True]	13.1616ms	12.6412ms	79.1064 Ops/s	79.5779 Ops/s	$\color{#d91a1a}-0.59\%$
test_vmap_transformer_speed[False-False]	8.3660ms	8.2533ms	121.1641 Ops/s	122.3988 Ops/s	$\color{#d91a1a}-1.01\%$
test_vmap_transformer_speed_decorator[True-True]	78.2163ms	75.0493ms	13.3246 Ops/s	13.4201 Ops/s	$\color{#d91a1a}-0.71\%$
test_vmap_transformer_speed_decorator[True-False]	21.6027ms	19.9635ms	50.0913 Ops/s	50.3448 Ops/s	$\color{#d91a1a}-0.50\%$
test_vmap_transformer_speed_decorator[False-True]	0.2029s	76.2201ms	13.1199 Ops/s	14.8608 Ops/s	$\textbf{\color{#d91a1a}-11.71\%}$
test_vmap_transformer_speed_decorator[False-False]	21.7950ms	19.6077ms	51.0004 Ops/s	51.4584 Ops/s	$\color{#d91a1a}-0.89\%$