[NOMERG] v0.3.0 release wheels

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

Total Benchmarks: 124. Improved: $\large\color{#35bf28}4$. Worsened: $\large\color{#d91a1a}21$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	40.7860μs	18.2742μs	54.7218 KOps/s	58.2764 KOps/s	$\textbf{\color{#d91a1a}-6.10\%}$
test_plain_set_stack_nested	0.1964ms	0.1562ms	6.4008 KOps/s	6.6349 KOps/s	$\color{#d91a1a}-3.53\%$
test_plain_set_nested_inplace	57.8980μs	20.8990μs	47.8491 KOps/s	49.6985 KOps/s	$\color{#d91a1a}-3.72\%$
test_plain_set_stack_nested_inplace	0.6416ms	0.1957ms	5.1101 KOps/s	5.4063 KOps/s	$\textbf{\color{#d91a1a}-5.48\%}$
test_items	0.1391ms	2.6284μs	380.4553 KOps/s	402.3506 KOps/s	$\textbf{\color{#d91a1a}-5.44\%}$
test_items_nested	1.2891ms	0.2782ms	3.5947 KOps/s	3.5608 KOps/s	$\color{#35bf28}+0.95\%$
test_items_nested_locked	0.5869ms	0.2803ms	3.5673 KOps/s	3.6086 KOps/s	$\color{#d91a1a}-1.14\%$
test_items_nested_leaf	0.7278ms	0.1711ms	5.8437 KOps/s	5.7689 KOps/s	$\color{#35bf28}+1.30\%$
test_items_stack_nested	2.1888ms	1.3845ms	722.2893 Ops/s	731.8985 Ops/s	$\color{#d91a1a}-1.31\%$
test_items_stack_nested_leaf	2.2832ms	1.2445ms	803.5211 Ops/s	818.8684 Ops/s	$\color{#d91a1a}-1.87\%$
test_items_stack_nested_locked	2.1767ms	0.9251ms	1.0809 KOps/s	1.1185 KOps/s	$\color{#d91a1a}-3.35\%$
test_keys	59.3210μs	3.9849μs	250.9480 KOps/s	263.4512 KOps/s	$\color{#d91a1a}-4.75\%$
test_keys_nested	1.6625ms	0.1484ms	6.7392 KOps/s	6.6534 KOps/s	$\color{#35bf28}+1.29\%$
test_keys_nested_locked	0.2580ms	0.1538ms	6.5009 KOps/s	6.4833 KOps/s	$\color{#35bf28}+0.27\%$
test_keys_nested_leaf	0.2502ms	0.1312ms	7.6193 KOps/s	7.5143 KOps/s	$\color{#35bf28}+1.40\%$
test_keys_stack_nested	1.6626ms	1.3327ms	750.3292 Ops/s	768.8269 Ops/s	$\color{#d91a1a}-2.41\%$
test_keys_stack_nested_leaf	1.6106ms	1.3186ms	758.3885 Ops/s	772.5573 Ops/s	$\color{#d91a1a}-1.83\%$
test_keys_stack_nested_locked	1.5909ms	0.8394ms	1.1913 KOps/s	1.2308 KOps/s	$\color{#d91a1a}-3.21\%$
test_values	8.9482μs	1.1665μs	857.2466 KOps/s	854.6003 KOps/s	$\color{#35bf28}+0.31\%$
test_values_nested	98.4440μs	53.0158μs	18.8623 KOps/s	19.0084 KOps/s	$\color{#d91a1a}-0.77\%$
test_values_nested_locked	0.1162ms	53.2173μs	18.7909 KOps/s	18.9756 KOps/s	$\color{#d91a1a}-0.97\%$
test_values_nested_leaf	83.2560μs	47.3512μs	21.1188 KOps/s	21.3655 KOps/s	$\color{#d91a1a}-1.15\%$
test_values_stack_nested	1.2919ms	1.0606ms	942.8733 Ops/s	950.0792 Ops/s	$\color{#d91a1a}-0.76\%$
test_values_stack_nested_leaf	1.2215ms	1.0560ms	946.9836 Ops/s	958.2350 Ops/s	$\color{#d91a1a}-1.17\%$
test_values_stack_nested_locked	0.8721ms	0.6364ms	1.5714 KOps/s	1.6345 KOps/s	$\color{#d91a1a}-3.86\%$
test_membership	12.5740μs	1.3329μs	750.2561 KOps/s	753.2158 KOps/s	$\color{#d91a1a}-0.39\%$
test_membership_nested	41.4580μs	3.4534μs	289.5679 KOps/s	288.5539 KOps/s	$\color{#35bf28}+0.35\%$
test_membership_nested_leaf	23.6330μs	3.4619μs	288.8622 KOps/s	290.7510 KOps/s	$\color{#d91a1a}-0.65\%$
test_membership_stacked_nested	51.2760μs	13.0722μs	76.4982 KOps/s	78.1572 KOps/s	$\color{#d91a1a}-2.12\%$
test_membership_stacked_nested_leaf	27.8720μs	11.6746μs	85.6560 KOps/s	83.7765 KOps/s	$\color{#35bf28}+2.24\%$
test_membership_nested_last	41.4470μs	6.6634μs	150.0738 KOps/s	149.3954 KOps/s	$\color{#35bf28}+0.45\%$
test_membership_nested_leaf_last	45.6190μs	6.5693μs	152.2241 KOps/s	151.2769 KOps/s	$\color{#35bf28}+0.63\%$
test_membership_stacked_nested_last	0.3238ms	0.1808ms	5.5313 KOps/s	5.6257 KOps/s	$\color{#d91a1a}-1.68\%$
test_membership_stacked_nested_leaf_last	38.9930μs	13.8506μs	72.1990 KOps/s	70.1303 KOps/s	$\color{#35bf28}+2.95\%$
test_nested_getleaf	30.1860μs	10.6231μs	94.1349 KOps/s	91.4004 KOps/s	$\color{#35bf28}+2.99\%$
test_nested_get	27.1000μs	10.0991μs	99.0183 KOps/s	97.0896 KOps/s	$\color{#35bf28}+1.99\%$
test_stacked_getleaf	0.9275ms	0.4152ms	2.4084 KOps/s	2.4485 KOps/s	$\color{#d91a1a}-1.64\%$
test_stacked_get	1.1772ms	0.3954ms	2.5291 KOps/s	2.6781 KOps/s	$\textbf{\color{#d91a1a}-5.56\%}$
test_nested_getitemleaf	30.9180μs	12.0893μs	82.7176 KOps/s	80.4729 KOps/s	$\color{#35bf28}+2.79\%$
test_nested_getitem	42.2190μs	11.6220μs	86.0436 KOps/s	83.2695 KOps/s	$\color{#35bf28}+3.33\%$
test_stacked_getitemleaf	0.6110ms	0.4201ms	2.3806 KOps/s	2.4081 KOps/s	$\color{#d91a1a}-1.14\%$
test_stacked_getitem	0.6807ms	0.3851ms	2.5966 KOps/s	2.6294 KOps/s	$\color{#d91a1a}-1.25\%$
test_lock_nested	2.7234ms	0.3377ms	2.9615 KOps/s	2.9988 KOps/s	$\color{#d91a1a}-1.24\%$
test_lock_stack_nested	0.1018s	5.9295ms	168.6470 Ops/s	177.2270 Ops/s	$\color{#d91a1a}-4.84\%$
test_unlock_nested	73.1396ms	0.4084ms	2.4485 KOps/s	2.9877 KOps/s	$\textbf{\color{#d91a1a}-18.05\%}$
test_unlock_stack_nested	0.1101s	6.1250ms	163.2657 Ops/s	170.1963 Ops/s	$\color{#d91a1a}-4.07\%$
test_flatten_speed	3.2451ms	0.3717ms	2.6906 KOps/s	2.6579 KOps/s	$\color{#35bf28}+1.23\%$
test_unflatten_speed	0.7642ms	0.4720ms	2.1188 KOps/s	2.1344 KOps/s	$\color{#d91a1a}-0.73\%$
test_common_ops	1.3406ms	0.7108ms	1.4069 KOps/s	1.4895 KOps/s	$\textbf{\color{#d91a1a}-5.54\%}$
test_creation	47.3090μs	1.8336μs	545.3736 KOps/s	555.1959 KOps/s	$\color{#d91a1a}-1.77\%$
test_creation_empty	29.8150μs	11.1846μs	89.4084 KOps/s	105.4934 KOps/s	$\textbf{\color{#d91a1a}-15.25\%}$
test_creation_nested_1	38.2620μs	14.0768μs	71.0391 KOps/s	82.4515 KOps/s	$\textbf{\color{#d91a1a}-13.84\%}$
test_creation_nested_2	0.2747ms	17.1988μs	58.1437 KOps/s	64.0381 KOps/s	$\textbf{\color{#d91a1a}-9.20\%}$
test_clone	70.6720μs	13.2498μs	75.4729 KOps/s	78.7317 KOps/s	$\color{#d91a1a}-4.14\%$
test_getitem[int]	26.9800μs	11.1280μs	89.8631 KOps/s	90.2546 KOps/s	$\color{#d91a1a}-0.43\%$
test_getitem[slice_int]	64.9310μs	22.6284μs	44.1922 KOps/s	43.7763 KOps/s	$\color{#35bf28}+0.95\%$
test_getitem[range]	0.1453ms	42.6997μs	23.4194 KOps/s	23.4217 KOps/s	$\color{#d91a1a}-0.01\%$
test_getitem[tuple]	51.6460μs	18.1372μs	55.1352 KOps/s	54.1617 KOps/s	$\color{#35bf28}+1.80\%$
test_getitem[list]	0.1521ms	36.9482μs	27.0649 KOps/s	25.8024 KOps/s	$\color{#35bf28}+4.89\%$
test_setitem_dim[int]	73.9680μs	30.4542μs	32.8362 KOps/s	33.2959 KOps/s	$\color{#d91a1a}-1.38\%$
test_setitem_dim[slice_int]	0.1023ms	57.0860μs	17.5174 KOps/s	17.3923 KOps/s	$\color{#35bf28}+0.72\%$
test_setitem_dim[range]	0.1449ms	78.0047μs	12.8197 KOps/s	12.8740 KOps/s	$\color{#d91a1a}-0.42\%$
test_setitem_dim[tuple]	69.2290μs	46.1032μs	21.6905 KOps/s	22.8036 KOps/s	$\color{#d91a1a}-4.88\%$
test_setitem	86.2120μs	20.8553μs	47.9495 KOps/s	52.6528 KOps/s	$\textbf{\color{#d91a1a}-8.93\%}$
test_set	66.0640μs	19.9620μs	50.0953 KOps/s	53.8130 KOps/s	$\textbf{\color{#d91a1a}-6.91\%}$
test_set_shared	1.8969ms	0.1404ms	7.1228 KOps/s	7.1861 KOps/s	$\color{#d91a1a}-0.88\%$
test_update	0.1200ms	23.3110μs	42.8982 KOps/s	47.4040 KOps/s	$\textbf{\color{#d91a1a}-9.51\%}$
test_update_nested	0.1266ms	31.9272μs	31.3213 KOps/s	34.0162 KOps/s	$\textbf{\color{#d91a1a}-7.92\%}$
test_set_nested	69.3000μs	22.3557μs	44.7313 KOps/s	48.1206 KOps/s	$\textbf{\color{#d91a1a}-7.04\%}$
test_set_nested_new	0.2069ms	26.1056μs	38.3059 KOps/s	40.0878 KOps/s	$\color{#d91a1a}-4.44\%$
test_select	4.4180ms	38.9566μs	25.6696 KOps/s	26.1527 KOps/s	$\color{#d91a1a}-1.85\%$
test_select_nested	0.1121ms	58.7930μs	17.0088 KOps/s	17.0408 KOps/s	$\color{#d91a1a}-0.19\%$
test_exclude_nested	0.2464ms	0.1187ms	8.4272 KOps/s	8.4136 KOps/s	$\color{#35bf28}+0.16\%$
test_empty[True]	0.6519ms	0.4119ms	2.4279 KOps/s	2.4575 KOps/s	$\color{#d91a1a}-1.21\%$
test_empty[False]	5.5102μs	1.0620μs	941.6577 KOps/s	970.7992 KOps/s	$\color{#d91a1a}-3.00\%$
test_unbind_speed	0.4366ms	0.2487ms	4.0205 KOps/s	3.8001 KOps/s	$\textbf{\color{#35bf28}+5.80\%}$
test_unbind_speed_stack0	78.6013ms	3.4202ms	292.3815 Ops/s	273.4698 Ops/s	$\textbf{\color{#35bf28}+6.92\%}$
test_unbind_speed_stack1	19.6670μs	1.9962μs	500.9481 KOps/s	517.7423 KOps/s	$\color{#d91a1a}-3.24\%$
test_split	2.5338ms	1.4595ms	685.1734 Ops/s	677.5603 Ops/s	$\color{#35bf28}+1.12\%$
test_chunk	71.0895ms	1.5567ms	642.3829 Ops/s	630.9017 Ops/s	$\color{#35bf28}+1.82\%$
test_creation[device0]	0.1752ms	0.1010ms	9.9007 KOps/s	9.8501 KOps/s	$\color{#35bf28}+0.51\%$
test_creation_from_tensor	3.5822ms	81.8113μs	12.2233 KOps/s	12.2600 KOps/s	$\color{#d91a1a}-0.30\%$
test_add_one[memmap_tensor0]	0.1707ms	5.4840μs	182.3487 KOps/s	179.6237 KOps/s	$\color{#35bf28}+1.52\%$
test_contiguous[memmap_tensor0]	15.8100μs	0.6458μs	1.5485 MOps/s	1.5735 MOps/s	$\color{#d91a1a}-1.59\%$
test_stack[memmap_tensor0]	50.0340μs	3.6754μs	272.0829 KOps/s	278.1979 KOps/s	$\color{#d91a1a}-2.20\%$
test_memmaptd_index	1.0444ms	0.2420ms	4.1327 KOps/s	4.1584 KOps/s	$\color{#d91a1a}-0.62\%$
test_memmaptd_index_astensor	0.6385ms	0.3041ms	3.2887 KOps/s	3.3330 KOps/s	$\color{#d91a1a}-1.33\%$
test_memmaptd_index_op	1.0547ms	0.6230ms	1.6050 KOps/s	1.6745 KOps/s	$\color{#d91a1a}-4.15\%$
test_serialize_model	0.1713s	0.1071s	9.3381 Ops/s	8.8566 Ops/s	$\textbf{\color{#35bf28}+5.44\%}$
test_serialize_model_pickle	0.4601s	0.3792s	2.6372 Ops/s	2.6200 Ops/s	$\color{#35bf28}+0.66\%$
test_serialize_weights	0.1738s	0.1078s	9.2743 Ops/s	8.9916 Ops/s	$\color{#35bf28}+3.14\%$
test_serialize_weights_returnearly	0.2025s	0.1343s	7.4446 Ops/s	8.1089 Ops/s	$\textbf{\color{#d91a1a}-8.19\%}$
test_serialize_weights_pickle	0.8595s	0.4845s	2.0638 Ops/s	2.3111 Ops/s	$\textbf{\color{#d91a1a}-10.70\%}$
test_serialize_weights_filesystem	98.6212ms	92.0720ms	10.8611 Ops/s	10.7882 Ops/s	$\color{#35bf28}+0.68\%$
test_serialize_model_filesystem	0.1573s	97.5853ms	10.2474 Ops/s	9.9215 Ops/s	$\color{#35bf28}+3.29\%$
test_reshape_pytree	66.8350μs	21.1245μs	47.3385 KOps/s	47.9737 KOps/s	$\color{#d91a1a}-1.32\%$
test_reshape_td	65.2720μs	30.6938μs	32.5799 KOps/s	33.3969 KOps/s	$\color{#d91a1a}-2.45\%$
test_view_pytree	57.2080μs	20.9453μs	47.7435 KOps/s	47.4086 KOps/s	$\color{#35bf28}+0.71\%$
test_view_td	79.3412ms	11.3637μs	87.9999 KOps/s	88.8251 KOps/s	$\color{#d91a1a}-0.93\%$
test_unbind_pytree	56.7670μs	24.0533μs	41.5743 KOps/s	41.5214 KOps/s	$\color{#35bf28}+0.13\%$
test_unbind_td	0.4469ms	35.6066μs	28.0847 KOps/s	27.8525 KOps/s	$\color{#35bf28}+0.83\%$
test_split_pytree	52.5480μs	23.6190μs	42.3388 KOps/s	42.4079 KOps/s	$\color{#d91a1a}-0.16\%$
test_split_td	0.1241ms	38.7925μs	25.7782 KOps/s	24.9567 KOps/s	$\color{#35bf28}+3.29\%$
test_add_pytree	65.8830μs	29.7141μs	33.6541 KOps/s	33.4145 KOps/s	$\color{#35bf28}+0.72\%$
test_add_td	0.1664ms	52.8761μs	18.9121 KOps/s	19.3079 KOps/s	$\color{#d91a1a}-2.05\%$
test_distributed	0.1880ms	98.2555μs	10.1775 KOps/s	9.7957 KOps/s	$\color{#35bf28}+3.90\%$
test_tdmodule	0.1745ms	24.0733μs	41.5398 KOps/s	45.4758 KOps/s	$\textbf{\color{#d91a1a}-8.66\%}$
test_tdmodule_dispatch	0.2057ms	47.1820μs	21.1945 KOps/s	23.8814 KOps/s	$\textbf{\color{#d91a1a}-11.25\%}$
test_tdseq	45.0240μs	26.8563μs	37.2352 KOps/s	40.0860 KOps/s	$\textbf{\color{#d91a1a}-7.11\%}$
test_tdseq_dispatch	0.1435ms	49.9552μs	20.0179 KOps/s	21.5399 KOps/s	$\textbf{\color{#d91a1a}-7.07\%}$
test_instantiation_functorch	2.1224ms	1.3419ms	745.1995 Ops/s	765.5226 Ops/s	$\color{#d91a1a}-2.65\%$
test_instantiation_td	1.5515ms	1.0162ms	984.1023 Ops/s	898.5118 Ops/s	$\textbf{\color{#35bf28}+9.53\%}$
test_exec_functorch	0.3015ms	0.1612ms	6.2043 KOps/s	6.4097 KOps/s	$\color{#d91a1a}-3.20\%$
test_exec_functional_call	0.3646ms	0.1505ms	6.6426 KOps/s	6.8245 KOps/s	$\color{#d91a1a}-2.66\%$
test_exec_td	0.2541ms	0.1474ms	6.7836 KOps/s	7.0469 KOps/s	$\color{#d91a1a}-3.74\%$
test_exec_td_decorator	0.6718ms	0.1803ms	5.5448 KOps/s	5.6774 KOps/s	$\color{#d91a1a}-2.34\%$
test_vmap_mlp_speed[True-True]	1.8494ms	0.9804ms	1.0200 KOps/s	1.1197 KOps/s	$\textbf{\color{#d91a1a}-8.91\%}$
test_vmap_mlp_speed[True-False]	0.7338ms	0.4822ms	2.0740 KOps/s	2.1462 KOps/s	$\color{#d91a1a}-3.36\%$
test_vmap_mlp_speed[False-True]	1.0702ms	0.8063ms	1.2403 KOps/s	1.2931 KOps/s	$\color{#d91a1a}-4.08\%$
test_vmap_mlp_speed[False-False]	0.6136ms	0.3966ms	2.5217 KOps/s	2.6193 KOps/s	$\color{#d91a1a}-3.73\%$
test_vmap_mlp_speed_decorator[True-True]	3.1850ms	2.3967ms	417.2402 Ops/s	431.2966 Ops/s	$\color{#d91a1a}-3.26\%$
test_vmap_mlp_speed_decorator[True-False]	1.0527ms	0.5341ms	1.8722 KOps/s	1.9409 KOps/s	$\color{#d91a1a}-3.54\%$
test_vmap_mlp_speed_decorator[False-True]	2.6618ms	1.9680ms	508.1285 Ops/s	528.7872 Ops/s	$\color{#d91a1a}-3.91\%$
test_vmap_mlp_speed_decorator[False-False]	0.7588ms	0.4060ms	2.4629 KOps/s	2.5180 KOps/s	$\color{#d91a1a}-2.19\%$

[github-actions]

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

Total Benchmarks: 132. Improved: $\large\color{#35bf28}4$. Worsened: $\large\color{#d91a1a}31$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	62.4173ms	17.5330μs	57.0353 KOps/s	80.2296 KOps/s	$\textbf{\color{#d91a1a}-28.91\%}$
test_plain_set_stack_nested	0.1632ms	0.1191ms	8.3935 KOps/s	8.5647 KOps/s	$\color{#d91a1a}-2.00\%$
test_plain_set_nested_inplace	44.6410μs	15.7267μs	63.5863 KOps/s	72.0484 KOps/s	$\textbf{\color{#d91a1a}-11.75\%}$
test_plain_set_stack_nested_inplace	0.1765ms	0.1474ms	6.7832 KOps/s	6.8792 KOps/s	$\color{#d91a1a}-1.40\%$
test_items	24.6600μs	4.8489μs	206.2308 KOps/s	209.5878 KOps/s	$\color{#d91a1a}-1.60\%$
test_items_nested	0.3680ms	0.3400ms	2.9415 KOps/s	2.9385 KOps/s	$\color{#35bf28}+0.10\%$
test_items_nested_locked	0.3741ms	0.3434ms	2.9117 KOps/s	2.9018 KOps/s	$\color{#35bf28}+0.34\%$
test_items_nested_leaf	0.2400ms	0.2002ms	4.9958 KOps/s	4.9747 KOps/s	$\color{#35bf28}+0.42\%$
test_items_stack_nested	1.4200ms	1.3058ms	765.8249 Ops/s	760.4850 Ops/s	$\color{#35bf28}+0.70\%$
test_items_stack_nested_leaf	1.2964ms	1.1505ms	869.1679 Ops/s	867.7691 Ops/s	$\color{#35bf28}+0.16\%$
test_items_stack_nested_locked	1.9425ms	0.9023ms	1.1082 KOps/s	1.1241 KOps/s	$\color{#d91a1a}-1.41\%$
test_keys	15.5710μs	4.8081μs	207.9843 KOps/s	219.0968 KOps/s	$\textbf{\color{#d91a1a}-5.07\%}$
test_keys_nested	0.4914ms	94.3319μs	10.6009 KOps/s	10.5926 KOps/s	$\color{#35bf28}+0.08\%$
test_keys_nested_locked	0.1225ms	97.6383μs	10.2419 KOps/s	10.1900 KOps/s	$\color{#35bf28}+0.51\%$
test_keys_nested_leaf	0.2435ms	77.6476μs	12.8787 KOps/s	12.8291 KOps/s	$\color{#35bf28}+0.39\%$
test_keys_stack_nested	1.3376ms	1.1519ms	868.0973 Ops/s	868.6870 Ops/s	$\color{#d91a1a}-0.07\%$
test_keys_stack_nested_leaf	1.3687ms	1.1538ms	866.6868 Ops/s	890.8122 Ops/s	$\color{#d91a1a}-2.71\%$
test_keys_stack_nested_locked	0.8023ms	0.7210ms	1.3870 KOps/s	1.4117 KOps/s	$\color{#d91a1a}-1.74\%$
test_values	9.1533μs	1.8897μs	529.1840 KOps/s	531.1883 KOps/s	$\color{#d91a1a}-0.38\%$
test_values_nested	77.3120μs	45.4976μs	21.9792 KOps/s	22.0894 KOps/s	$\color{#d91a1a}-0.50\%$
test_values_nested_locked	74.3510μs	47.8214μs	20.9111 KOps/s	21.0310 KOps/s	$\color{#d91a1a}-0.57\%$
test_values_nested_leaf	67.9910μs	39.9142μs	25.0537 KOps/s	25.3563 KOps/s	$\color{#d91a1a}-1.19\%$
test_values_stack_nested	1.0193ms	0.9551ms	1.0470 KOps/s	1.0484 KOps/s	$\color{#d91a1a}-0.14\%$
test_values_stack_nested_leaf	1.0194ms	0.9591ms	1.0427 KOps/s	1.0511 KOps/s	$\color{#d91a1a}-0.80\%$
test_values_stack_nested_locked	0.7020ms	0.5736ms	1.7433 KOps/s	1.7755 KOps/s	$\color{#d91a1a}-1.81\%$
test_membership	5.8460μs	0.9362μs	1.0681 MOps/s	1.0495 MOps/s	$\color{#35bf28}+1.78\%$
test_membership_nested	16.6500μs	2.8950μs	345.4193 KOps/s	347.7092 KOps/s	$\color{#d91a1a}-0.66\%$
test_membership_nested_leaf	35.1710μs	2.8881μs	346.2504 KOps/s	346.0747 KOps/s	$\color{#35bf28}+0.05\%$
test_membership_stacked_nested	36.5610μs	11.3497μs	88.1080 KOps/s	89.5503 KOps/s	$\color{#d91a1a}-1.61\%$
test_membership_stacked_nested_leaf	44.2110μs	11.4198μs	87.5674 KOps/s	88.8030 KOps/s	$\color{#d91a1a}-1.39\%$
test_membership_nested_last	31.8400μs	5.2517μs	190.4163 KOps/s	186.6369 KOps/s	$\color{#35bf28}+2.03\%$
test_membership_nested_leaf_last	20.1710μs	5.3128μs	188.2258 KOps/s	186.9613 KOps/s	$\color{#35bf28}+0.68\%$
test_membership_stacked_nested_last	0.2433ms	0.1573ms	6.3581 KOps/s	6.3673 KOps/s	$\color{#d91a1a}-0.14\%$
test_membership_stacked_nested_leaf_last	0.1549ms	13.1621μs	75.9760 KOps/s	76.9027 KOps/s	$\color{#d91a1a}-1.21\%$
test_nested_getleaf	29.7410μs	8.4444μs	118.4218 KOps/s	118.7393 KOps/s	$\color{#d91a1a}-0.27\%$
test_nested_get	22.7100μs	7.9536μs	125.7299 KOps/s	125.6110 KOps/s	$\color{#35bf28}+0.09\%$
test_stacked_getleaf	0.4600ms	0.3322ms	3.0098 KOps/s	3.0214 KOps/s	$\color{#d91a1a}-0.39\%$
test_stacked_get	0.3391ms	0.2969ms	3.3685 KOps/s	3.3917 KOps/s	$\color{#d91a1a}-0.68\%$
test_nested_getitemleaf	34.6600μs	9.8193μs	101.8406 KOps/s	102.1938 KOps/s	$\color{#d91a1a}-0.35\%$
test_nested_getitem	32.8710μs	9.3744μs	106.6734 KOps/s	106.7205 KOps/s	$\color{#d91a1a}-0.04\%$
test_stacked_getitemleaf	0.4139ms	0.3319ms	3.0128 KOps/s	3.0175 KOps/s	$\color{#d91a1a}-0.16\%$
test_stacked_getitem	0.3654ms	0.2998ms	3.3357 KOps/s	3.3054 KOps/s	$\color{#35bf28}+0.92\%$
test_lock_nested	0.8777ms	0.3487ms	2.8674 KOps/s	2.8433 KOps/s	$\color{#35bf28}+0.85\%$
test_lock_stack_nested	89.1620ms	6.3091ms	158.5013 Ops/s	155.1055 Ops/s	$\color{#35bf28}+2.19\%$
test_unlock_nested	82.0870ms	0.4298ms	2.3269 KOps/s	2.8804 KOps/s	$\textbf{\color{#d91a1a}-19.22\%}$
test_unlock_stack_nested	89.2402ms	6.3797ms	156.7468 Ops/s	153.2328 Ops/s	$\color{#35bf28}+2.29\%$
test_flatten_speed	0.6591ms	0.2602ms	3.8439 KOps/s	3.8157 KOps/s	$\color{#35bf28}+0.74\%$
test_unflatten_speed	0.4026ms	0.3620ms	2.7627 KOps/s	2.7497 KOps/s	$\color{#35bf28}+0.47\%$
test_common_ops	1.1036ms	0.6538ms	1.5294 KOps/s	1.7986 KOps/s	$\textbf{\color{#d91a1a}-14.97\%}$
test_creation	43.2810μs	1.5772μs	634.0214 KOps/s	650.6510 KOps/s	$\color{#d91a1a}-2.56\%$
test_creation_empty	0.1244ms	10.0957μs	99.0522 KOps/s	159.4419 KOps/s	$\textbf{\color{#d91a1a}-37.88\%}$
test_creation_nested_1	39.4310μs	11.7216μs	85.3123 KOps/s	124.2031 KOps/s	$\textbf{\color{#d91a1a}-31.31\%}$
test_creation_nested_2	99.5620μs	14.2722μs	70.0660 KOps/s	95.6479 KOps/s	$\textbf{\color{#d91a1a}-26.75\%}$
test_clone	73.3610μs	13.4890μs	74.1345 KOps/s	71.0157 KOps/s	$\color{#35bf28}+4.39\%$
test_getitem[int]	25.3400μs	10.5673μs	94.6316 KOps/s	93.9409 KOps/s	$\color{#35bf28}+0.74\%$
test_getitem[slice_int]	0.1336ms	21.0614μs	47.4801 KOps/s	48.3358 KOps/s	$\color{#d91a1a}-1.77\%$
test_getitem[range]	0.1703ms	34.4621μs	29.0174 KOps/s	28.8627 KOps/s	$\color{#35bf28}+0.54\%$
test_getitem[tuple]	43.2000μs	18.5149μs	54.0107 KOps/s	55.9397 KOps/s	$\color{#d91a1a}-3.45\%$
test_getitem[list]	0.1629ms	32.2992μs	30.9605 KOps/s	32.0107 KOps/s	$\color{#d91a1a}-3.28\%$
test_setitem_dim[int]	51.1010μs	28.5504μs	35.0258 KOps/s	43.4271 KOps/s	$\textbf{\color{#d91a1a}-19.35\%}$
test_setitem_dim[slice_int]	83.1720μs	49.5080μs	20.1988 KOps/s	23.4704 KOps/s	$\textbf{\color{#d91a1a}-13.94\%}$
test_setitem_dim[range]	0.2062ms	65.5061μs	15.2657 KOps/s	17.5395 KOps/s	$\textbf{\color{#d91a1a}-12.96\%}$
test_setitem_dim[tuple]	71.5310μs	45.3294μs	22.0607 KOps/s	26.1670 KOps/s	$\textbf{\color{#d91a1a}-15.69\%}$
test_setitem	0.1742ms	20.7495μs	48.1939 KOps/s	57.8071 KOps/s	$\textbf{\color{#d91a1a}-16.63\%}$
test_set	0.1550ms	19.9230μs	50.1934 KOps/s	62.0811 KOps/s	$\textbf{\color{#d91a1a}-19.15\%}$
test_set_shared	2.7546ms	0.1020ms	9.8014 KOps/s	9.9958 KOps/s	$\color{#d91a1a}-1.95\%$
test_update	0.1317ms	21.6314μs	46.2290 KOps/s	56.4017 KOps/s	$\textbf{\color{#d91a1a}-18.04\%}$
test_update_nested	93.3120μs	28.4345μs	35.1685 KOps/s	41.5710 KOps/s	$\textbf{\color{#d91a1a}-15.40\%}$
test_set_nested	58.6210μs	20.2443μs	49.3965 KOps/s	55.6477 KOps/s	$\textbf{\color{#d91a1a}-11.23\%}$
test_set_nested_new	69.5610μs	23.1308μs	43.2324 KOps/s	49.3857 KOps/s	$\textbf{\color{#d91a1a}-12.46\%}$
test_select	0.1353ms	35.7625μs	27.9623 KOps/s	30.1840 KOps/s	$\textbf{\color{#d91a1a}-7.36\%}$
test_select_nested	94.5320μs	53.7101μs	18.6185 KOps/s	18.7228 KOps/s	$\color{#d91a1a}-0.56\%$
test_exclude_nested	0.1478ms	0.1133ms	8.8297 KOps/s	8.7386 KOps/s	$\color{#35bf28}+1.04\%$
test_empty[True]	0.4532ms	0.3862ms	2.5892 KOps/s	2.5898 KOps/s	$\color{#d91a1a}-0.02\%$
test_empty[False]	2.9920μs	0.8689μs	1.1508 MOps/s	1.1908 MOps/s	$\color{#d91a1a}-3.36\%$
test_to	72.0810μs	52.5328μs	19.0357 KOps/s	19.1085 KOps/s	$\color{#d91a1a}-0.38\%$
test_to_nonblocking	0.1812ms	32.1824μs	31.0729 KOps/s	30.5778 KOps/s	$\color{#35bf28}+1.62\%$
test_unbind_speed	0.3224ms	0.2631ms	3.8006 KOps/s	3.7540 KOps/s	$\color{#35bf28}+1.24\%$
test_unbind_speed_stack0	90.1892ms	3.4433ms	290.4179 Ops/s	239.5716 Ops/s	$\textbf{\color{#35bf28}+21.22\%}$
test_unbind_speed_stack1	18.8000μs	1.7790μs	562.1202 KOps/s	539.0534 KOps/s	$\color{#35bf28}+4.28\%$
test_split	82.1803ms	1.7166ms	582.5547 Ops/s	653.5949 Ops/s	$\textbf{\color{#d91a1a}-10.87\%}$
test_chunk	82.1649ms	1.6532ms	604.8787 Ops/s	602.4681 Ops/s	$\color{#35bf28}+0.40\%$
test_creation[device0]	0.2427ms	73.9254μs	13.5271 KOps/s	14.2620 KOps/s	$\textbf{\color{#d91a1a}-5.15\%}$
test_creation_from_tensor	0.2279ms	56.6466μs	17.6533 KOps/s	19.0040 KOps/s	$\textbf{\color{#d91a1a}-7.11\%}$
test_add_one[memmap_tensor0]	0.2357ms	6.3454μs	157.5944 KOps/s	159.4823 KOps/s	$\color{#d91a1a}-1.18\%$
test_contiguous[memmap_tensor0]	33.4300μs	0.6260μs	1.5974 MOps/s	1.5926 MOps/s	$\color{#35bf28}+0.30\%$
test_stack[memmap_tensor0]	37.0310μs	4.3358μs	230.6371 KOps/s	233.8354 KOps/s	$\color{#d91a1a}-1.37\%$
test_memmaptd_index	1.0155ms	0.2568ms	3.8936 KOps/s	3.8466 KOps/s	$\color{#35bf28}+1.22\%$
test_memmaptd_index_astensor	0.6330ms	0.3134ms	3.1904 KOps/s	3.1532 KOps/s	$\color{#35bf28}+1.18\%$
test_memmaptd_index_op	0.9274ms	0.6205ms	1.6117 KOps/s	1.7643 KOps/s	$\textbf{\color{#d91a1a}-8.65\%}$
test_serialize_model	0.1734s	97.9246ms	10.2119 Ops/s	9.6350 Ops/s	$\textbf{\color{#35bf28}+5.99\%}$
test_serialize_model_pickle	1.8702s	1.3133s	0.7614 Ops/s	0.7999 Ops/s	$\color{#d91a1a}-4.81\%$
test_serialize_weights	0.1733s	96.1166ms	10.4040 Ops/s	10.0333 Ops/s	$\color{#35bf28}+3.69\%$
test_serialize_weights_returnearly	0.2750s	73.0992ms	13.6800 Ops/s	14.5913 Ops/s	$\textbf{\color{#d91a1a}-6.25\%}$
test_serialize_weights_pickle	1.3882s	1.2426s	0.8048 Ops/s	0.8001 Ops/s	$\color{#35bf28}+0.58\%$
test_reshape_pytree	0.1280ms	24.6492μs	40.5692 KOps/s	40.2907 KOps/s	$\color{#35bf28}+0.69\%$
test_reshape_td	0.1298ms	29.5413μs	33.8509 KOps/s	34.0858 KOps/s	$\color{#d91a1a}-0.69\%$
test_view_pytree	0.1553ms	24.3366μs	41.0904 KOps/s	40.4891 KOps/s	$\color{#35bf28}+1.49\%$
test_view_td	85.4327ms	9.9880μs	100.1199 KOps/s	144.9312 KOps/s	$\textbf{\color{#d91a1a}-30.92\%}$
test_unbind_pytree	0.1565ms	30.1892μs	33.1245 KOps/s	32.8939 KOps/s	$\color{#35bf28}+0.70\%$
test_unbind_td	0.5622ms	40.3254μs	24.7983 KOps/s	25.1225 KOps/s	$\color{#d91a1a}-1.29\%$
test_split_pytree	59.8810μs	28.3418μs	35.2836 KOps/s	35.0244 KOps/s	$\color{#35bf28}+0.74\%$
test_split_td	0.1102ms	38.4256μs	26.0243 KOps/s	25.7914 KOps/s	$\color{#35bf28}+0.90\%$
test_add_pytree	0.1002ms	34.6157μs	28.8887 KOps/s	28.9300 KOps/s	$\color{#d91a1a}-0.14\%$
test_add_td	87.3810μs	50.6068μs	19.7602 KOps/s	23.4766 KOps/s	$\textbf{\color{#d91a1a}-15.83\%}$
test_distributed	0.2244ms	69.3996μs	14.4093 KOps/s	13.0449 KOps/s	$\textbf{\color{#35bf28}+10.46\%}$
test_tdmodule	0.1522ms	18.9778μs	52.6931 KOps/s	59.7125 KOps/s	$\textbf{\color{#d91a1a}-11.76\%}$
test_tdmodule_dispatch	0.2475ms	38.9969μs	25.6431 KOps/s	29.2545 KOps/s	$\textbf{\color{#d91a1a}-12.34\%}$
test_tdseq	50.4410μs	21.9222μs	45.6160 KOps/s	52.0546 KOps/s	$\textbf{\color{#d91a1a}-12.37\%}$
test_tdseq_dispatch	0.1643ms	41.7902μs	23.9290 KOps/s	27.7456 KOps/s	$\textbf{\color{#d91a1a}-13.76\%}$
test_instantiation_functorch	1.9493ms	1.6485ms	606.6295 Ops/s	606.6282 Ops/s	$+0.00\%$
test_instantiation_td	1.6842ms	1.1541ms	866.5092 Ops/s	877.0856 Ops/s	$\color{#d91a1a}-1.21\%$
test_exec_functorch	0.2969ms	0.1544ms	6.4758 KOps/s	6.5581 KOps/s	$\color{#d91a1a}-1.26\%$
test_exec_functional_call	0.2232ms	0.1527ms	6.5497 KOps/s	6.6087 KOps/s	$\color{#d91a1a}-0.89\%$
test_exec_td	0.2629ms	0.1429ms	6.9989 KOps/s	7.1438 KOps/s	$\color{#d91a1a}-2.03\%$
test_exec_td_decorator	0.6029ms	0.1807ms	5.5342 KOps/s	5.5988 KOps/s	$\color{#d91a1a}-1.15\%$
test_vmap_mlp_speed[True-True]	1.2033ms	1.0138ms	986.4302 Ops/s	988.2429 Ops/s	$\color{#d91a1a}-0.18\%$
test_vmap_mlp_speed[True-False]	0.7508ms	0.5827ms	1.7160 KOps/s	1.7287 KOps/s	$\color{#d91a1a}-0.73\%$
test_vmap_mlp_speed[False-True]	1.0878ms	0.9202ms	1.0867 KOps/s	1.0730 KOps/s	$\color{#35bf28}+1.27\%$
test_vmap_mlp_speed[False-False]	0.6740ms	0.5089ms	1.9650 KOps/s	1.9342 KOps/s	$\color{#35bf28}+1.59\%$
test_vmap_mlp_speed_decorator[True-True]	3.0253ms	2.3299ms	429.2046 Ops/s	439.8851 Ops/s	$\color{#d91a1a}-2.43\%$
test_vmap_mlp_speed_decorator[True-False]	1.0708ms	0.6276ms	1.5933 KOps/s	1.3905 KOps/s	$\textbf{\color{#35bf28}+14.58\%}$
test_vmap_mlp_speed_decorator[False-True]	0.1195s	2.1853ms	457.6132 Ops/s	524.3404 Ops/s	$\textbf{\color{#d91a1a}-12.73\%}$
test_vmap_mlp_speed_decorator[False-False]	0.9041ms	0.5249ms	1.9051 KOps/s	1.8144 KOps/s	$\color{#35bf28}+5.00\%$
test_vmap_transformer_speed[True-True]	12.7436ms	12.0126ms	83.2459 Ops/s	84.0837 Ops/s	$\color{#d91a1a}-1.00\%$
test_vmap_transformer_speed[True-False]	8.4591ms	7.9846ms	125.2413 Ops/s	126.3768 Ops/s	$\color{#d91a1a}-0.90\%$
test_vmap_transformer_speed[False-True]	12.6464ms	12.0337ms	83.1000 Ops/s	84.8331 Ops/s	$\color{#d91a1a}-2.04\%$
test_vmap_transformer_speed[False-False]	8.2044ms	7.8196ms	127.8836 Ops/s	125.3573 Ops/s	$\color{#35bf28}+2.02\%$
test_vmap_transformer_speed_decorator[True-True]	76.8457ms	74.3253ms	13.4544 Ops/s	14.1231 Ops/s	$\color{#d91a1a}-4.73\%$
test_vmap_transformer_speed_decorator[True-False]	20.3982ms	19.0263ms	52.5589 Ops/s	53.3380 Ops/s	$\color{#d91a1a}-1.46\%$
test_vmap_transformer_speed_decorator[False-True]	68.4116ms	65.5268ms	15.2609 Ops/s	15.7182 Ops/s	$\color{#d91a1a}-2.91\%$
test_vmap_transformer_speed_decorator[False-False]	0.1525s	20.6943ms	48.3226 Ops/s	47.9643 Ops/s	$\color{#35bf28}+0.75\%$