[Versioning] Bump v0.3.0

[vmoens]

No description provided.

[github-actions]

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

Total Benchmarks: 120. Improved: $\large\color{#35bf28}8$. Worsened: $\large\color{#d91a1a}13$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	44.1620μs	17.1599μs	58.2753 KOps/s	60.9639 KOps/s	$\color{#d91a1a}-4.41\%$
test_plain_set_stack_nested	0.1689ms	0.1427ms	7.0055 KOps/s	7.0968 KOps/s	$\color{#d91a1a}-1.29\%$
test_plain_set_nested_inplace	56.3820μs	19.3162μs	51.7701 KOps/s	53.0387 KOps/s	$\color{#d91a1a}-2.39\%$
test_plain_set_stack_nested_inplace	0.3215ms	0.1768ms	5.6577 KOps/s	5.6926 KOps/s	$\color{#d91a1a}-0.61\%$
test_items	16.0100μs	2.3819μs	419.8296 KOps/s	331.1836 KOps/s	$\textbf{\color{#35bf28}+26.77\%}$
test_items_nested	0.5567ms	0.2728ms	3.6659 KOps/s	3.7224 KOps/s	$\color{#d91a1a}-1.52\%$
test_items_nested_locked	0.3749ms	0.2717ms	3.6804 KOps/s	3.7442 KOps/s	$\color{#d91a1a}-1.70\%$
test_items_nested_leaf	0.6920ms	0.1674ms	5.9734 KOps/s	5.9893 KOps/s	$\color{#d91a1a}-0.27\%$
test_items_stack_nested	1.5403ms	1.3141ms	761.0000 Ops/s	766.4318 Ops/s	$\color{#d91a1a}-0.71\%$
test_items_stack_nested_leaf	1.3998ms	1.1797ms	847.6773 Ops/s	851.5587 Ops/s	$\color{#d91a1a}-0.46\%$
test_items_stack_nested_locked	0.9571ms	0.7769ms	1.2872 KOps/s	1.3077 KOps/s	$\color{#d91a1a}-1.57\%$
test_keys	20.1480μs	4.3990μs	227.3260 KOps/s	258.3923 KOps/s	$\textbf{\color{#d91a1a}-12.02\%}$
test_keys_nested	53.0714ms	0.1556ms	6.4248 KOps/s	6.6873 KOps/s	$\color{#d91a1a}-3.93\%$
test_keys_nested_locked	0.2685ms	0.1459ms	6.8526 KOps/s	6.7852 KOps/s	$\color{#35bf28}+0.99\%$
test_keys_nested_leaf	0.2308ms	0.1295ms	7.7220 KOps/s	7.7513 KOps/s	$\color{#d91a1a}-0.38\%$
test_keys_stack_nested	1.6579ms	1.2780ms	782.4742 Ops/s	797.8215 Ops/s	$\color{#d91a1a}-1.92\%$
test_keys_stack_nested_leaf	1.4785ms	1.2699ms	787.4704 Ops/s	810.0006 Ops/s	$\color{#d91a1a}-2.78\%$
test_keys_stack_nested_locked	1.2779ms	0.6948ms	1.4393 KOps/s	1.4572 KOps/s	$\color{#d91a1a}-1.23\%$
test_values	7.8988μs	1.1250μs	888.8788 KOps/s	871.9960 KOps/s	$\color{#35bf28}+1.94\%$
test_values_nested	0.1048ms	52.0070μs	19.2282 KOps/s	19.1425 KOps/s	$\color{#35bf28}+0.45\%$
test_values_nested_locked	0.1221ms	52.2448μs	19.1406 KOps/s	19.0064 KOps/s	$\color{#35bf28}+0.71\%$
test_values_nested_leaf	2.6032ms	46.8330μs	21.3525 KOps/s	21.6454 KOps/s	$\color{#d91a1a}-1.35\%$
test_values_stack_nested	1.6471ms	1.0432ms	958.5724 Ops/s	972.9275 Ops/s	$\color{#d91a1a}-1.48\%$
test_values_stack_nested_leaf	1.9792ms	1.0272ms	973.4857 Ops/s	988.5298 Ops/s	$\color{#d91a1a}-1.52\%$
test_values_stack_nested_locked	0.9469ms	0.5131ms	1.9488 KOps/s	1.9548 KOps/s	$\color{#d91a1a}-0.31\%$
test_membership	14.9070μs	1.3348μs	749.1965 KOps/s	718.9811 KOps/s	$\color{#35bf28}+4.20\%$
test_membership_nested	38.0710μs	2.8439μs	351.6296 KOps/s	344.6652 KOps/s	$\color{#35bf28}+2.02\%$
test_membership_nested_leaf	38.5620μs	2.8453μs	351.4528 KOps/s	349.4452 KOps/s	$\color{#35bf28}+0.57\%$
test_membership_stacked_nested	60.9530μs	11.9815μs	83.4622 KOps/s	85.1710 KOps/s	$\color{#d91a1a}-2.01\%$
test_membership_stacked_nested_leaf	49.2920μs	11.6884μs	85.5551 KOps/s	84.1909 KOps/s	$\color{#35bf28}+1.62\%$
test_membership_nested_last	26.8400μs	5.9816μs	167.1800 KOps/s	166.7595 KOps/s	$\color{#35bf28}+0.25\%$
test_membership_nested_leaf_last	39.3530μs	6.0065μs	166.4867 KOps/s	167.3470 KOps/s	$\color{#d91a1a}-0.51\%$
test_membership_stacked_nested_last	0.3273ms	0.1689ms	5.9206 KOps/s	5.8349 KOps/s	$\color{#35bf28}+1.47\%$
test_membership_stacked_nested_leaf_last	0.2450ms	14.4162μs	69.3665 KOps/s	72.1367 KOps/s	$\color{#d91a1a}-3.84\%$
test_nested_getleaf	44.7240μs	10.8659μs	92.0307 KOps/s	93.5456 KOps/s	$\color{#d91a1a}-1.62\%$
test_nested_get	49.3820μs	10.2801μs	97.2752 KOps/s	99.6836 KOps/s	$\color{#d91a1a}-2.42\%$
test_stacked_getleaf	0.6699ms	0.4674ms	2.1393 KOps/s	2.1614 KOps/s	$\color{#d91a1a}-1.02\%$
test_stacked_get	0.8581ms	0.4401ms	2.2723 KOps/s	2.3321 KOps/s	$\color{#d91a1a}-2.56\%$
test_nested_getitemleaf	44.0620μs	10.8045μs	92.5537 KOps/s	94.8998 KOps/s	$\color{#d91a1a}-2.47\%$
test_nested_getitem	29.8060μs	10.2860μs	97.2194 KOps/s	100.3653 KOps/s	$\color{#d91a1a}-3.13\%$
test_stacked_getitemleaf	0.8232ms	0.4735ms	2.1119 KOps/s	2.1447 KOps/s	$\color{#d91a1a}-1.53\%$
test_stacked_getitem	0.5411ms	0.4381ms	2.2828 KOps/s	2.3170 KOps/s	$\color{#d91a1a}-1.47\%$
test_lock_nested	1.3210ms	0.4087ms	2.4466 KOps/s	2.4073 KOps/s	$\color{#35bf28}+1.63\%$
test_lock_stack_nested	80.6681ms	6.4514ms	155.0041 Ops/s	146.0287 Ops/s	$\textbf{\color{#35bf28}+6.15\%}$
test_unlock_nested	67.3733ms	0.4854ms	2.0600 KOps/s	2.3556 KOps/s	$\textbf{\color{#d91a1a}-12.55\%}$
test_unlock_stack_nested	78.4057ms	6.2097ms	161.0378 Ops/s	153.4765 Ops/s	$\color{#35bf28}+4.93\%$
test_flatten_speed	0.6599ms	0.3652ms	2.7386 KOps/s	2.7151 KOps/s	$\color{#35bf28}+0.86\%$
test_unflatten_speed	0.7214ms	0.4452ms	2.2459 KOps/s	2.2258 KOps/s	$\color{#35bf28}+0.91\%$
test_common_ops	4.7912ms	0.6974ms	1.4340 KOps/s	1.4606 KOps/s	$\color{#d91a1a}-1.82\%$
test_creation	50.2030μs	1.9724μs	506.9972 KOps/s	502.0436 KOps/s	$\color{#35bf28}+0.99\%$
test_creation_empty	43.1530μs	10.7430μs	93.0838 KOps/s	104.9131 KOps/s	$\textbf{\color{#d91a1a}-11.28\%}$
test_creation_nested_1	50.1230μs	13.6485μs	73.2681 KOps/s	81.4542 KOps/s	$\textbf{\color{#d91a1a}-10.05\%}$
test_creation_nested_2	38.7920μs	18.8144μs	53.1509 KOps/s	57.5487 KOps/s	$\textbf{\color{#d91a1a}-7.64\%}$
test_clone	0.1160ms	12.5179μs	79.8859 KOps/s	79.3111 KOps/s	$\color{#35bf28}+0.72\%$
test_getitem[int]	33.2920μs	11.9224μs	83.8760 KOps/s	80.9472 KOps/s	$\color{#35bf28}+3.62\%$
test_getitem[slice_int]	56.5550μs	23.2746μs	42.9653 KOps/s	42.5363 KOps/s	$\color{#35bf28}+1.01\%$
test_getitem[range]	97.7820μs	41.7793μs	23.9353 KOps/s	24.4755 KOps/s	$\color{#d91a1a}-2.21\%$
test_getitem[tuple]	73.4370μs	19.3984μs	51.5506 KOps/s	52.5370 KOps/s	$\color{#d91a1a}-1.88\%$
test_getitem[list]	0.2521ms	37.4586μs	26.6961 KOps/s	27.2751 KOps/s	$\color{#d91a1a}-2.12\%$
test_setitem_dim[int]	51.8970μs	30.0086μs	33.3238 KOps/s	34.2368 KOps/s	$\color{#d91a1a}-2.67\%$
test_setitem_dim[slice_int]	0.1018ms	55.7364μs	17.9416 KOps/s	18.3568 KOps/s	$\color{#d91a1a}-2.26\%$
test_setitem_dim[range]	0.1102ms	74.3470μs	13.4504 KOps/s	14.0286 KOps/s	$\color{#d91a1a}-4.12\%$
test_setitem_dim[tuple]	79.4180μs	44.5545μs	22.4444 KOps/s	22.8861 KOps/s	$\color{#d91a1a}-1.93\%$
test_setitem	0.1189ms	18.9180μs	52.8596 KOps/s	54.2526 KOps/s	$\color{#d91a1a}-2.57\%$
test_set	0.1033ms	18.5120μs	54.0190 KOps/s	56.7025 KOps/s	$\color{#d91a1a}-4.73\%$
test_set_shared	2.4430ms	0.1375ms	7.2718 KOps/s	7.1552 KOps/s	$\color{#35bf28}+1.63\%$
test_update	0.1031ms	21.4757μs	46.5642 KOps/s	49.6039 KOps/s	$\textbf{\color{#d91a1a}-6.13\%}$
test_update_nested	0.1074ms	29.2988μs	34.1311 KOps/s	37.0837 KOps/s	$\textbf{\color{#d91a1a}-7.96\%}$
test_set_nested	0.1076ms	20.2128μs	49.4735 KOps/s	51.6498 KOps/s	$\color{#d91a1a}-4.21\%$
test_set_nested_new	0.1341ms	24.3878μs	41.0041 KOps/s	42.8353 KOps/s	$\color{#d91a1a}-4.27\%$
test_select	96.2900μs	47.3999μs	21.0971 KOps/s	21.1301 KOps/s	$\color{#d91a1a}-0.16\%$
test_unbind_speed	0.6151ms	0.3395ms	2.9457 KOps/s	2.9189 KOps/s	$\color{#35bf28}+0.92\%$
test_unbind_speed_stack0	73.0063ms	4.3007ms	232.5205 Ops/s	239.7146 Ops/s	$\color{#d91a1a}-3.00\%$
test_unbind_speed_stack1	1.6676μs	0.6424μs	1.5568 MOps/s	1.5755 MOps/s	$\color{#d91a1a}-1.19\%$
test_split	1.8881ms	1.5420ms	648.5281 Ops/s	584.3691 Ops/s	$\textbf{\color{#35bf28}+10.98\%}$
test_chunk	66.1826ms	1.6576ms	603.2965 Ops/s	595.1360 Ops/s	$\color{#35bf28}+1.37\%$
test_creation[device0]	0.5499ms	0.2870ms	3.4841 KOps/s	3.4145 KOps/s	$\color{#35bf28}+2.04\%$
test_creation_from_tensor	4.0921ms	0.3253ms	3.0737 KOps/s	2.9258 KOps/s	$\textbf{\color{#35bf28}+5.05\%}$
test_add_one[memmap_tensor0]	67.2950μs	25.1326μs	39.7890 KOps/s	38.9728 KOps/s	$\color{#35bf28}+2.09\%$
test_contiguous[memmap_tensor0]	38.1810μs	5.7935μs	172.6087 KOps/s	170.0070 KOps/s	$\color{#35bf28}+1.53\%$
test_stack[memmap_tensor0]	54.4520μs	18.4624μs	54.1642 KOps/s	51.6502 KOps/s	$\color{#35bf28}+4.87\%$
test_memmaptd_index	0.3166ms	0.2039ms	4.9053 KOps/s	4.9868 KOps/s	$\color{#d91a1a}-1.64\%$
test_memmaptd_index_astensor	0.5307ms	0.2635ms	3.7955 KOps/s	3.8586 KOps/s	$\color{#d91a1a}-1.64\%$
test_memmaptd_index_op	0.7714ms	0.5560ms	1.7987 KOps/s	1.8985 KOps/s	$\textbf{\color{#d91a1a}-5.26\%}$
test_serialize_model	0.1709s	0.1059s	9.4471 Ops/s	9.2774 Ops/s	$\color{#35bf28}+1.83\%$
test_serialize_model_pickle	0.4510s	0.3772s	2.6513 Ops/s	2.6416 Ops/s	$\color{#35bf28}+0.37\%$
test_serialize_weights	0.1048s	95.3262ms	10.4903 Ops/s	9.1886 Ops/s	$\textbf{\color{#35bf28}+14.17\%}$
test_serialize_weights_returnearly	0.1265s	0.1209s	8.2700 Ops/s	7.5639 Ops/s	$\textbf{\color{#35bf28}+9.34\%}$
test_serialize_weights_pickle	1.0908s	0.5848s	1.7099 Ops/s	2.3858 Ops/s	$\textbf{\color{#d91a1a}-28.33\%}$
test_serialize_weights_filesystem	93.0991ms	89.7393ms	11.1434 Ops/s	10.8311 Ops/s	$\color{#35bf28}+2.88\%$
test_serialize_model_filesystem	0.1762s	0.1008s	9.9184 Ops/s	9.9489 Ops/s	$\color{#d91a1a}-0.31\%$
test_reshape_pytree	49.8530μs	22.8252μs	43.8111 KOps/s	44.6143 KOps/s	$\color{#d91a1a}-1.80\%$
test_reshape_td	79.9000μs	29.5880μs	33.7975 KOps/s	34.0551 KOps/s	$\color{#d91a1a}-0.76\%$
test_view_pytree	54.4220μs	22.7727μs	43.9123 KOps/s	44.6507 KOps/s	$\color{#d91a1a}-1.65\%$
test_view_td	21.0190μs	4.8032μs	208.1961 KOps/s	208.6774 KOps/s	$\color{#d91a1a}-0.23\%$
test_unbind_pytree	62.6270μs	26.4110μs	37.8630 KOps/s	38.4855 KOps/s	$\color{#d91a1a}-1.62\%$
test_unbind_td	0.1368ms	54.0672μs	18.4955 KOps/s	17.9309 KOps/s	$\color{#35bf28}+3.15\%$
test_split_pytree	66.5340μs	26.4105μs	37.8638 KOps/s	35.3622 KOps/s	$\textbf{\color{#35bf28}+7.07\%}$
test_split_td	0.5315ms	42.1797μs	23.7081 KOps/s	23.7760 KOps/s	$\color{#d91a1a}-0.29\%$
test_add_pytree	79.1480μs	32.3876μs	30.8760 KOps/s	31.2481 KOps/s	$\color{#d91a1a}-1.19\%$
test_add_td	0.1862ms	49.0585μs	20.3838 KOps/s	21.3317 KOps/s	$\color{#d91a1a}-4.44\%$
test_distributed	28.9440μs	6.1493μs	162.6209 KOps/s	167.6727 KOps/s	$\color{#d91a1a}-3.01\%$
test_tdmodule	99.3450μs	23.1295μs	43.2348 KOps/s	45.2053 KOps/s	$\color{#d91a1a}-4.36\%$
test_tdmodule_dispatch	0.2342ms	43.1383μs	23.1812 KOps/s	25.1922 KOps/s	$\textbf{\color{#d91a1a}-7.98\%}$
test_tdseq	67.0560μs	26.8762μs	37.2076 KOps/s	39.3301 KOps/s	$\textbf{\color{#d91a1a}-5.40\%}$
test_tdseq_dispatch	0.1457ms	46.6629μs	21.4303 KOps/s	23.0894 KOps/s	$\textbf{\color{#d91a1a}-7.19\%}$
test_instantiation_functorch	1.9878ms	1.3022ms	767.9293 Ops/s	777.1424 Ops/s	$\color{#d91a1a}-1.19\%$
test_instantiation_td	1.5118ms	0.9958ms	1.0042 KOps/s	1.0012 KOps/s	$\color{#35bf28}+0.30\%$
test_exec_functorch	0.4200ms	0.1710ms	5.8478 KOps/s	6.2639 KOps/s	$\textbf{\color{#d91a1a}-6.64\%}$
test_exec_functional_call	0.8743ms	0.1460ms	6.8495 KOps/s	6.8459 KOps/s	$\color{#35bf28}+0.05\%$
test_exec_td	0.2614ms	0.1424ms	7.0230 KOps/s	7.0584 KOps/s	$\color{#d91a1a}-0.50\%$
test_exec_td_decorator	0.9469ms	0.1771ms	5.6456 KOps/s	5.3536 KOps/s	$\textbf{\color{#35bf28}+5.45\%}$
test_vmap_mlp_speed[True-True]	1.2987ms	0.8917ms	1.1215 KOps/s	1.1309 KOps/s	$\color{#d91a1a}-0.83\%$
test_vmap_mlp_speed[True-False]	0.7984ms	0.4735ms	2.1119 KOps/s	2.1210 KOps/s	$\color{#d91a1a}-0.43\%$
test_vmap_mlp_speed[False-True]	1.1343ms	0.7773ms	1.2865 KOps/s	1.2728 KOps/s	$\color{#35bf28}+1.08\%$
test_vmap_mlp_speed[False-False]	0.6023ms	0.3890ms	2.5704 KOps/s	2.6305 KOps/s	$\color{#d91a1a}-2.29\%$
test_vmap_mlp_speed_decorator[True-True]	2.4648ms	1.7842ms	560.4735 Ops/s	576.8991 Ops/s	$\color{#d91a1a}-2.85\%$
test_vmap_mlp_speed_decorator[True-False]	0.9435ms	0.5190ms	1.9268 KOps/s	1.9359 KOps/s	$\color{#d91a1a}-0.47\%$
test_vmap_mlp_speed_decorator[False-True]	2.4061ms	1.5082ms	663.0552 Ops/s	688.3776 Ops/s	$\color{#d91a1a}-3.68\%$
test_vmap_mlp_speed_decorator[False-False]	0.7750ms	0.4040ms	2.4751 KOps/s	2.5339 KOps/s	$\color{#d91a1a}-2.32\%$

[github-actions]

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

Total Benchmarks: 132. Improved: $\large\color{#35bf28}7$. Worsened: $\large\color{#d91a1a}13$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1232ms	13.0938μs	76.3719 KOps/s	77.9412 KOps/s	$\color{#d91a1a}-2.01\%$
test_plain_set_stack_nested	0.2418ms	0.1166ms	8.5728 KOps/s	8.6184 KOps/s	$\color{#d91a1a}-0.53\%$
test_plain_set_nested_inplace	39.8600μs	14.2696μs	70.0788 KOps/s	70.9106 KOps/s	$\color{#d91a1a}-1.17\%$
test_plain_set_stack_nested_inplace	0.1930ms	0.1447ms	6.9128 KOps/s	6.9545 KOps/s	$\color{#d91a1a}-0.60\%$
test_items	31.1110μs	4.6970μs	212.9020 KOps/s	208.3904 KOps/s	$\color{#35bf28}+2.16\%$
test_items_nested	0.4096ms	0.3385ms	2.9538 KOps/s	2.9502 KOps/s	$\color{#35bf28}+0.12\%$
test_items_nested_locked	0.3761ms	0.3427ms	2.9177 KOps/s	2.9413 KOps/s	$\color{#d91a1a}-0.80\%$
test_items_nested_leaf	0.2288ms	0.2020ms	4.9501 KOps/s	5.0408 KOps/s	$\color{#d91a1a}-1.80\%$
test_items_stack_nested	1.8752ms	1.3245ms	755.0178 Ops/s	760.8751 Ops/s	$\color{#d91a1a}-0.77\%$
test_items_stack_nested_leaf	1.3842ms	1.1452ms	873.1865 Ops/s	881.3791 Ops/s	$\color{#d91a1a}-0.93\%$
test_items_stack_nested_locked	0.9226ms	0.8277ms	1.2082 KOps/s	1.2109 KOps/s	$\color{#d91a1a}-0.22\%$
test_keys	28.5410μs	4.6570μs	214.7297 KOps/s	217.0462 KOps/s	$\color{#d91a1a}-1.07\%$
test_keys_nested	0.7730ms	95.7117μs	10.4480 KOps/s	10.6915 KOps/s	$\color{#d91a1a}-2.28\%$
test_keys_nested_locked	0.1193ms	94.4244μs	10.5905 KOps/s	10.7149 KOps/s	$\color{#d91a1a}-1.16\%$
test_keys_nested_leaf	0.1951ms	78.2511μs	12.7794 KOps/s	12.9037 KOps/s	$\color{#d91a1a}-0.96\%$
test_keys_stack_nested	1.3206ms	1.1650ms	858.3804 Ops/s	854.2094 Ops/s	$\color{#35bf28}+0.49\%$
test_keys_stack_nested_leaf	1.2569ms	1.1418ms	875.7802 Ops/s	870.6118 Ops/s	$\color{#35bf28}+0.59\%$
test_keys_stack_nested_locked	0.7685ms	0.6442ms	1.5524 KOps/s	1.5379 KOps/s	$\color{#35bf28}+0.95\%$
test_values	21.3203μs	1.8926μs	528.3643 KOps/s	527.3411 KOps/s	$\color{#35bf28}+0.19\%$
test_values_nested	77.5210μs	44.9664μs	22.2388 KOps/s	22.2166 KOps/s	$\color{#35bf28}+0.10\%$
test_values_nested_locked	76.1710μs	47.1497μs	21.2090 KOps/s	21.0815 KOps/s	$\color{#35bf28}+0.61\%$
test_values_nested_leaf	58.9510μs	39.2277μs	25.4922 KOps/s	25.3003 KOps/s	$\color{#35bf28}+0.76\%$
test_values_stack_nested	1.1748ms	0.9769ms	1.0237 KOps/s	1.0355 KOps/s	$\color{#d91a1a}-1.15\%$
test_values_stack_nested_leaf	1.0639ms	0.9605ms	1.0412 KOps/s	1.0462 KOps/s	$\color{#d91a1a}-0.48\%$
test_values_stack_nested_locked	0.6864ms	0.5072ms	1.9714 KOps/s	1.9864 KOps/s	$\color{#d91a1a}-0.75\%$
test_membership	6.0022μs	0.9461μs	1.0570 MOps/s	1.0509 MOps/s	$\color{#35bf28}+0.59\%$
test_membership_nested	22.4100μs	2.3096μs	432.9684 KOps/s	432.6735 KOps/s	$\color{#35bf28}+0.07\%$
test_membership_nested_leaf	27.8850μs	2.2196μs	450.5376 KOps/s	445.2258 KOps/s	$\color{#35bf28}+1.19\%$
test_membership_stacked_nested	50.1510μs	11.1130μs	89.9851 KOps/s	91.0834 KOps/s	$\color{#d91a1a}-1.21\%$
test_membership_stacked_nested_leaf	38.5900μs	11.0768μs	90.2789 KOps/s	91.1073 KOps/s	$\color{#d91a1a}-0.91\%$
test_membership_nested_last	26.0010μs	4.7766μs	209.3554 KOps/s	212.7732 KOps/s	$\color{#d91a1a}-1.61\%$
test_membership_nested_leaf_last	27.7910μs	4.7986μs	208.3948 KOps/s	214.3506 KOps/s	$\color{#d91a1a}-2.78\%$
test_membership_stacked_nested_last	0.1681ms	0.1367ms	7.3153 KOps/s	7.4192 KOps/s	$\color{#d91a1a}-1.40\%$
test_membership_stacked_nested_leaf_last	31.8010μs	13.0155μs	76.8317 KOps/s	79.4118 KOps/s	$\color{#d91a1a}-3.25\%$
test_nested_getleaf	77.7610μs	8.4142μs	118.8468 KOps/s	119.3669 KOps/s	$\color{#d91a1a}-0.44\%$
test_nested_get	0.1974ms	7.9538μs	125.7257 KOps/s	126.0070 KOps/s	$\color{#d91a1a}-0.22\%$
test_stacked_getleaf	0.5118ms	0.4004ms	2.4977 KOps/s	2.5629 KOps/s	$\color{#d91a1a}-2.55\%$
test_stacked_get	0.5113ms	0.3666ms	2.7278 KOps/s	2.7826 KOps/s	$\color{#d91a1a}-1.97\%$
test_nested_getitemleaf	0.1763ms	8.4655μs	118.1262 KOps/s	118.6851 KOps/s	$\color{#d91a1a}-0.47\%$
test_nested_getitem	28.3610μs	8.0046μs	124.9281 KOps/s	125.2447 KOps/s	$\color{#d91a1a}-0.25\%$
test_stacked_getitemleaf	0.4589ms	0.4001ms	2.4995 KOps/s	2.5661 KOps/s	$\color{#d91a1a}-2.60\%$
test_stacked_getitem	0.4098ms	0.3621ms	2.7613 KOps/s	2.7563 KOps/s	$\color{#35bf28}+0.18\%$
test_lock_nested	4.4665ms	0.4202ms	2.3797 KOps/s	2.4024 KOps/s	$\color{#d91a1a}-0.94\%$
test_lock_stack_nested	84.5639ms	6.5957ms	151.6138 Ops/s	152.9391 Ops/s	$\color{#d91a1a}-0.87\%$
test_unlock_nested	0.9789ms	0.4137ms	2.4175 KOps/s	2.4137 KOps/s	$\color{#35bf28}+0.16\%$
test_unlock_stack_nested	84.2137ms	6.9053ms	144.8159 Ops/s	144.1511 Ops/s	$\color{#35bf28}+0.46\%$
test_flatten_speed	0.7928ms	0.2628ms	3.8050 KOps/s	3.8193 KOps/s	$\color{#d91a1a}-0.37\%$
test_unflatten_speed	0.4733ms	0.3599ms	2.7784 KOps/s	2.8362 KOps/s	$\color{#d91a1a}-2.04\%$
test_common_ops	1.0441ms	0.6078ms	1.6452 KOps/s	1.6905 KOps/s	$\color{#d91a1a}-2.68\%$
test_creation	18.2000μs	1.6266μs	614.7678 KOps/s	608.6187 KOps/s	$\color{#35bf28}+1.01\%$
test_creation_empty	0.1659ms	7.3445μs	136.1564 KOps/s	145.2596 KOps/s	$\textbf{\color{#d91a1a}-6.27\%}$
test_creation_nested_1	39.9400μs	9.4145μs	106.2186 KOps/s	112.3272 KOps/s	$\textbf{\color{#d91a1a}-5.44\%}$
test_creation_nested_2	34.2800μs	14.1360μs	70.7414 KOps/s	74.6125 KOps/s	$\textbf{\color{#d91a1a}-5.19\%}$
test_clone	0.1184ms	13.4240μs	74.4932 KOps/s	77.3726 KOps/s	$\color{#d91a1a}-3.72\%$
test_getitem[int]	0.1869ms	11.4001μs	87.7182 KOps/s	86.8105 KOps/s	$\color{#35bf28}+1.05\%$
test_getitem[slice_int]	0.1420ms	21.3636μs	46.8086 KOps/s	44.3546 KOps/s	$\textbf{\color{#35bf28}+5.53\%}$
test_getitem[range]	0.2230ms	37.2887μs	26.8178 KOps/s	27.2017 KOps/s	$\color{#d91a1a}-1.41\%$
test_getitem[tuple]	45.8210μs	19.0740μs	52.4274 KOps/s	51.3680 KOps/s	$\color{#35bf28}+2.06\%$
test_getitem[list]	0.3629ms	35.4175μs	28.2346 KOps/s	29.5457 KOps/s	$\color{#d91a1a}-4.44\%$
test_setitem_dim[int]	43.4000μs	27.7243μs	36.0695 KOps/s	38.2716 KOps/s	$\textbf{\color{#d91a1a}-5.75\%}$
test_setitem_dim[slice_int]	65.0610μs	48.0062μs	20.8306 KOps/s	20.7832 KOps/s	$\color{#35bf28}+0.23\%$
test_setitem_dim[range]	87.8210μs	66.5174μs	15.0337 KOps/s	16.0924 KOps/s	$\textbf{\color{#d91a1a}-6.58\%}$
test_setitem_dim[tuple]	60.3610μs	43.3129μs	23.0878 KOps/s	24.1346 KOps/s	$\color{#d91a1a}-4.34\%$
test_setitem	0.1525ms	19.5847μs	51.0602 KOps/s	59.5605 KOps/s	$\textbf{\color{#d91a1a}-14.27\%}$
test_set	0.1683ms	18.8113μs	53.1596 KOps/s	61.2058 KOps/s	$\textbf{\color{#d91a1a}-13.15\%}$
test_set_shared	2.6470ms	0.1047ms	9.5469 KOps/s	9.7795 KOps/s	$\color{#d91a1a}-2.38\%$
test_update	0.1560ms	19.4121μs	51.5142 KOps/s	55.2490 KOps/s	$\textbf{\color{#d91a1a}-6.76\%}$
test_update_nested	0.1371ms	25.5576μs	39.1274 KOps/s	40.7269 KOps/s	$\color{#d91a1a}-3.93\%$
test_set_nested	0.1215ms	18.6520μs	53.6136 KOps/s	57.0502 KOps/s	$\textbf{\color{#d91a1a}-6.02\%}$
test_set_nested_new	0.1307ms	21.9149μs	45.6310 KOps/s	48.2942 KOps/s	$\textbf{\color{#d91a1a}-5.51\%}$
test_select	0.1835ms	46.1001μs	21.6919 KOps/s	23.2999 KOps/s	$\textbf{\color{#d91a1a}-6.90\%}$
test_to	73.2710μs	53.8888μs	18.5567 KOps/s	18.7061 KOps/s	$\color{#d91a1a}-0.80\%$
test_to_nonblocking	0.2028ms	34.2754μs	29.1754 KOps/s	30.2487 KOps/s	$\color{#d91a1a}-3.55\%$
test_unbind_speed	0.3846ms	0.3328ms	3.0046 KOps/s	2.9692 KOps/s	$\color{#35bf28}+1.19\%$
test_unbind_speed_stack0	81.0862ms	3.7993ms	263.2093 Ops/s	261.5643 Ops/s	$\color{#35bf28}+0.63\%$
test_unbind_speed_stack1	1.5720μs	0.5169μs	1.9346 MOps/s	1.8986 MOps/s	$\color{#35bf28}+1.90\%$
test_split	1.8903ms	1.5851ms	630.8841 Ops/s	575.9320 Ops/s	$\textbf{\color{#35bf28}+9.54\%}$
test_chunk	76.1696ms	1.7076ms	585.6065 Ops/s	585.0677 Ops/s	$\color{#35bf28}+0.09\%$
test_creation[device0]	0.4510ms	0.3105ms	3.2202 KOps/s	3.2190 KOps/s	$\color{#35bf28}+0.04\%$
test_creation[device1]	0.4573ms	0.3137ms	3.1876 KOps/s	3.1566 KOps/s	$\color{#35bf28}+0.98\%$
test_creation_from_tensor	78.7456ms	0.3788ms	2.6396 KOps/s	2.8631 KOps/s	$\textbf{\color{#d91a1a}-7.81\%}$
test_add_one[memmap_tensor0]	0.1340ms	25.3946μs	39.3785 KOps/s	41.4228 KOps/s	$\color{#d91a1a}-4.94\%$
test_add_one[memmap_tensor1]	0.2125ms	72.6278μs	13.7688 KOps/s	13.8099 KOps/s	$\color{#d91a1a}-0.30\%$
test_contiguous[memmap_tensor0]	21.9110μs	5.9722μs	167.4418 KOps/s	169.2885 KOps/s	$\color{#d91a1a}-1.09\%$
test_contiguous[memmap_tensor1]	0.1774ms	22.2406μs	44.9629 KOps/s	44.8880 KOps/s	$\color{#35bf28}+0.17\%$
test_stack[memmap_tensor0]	0.1136ms	19.8363μs	50.4127 KOps/s	46.2560 KOps/s	$\textbf{\color{#35bf28}+8.99\%}$
test_stack[memmap_tensor1]	0.1067ms	71.0701μs	14.0706 KOps/s	13.0099 KOps/s	$\textbf{\color{#35bf28}+8.15\%}$
test_memmaptd_index	0.3162ms	0.2420ms	4.1317 KOps/s	4.1732 KOps/s	$\color{#d91a1a}-0.99\%$
test_memmaptd_index_astensor	0.3679ms	0.3028ms	3.3021 KOps/s	3.3496 KOps/s	$\color{#d91a1a}-1.42\%$
test_memmaptd_index_op	0.6376ms	0.5783ms	1.7293 KOps/s	1.7645 KOps/s	$\color{#d91a1a}-1.99\%$
test_serialize_model	0.1719s	97.0207ms	10.3071 Ops/s	10.7795 Ops/s	$\color{#d91a1a}-4.38\%$
test_serialize_model_pickle	1.3481s	1.2360s	0.8091 Ops/s	0.8083 Ops/s	$\color{#35bf28}+0.10\%$
test_serialize_weights	89.2894ms	85.8116ms	11.6534 Ops/s	10.0581 Ops/s	$\textbf{\color{#35bf28}+15.86\%}$
test_serialize_weights_returnearly	69.4865ms	57.4317ms	17.4120 Ops/s	12.7434 Ops/s	$\textbf{\color{#35bf28}+36.64\%}$
test_serialize_weights_pickle	1.3946s	1.2414s	0.8055 Ops/s	0.8093 Ops/s	$\color{#d91a1a}-0.46\%$
test_reshape_pytree	0.2245ms	24.0091μs	41.6509 KOps/s	42.4043 KOps/s	$\color{#d91a1a}-1.78\%$
test_reshape_td	0.1494ms	29.5906μs	33.7946 KOps/s	34.6570 KOps/s	$\color{#d91a1a}-2.49\%$
test_view_pytree	0.1502ms	23.7286μs	42.1432 KOps/s	43.1837 KOps/s	$\color{#d91a1a}-2.41\%$
test_view_td	0.2098ms	4.0676μs	245.8428 KOps/s	247.7353 KOps/s	$\color{#d91a1a}-0.76\%$
test_unbind_pytree	0.1313ms	29.5690μs	33.8192 KOps/s	32.6686 KOps/s	$\color{#35bf28}+3.52\%$
test_unbind_td	0.2414ms	51.9172μs	19.2615 KOps/s	19.1361 KOps/s	$\color{#35bf28}+0.65\%$
test_split_pytree	44.2110μs	28.3623μs	35.2581 KOps/s	36.7124 KOps/s	$\color{#d91a1a}-3.96\%$
test_split_td	0.6625ms	41.4459μs	24.1278 KOps/s	24.1893 KOps/s	$\color{#d91a1a}-0.25\%$
test_add_pytree	0.2068ms	36.1715μs	27.6461 KOps/s	28.4940 KOps/s	$\color{#d91a1a}-2.98\%$
test_add_td	0.2740ms	47.5810μs	21.0168 KOps/s	23.2126 KOps/s	$\textbf{\color{#d91a1a}-9.46\%}$
test_distributed	22.4110μs	5.5606μs	179.8381 KOps/s	178.7752 KOps/s	$\color{#35bf28}+0.59\%$
test_tdmodule	96.7810μs	17.0671μs	58.5922 KOps/s	59.1967 KOps/s	$\color{#d91a1a}-1.02\%$
test_tdmodule_dispatch	0.1214ms	32.4304μs	30.8352 KOps/s	30.8583 KOps/s	$\color{#d91a1a}-0.07\%$
test_tdseq	34.8010μs	20.1107μs	49.7247 KOps/s	50.8519 KOps/s	$\color{#d91a1a}-2.22\%$
test_tdseq_dispatch	0.2483ms	36.2689μs	27.5718 KOps/s	28.3566 KOps/s	$\color{#d91a1a}-2.77\%$
test_instantiation_functorch	1.8227ms	1.6680ms	599.5106 Ops/s	597.5635 Ops/s	$\color{#35bf28}+0.33\%$
test_instantiation_td	1.7025ms	1.1648ms	858.5230 Ops/s	849.5544 Ops/s	$\color{#35bf28}+1.06\%$
test_exec_functorch	0.3907ms	0.1622ms	6.1643 KOps/s	6.3903 KOps/s	$\color{#d91a1a}-3.54\%$
test_exec_functional_call	0.3908ms	0.1606ms	6.2259 KOps/s	6.4398 KOps/s	$\color{#d91a1a}-3.32\%$
test_exec_td	0.1792ms	0.1505ms	6.6431 KOps/s	6.8052 KOps/s	$\color{#d91a1a}-2.38\%$
test_exec_td_decorator	0.8342ms	0.1899ms	5.2667 KOps/s	5.3275 KOps/s	$\color{#d91a1a}-1.14\%$
test_vmap_mlp_speed[True-True]	1.3266ms	1.1083ms	902.2998 Ops/s	907.4048 Ops/s	$\color{#d91a1a}-0.56\%$
test_vmap_mlp_speed[True-False]	0.9012ms	0.6582ms	1.5194 KOps/s	1.5306 KOps/s	$\color{#d91a1a}-0.73\%$
test_vmap_mlp_speed[False-True]	1.2390ms	1.0162ms	984.0746 Ops/s	992.4719 Ops/s	$\color{#d91a1a}-0.85\%$
test_vmap_mlp_speed[False-False]	0.7898ms	0.5880ms	1.7007 KOps/s	1.7236 KOps/s	$\color{#d91a1a}-1.32\%$
test_vmap_mlp_speed_decorator[True-True]	2.8027ms	2.0739ms	482.1922 Ops/s	485.9867 Ops/s	$\color{#d91a1a}-0.78\%$
test_vmap_mlp_speed_decorator[True-False]	1.1794ms	0.7060ms	1.4165 KOps/s	1.4068 KOps/s	$\color{#35bf28}+0.69\%$
test_vmap_mlp_speed_decorator[False-True]	2.1923ms	1.8087ms	552.8883 Ops/s	553.3530 Ops/s	$\color{#d91a1a}-0.08\%$
test_vmap_mlp_speed_decorator[False-False]	1.0173ms	0.6071ms	1.6471 KOps/s	1.6637 KOps/s	$\color{#d91a1a}-1.00\%$
test_vmap_transformer_speed[True-True]	12.6843ms	12.3516ms	80.9613 Ops/s	78.0983 Ops/s	$\color{#35bf28}+3.67\%$
test_vmap_transformer_speed[True-False]	8.3255ms	8.1342ms	122.9374 Ops/s	121.1097 Ops/s	$\color{#35bf28}+1.51\%$
test_vmap_transformer_speed[False-True]	12.3565ms	12.1800ms	82.1021 Ops/s	80.9019 Ops/s	$\color{#35bf28}+1.48\%$
test_vmap_transformer_speed[False-False]	8.6453ms	8.0649ms	123.9946 Ops/s	122.4442 Ops/s	$\color{#35bf28}+1.27\%$
test_vmap_transformer_speed_decorator[True-True]	64.5487ms	63.3144ms	15.7942 Ops/s	15.4707 Ops/s	$\color{#35bf28}+2.09\%$
test_vmap_transformer_speed_decorator[True-False]	20.7659ms	19.5487ms	51.1542 Ops/s	45.9004 Ops/s	$\textbf{\color{#35bf28}+11.45\%}$
test_vmap_transformer_speed_decorator[False-True]	59.0637ms	57.5735ms	17.3691 Ops/s	17.1104 Ops/s	$\color{#35bf28}+1.51\%$
test_vmap_transformer_speed_decorator[False-False]	21.0059ms	19.1376ms	52.2531 Ops/s	51.6259 Ops/s	$\color{#35bf28}+1.21\%$