[Performance] Faster __init__

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

Total Benchmarks: 113. Improved: $\large\color{#35bf28}6$. Worsened: $\large\color{#d91a1a}11$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	27.7520μs	16.2458μs	61.5545 KOps/s	62.5788 KOps/s	$\color{#d91a1a}-1.64\%$
test_plain_set_stack_nested	0.1848ms	0.1436ms	6.9655 KOps/s	6.8446 KOps/s	$\color{#35bf28}+1.77\%$
test_plain_set_nested_inplace	45.3550μs	19.4324μs	51.4605 KOps/s	52.1931 KOps/s	$\color{#d91a1a}-1.40\%$
test_plain_set_stack_nested_inplace	0.3943ms	0.1740ms	5.7460 KOps/s	5.4785 KOps/s	$\color{#35bf28}+4.88\%$
test_items	18.8560μs	2.4049μs	415.8092 KOps/s	414.6935 KOps/s	$\color{#35bf28}+0.27\%$
test_items_nested	0.3481ms	0.2653ms	3.7686 KOps/s	3.7741 KOps/s	$\color{#d91a1a}-0.14\%$
test_items_nested_locked	1.3824ms	0.2696ms	3.7091 KOps/s	3.7807 KOps/s	$\color{#d91a1a}-1.90\%$
test_items_nested_leaf	1.0040ms	0.1631ms	6.1315 KOps/s	6.0925 KOps/s	$\color{#35bf28}+0.64\%$
test_items_stack_nested	1.5997ms	1.4748ms	678.0480 Ops/s	672.2472 Ops/s	$\color{#35bf28}+0.86\%$
test_items_stack_nested_leaf	1.7665ms	1.3485ms	741.5715 Ops/s	723.4473 Ops/s	$\color{#35bf28}+2.51\%$
test_items_stack_nested_locked	1.7869ms	0.7610ms	1.3140 KOps/s	1.3149 KOps/s	$\color{#d91a1a}-0.06\%$
test_keys	30.6970μs	3.8994μs	256.4518 KOps/s	260.5925 KOps/s	$\color{#d91a1a}-1.59\%$
test_keys_nested	0.5954ms	0.1421ms	7.0349 KOps/s	6.5799 KOps/s	$\textbf{\color{#35bf28}+6.92\%}$
test_keys_nested_locked	0.2964ms	0.1415ms	7.0654 KOps/s	7.0693 KOps/s	$\color{#d91a1a}-0.05\%$
test_keys_nested_leaf	0.3833ms	0.1479ms	6.7609 KOps/s	7.0076 KOps/s	$\color{#d91a1a}-3.52\%$
test_keys_stack_nested	2.0087ms	1.4114ms	708.5112 Ops/s	711.7721 Ops/s	$\color{#d91a1a}-0.46\%$
test_keys_stack_nested_leaf	1.7851ms	1.4080ms	710.2409 Ops/s	708.3654 Ops/s	$\color{#35bf28}+0.26\%$
test_keys_stack_nested_locked	1.2292ms	0.6855ms	1.4589 KOps/s	1.4595 KOps/s	$\color{#d91a1a}-0.04\%$
test_values	33.4075μs	1.1874μs	842.2078 KOps/s	889.4031 KOps/s	$\textbf{\color{#d91a1a}-5.31\%}$
test_values_nested	96.6610μs	49.3832μs	20.2498 KOps/s	20.1497 KOps/s	$\color{#35bf28}+0.50\%$
test_values_nested_locked	0.3318ms	51.5222μs	19.4091 KOps/s	20.0422 KOps/s	$\color{#d91a1a}-3.16\%$
test_values_nested_leaf	67.2660μs	44.4710μs	22.4866 KOps/s	22.4800 KOps/s	$\color{#35bf28}+0.03\%$
test_values_stack_nested	1.8409ms	1.1855ms	843.5166 Ops/s	837.0549 Ops/s	$\color{#35bf28}+0.77\%$
test_values_stack_nested_leaf	1.9137ms	1.1842ms	844.4246 Ops/s	837.3378 Ops/s	$\color{#35bf28}+0.85\%$
test_values_stack_nested_locked	0.9341ms	0.5095ms	1.9626 KOps/s	1.9479 KOps/s	$\color{#35bf28}+0.76\%$
test_membership	16.8110μs	1.3583μs	736.2321 KOps/s	740.2884 KOps/s	$\color{#d91a1a}-0.55\%$
test_membership_nested	22.1920μs	2.7834μs	359.2725 KOps/s	362.1514 KOps/s	$\color{#d91a1a}-0.79\%$
test_membership_nested_leaf	0.1351ms	2.8111μs	355.7349 KOps/s	360.2995 KOps/s	$\color{#d91a1a}-1.27\%$
test_membership_stacked_nested	52.4090μs	11.6193μs	86.0635 KOps/s	82.8484 KOps/s	$\color{#35bf28}+3.88\%$
test_membership_stacked_nested_leaf	0.2140ms	12.3572μs	80.9245 KOps/s	80.2100 KOps/s	$\color{#35bf28}+0.89\%$
test_membership_nested_last	34.8250μs	5.8962μs	169.6018 KOps/s	170.7603 KOps/s	$\color{#d91a1a}-0.68\%$
test_membership_nested_leaf_last	38.0610μs	5.8948μs	169.6413 KOps/s	170.0306 KOps/s	$\color{#d91a1a}-0.23\%$
test_membership_stacked_nested_last	0.3416ms	0.1667ms	5.9999 KOps/s	5.9220 KOps/s	$\color{#35bf28}+1.32\%$
test_membership_stacked_nested_leaf_last	45.0240μs	13.7228μs	72.8715 KOps/s	72.1076 KOps/s	$\color{#35bf28}+1.06\%$
test_nested_getleaf	64.0600μs	10.7466μs	93.0524 KOps/s	93.9317 KOps/s	$\color{#d91a1a}-0.94\%$
test_nested_get	34.7150μs	10.2538μs	97.5244 KOps/s	99.7611 KOps/s	$\color{#d91a1a}-2.24\%$
test_stacked_getleaf	1.2662ms	0.6348ms	1.5754 KOps/s	1.5680 KOps/s	$\color{#35bf28}+0.47\%$
test_stacked_get	1.3376ms	0.6071ms	1.6471 KOps/s	1.6436 KOps/s	$\color{#35bf28}+0.22\%$
test_nested_getitemleaf	35.2460μs	10.6422μs	93.9658 KOps/s	95.0440 KOps/s	$\color{#d91a1a}-1.13\%$
test_nested_getitem	32.8520μs	10.2238μs	97.8107 KOps/s	100.1010 KOps/s	$\color{#d91a1a}-2.29\%$
test_stacked_getitemleaf	0.7521ms	0.6367ms	1.5705 KOps/s	1.5706 KOps/s	$-0.00\%$
test_stacked_getitem	1.0664ms	0.6078ms	1.6453 KOps/s	1.6439 KOps/s	$\color{#35bf28}+0.08\%$
test_lock_nested	74.5251ms	0.6541ms	1.5288 KOps/s	2.0493 KOps/s	$\textbf{\color{#d91a1a}-25.40\%}$
test_lock_stack_nested	10.1125ms	5.2267ms	191.3243 Ops/s	121.1546 Ops/s	$\textbf{\color{#35bf28}+57.92\%}$
test_unlock_nested	0.9741ms	0.4444ms	2.2501 KOps/s	1.9886 KOps/s	$\textbf{\color{#35bf28}+13.15\%}$
test_unlock_stack_nested	78.6142ms	7.3497ms	136.0592 Ops/s	207.8619 Ops/s	$\textbf{\color{#d91a1a}-34.54\%}$
test_flatten_speed	0.5721ms	0.2694ms	3.7117 KOps/s	3.7070 KOps/s	$\color{#35bf28}+0.13\%$
test_unflatten_speed	0.7851ms	0.4644ms	2.1534 KOps/s	2.1495 KOps/s	$\color{#35bf28}+0.18\%$
test_common_ops	1.4001ms	0.6835ms	1.4630 KOps/s	1.5145 KOps/s	$\color{#d91a1a}-3.40\%$
test_creation	32.2300μs	2.4873μs	402.0502 KOps/s	415.1656 KOps/s	$\color{#d91a1a}-3.16\%$
test_creation_empty	29.8660μs	8.6523μs	115.5763 KOps/s	124.2870 KOps/s	$\textbf{\color{#d91a1a}-7.01\%}$
test_creation_nested_1	51.3260μs	11.9300μs	83.8223 KOps/s	87.1964 KOps/s	$\color{#d91a1a}-3.87\%$
test_creation_nested_2	54.4820μs	15.6936μs	63.7200 KOps/s	67.7525 KOps/s	$\textbf{\color{#d91a1a}-5.95\%}$
test_clone	0.1601ms	13.1904μs	75.8127 KOps/s	77.4640 KOps/s	$\color{#d91a1a}-2.13\%$
test_getitem[int]	39.6040μs	13.0808μs	76.4480 KOps/s	78.2743 KOps/s	$\color{#d91a1a}-2.33\%$
test_getitem[slice_int]	0.1361ms	24.9276μs	40.1162 KOps/s	40.9009 KOps/s	$\color{#d91a1a}-1.92\%$
test_getitem[range]	90.3800μs	44.1557μs	22.6472 KOps/s	22.6648 KOps/s	$\color{#d91a1a}-0.08\%$
test_getitem[tuple]	86.0250μs	20.2078μs	49.4858 KOps/s	50.3881 KOps/s	$\color{#d91a1a}-1.79\%$
test_getitem[list]	0.2348ms	41.5139μs	24.0883 KOps/s	25.7723 KOps/s	$\textbf{\color{#d91a1a}-6.53\%}$
test_setitem_dim[int]	52.2980μs	29.2742μs	34.1598 KOps/s	34.3747 KOps/s	$\color{#d91a1a}-0.63\%$
test_setitem_dim[slice_int]	89.5680μs	54.1818μs	18.4564 KOps/s	18.4422 KOps/s	$\color{#35bf28}+0.08\%$
test_setitem_dim[range]	0.1091ms	75.6596μs	13.2171 KOps/s	13.4658 KOps/s	$\color{#d91a1a}-1.85\%$
test_setitem_dim[tuple]	0.1016ms	44.2084μs	22.6201 KOps/s	23.4924 KOps/s	$\color{#d91a1a}-3.71\%$
test_setitem	0.1378ms	18.4501μs	54.2003 KOps/s	56.1873 KOps/s	$\color{#d91a1a}-3.54\%$
test_set	0.1762ms	18.0075μs	55.5323 KOps/s	59.0231 KOps/s	$\textbf{\color{#d91a1a}-5.91\%}$
test_set_shared	3.0737ms	0.1444ms	6.9242 KOps/s	7.1269 KOps/s	$\color{#d91a1a}-2.84\%$
test_update	0.1105ms	19.6894μs	50.7887 KOps/s	54.2388 KOps/s	$\textbf{\color{#d91a1a}-6.36\%}$
test_update_nested	0.1712ms	26.9812μs	37.0629 KOps/s	36.6188 KOps/s	$\color{#35bf28}+1.21\%$
test_set_nested	0.1491ms	19.7660μs	50.5919 KOps/s	52.7011 KOps/s	$\color{#d91a1a}-4.00\%$
test_set_nested_new	0.1363ms	24.9007μs	40.1595 KOps/s	41.3988 KOps/s	$\color{#d91a1a}-2.99\%$
test_select	0.1300ms	51.6239μs	19.3709 KOps/s	20.5125 KOps/s	$\textbf{\color{#d91a1a}-5.57\%}$
test_unbind_speed	0.7463ms	0.3676ms	2.7201 KOps/s	2.7043 KOps/s	$\color{#35bf28}+0.58\%$
test_unbind_speed_stack0	71.9756ms	4.5562ms	219.4795 Ops/s	182.9332 Ops/s	$\textbf{\color{#35bf28}+19.98\%}$
test_unbind_speed_stack1	2.5392μs	0.6346μs	1.5757 MOps/s	1.5536 MOps/s	$\color{#35bf28}+1.42\%$
test_split	63.6809ms	1.7865ms	559.7444 Ops/s	602.9797 Ops/s	$\textbf{\color{#d91a1a}-7.17\%}$
test_chunk	63.2697ms	1.7439ms	573.4436 Ops/s	609.9920 Ops/s	$\textbf{\color{#d91a1a}-5.99\%}$
test_creation[device0]	3.3918ms	0.3043ms	3.2861 KOps/s	3.2336 KOps/s	$\color{#35bf28}+1.62\%$
test_creation_from_tensor	2.6679ms	0.3346ms	2.9882 KOps/s	2.8869 KOps/s	$\color{#35bf28}+3.51\%$
test_add_one[memmap_tensor0]	82.2450μs	24.9082μs	40.1475 KOps/s	40.0588 KOps/s	$\color{#35bf28}+0.22\%$
test_contiguous[memmap_tensor0]	30.0570μs	5.7966μs	172.5155 KOps/s	175.5795 KOps/s	$\color{#d91a1a}-1.75\%$
test_stack[memmap_tensor0]	0.1220ms	19.6190μs	50.9710 KOps/s	53.5790 KOps/s	$\color{#d91a1a}-4.87\%$
test_memmaptd_index	0.7641ms	0.3975ms	2.5157 KOps/s	2.5072 KOps/s	$\color{#35bf28}+0.34\%$
test_memmaptd_index_astensor	0.5957ms	0.4582ms	2.1825 KOps/s	2.1730 KOps/s	$\color{#35bf28}+0.43\%$
test_memmaptd_index_op	1.3118ms	0.7047ms	1.4191 KOps/s	1.4184 KOps/s	$\color{#35bf28}+0.05\%$
test_reshape_pytree	84.4280μs	22.9536μs	43.5662 KOps/s	42.7644 KOps/s	$\color{#35bf28}+1.87\%$
test_reshape_td	0.1365ms	31.2604μs	31.9893 KOps/s	31.7479 KOps/s	$\color{#35bf28}+0.76\%$
test_view_pytree	0.4868ms	23.0631μs	43.3592 KOps/s	42.5491 KOps/s	$\color{#35bf28}+1.90\%$
test_view_td	31.8300μs	4.9991μs	200.0362 KOps/s	208.0765 KOps/s	$\color{#d91a1a}-3.86\%$
test_unbind_pytree	63.2390μs	26.6742μs	37.4894 KOps/s	37.3904 KOps/s	$\color{#35bf28}+0.26\%$
test_unbind_td	0.1282ms	59.3548μs	16.8478 KOps/s	17.3361 KOps/s	$\color{#d91a1a}-2.82\%$
test_split_pytree	57.8990μs	26.3568μs	37.9408 KOps/s	37.6941 KOps/s	$\color{#35bf28}+0.65\%$
test_split_td	0.1012ms	45.8028μs	21.8327 KOps/s	21.5452 KOps/s	$\color{#35bf28}+1.33\%$
test_add_pytree	0.1000ms	32.1701μs	31.0847 KOps/s	31.0532 KOps/s	$\color{#35bf28}+0.10\%$
test_add_td	98.8250μs	44.3499μs	22.5480 KOps/s	22.2060 KOps/s	$\color{#35bf28}+1.54\%$
test_distributed	19.4970μs	5.9635μs	167.6875 KOps/s	168.3150 KOps/s	$\color{#d91a1a}-0.37\%$
test_tdmodule	0.8908ms	22.4675μs	44.5088 KOps/s	43.9878 KOps/s	$\color{#35bf28}+1.18\%$
test_tdmodule_dispatch	0.2205ms	39.7878μs	25.1333 KOps/s	26.1277 KOps/s	$\color{#d91a1a}-3.81\%$
test_tdseq	0.1463ms	24.3614μs	41.0486 KOps/s	42.4128 KOps/s	$\color{#d91a1a}-3.22\%$
test_tdseq_dispatch	0.1409ms	43.8875μs	22.7855 KOps/s	23.9345 KOps/s	$\color{#d91a1a}-4.80\%$
test_instantiation_functorch	2.0252ms	1.2922ms	773.8501 Ops/s	784.4766 Ops/s	$\color{#d91a1a}-1.35\%$
test_instantiation_td	1.6295ms	1.0200ms	980.3782 Ops/s	1.0038 KOps/s	$\color{#d91a1a}-2.33\%$
test_exec_functorch	0.2441ms	0.1583ms	6.3176 KOps/s	5.9378 KOps/s	$\textbf{\color{#35bf28}+6.40\%}$
test_exec_functional_call	0.3370ms	0.1474ms	6.7825 KOps/s	6.7606 KOps/s	$\color{#35bf28}+0.32\%$
test_exec_td	0.2539ms	0.1408ms	7.1024 KOps/s	7.0019 KOps/s	$\color{#35bf28}+1.44\%$
test_exec_td_decorator	0.9416ms	0.1784ms	5.6061 KOps/s	5.1160 KOps/s	$\textbf{\color{#35bf28}+9.58\%}$
test_vmap_mlp_speed[True-True]	1.4479ms	0.9099ms	1.0990 KOps/s	1.1091 KOps/s	$\color{#d91a1a}-0.91\%$
test_vmap_mlp_speed[True-False]	0.7671ms	0.4812ms	2.0781 KOps/s	2.1177 KOps/s	$\color{#d91a1a}-1.87\%$
test_vmap_mlp_speed[False-True]	1.1420ms	0.7839ms	1.2756 KOps/s	1.2789 KOps/s	$\color{#d91a1a}-0.26\%$
test_vmap_mlp_speed[False-False]	0.7990ms	0.3978ms	2.5139 KOps/s	2.5727 KOps/s	$\color{#d91a1a}-2.29\%$
test_vmap_mlp_speed_decorator[True-True]	2.6138ms	1.7838ms	560.5947 Ops/s	554.8152 Ops/s	$\color{#35bf28}+1.04\%$
test_vmap_mlp_speed_decorator[True-False]	1.1221ms	0.5216ms	1.9172 KOps/s	1.9107 KOps/s	$\color{#35bf28}+0.34\%$
test_vmap_mlp_speed_decorator[False-True]	2.0247ms	1.4786ms	676.3009 Ops/s	662.3262 Ops/s	$\color{#35bf28}+2.11\%$
test_vmap_mlp_speed_decorator[False-False]	0.8460ms	0.4012ms	2.4923 KOps/s	2.4462 KOps/s	$\color{#35bf28}+1.89\%$

[github-actions]

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

Total Benchmarks: 127. Improved: $\large\color{#35bf28}7$. Worsened: $\large\color{#d91a1a}10$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.6879ms	12.7184μs	78.6263 KOps/s	79.4180 KOps/s	$\color{#d91a1a}-1.00\%$
test_plain_set_stack_nested	0.1724ms	0.1137ms	8.7958 KOps/s	8.4791 KOps/s	$\color{#35bf28}+3.74\%$
test_plain_set_nested_inplace	29.0010μs	15.1387μs	66.0559 KOps/s	66.3733 KOps/s	$\color{#d91a1a}-0.48\%$
test_plain_set_stack_nested_inplace	0.1738ms	0.1391ms	7.1885 KOps/s	7.1587 KOps/s	$\color{#35bf28}+0.42\%$
test_items	24.5500μs	4.6473μs	215.1772 KOps/s	214.3780 KOps/s	$\color{#35bf28}+0.37\%$
test_items_nested	0.3572ms	0.3370ms	2.9672 KOps/s	2.9648 KOps/s	$\color{#35bf28}+0.08\%$
test_items_nested_locked	0.3771ms	0.3386ms	2.9536 KOps/s	2.9742 KOps/s	$\color{#d91a1a}-0.69\%$
test_items_nested_leaf	0.2228ms	0.1969ms	5.0790 KOps/s	5.0372 KOps/s	$\color{#35bf28}+0.83\%$
test_items_stack_nested	1.5117ms	1.4582ms	685.7841 Ops/s	677.8419 Ops/s	$\color{#35bf28}+1.17\%$
test_items_stack_nested_leaf	1.3326ms	1.2868ms	777.1007 Ops/s	768.9885 Ops/s	$\color{#35bf28}+1.05\%$
test_items_stack_nested_locked	1.8376ms	0.8140ms	1.2284 KOps/s	1.2508 KOps/s	$\color{#d91a1a}-1.79\%$
test_keys	34.9300μs	4.5454μs	220.0046 KOps/s	219.5543 KOps/s	$\color{#35bf28}+0.21\%$
test_keys_nested	0.5242ms	89.5896μs	11.1620 KOps/s	11.1007 KOps/s	$\color{#35bf28}+0.55\%$
test_keys_nested_locked	0.1110ms	89.4184μs	11.1834 KOps/s	11.1126 KOps/s	$\color{#35bf28}+0.64\%$
test_keys_nested_leaf	43.1561ms	86.5948μs	11.5480 KOps/s	12.3092 KOps/s	$\textbf{\color{#d91a1a}-6.18\%}$
test_keys_stack_nested	1.3226ms	1.2662ms	789.7845 Ops/s	781.7098 Ops/s	$\color{#35bf28}+1.03\%$
test_keys_stack_nested_leaf	1.2990ms	1.2593ms	794.1049 Ops/s	791.3633 Ops/s	$\color{#35bf28}+0.35\%$
test_keys_stack_nested_locked	0.6622ms	0.6136ms	1.6297 KOps/s	1.6790 KOps/s	$\color{#d91a1a}-2.94\%$
test_values	9.3837μs	1.8690μs	535.0328 KOps/s	515.3924 KOps/s	$\color{#35bf28}+3.81\%$
test_values_nested	67.7520μs	42.5153μs	23.5210 KOps/s	23.4008 KOps/s	$\color{#35bf28}+0.51\%$
test_values_nested_locked	73.1310μs	45.0099μs	22.2173 KOps/s	23.3180 KOps/s	$\color{#d91a1a}-4.72\%$
test_values_nested_leaf	61.7320μs	37.0103μs	27.0195 KOps/s	26.8366 KOps/s	$\color{#35bf28}+0.68\%$
test_values_stack_nested	1.1693ms	1.1239ms	889.7382 Ops/s	897.4386 Ops/s	$\color{#d91a1a}-0.86\%$
test_values_stack_nested_leaf	1.3023ms	1.1131ms	898.4022 Ops/s	910.1991 Ops/s	$\color{#d91a1a}-1.30\%$
test_values_stack_nested_locked	0.5311ms	0.4887ms	2.0461 KOps/s	2.0994 KOps/s	$\color{#d91a1a}-2.54\%$
test_membership	6.6060μs	0.9188μs	1.0884 MOps/s	1.0515 MOps/s	$\color{#35bf28}+3.51\%$
test_membership_nested	17.4510μs	2.2498μs	444.4746 KOps/s	450.5587 KOps/s	$\color{#d91a1a}-1.35\%$
test_membership_nested_leaf	16.4505μs	2.1305μs	469.3814 KOps/s	468.5226 KOps/s	$\color{#35bf28}+0.18\%$
test_membership_stacked_nested	35.6700μs	11.1026μs	90.0691 KOps/s	92.5335 KOps/s	$\color{#d91a1a}-2.66\%$
test_membership_stacked_nested_leaf	55.5800μs	10.9957μs	90.9446 KOps/s	92.3534 KOps/s	$\color{#d91a1a}-1.53\%$
test_membership_nested_last	17.6000μs	4.6247μs	216.2302 KOps/s	217.4369 KOps/s	$\color{#d91a1a}-0.55\%$
test_membership_nested_leaf_last	21.5310μs	4.6345μs	215.7719 KOps/s	216.2116 KOps/s	$\color{#d91a1a}-0.20\%$
test_membership_stacked_nested_last	0.1848ms	0.1340ms	7.4604 KOps/s	7.4725 KOps/s	$\color{#d91a1a}-0.16\%$
test_membership_stacked_nested_leaf_last	26.1510μs	12.9977μs	76.9369 KOps/s	77.6306 KOps/s	$\color{#d91a1a}-0.89\%$
test_nested_getleaf	33.5210μs	8.4495μs	118.3498 KOps/s	119.7695 KOps/s	$\color{#d91a1a}-1.19\%$
test_nested_get	30.1210μs	7.9425μs	125.9045 KOps/s	125.6443 KOps/s	$\color{#35bf28}+0.21\%$
test_stacked_getleaf	0.6401ms	0.5576ms	1.7933 KOps/s	1.7779 KOps/s	$\color{#35bf28}+0.87\%$
test_stacked_get	0.6140ms	0.5289ms	1.8906 KOps/s	1.8570 KOps/s	$\color{#35bf28}+1.81\%$
test_nested_getitemleaf	29.2110μs	8.4768μs	117.9697 KOps/s	118.2978 KOps/s	$\color{#d91a1a}-0.28\%$
test_nested_getitem	29.6500μs	7.9774μs	125.3543 KOps/s	125.8414 KOps/s	$\color{#d91a1a}-0.39\%$
test_stacked_getitemleaf	0.6326ms	0.5682ms	1.7599 KOps/s	1.7752 KOps/s	$\color{#d91a1a}-0.86\%$
test_stacked_getitem	0.5684ms	0.5378ms	1.8595 KOps/s	1.8810 KOps/s	$\color{#d91a1a}-1.15\%$
test_lock_nested	3.1552ms	0.5490ms	1.8214 KOps/s	2.2302 KOps/s	$\textbf{\color{#d91a1a}-18.33\%}$
test_lock_stack_nested	80.3645ms	7.1062ms	140.7213 Ops/s	152.0633 Ops/s	$\textbf{\color{#d91a1a}-7.46\%}$
test_unlock_nested	2.3505ms	0.4241ms	2.3580 KOps/s	2.0651 KOps/s	$\textbf{\color{#35bf28}+14.18\%}$
test_unlock_stack_nested	66.1733ms	6.1468ms	162.6867 Ops/s	138.6734 Ops/s	$\textbf{\color{#35bf28}+17.32\%}$
test_flatten_speed	0.2256ms	0.1867ms	5.3555 KOps/s	5.3728 KOps/s	$\color{#d91a1a}-0.32\%$
test_unflatten_speed	0.3928ms	0.3637ms	2.7491 KOps/s	2.7551 KOps/s	$\color{#d91a1a}-0.22\%$
test_common_ops	1.1094ms	0.5894ms	1.6965 KOps/s	1.7166 KOps/s	$\color{#d91a1a}-1.17\%$
test_creation	31.6000μs	2.0941μs	477.5239 KOps/s	519.0920 KOps/s	$\textbf{\color{#d91a1a}-8.01\%}$
test_creation_empty	37.1300μs	7.2860μs	137.2500 KOps/s	143.1736 KOps/s	$\color{#d91a1a}-4.14\%$
test_creation_nested_1	29.7200μs	9.6585μs	103.5362 KOps/s	106.1102 KOps/s	$\color{#d91a1a}-2.43\%$
test_creation_nested_2	41.8300μs	12.3710μs	80.8341 KOps/s	83.9276 KOps/s	$\color{#d91a1a}-3.69\%$
test_clone	81.7420μs	14.1076μs	70.8840 KOps/s	72.2927 KOps/s	$\color{#d91a1a}-1.95\%$
test_getitem[int]	29.7810μs	12.1551μs	82.2697 KOps/s	84.7239 KOps/s	$\color{#d91a1a}-2.90\%$
test_getitem[slice_int]	70.4810μs	24.4006μs	40.9827 KOps/s	43.7938 KOps/s	$\textbf{\color{#d91a1a}-6.42\%}$
test_getitem[range]	0.2341ms	40.2054μs	24.8723 KOps/s	27.7200 KOps/s	$\textbf{\color{#d91a1a}-10.27\%}$
test_getitem[tuple]	42.6600μs	20.3169μs	49.2201 KOps/s	53.0606 KOps/s	$\textbf{\color{#d91a1a}-7.24\%}$
test_getitem[list]	0.2654ms	34.1106μs	29.3164 KOps/s	29.2232 KOps/s	$\color{#35bf28}+0.32\%$
test_setitem_dim[int]	43.5800μs	26.3220μs	37.9910 KOps/s	39.9268 KOps/s	$\color{#d91a1a}-4.85\%$
test_setitem_dim[slice_int]	63.5100μs	44.5592μs	22.4421 KOps/s	22.5297 KOps/s	$\color{#d91a1a}-0.39\%$
test_setitem_dim[range]	78.6420μs	59.9423μs	16.6827 KOps/s	16.3380 KOps/s	$\color{#35bf28}+2.11\%$
test_setitem_dim[tuple]	55.2210μs	37.3510μs	26.7730 KOps/s	26.2396 KOps/s	$\color{#35bf28}+2.03\%$
test_setitem	93.3520μs	17.7533μs	56.3275 KOps/s	56.6182 KOps/s	$\color{#d91a1a}-0.51\%$
test_set	89.3610μs	17.1413μs	58.3388 KOps/s	58.9610 KOps/s	$\color{#d91a1a}-1.06\%$
test_set_shared	2.9695ms	0.1009ms	9.9066 KOps/s	10.1046 KOps/s	$\color{#d91a1a}-1.96\%$
test_update	77.8410μs	18.6330μs	53.6683 KOps/s	54.0508 KOps/s	$\color{#d91a1a}-0.71\%$
test_update_nested	0.1070ms	25.4467μs	39.2978 KOps/s	40.5131 KOps/s	$\color{#d91a1a}-3.00\%$
test_set_nested	91.1420μs	18.6137μs	53.7238 KOps/s	55.5278 KOps/s	$\color{#d91a1a}-3.25\%$
test_set_nested_new	77.4110μs	22.7350μs	43.9851 KOps/s	45.5653 KOps/s	$\color{#d91a1a}-3.47\%$
test_select	0.1099ms	45.9232μs	21.7755 KOps/s	23.1037 KOps/s	$\textbf{\color{#d91a1a}-5.75\%}$
test_to	71.6510μs	51.4066μs	19.4528 KOps/s	18.8834 KOps/s	$\color{#35bf28}+3.02\%$
test_to_nonblocking	67.0810μs	32.7775μs	30.5087 KOps/s	30.2559 KOps/s	$\color{#35bf28}+0.84\%$
test_unbind_speed	0.3917ms	0.3556ms	2.8124 KOps/s	2.9233 KOps/s	$\color{#d91a1a}-3.79\%$
test_unbind_speed_stack0	62.0583ms	4.2923ms	232.9766 Ops/s	197.8716 Ops/s	$\textbf{\color{#35bf28}+17.74\%}$
test_unbind_speed_stack1	1.9365μs	0.5209μs	1.9198 MOps/s	1.8858 MOps/s	$\color{#35bf28}+1.80\%$
test_split	52.9582ms	1.7692ms	565.2403 Ops/s	564.5365 Ops/s	$\color{#35bf28}+0.12\%$
test_chunk	52.7456ms	1.7466ms	572.5351 Ops/s	573.1644 Ops/s	$\color{#d91a1a}-0.11\%$
test_creation[device0]	0.5319ms	0.3078ms	3.2485 KOps/s	3.2576 KOps/s	$\color{#d91a1a}-0.28\%$
test_creation[device1]	0.8392ms	0.3120ms	3.2049 KOps/s	3.2103 KOps/s	$\color{#d91a1a}-0.17\%$
test_creation_from_tensor	56.6480ms	0.3636ms	2.7504 KOps/s	2.9731 KOps/s	$\textbf{\color{#d91a1a}-7.49\%}$
test_add_one[memmap_tensor0]	61.1310μs	22.2941μs	44.8550 KOps/s	42.8934 KOps/s	$\color{#35bf28}+4.57\%$
test_add_one[memmap_tensor1]	0.2041ms	69.9699μs	14.2919 KOps/s	13.8670 KOps/s	$\color{#35bf28}+3.06\%$
test_contiguous[memmap_tensor0]	36.4810μs	5.6948μs	175.5985 KOps/s	174.8387 KOps/s	$\color{#35bf28}+0.43\%$
test_contiguous[memmap_tensor1]	47.5110μs	20.8428μs	47.9782 KOps/s	45.4825 KOps/s	$\textbf{\color{#35bf28}+5.49\%}$
test_stack[memmap_tensor0]	36.9020μs	18.7849μs	53.2344 KOps/s	53.3996 KOps/s	$\color{#d91a1a}-0.31\%$
test_stack[memmap_tensor1]	0.1533ms	70.9613μs	14.0922 KOps/s	14.0654 KOps/s	$\color{#35bf28}+0.19\%$
test_memmaptd_index	0.4603ms	0.4115ms	2.4303 KOps/s	2.3883 KOps/s	$\color{#35bf28}+1.76\%$
test_memmaptd_index_astensor	0.5258ms	0.4689ms	2.1326 KOps/s	2.0888 KOps/s	$\color{#35bf28}+2.10\%$
test_memmaptd_index_op	0.7801ms	0.7146ms	1.3995 KOps/s	1.3784 KOps/s	$\color{#35bf28}+1.53\%$
test_reshape_pytree	36.5010μs	20.5431μs	48.6782 KOps/s	48.6298 KOps/s	$\color{#35bf28}+0.10\%$
test_reshape_td	59.4000μs	29.2373μs	34.2028 KOps/s	34.9743 KOps/s	$\color{#d91a1a}-2.21\%$
test_view_pytree	45.7310μs	20.4657μs	48.8622 KOps/s	49.0798 KOps/s	$\color{#d91a1a}-0.44\%$
test_view_td	19.2400μs	4.0409μs	247.4708 KOps/s	249.1835 KOps/s	$\color{#d91a1a}-0.69\%$
test_unbind_pytree	52.3620μs	25.2214μs	39.6488 KOps/s	39.5259 KOps/s	$\color{#35bf28}+0.31\%$
test_unbind_td	80.6910μs	55.1321μs	18.1383 KOps/s	18.5430 KOps/s	$\color{#d91a1a}-2.18\%$
test_split_pytree	38.9420μs	23.2892μs	42.9384 KOps/s	42.4578 KOps/s	$\color{#35bf28}+1.13\%$
test_split_td	70.5220μs	42.9314μs	23.2930 KOps/s	23.9377 KOps/s	$\color{#d91a1a}-2.69\%$
test_add_pytree	77.1310μs	30.4831μs	32.8051 KOps/s	32.9500 KOps/s	$\color{#d91a1a}-0.44\%$
test_add_td	74.7710μs	41.5073μs	24.0922 KOps/s	24.1054 KOps/s	$\color{#d91a1a}-0.06\%$
test_distributed	18.6200μs	5.4551μs	183.3132 KOps/s	187.9182 KOps/s	$\color{#d91a1a}-2.45\%$
test_tdmodule	90.5620μs	16.7608μs	59.6631 KOps/s	60.3500 KOps/s	$\color{#d91a1a}-1.14\%$
test_tdmodule_dispatch	0.2176ms	33.0225μs	30.2824 KOps/s	31.2168 KOps/s	$\color{#d91a1a}-2.99\%$
test_tdseq	42.3400μs	20.0394μs	49.9018 KOps/s	50.1430 KOps/s	$\color{#d91a1a}-0.48\%$
test_tdseq_dispatch	55.5800μs	36.4281μs	27.4514 KOps/s	28.4315 KOps/s	$\color{#d91a1a}-3.45\%$
test_instantiation_functorch	1.8756ms	1.6608ms	602.1100 Ops/s	599.2819 Ops/s	$\color{#35bf28}+0.47\%$
test_instantiation_td	1.6378ms	1.1652ms	858.2399 Ops/s	870.4144 Ops/s	$\color{#d91a1a}-1.40\%$
test_exec_functorch	0.1912ms	0.1509ms	6.6249 KOps/s	6.5954 KOps/s	$\color{#35bf28}+0.45\%$
test_exec_functional_call	0.2091ms	0.1440ms	6.9458 KOps/s	6.8469 KOps/s	$\color{#35bf28}+1.44\%$
test_exec_td	0.1788ms	0.1355ms	7.3810 KOps/s	7.2366 KOps/s	$\color{#35bf28}+2.00\%$
test_exec_td_decorator	0.7950ms	0.1710ms	5.8471 KOps/s	5.5294 KOps/s	$\textbf{\color{#35bf28}+5.75\%}$
test_vmap_mlp_speed[True-True]	1.5317ms	1.0733ms	931.6941 Ops/s	955.4466 Ops/s	$\color{#d91a1a}-2.49\%$
test_vmap_mlp_speed[True-False]	0.6488ms	0.5894ms	1.6965 KOps/s	1.6805 KOps/s	$\color{#35bf28}+0.96\%$
test_vmap_mlp_speed[False-True]	1.2178ms	0.9723ms	1.0285 KOps/s	1.0379 KOps/s	$\color{#d91a1a}-0.91\%$
test_vmap_mlp_speed[False-False]	0.5734ms	0.5320ms	1.8795 KOps/s	1.8956 KOps/s	$\color{#d91a1a}-0.85\%$
test_vmap_mlp_speed_decorator[True-True]	2.7216ms	2.0202ms	494.9995 Ops/s	497.4890 Ops/s	$\color{#d91a1a}-0.50\%$
test_vmap_mlp_speed_decorator[True-False]	1.1391ms	0.6414ms	1.5591 KOps/s	1.5421 KOps/s	$\color{#35bf28}+1.10\%$
test_vmap_mlp_speed_decorator[False-True]	2.1416ms	1.7185ms	581.9097 Ops/s	577.0918 Ops/s	$\color{#35bf28}+0.83\%$
test_vmap_mlp_speed_decorator[False-False]	1.0445ms	0.5335ms	1.8743 KOps/s	1.8397 KOps/s	$\color{#35bf28}+1.88\%$
test_vmap_transformer_speed[True-True]	12.6679ms	12.2732ms	81.4782 Ops/s	81.3134 Ops/s	$\color{#35bf28}+0.20\%$
test_vmap_transformer_speed[True-False]	8.0139ms	7.8758ms	126.9720 Ops/s	125.1492 Ops/s	$\color{#35bf28}+1.46\%$
test_vmap_transformer_speed[False-True]	12.3404ms	12.0005ms	83.3295 Ops/s	82.3915 Ops/s	$\color{#35bf28}+1.14\%$
test_vmap_transformer_speed[False-False]	8.0894ms	7.8053ms	128.1183 Ops/s	126.1403 Ops/s	$\color{#35bf28}+1.57\%$
test_vmap_transformer_speed_decorator[True-True]	63.4798ms	62.5220ms	15.9944 Ops/s	15.9309 Ops/s	$\color{#35bf28}+0.40\%$
test_vmap_transformer_speed_decorator[True-False]	21.1333ms	18.9633ms	52.7335 Ops/s	48.1198 Ops/s	$\textbf{\color{#35bf28}+9.59\%}$
test_vmap_transformer_speed_decorator[False-True]	0.1351s	62.0451ms	16.1173 Ops/s	17.4227 Ops/s	$\textbf{\color{#d91a1a}-7.49\%}$
test_vmap_transformer_speed_decorator[False-False]	20.8002ms	18.5889ms	53.7956 Ops/s	48.7598 Ops/s	$\textbf{\color{#35bf28}+10.33\%}$