[BugFix] Fix memmap nontensor

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

Total Benchmarks: 126. Improved: $\large\color{#35bf28}19$. Worsened: $\large\color{#d91a1a}6$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	36.0170μs	17.6886μs	56.5337 KOps/s	59.0600 KOps/s	$\color{#d91a1a}-4.28\%$
test_plain_set_stack_nested	38.9420μs	17.6580μs	56.6316 KOps/s	58.5451 KOps/s	$\color{#d91a1a}-3.27\%$
test_plain_set_nested_inplace	56.8660μs	20.0460μs	49.8852 KOps/s	51.3049 KOps/s	$\color{#d91a1a}-2.77\%$
test_plain_set_stack_nested_inplace	47.7290μs	19.8088μs	50.4827 KOps/s	51.4766 KOps/s	$\color{#d91a1a}-1.93\%$
test_items	39.2620μs	2.4353μs	410.6276 KOps/s	412.5595 KOps/s	$\color{#d91a1a}-0.47\%$
test_items_nested	1.1821ms	0.2681ms	3.7293 KOps/s	3.5597 KOps/s	$\color{#35bf28}+4.76\%$
test_items_nested_locked	0.5525ms	0.2673ms	3.7411 KOps/s	3.6242 KOps/s	$\color{#35bf28}+3.23\%$
test_items_nested_leaf	0.4837ms	0.1657ms	6.0334 KOps/s	5.9370 KOps/s	$\color{#35bf28}+1.62\%$
test_items_stack_nested	0.7434ms	0.2698ms	3.7069 KOps/s	3.5750 KOps/s	$\color{#35bf28}+3.69\%$
test_items_stack_nested_leaf	0.2867ms	0.1645ms	6.0777 KOps/s	5.7991 KOps/s	$\color{#35bf28}+4.80\%$
test_items_stack_nested_locked	0.4147ms	0.2711ms	3.6889 KOps/s	3.5504 KOps/s	$\color{#35bf28}+3.90\%$
test_keys	40.0740μs	3.8966μs	256.6373 KOps/s	262.0613 KOps/s	$\color{#d91a1a}-2.07\%$
test_keys_nested	2.1539ms	0.1480ms	6.7576 KOps/s	6.5896 KOps/s	$\color{#35bf28}+2.55\%$
test_keys_nested_locked	0.3403ms	0.1513ms	6.6090 KOps/s	6.3909 KOps/s	$\color{#35bf28}+3.41\%$
test_keys_nested_leaf	39.7251ms	0.1374ms	7.2781 KOps/s	7.4425 KOps/s	$\color{#d91a1a}-2.21\%$
test_keys_stack_nested	0.2078ms	0.1498ms	6.6774 KOps/s	6.5086 KOps/s	$\color{#35bf28}+2.59\%$
test_keys_stack_nested_leaf	0.2330ms	0.1324ms	7.5518 KOps/s	7.4214 KOps/s	$\color{#35bf28}+1.76\%$
test_keys_stack_nested_locked	0.2579ms	0.1555ms	6.4310 KOps/s	6.2883 KOps/s	$\color{#35bf28}+2.27\%$
test_values	10.2415μs	1.1513μs	868.6135 KOps/s	829.0809 KOps/s	$\color{#35bf28}+4.77\%$
test_values_nested	0.1246ms	52.1253μs	19.1846 KOps/s	18.9920 KOps/s	$\color{#35bf28}+1.01\%$
test_values_nested_locked	0.1198ms	52.0013μs	19.2303 KOps/s	19.1940 KOps/s	$\color{#35bf28}+0.19\%$
test_values_nested_leaf	0.1320ms	46.4633μs	21.5223 KOps/s	21.5686 KOps/s	$\color{#d91a1a}-0.21\%$
test_values_stack_nested	0.1014ms	52.6154μs	19.0058 KOps/s	19.0602 KOps/s	$\color{#d91a1a}-0.29\%$
test_values_stack_nested_leaf	0.1018ms	46.3039μs	21.5964 KOps/s	21.8043 KOps/s	$\color{#d91a1a}-0.95\%$
test_values_stack_nested_locked	93.2530μs	52.6074μs	19.0087 KOps/s	18.9874 KOps/s	$\color{#35bf28}+0.11\%$
test_membership	25.3170μs	1.3665μs	731.8171 KOps/s	727.8413 KOps/s	$\color{#35bf28}+0.55\%$
test_membership_nested	0.1454ms	3.7580μs	266.1021 KOps/s	284.6205 KOps/s	$\textbf{\color{#d91a1a}-6.51\%}$
test_membership_nested_leaf	28.4620μs	3.4714μs	288.0642 KOps/s	280.4851 KOps/s	$\color{#35bf28}+2.70\%$
test_membership_stacked_nested	30.0160μs	3.4311μs	291.4494 KOps/s	287.3892 KOps/s	$\color{#35bf28}+1.41\%$
test_membership_stacked_nested_leaf	33.2820μs	3.4579μs	289.1942 KOps/s	286.4770 KOps/s	$\color{#35bf28}+0.95\%$
test_membership_nested_last	27.7010μs	4.2885μs	233.1836 KOps/s	150.2656 KOps/s	$\textbf{\color{#35bf28}+55.18\%}$
test_membership_nested_leaf_last	40.0540μs	4.2793μs	233.6846 KOps/s	148.3670 KOps/s	$\textbf{\color{#35bf28}+57.50\%}$
test_membership_stacked_nested_last	30.5460μs	4.8682μs	205.4162 KOps/s	149.5503 KOps/s	$\textbf{\color{#35bf28}+37.36\%}$
test_membership_stacked_nested_leaf_last	29.5040μs	4.9179μs	203.3401 KOps/s	151.3027 KOps/s	$\textbf{\color{#35bf28}+34.39\%}$
test_nested_getleaf	46.4760μs	10.3867μs	96.2773 KOps/s	94.9451 KOps/s	$\color{#35bf28}+1.40\%$
test_nested_get	48.7000μs	9.9170μs	100.8372 KOps/s	100.6989 KOps/s	$\color{#35bf28}+0.14\%$
test_stacked_getleaf	33.6130μs	10.2505μs	97.5559 KOps/s	96.5730 KOps/s	$\color{#35bf28}+1.02\%$
test_stacked_get	30.9780μs	9.8310μs	101.7187 KOps/s	100.3840 KOps/s	$\color{#35bf28}+1.33\%$
test_nested_getitemleaf	46.0260μs	10.7693μs	92.8564 KOps/s	83.9395 KOps/s	$\textbf{\color{#35bf28}+10.62\%}$
test_nested_getitem	52.1770μs	10.3519μs	96.6005 KOps/s	87.3683 KOps/s	$\textbf{\color{#35bf28}+10.57\%}$
test_stacked_getitemleaf	35.3950μs	10.8229μs	92.3969 KOps/s	83.4025 KOps/s	$\textbf{\color{#35bf28}+10.78\%}$
test_stacked_getitem	33.5220μs	10.0960μs	99.0491 KOps/s	88.3304 KOps/s	$\textbf{\color{#35bf28}+12.13\%}$
test_lock_nested	0.9962ms	0.3432ms	2.9138 KOps/s	2.9525 KOps/s	$\color{#d91a1a}-1.31\%$
test_lock_stack_nested	0.4684ms	0.2944ms	3.3969 KOps/s	3.3655 KOps/s	$\color{#35bf28}+0.93\%$
test_unlock_nested	76.5086ms	0.4136ms	2.4177 KOps/s	2.3706 KOps/s	$\color{#35bf28}+1.99\%$
test_unlock_stack_nested	0.3878ms	0.3028ms	3.3023 KOps/s	3.2650 KOps/s	$\color{#35bf28}+1.14\%$
test_flatten_speed	0.5880ms	0.2797ms	3.5746 KOps/s	2.6894 KOps/s	$\textbf{\color{#35bf28}+32.91\%}$
test_unflatten_speed	0.8340ms	0.4026ms	2.4838 KOps/s	2.1927 KOps/s	$\textbf{\color{#35bf28}+13.28\%}$
test_common_ops	1.3321ms	0.6924ms	1.4443 KOps/s	1.4253 KOps/s	$\color{#35bf28}+1.33\%$
test_creation	48.2800μs	1.8554μs	538.9652 KOps/s	538.0319 KOps/s	$\color{#35bf28}+0.17\%$
test_creation_empty	33.0410μs	11.1843μs	89.4108 KOps/s	97.2262 KOps/s	$\textbf{\color{#d91a1a}-8.04\%}$
test_creation_nested_1	34.9150μs	13.7300μs	72.8330 KOps/s	78.2442 KOps/s	$\textbf{\color{#d91a1a}-6.92\%}$
test_creation_nested_2	59.2200μs	16.8702μs	59.2760 KOps/s	61.8481 KOps/s	$\color{#d91a1a}-4.16\%$
test_clone	55.1420μs	12.9924μs	76.9682 KOps/s	75.7549 KOps/s	$\color{#35bf28}+1.60\%$
test_getitem[int]	32.0900μs	11.1826μs	89.4247 KOps/s	91.6301 KOps/s	$\color{#d91a1a}-2.41\%$
test_getitem[slice_int]	54.6520μs	22.5285μs	44.3882 KOps/s	45.3959 KOps/s	$\color{#d91a1a}-2.22\%$
test_getitem[range]	0.1238ms	39.6450μs	25.2239 KOps/s	23.9905 KOps/s	$\textbf{\color{#35bf28}+5.14\%}$
test_getitem[tuple]	49.4220μs	18.5084μs	54.0296 KOps/s	54.9616 KOps/s	$\color{#d91a1a}-1.70\%$
test_getitem[list]	0.1400ms	35.7411μs	27.9790 KOps/s	27.0691 KOps/s	$\color{#35bf28}+3.36\%$
test_setitem_dim[int]	71.8830μs	34.2063μs	29.2344 KOps/s	33.7055 KOps/s	$\textbf{\color{#d91a1a}-13.27\%}$
test_setitem_dim[slice_int]	94.8770μs	61.0108μs	16.3906 KOps/s	17.9437 KOps/s	$\textbf{\color{#d91a1a}-8.66\%}$
test_setitem_dim[range]	0.1465ms	79.3541μs	12.6017 KOps/s	13.2282 KOps/s	$\color{#d91a1a}-4.74\%$
test_setitem_dim[tuple]	89.7260μs	50.0103μs	19.9959 KOps/s	21.6495 KOps/s	$\textbf{\color{#d91a1a}-7.64\%}$
test_setitem	74.6480μs	19.6313μs	50.9390 KOps/s	51.8625 KOps/s	$\color{#d91a1a}-1.78\%$
test_set	48.3700μs	18.9520μs	52.7648 KOps/s	53.2925 KOps/s	$\color{#d91a1a}-0.99\%$
test_set_shared	4.3888ms	0.1415ms	7.0686 KOps/s	7.0101 KOps/s	$\color{#35bf28}+0.83\%$
test_update	0.1047ms	22.5894μs	44.2685 KOps/s	46.2170 KOps/s	$\color{#d91a1a}-4.22\%$
test_update_nested	81.7620μs	29.9471μs	33.3922 KOps/s	33.7249 KOps/s	$\color{#d91a1a}-0.99\%$
test_set_nested	69.2880μs	20.8765μs	47.9008 KOps/s	47.6488 KOps/s	$\color{#35bf28}+0.53\%$
test_set_nested_new	74.0070μs	24.6474μs	40.5723 KOps/s	39.9891 KOps/s	$\color{#35bf28}+1.46\%$
test_select	98.0820μs	37.8709μs	26.4055 KOps/s	26.4346 KOps/s	$\color{#d91a1a}-0.11\%$
test_select_nested	0.1082ms	58.0848μs	17.2162 KOps/s	16.6912 KOps/s	$\color{#35bf28}+3.15\%$
test_exclude_nested	0.2049ms	0.1167ms	8.5706 KOps/s	8.3632 KOps/s	$\color{#35bf28}+2.48\%$
test_empty[True]	1.2681ms	0.4103ms	2.4370 KOps/s	2.3653 KOps/s	$\color{#35bf28}+3.03\%$
test_empty[False]	5.7086μs	1.0919μs	915.7941 KOps/s	935.7048 KOps/s	$\color{#d91a1a}-2.13\%$
test_unbind_speed	0.4383ms	0.2450ms	4.0812 KOps/s	4.1220 KOps/s	$\color{#d91a1a}-0.99\%$
test_unbind_speed_stack0	0.3902ms	0.2416ms	4.1383 KOps/s	4.1762 KOps/s	$\color{#d91a1a}-0.91\%$
test_unbind_speed_stack1	0.6703ms	0.5865ms	1.7049 KOps/s	1.4888 KOps/s	$\textbf{\color{#35bf28}+14.51\%}$
test_split	0.1221s	1.6307ms	613.2429 Ops/s	605.1362 Ops/s	$\color{#35bf28}+1.34\%$
test_chunk	1.7570ms	1.4433ms	692.8692 Ops/s	685.6746 Ops/s	$\color{#35bf28}+1.05\%$
test_creation[device0]	3.9154ms	0.1047ms	9.5478 KOps/s	9.7770 KOps/s	$\color{#d91a1a}-2.34\%$
test_creation_from_tensor	0.1903ms	81.6014μs	12.2547 KOps/s	12.0652 KOps/s	$\color{#35bf28}+1.57\%$
test_add_one[memmap_tensor0]	0.1400ms	5.2159μs	191.7219 KOps/s	182.8035 KOps/s	$\color{#35bf28}+4.88\%$
test_contiguous[memmap_tensor0]	9.2070μs	0.6375μs	1.5686 MOps/s	1.5813 MOps/s	$\color{#d91a1a}-0.80\%$
test_stack[memmap_tensor0]	46.0160μs	3.5169μs	284.3385 KOps/s	276.3111 KOps/s	$\color{#35bf28}+2.91\%$
test_memmaptd_index	1.1346ms	0.2382ms	4.1975 KOps/s	4.2787 KOps/s	$\color{#d91a1a}-1.90\%$
test_memmaptd_index_astensor	0.6851ms	0.3010ms	3.3219 KOps/s	3.3894 KOps/s	$\color{#d91a1a}-1.99\%$
test_memmaptd_index_op	1.3500ms	0.6000ms	1.6667 KOps/s	1.6905 KOps/s	$\color{#d91a1a}-1.41\%$
test_serialize_model	0.2198s	0.1149s	8.7020 Ops/s	8.4232 Ops/s	$\color{#35bf28}+3.31\%$
test_serialize_model_pickle	0.4624s	0.3766s	2.6550 Ops/s	2.6215 Ops/s	$\color{#35bf28}+1.28\%$
test_serialize_weights	0.1018s	96.6751ms	10.3439 Ops/s	9.9789 Ops/s	$\color{#35bf28}+3.66\%$
test_serialize_weights_returnearly	0.1403s	0.1241s	8.0598 Ops/s	8.0668 Ops/s	$\color{#d91a1a}-0.09\%$
test_serialize_weights_pickle	0.4731s	0.4265s	2.3444 Ops/s	2.3345 Ops/s	$\color{#35bf28}+0.42\%$
test_serialize_weights_filesystem	0.1017s	95.3461ms	10.4881 Ops/s	10.5956 Ops/s	$\color{#d91a1a}-1.01\%$
test_serialize_model_filesystem	99.3034ms	93.8896ms	10.6508 Ops/s	10.5157 Ops/s	$\color{#35bf28}+1.29\%$
test_reshape_pytree	71.5120μs	20.5470μs	48.6688 KOps/s	47.3944 KOps/s	$\color{#35bf28}+2.69\%$
test_reshape_td	74.1770μs	30.7716μs	32.4975 KOps/s	32.2116 KOps/s	$\color{#35bf28}+0.89\%$
test_view_pytree	46.8370μs	20.6097μs	48.5208 KOps/s	43.6868 KOps/s	$\textbf{\color{#35bf28}+11.07\%}$
test_view_td	0.1201s	60.1109μs	16.6359 KOps/s	16.2837 KOps/s	$\color{#35bf28}+2.16\%$
test_unbind_pytree	69.6800μs	24.2732μs	41.1976 KOps/s	40.8609 KOps/s	$\color{#35bf28}+0.82\%$
test_unbind_td	0.1211ms	35.7640μs	27.9611 KOps/s	27.5855 KOps/s	$\color{#35bf28}+1.36\%$
test_split_pytree	53.8710μs	23.7420μs	42.1195 KOps/s	41.3005 KOps/s	$\color{#35bf28}+1.98\%$
test_split_td	0.1348ms	39.5086μs	25.3109 KOps/s	25.4573 KOps/s	$\color{#d91a1a}-0.58\%$
test_add_pytree	66.1830μs	29.0564μs	34.4159 KOps/s	33.3400 KOps/s	$\color{#35bf28}+3.23\%$
test_add_td	0.1175ms	51.7753μs	19.3142 KOps/s	18.8059 KOps/s	$\color{#35bf28}+2.70\%$
test_distributed	0.1869ms	99.1261μs	10.0882 KOps/s	10.0048 KOps/s	$\color{#35bf28}+0.83\%$
test_tdmodule	65.0810μs	17.4985μs	57.1479 KOps/s	45.3222 KOps/s	$\textbf{\color{#35bf28}+26.09\%}$
test_tdmodule_dispatch	61.2340μs	33.2325μs	30.0911 KOps/s	23.4480 KOps/s	$\textbf{\color{#35bf28}+28.33\%}$
test_tdseq	38.4910μs	20.5448μs	48.6740 KOps/s	38.7292 KOps/s	$\textbf{\color{#35bf28}+25.68\%}$
test_tdseq_dispatch	58.4290μs	38.7597μs	25.8000 KOps/s	20.7722 KOps/s	$\textbf{\color{#35bf28}+24.20\%}$
test_instantiation_functorch	1.7394ms	1.2754ms	784.0878 Ops/s	748.5801 Ops/s	$\color{#35bf28}+4.74\%$
test_instantiation_td	1.4146ms	0.9844ms	1.0159 KOps/s	986.5724 Ops/s	$\color{#35bf28}+2.97\%$
test_exec_functorch	0.2785ms	0.1541ms	6.4894 KOps/s	6.1613 KOps/s	$\textbf{\color{#35bf28}+5.32\%}$
test_exec_functional_call	0.2703ms	0.1467ms	6.8167 KOps/s	6.6322 KOps/s	$\color{#35bf28}+2.78\%$
test_exec_td	0.2146ms	0.1416ms	7.0612 KOps/s	6.8002 KOps/s	$\color{#35bf28}+3.84\%$
test_exec_td_decorator	0.7543ms	0.1909ms	5.2385 KOps/s	5.1165 KOps/s	$\color{#35bf28}+2.38\%$
test_vmap_mlp_speed[True-True]	0.5808ms	0.4669ms	2.1419 KOps/s	2.0867 KOps/s	$\color{#35bf28}+2.64\%$
test_vmap_mlp_speed[True-False]	0.6863ms	0.4656ms	2.1475 KOps/s	2.1136 KOps/s	$\color{#35bf28}+1.61\%$
test_vmap_mlp_speed[False-True]	0.7970ms	0.3827ms	2.6128 KOps/s	2.5947 KOps/s	$\color{#35bf28}+0.70\%$
test_vmap_mlp_speed[False-False]	0.7007ms	0.3825ms	2.6147 KOps/s	2.5938 KOps/s	$\color{#35bf28}+0.80\%$
test_vmap_mlp_speed_decorator[True-True]	1.0181ms	0.4928ms	2.0293 KOps/s	1.9070 KOps/s	$\textbf{\color{#35bf28}+6.41\%}$
test_vmap_mlp_speed_decorator[True-False]	0.7614ms	0.5090ms	1.9646 KOps/s	1.9112 KOps/s	$\color{#35bf28}+2.79\%$
test_vmap_mlp_speed_decorator[False-True]	0.6332ms	0.3986ms	2.5089 KOps/s	2.5037 KOps/s	$\color{#35bf28}+0.21\%$
test_vmap_mlp_speed_decorator[False-False]	0.6789ms	0.3970ms	2.5188 KOps/s	2.5108 KOps/s	$\color{#35bf28}+0.32\%$
test_to_module_speed[True]	2.1763ms	1.3464ms	742.7155 Ops/s	715.5525 Ops/s	$\color{#35bf28}+3.80\%$
test_to_module_speed[False]	1.8648ms	1.3230ms	755.8560 Ops/s	727.5585 Ops/s	$\color{#35bf28}+3.89\%$

[github-actions]

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

Total Benchmarks: 134. Improved: $\large\color{#35bf28}17$. Worsened: $\large\color{#d91a1a}8$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	38.4700μs	13.0891μs	76.3995 KOps/s	77.0339 KOps/s	$\color{#d91a1a}-0.82\%$
test_plain_set_stack_nested	35.0410μs	13.4551μs	74.3213 KOps/s	76.5379 KOps/s	$\color{#d91a1a}-2.90\%$
test_plain_set_nested_inplace	47.9410μs	14.4164μs	69.3654 KOps/s	69.5966 KOps/s	$\color{#d91a1a}-0.33\%$
test_plain_set_stack_nested_inplace	34.7710μs	14.4132μs	69.3809 KOps/s	69.4812 KOps/s	$\color{#d91a1a}-0.14\%$
test_items	34.6800μs	4.7262μs	211.5860 KOps/s	211.3034 KOps/s	$\color{#35bf28}+0.13\%$
test_items_nested	0.3721ms	0.3395ms	2.9453 KOps/s	2.9340 KOps/s	$\color{#35bf28}+0.38\%$
test_items_nested_locked	0.3820ms	0.3439ms	2.9080 KOps/s	2.9173 KOps/s	$\color{#d91a1a}-0.32\%$
test_items_nested_leaf	0.2252ms	0.1993ms	5.0180 KOps/s	4.9370 KOps/s	$\color{#35bf28}+1.64\%$
test_items_stack_nested	0.3745ms	0.3437ms	2.9098 KOps/s	2.9329 KOps/s	$\color{#d91a1a}-0.79\%$
test_items_stack_nested_leaf	0.2417ms	0.2008ms	4.9812 KOps/s	5.0156 KOps/s	$\color{#d91a1a}-0.69\%$
test_items_stack_nested_locked	0.3699ms	0.3443ms	2.9044 KOps/s	2.8814 KOps/s	$\color{#35bf28}+0.80\%$
test_keys	19.5210μs	4.5590μs	219.3456 KOps/s	218.1136 KOps/s	$\color{#35bf28}+0.56\%$
test_keys_nested	46.0819ms	0.1002ms	9.9821 KOps/s	10.4730 KOps/s	$\color{#d91a1a}-4.69\%$
test_keys_nested_locked	0.1431ms	97.7997μs	10.2250 KOps/s	10.1904 KOps/s	$\color{#35bf28}+0.34\%$
test_keys_nested_leaf	0.1128ms	77.5820μs	12.8896 KOps/s	12.7406 KOps/s	$\color{#35bf28}+1.17\%$
test_keys_stack_nested	0.1228ms	93.8116μs	10.6597 KOps/s	10.6649 KOps/s	$\color{#d91a1a}-0.05\%$
test_keys_stack_nested_leaf	98.4610μs	77.6266μs	12.8822 KOps/s	12.8790 KOps/s	$\color{#35bf28}+0.02\%$
test_keys_stack_nested_locked	0.1658ms	98.3061μs	10.1723 KOps/s	10.1845 KOps/s	$\color{#d91a1a}-0.12\%$
test_values	9.0700μs	1.9051μs	524.8980 KOps/s	528.3217 KOps/s	$\color{#d91a1a}-0.65\%$
test_values_nested	75.8810μs	45.1812μs	22.1331 KOps/s	22.0002 KOps/s	$\color{#35bf28}+0.60\%$
test_values_nested_locked	68.1720μs	47.2204μs	21.1773 KOps/s	20.8622 KOps/s	$\color{#35bf28}+1.51\%$
test_values_nested_leaf	61.8210μs	39.4812μs	25.3285 KOps/s	25.1458 KOps/s	$\color{#35bf28}+0.73\%$
test_values_stack_nested	75.3210μs	46.0767μs	21.7030 KOps/s	21.4702 KOps/s	$\color{#35bf28}+1.08\%$
test_values_stack_nested_leaf	63.5710μs	39.8511μs	25.0934 KOps/s	25.2952 KOps/s	$\color{#d91a1a}-0.80\%$
test_values_stack_nested_locked	83.6620μs	47.8289μs	20.9079 KOps/s	20.5981 KOps/s	$\color{#35bf28}+1.50\%$
test_membership	14.0510μs	1.0490μs	953.3282 KOps/s	951.7444 KOps/s	$\color{#35bf28}+0.17\%$
test_membership_nested	18.0510μs	2.8665μs	348.8524 KOps/s	340.9759 KOps/s	$\color{#35bf28}+2.31\%$
test_membership_nested_leaf	35.2910μs	2.8983μs	345.0280 KOps/s	339.6744 KOps/s	$\color{#35bf28}+1.58\%$
test_membership_stacked_nested	85.1630μs	2.9044μs	344.3036 KOps/s	344.0749 KOps/s	$\color{#35bf28}+0.07\%$
test_membership_stacked_nested_leaf	70.0110μs	2.8950μs	345.4258 KOps/s	344.7264 KOps/s	$\color{#35bf28}+0.20\%$
test_membership_nested_last	36.7310μs	3.5768μs	279.5833 KOps/s	187.8764 KOps/s	$\textbf{\color{#35bf28}+48.81\%}$
test_membership_nested_leaf_last	20.4710μs	3.5882μs	278.6885 KOps/s	186.5167 KOps/s	$\textbf{\color{#35bf28}+49.42\%}$
test_membership_stacked_nested_last	37.4420μs	4.4762μs	223.4017 KOps/s	79.2164 KOps/s	$\textbf{\color{#35bf28}+182.01\%}$
test_membership_stacked_nested_leaf_last	25.7110μs	4.4655μs	223.9378 KOps/s	79.3248 KOps/s	$\textbf{\color{#35bf28}+182.30\%}$
test_nested_getleaf	0.1726ms	8.4255μs	118.6880 KOps/s	118.4140 KOps/s	$\color{#35bf28}+0.23\%$
test_nested_get	34.6410μs	7.9522μs	125.7512 KOps/s	126.1023 KOps/s	$\color{#d91a1a}-0.28\%$
test_stacked_getleaf	26.5500μs	8.3639μs	119.5610 KOps/s	119.2537 KOps/s	$\color{#35bf28}+0.26\%$
test_stacked_get	40.4110μs	7.8959μs	126.6480 KOps/s	126.2268 KOps/s	$\color{#35bf28}+0.33\%$
test_nested_getitemleaf	25.7110μs	8.6828μs	115.1708 KOps/s	102.7635 KOps/s	$\textbf{\color{#35bf28}+12.07\%}$
test_nested_getitem	40.8900μs	8.2088μs	121.8203 KOps/s	107.8377 KOps/s	$\textbf{\color{#35bf28}+12.97\%}$
test_stacked_getitemleaf	42.6410μs	8.6690μs	115.3537 KOps/s	102.5830 KOps/s	$\textbf{\color{#35bf28}+12.45\%}$
test_stacked_getitem	23.2610μs	8.2464μs	121.2653 KOps/s	106.9364 KOps/s	$\textbf{\color{#35bf28}+13.40\%}$
test_lock_nested	2.5446ms	0.3509ms	2.8501 KOps/s	2.7946 KOps/s	$\color{#35bf28}+1.99\%$
test_lock_stack_nested	0.4406ms	0.3081ms	3.2458 KOps/s	3.3125 KOps/s	$\color{#d91a1a}-2.01\%$
test_unlock_nested	0.7251ms	0.3496ms	2.8604 KOps/s	2.8290 KOps/s	$\color{#35bf28}+1.11\%$
test_unlock_stack_nested	0.3476ms	0.3165ms	3.1598 KOps/s	3.1915 KOps/s	$\color{#d91a1a}-0.99\%$
test_flatten_speed	0.2981ms	0.1955ms	5.1139 KOps/s	3.8387 KOps/s	$\textbf{\color{#35bf28}+33.22\%}$
test_unflatten_speed	0.3659ms	0.3235ms	3.0917 KOps/s	2.8119 KOps/s	$\textbf{\color{#35bf28}+9.95\%}$
test_common_ops	1.0181ms	0.5811ms	1.7209 KOps/s	1.6486 KOps/s	$\color{#35bf28}+4.39\%$
test_creation	33.5320μs	1.5902μs	628.8506 KOps/s	635.1066 KOps/s	$\color{#d91a1a}-0.99\%$
test_creation_empty	34.6410μs	7.1529μs	139.8035 KOps/s	142.5353 KOps/s	$\color{#d91a1a}-1.92\%$
test_creation_nested_1	24.0800μs	8.8945μs	112.4292 KOps/s	114.5780 KOps/s	$\color{#d91a1a}-1.88\%$
test_creation_nested_2	36.9220μs	11.4161μs	87.5956 KOps/s	89.9871 KOps/s	$\color{#d91a1a}-2.66\%$
test_clone	0.1596ms	13.7703μs	72.6201 KOps/s	72.8224 KOps/s	$\color{#d91a1a}-0.28\%$
test_getitem[int]	25.0010μs	10.8639μs	92.0480 KOps/s	89.4558 KOps/s	$\color{#35bf28}+2.90\%$
test_getitem[slice_int]	0.1667ms	21.8214μs	45.8266 KOps/s	45.7022 KOps/s	$\color{#35bf28}+0.27\%$
test_getitem[range]	71.9820μs	51.1372μs	19.5552 KOps/s	19.4315 KOps/s	$\color{#35bf28}+0.64\%$
test_getitem[tuple]	42.9210μs	18.8655μs	53.0069 KOps/s	51.7155 KOps/s	$\color{#35bf28}+2.50\%$
test_getitem[list]	0.1576ms	38.1497μs	26.2125 KOps/s	26.1837 KOps/s	$\color{#35bf28}+0.11\%$
test_setitem_dim[int]	45.2100μs	28.3496μs	35.2738 KOps/s	38.7855 KOps/s	$\textbf{\color{#d91a1a}-9.05\%}$
test_setitem_dim[slice_int]	94.8920μs	51.4778μs	19.4258 KOps/s	21.1027 KOps/s	$\textbf{\color{#d91a1a}-7.95\%}$
test_setitem_dim[range]	92.8330μs	69.8978μs	14.3066 KOps/s	14.7717 KOps/s	$\color{#d91a1a}-3.15\%$
test_setitem_dim[tuple]	71.9920μs	43.8028μs	22.8296 KOps/s	24.4094 KOps/s	$\textbf{\color{#d91a1a}-6.47\%}$
test_setitem	0.1236ms	17.7833μs	56.2324 KOps/s	55.4984 KOps/s	$\color{#35bf28}+1.32\%$
test_set	0.3686ms	17.4919μs	57.1693 KOps/s	56.7895 KOps/s	$\color{#35bf28}+0.67\%$
test_set_shared	1.4519ms	0.1031ms	9.7033 KOps/s	9.6751 KOps/s	$\color{#35bf28}+0.29\%$
test_update	0.1485ms	19.2784μs	51.8715 KOps/s	52.1047 KOps/s	$\color{#d91a1a}-0.45\%$
test_update_nested	66.9810μs	25.5513μs	39.1370 KOps/s	39.1347 KOps/s	$+0.01\%$
test_set_nested	52.7220μs	18.4673μs	54.1497 KOps/s	53.9997 KOps/s	$\color{#35bf28}+0.28\%$
test_set_nested_new	56.0710μs	21.3085μs	46.9297 KOps/s	46.5483 KOps/s	$\color{#35bf28}+0.82\%$
test_select	73.3210μs	34.3308μs	29.1284 KOps/s	28.5236 KOps/s	$\color{#35bf28}+2.12\%$
test_select_nested	68.6110μs	52.7721μs	18.9494 KOps/s	18.9063 KOps/s	$\color{#35bf28}+0.23\%$
test_exclude_nested	0.1401ms	0.1127ms	8.8722 KOps/s	8.7732 KOps/s	$\color{#35bf28}+1.13\%$
test_empty[True]	0.9173ms	0.3900ms	2.5640 KOps/s	2.5530 KOps/s	$\color{#35bf28}+0.43\%$
test_empty[False]	3.5520μs	0.8578μs	1.1657 MOps/s	1.1703 MOps/s	$\color{#d91a1a}-0.39\%$
test_to	83.0920μs	63.9856μs	15.6285 KOps/s	17.5336 KOps/s	$\textbf{\color{#d91a1a}-10.87\%}$
test_to_nonblocking	72.3410μs	36.8803μs	27.1147 KOps/s	27.8199 KOps/s	$\color{#d91a1a}-2.53\%$
test_unbind_speed	0.8641ms	0.2624ms	3.8105 KOps/s	3.7414 KOps/s	$\color{#35bf28}+1.85\%$
test_unbind_speed_stack0	0.3104ms	0.2646ms	3.7800 KOps/s	3.8064 KOps/s	$\color{#d91a1a}-0.69\%$
test_unbind_speed_stack1	0.1422s	0.8864ms	1.1281 KOps/s	1.3065 KOps/s	$\textbf{\color{#d91a1a}-13.65\%}$
test_split	1.5937ms	1.5308ms	653.2396 Ops/s	648.6236 Ops/s	$\color{#35bf28}+0.71\%$
test_chunk	1.5994ms	1.5349ms	651.4879 Ops/s	651.2154 Ops/s	$\color{#35bf28}+0.04\%$
test_creation[device0]	0.1403ms	74.2077μs	13.4757 KOps/s	13.5900 KOps/s	$\color{#d91a1a}-0.84\%$
test_creation_from_tensor	0.1322ms	53.9560μs	18.5336 KOps/s	18.3391 KOps/s	$\color{#35bf28}+1.06\%$
test_add_one[memmap_tensor0]	86.2720μs	6.7512μs	148.1215 KOps/s	144.4036 KOps/s	$\color{#35bf28}+2.57\%$
test_contiguous[memmap_tensor0]	14.8000μs	0.6406μs	1.5609 MOps/s	1.5476 MOps/s	$\color{#35bf28}+0.86\%$
test_stack[memmap_tensor0]	30.1210μs	4.4910μs	222.6692 KOps/s	212.3464 KOps/s	$\color{#35bf28}+4.86\%$
test_memmaptd_index	1.0729ms	0.2625ms	3.8095 KOps/s	3.8041 KOps/s	$\color{#35bf28}+0.14\%$
test_memmaptd_index_astensor	0.6413ms	0.3230ms	3.0961 KOps/s	3.0899 KOps/s	$\color{#35bf28}+0.20\%$
test_memmaptd_index_op	0.8836ms	0.5963ms	1.6770 KOps/s	1.6887 KOps/s	$\color{#d91a1a}-0.69\%$
test_serialize_model	0.2381s	0.1052s	9.5025 Ops/s	10.6867 Ops/s	$\textbf{\color{#d91a1a}-11.08\%}$
test_serialize_model_pickle	1.3486s	1.2364s	0.8088 Ops/s	0.8082 Ops/s	$\color{#35bf28}+0.07\%$
test_serialize_weights	89.3876ms	86.8400ms	11.5154 Ops/s	10.9645 Ops/s	$\textbf{\color{#35bf28}+5.02\%}$
test_serialize_weights_returnearly	61.1603ms	54.6436ms	18.3004 Ops/s	11.2308 Ops/s	$\textbf{\color{#35bf28}+62.95\%}$
test_serialize_weights_pickle	1.3466s	1.2358s	0.8092 Ops/s	0.8088 Ops/s	$\color{#35bf28}+0.05\%$
test_reshape_pytree	58.1010μs	25.3487μs	39.4497 KOps/s	38.8896 KOps/s	$\color{#35bf28}+1.44\%$
test_reshape_td	65.9220μs	30.2805μs	33.0245 KOps/s	30.7828 KOps/s	$\textbf{\color{#35bf28}+7.28\%}$
test_view_pytree	0.2150ms	24.6135μs	40.6281 KOps/s	40.2407 KOps/s	$\color{#35bf28}+0.96\%$
test_view_td	0.1553s	60.0579μs	16.6506 KOps/s	20.7708 KOps/s	$\textbf{\color{#d91a1a}-19.84\%}$
test_unbind_pytree	70.3010μs	30.3782μs	32.9184 KOps/s	31.9113 KOps/s	$\color{#35bf28}+3.16\%$
test_unbind_td	0.1248ms	39.6433μs	25.2249 KOps/s	24.5661 KOps/s	$\color{#35bf28}+2.68\%$
test_split_pytree	63.0010μs	29.1633μs	34.2896 KOps/s	34.5048 KOps/s	$\color{#d91a1a}-0.62\%$
test_split_td	0.1131ms	39.5014μs	25.3155 KOps/s	24.4696 KOps/s	$\color{#35bf28}+3.46\%$
test_add_pytree	0.1144ms	36.3838μs	27.4848 KOps/s	27.6543 KOps/s	$\color{#d91a1a}-0.61\%$
test_add_td	0.1291ms	47.3441μs	21.1220 KOps/s	21.0502 KOps/s	$\color{#35bf28}+0.34\%$
test_distributed	7.9686ms	0.1031ms	9.6997 KOps/s	13.3584 KOps/s	$\textbf{\color{#d91a1a}-27.39\%}$
test_tdmodule	28.4500μs	13.5156μs	73.9886 KOps/s	57.8654 KOps/s	$\textbf{\color{#35bf28}+27.86\%}$
test_tdmodule_dispatch	45.0120μs	25.9474μs	38.5395 KOps/s	28.0803 KOps/s	$\textbf{\color{#35bf28}+37.25\%}$
test_tdseq	32.9600μs	17.0765μs	58.5602 KOps/s	50.2814 KOps/s	$\textbf{\color{#35bf28}+16.46\%}$
test_tdseq_dispatch	47.5910μs	31.4840μs	31.7621 KOps/s	26.6488 KOps/s	$\textbf{\color{#35bf28}+19.19\%}$
test_instantiation_functorch	1.7714ms	1.6491ms	606.3859 Ops/s	599.3161 Ops/s	$\color{#35bf28}+1.18\%$
test_instantiation_td	1.6738ms	1.1660ms	857.6498 Ops/s	867.2956 Ops/s	$\color{#d91a1a}-1.11\%$
test_exec_functorch	0.2085ms	0.1616ms	6.1871 KOps/s	6.2637 KOps/s	$\color{#d91a1a}-1.22\%$
test_exec_functional_call	0.2550ms	0.1587ms	6.3010 KOps/s	6.3598 KOps/s	$\color{#d91a1a}-0.92\%$
test_exec_td	0.1971ms	0.1486ms	6.7316 KOps/s	6.6685 KOps/s	$\color{#35bf28}+0.95\%$
test_exec_td_decorator	0.7744ms	0.1959ms	5.1034 KOps/s	5.1701 KOps/s	$\color{#d91a1a}-1.29\%$
test_vmap_mlp_speed[True-True]	0.7199ms	0.6245ms	1.6013 KOps/s	1.6322 KOps/s	$\color{#d91a1a}-1.89\%$
test_vmap_mlp_speed[True-False]	0.7380ms	0.6178ms	1.6186 KOps/s	1.6398 KOps/s	$\color{#d91a1a}-1.30\%$
test_vmap_mlp_speed[False-True]	0.6080ms	0.5512ms	1.8143 KOps/s	1.8408 KOps/s	$\color{#d91a1a}-1.44\%$
test_vmap_mlp_speed[False-False]	0.7219ms	0.5617ms	1.7803 KOps/s	1.8437 KOps/s	$\color{#d91a1a}-3.44\%$
test_vmap_mlp_speed_decorator[True-True]	1.1068ms	0.6534ms	1.5305 KOps/s	1.5401 KOps/s	$\color{#d91a1a}-0.62\%$
test_vmap_mlp_speed_decorator[True-False]	0.7552ms	0.6335ms	1.5785 KOps/s	1.5160 KOps/s	$\color{#35bf28}+4.12\%$
test_vmap_mlp_speed_decorator[False-True]	0.8537ms	0.5649ms	1.7703 KOps/s	1.8041 KOps/s	$\color{#d91a1a}-1.87\%$
test_vmap_mlp_speed_decorator[False-False]	0.7032ms	0.5616ms	1.7805 KOps/s	1.7978 KOps/s	$\color{#d91a1a}-0.96\%$
test_vmap_transformer_speed[True-True]	8.4359ms	8.2829ms	120.7306 Ops/s	121.4691 Ops/s	$\color{#d91a1a}-0.61\%$
test_vmap_transformer_speed[True-False]	8.6817ms	8.2899ms	120.6282 Ops/s	121.7357 Ops/s	$\color{#d91a1a}-0.91\%$
test_vmap_transformer_speed[False-True]	8.2971ms	8.2161ms	121.7129 Ops/s	122.7097 Ops/s	$\color{#d91a1a}-0.81\%$
test_vmap_transformer_speed[False-False]	8.3542ms	8.1849ms	122.1768 Ops/s	122.5818 Ops/s	$\color{#d91a1a}-0.33\%$
test_vmap_transformer_speed_decorator[True-True]	19.5492ms	19.4206ms	51.4917 Ops/s	50.8955 Ops/s	$\color{#35bf28}+1.17\%$
test_vmap_transformer_speed_decorator[True-False]	19.5366ms	19.4301ms	51.4665 Ops/s	50.9372 Ops/s	$\color{#35bf28}+1.04\%$
test_vmap_transformer_speed_decorator[False-True]	20.2515ms	19.3589ms	51.6558 Ops/s	51.8064 Ops/s	$\color{#d91a1a}-0.29\%$
test_vmap_transformer_speed_decorator[False-False]	19.5010ms	19.3209ms	51.7574 Ops/s	51.8966 Ops/s	$\color{#d91a1a}-0.27\%$
test_to_module_speed[True]	3.0186ms	1.2499ms	800.0401 Ops/s	790.8114 Ops/s	$\color{#35bf28}+1.17\%$
test_to_module_speed[False]	1.3239ms	1.1999ms	833.4291 Ops/s	814.4767 Ops/s	$\color{#35bf28}+2.33\%$