[BugFix] Fix is_memmap attribute for memmap_like and memmap

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

Total Benchmarks: 124. Improved: $\large\color{#35bf28}15$. Worsened: $\large\color{#d91a1a}5$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	34.4340μs	16.6617μs	60.0178 KOps/s	55.9725 KOps/s	$\textbf{\color{#35bf28}+7.23\%}$
test_plain_set_stack_nested	0.1868ms	0.1424ms	7.0202 KOps/s	6.9070 KOps/s	$\color{#35bf28}+1.64\%$
test_plain_set_nested_inplace	46.6470μs	19.3143μs	51.7750 KOps/s	48.5309 KOps/s	$\textbf{\color{#35bf28}+6.68\%}$
test_plain_set_stack_nested_inplace	0.3083ms	0.1746ms	5.7289 KOps/s	5.6378 KOps/s	$\color{#35bf28}+1.62\%$
test_items	13.5350μs	2.4385μs	410.0865 KOps/s	381.9471 KOps/s	$\textbf{\color{#35bf28}+7.37\%}$
test_items_nested	1.3589ms	0.2697ms	3.7084 KOps/s	3.6617 KOps/s	$\color{#35bf28}+1.28\%$
test_items_nested_locked	0.4423ms	0.2701ms	3.7024 KOps/s	3.6904 KOps/s	$\color{#35bf28}+0.33\%$
test_items_nested_leaf	0.6718ms	0.1665ms	6.0045 KOps/s	5.9220 KOps/s	$\color{#35bf28}+1.39\%$
test_items_stack_nested	1.9967ms	1.3056ms	765.9336 Ops/s	754.9595 Ops/s	$\color{#35bf28}+1.45\%$
test_items_stack_nested_leaf	2.2811ms	1.2223ms	818.1294 Ops/s	841.3454 Ops/s	$\color{#d91a1a}-2.76\%$
test_items_stack_nested_locked	1.4401ms	0.8783ms	1.1386 KOps/s	1.1375 KOps/s	$\color{#35bf28}+0.09\%$
test_keys	19.4660μs	3.8389μs	260.4892 KOps/s	261.1619 KOps/s	$\color{#d91a1a}-0.26\%$
test_keys_nested	47.6947ms	0.1570ms	6.3704 KOps/s	6.6824 KOps/s	$\color{#d91a1a}-4.67\%$
test_keys_nested_locked	1.9651ms	0.1531ms	6.5296 KOps/s	6.5649 KOps/s	$\color{#d91a1a}-0.54\%$
test_keys_nested_leaf	0.2637ms	0.1297ms	7.7087 KOps/s	7.6885 KOps/s	$\color{#35bf28}+0.26\%$
test_keys_stack_nested	1.4932ms	1.2671ms	789.1735 Ops/s	784.4176 Ops/s	$\color{#35bf28}+0.61\%$
test_keys_stack_nested_leaf	1.8152ms	1.2567ms	795.7620 Ops/s	790.5553 Ops/s	$\color{#35bf28}+0.66\%$
test_keys_stack_nested_locked	1.2476ms	0.8210ms	1.2180 KOps/s	1.2407 KOps/s	$\color{#d91a1a}-1.82\%$
test_values	4.9968μs	1.1622μs	860.4505 KOps/s	857.8881 KOps/s	$\color{#35bf28}+0.30\%$
test_values_nested	0.1077ms	51.8876μs	19.2724 KOps/s	19.4522 KOps/s	$\color{#d91a1a}-0.92\%$
test_values_nested_locked	92.6830μs	51.4664μs	19.4302 KOps/s	19.3546 KOps/s	$\color{#35bf28}+0.39\%$
test_values_nested_leaf	87.3730μs	45.8966μs	21.7881 KOps/s	21.5177 KOps/s	$\color{#35bf28}+1.26\%$
test_values_stack_nested	1.5814ms	1.0324ms	968.5861 Ops/s	950.7331 Ops/s	$\color{#35bf28}+1.88\%$
test_values_stack_nested_leaf	1.2551ms	1.0184ms	981.9478 Ops/s	954.8843 Ops/s	$\color{#35bf28}+2.83\%$
test_values_stack_nested_locked	1.1345ms	0.6145ms	1.6273 KOps/s	1.6417 KOps/s	$\color{#d91a1a}-0.88\%$
test_membership	15.0480μs	1.3721μs	728.8240 KOps/s	730.1985 KOps/s	$\color{#d91a1a}-0.19\%$
test_membership_nested	20.3880μs	3.4168μs	292.6679 KOps/s	278.6126 KOps/s	$\textbf{\color{#35bf28}+5.04\%}$
test_membership_nested_leaf	21.1290μs	3.4952μs	286.1041 KOps/s	282.7801 KOps/s	$\color{#35bf28}+1.18\%$
test_membership_stacked_nested	44.5530μs	11.7410μs	85.1714 KOps/s	84.8475 KOps/s	$\color{#35bf28}+0.38\%$
test_membership_stacked_nested_leaf	47.0880μs	11.9289μs	83.8301 KOps/s	83.6621 KOps/s	$\color{#35bf28}+0.20\%$
test_membership_nested_last	26.5890μs	6.6196μs	151.0672 KOps/s	149.5127 KOps/s	$\color{#35bf28}+1.04\%$
test_membership_nested_leaf_last	34.2240μs	6.5400μs	152.9059 KOps/s	148.0255 KOps/s	$\color{#35bf28}+3.30\%$
test_membership_stacked_nested_last	0.2450ms	0.1724ms	5.8003 KOps/s	5.7374 KOps/s	$\color{#35bf28}+1.10\%$
test_membership_stacked_nested_leaf_last	37.1600μs	13.9517μs	71.6757 KOps/s	71.3327 KOps/s	$\color{#35bf28}+0.48\%$
test_nested_getleaf	41.4680μs	10.6395μs	93.9894 KOps/s	90.8068 KOps/s	$\color{#35bf28}+3.50\%$
test_nested_get	45.4750μs	10.0190μs	99.8108 KOps/s	99.5607 KOps/s	$\color{#35bf28}+0.25\%$
test_stacked_getleaf	0.6823ms	0.3905ms	2.5607 KOps/s	2.5374 KOps/s	$\color{#35bf28}+0.92\%$
test_stacked_get	0.5833ms	0.3589ms	2.7860 KOps/s	2.7605 KOps/s	$\color{#35bf28}+0.92\%$
test_nested_getitemleaf	46.0460μs	10.5431μs	94.8487 KOps/s	94.0743 KOps/s	$\color{#35bf28}+0.82\%$
test_nested_getitem	34.3950μs	10.0578μs	99.4254 KOps/s	99.7822 KOps/s	$\color{#d91a1a}-0.36\%$
test_stacked_getitemleaf	0.5991ms	0.3894ms	2.5683 KOps/s	2.5187 KOps/s	$\color{#35bf28}+1.97\%$
test_stacked_getitem	0.6911ms	0.3625ms	2.7589 KOps/s	2.7518 KOps/s	$\color{#35bf28}+0.26\%$
test_lock_nested	1.3427ms	0.4015ms	2.4905 KOps/s	2.5337 KOps/s	$\color{#d91a1a}-1.71\%$
test_lock_stack_nested	75.7031ms	6.2882ms	159.0278 Ops/s	162.6571 Ops/s	$\color{#d91a1a}-2.23\%$
test_unlock_nested	66.7956ms	0.4653ms	2.1491 KOps/s	2.5547 KOps/s	$\textbf{\color{#d91a1a}-15.88\%}$
test_unlock_stack_nested	75.6839ms	5.8986ms	169.5316 Ops/s	170.5289 Ops/s	$\color{#d91a1a}-0.58\%$
test_flatten_speed	0.6791ms	0.3711ms	2.6948 KOps/s	2.7299 KOps/s	$\color{#d91a1a}-1.28\%$
test_unflatten_speed	0.6372ms	0.4577ms	2.1848 KOps/s	2.1807 KOps/s	$\color{#35bf28}+0.19\%$
test_common_ops	1.1760ms	0.6827ms	1.4648 KOps/s	1.4280 KOps/s	$\color{#35bf28}+2.58\%$
test_creation	27.3610μs	1.9139μs	522.4865 KOps/s	534.1128 KOps/s	$\color{#d91a1a}-2.18\%$
test_creation_empty	32.2800μs	9.9533μs	100.4690 KOps/s	90.3770 KOps/s	$\textbf{\color{#35bf28}+11.17\%}$
test_creation_nested_1	39.4630μs	12.5143μs	79.9085 KOps/s	72.9816 KOps/s	$\textbf{\color{#35bf28}+9.49\%}$
test_creation_nested_2	92.0320μs	15.7127μs	63.6428 KOps/s	58.3998 KOps/s	$\textbf{\color{#35bf28}+8.98\%}$
test_clone	0.2351ms	13.0783μs	76.4626 KOps/s	78.3414 KOps/s	$\color{#d91a1a}-2.40\%$
test_getitem[int]	33.8030μs	11.0299μs	90.6629 KOps/s	91.9688 KOps/s	$\color{#d91a1a}-1.42\%$
test_getitem[slice_int]	66.6040μs	22.3882μs	44.6664 KOps/s	44.6886 KOps/s	$\color{#d91a1a}-0.05\%$
test_getitem[range]	96.0990μs	41.5532μs	24.0656 KOps/s	24.4390 KOps/s	$\color{#d91a1a}-1.53\%$
test_getitem[tuple]	83.8460μs	18.0524μs	55.3942 KOps/s	54.4216 KOps/s	$\color{#35bf28}+1.79\%$
test_getitem[list]	85.1590μs	36.5928μs	27.3278 KOps/s	27.7849 KOps/s	$\color{#d91a1a}-1.65\%$
test_setitem_dim[int]	59.5310μs	29.3431μs	34.0795 KOps/s	28.5906 KOps/s	$\textbf{\color{#35bf28}+19.20\%}$
test_setitem_dim[slice_int]	96.6500μs	56.6043μs	17.6665 KOps/s	17.1823 KOps/s	$\color{#35bf28}+2.82\%$
test_setitem_dim[range]	0.1283ms	75.3117μs	13.2782 KOps/s	12.9670 KOps/s	$\color{#35bf28}+2.40\%$
test_setitem_dim[tuple]	79.5280μs	44.8599μs	22.2916 KOps/s	20.5659 KOps/s	$\textbf{\color{#35bf28}+8.39\%}$
test_setitem	0.1141ms	19.0928μs	52.3757 KOps/s	50.1680 KOps/s	$\color{#35bf28}+4.40\%$
test_set	0.1984ms	18.8567μs	53.0316 KOps/s	52.0903 KOps/s	$\color{#35bf28}+1.81\%$
test_set_shared	4.1899ms	0.1417ms	7.0563 KOps/s	7.1094 KOps/s	$\color{#d91a1a}-0.75\%$
test_update	0.1611ms	21.4909μs	46.5313 KOps/s	44.6699 KOps/s	$\color{#35bf28}+4.17\%$
test_update_nested	0.2350ms	29.6215μs	33.7593 KOps/s	33.3758 KOps/s	$\color{#35bf28}+1.15\%$
test_set_nested	0.1951ms	21.1577μs	47.2641 KOps/s	47.3471 KOps/s	$\color{#d91a1a}-0.18\%$
test_set_nested_new	0.1323ms	24.4338μs	40.9269 KOps/s	40.5520 KOps/s	$\color{#35bf28}+0.92\%$
test_select	0.2042ms	38.7619μs	25.7985 KOps/s	25.3281 KOps/s	$\color{#35bf28}+1.86\%$
test_select_nested	0.1348ms	62.4142μs	16.0220 KOps/s	16.0958 KOps/s	$\color{#d91a1a}-0.46\%$
test_exclude_nested	0.2289ms	0.1122ms	8.9108 KOps/s	8.7427 KOps/s	$\color{#35bf28}+1.92\%$
test_empty[True]	0.7141ms	0.3298ms	3.0326 KOps/s	3.0174 KOps/s	$\color{#35bf28}+0.50\%$
test_empty[False]	6.6144μs	1.0271μs	973.6410 KOps/s	967.0463 KOps/s	$\color{#35bf28}+0.68\%$
test_unbind_speed	0.5408ms	0.3186ms	3.1389 KOps/s	3.1628 KOps/s	$\color{#d91a1a}-0.76\%$
test_unbind_speed_stack0	73.8753ms	4.1599ms	240.3876 Ops/s	244.9394 Ops/s	$\color{#d91a1a}-1.86\%$
test_unbind_speed_stack1	2.4876μs	0.6217μs	1.6086 MOps/s	1.5576 MOps/s	$\color{#35bf28}+3.28\%$
test_split	2.2974ms	1.4814ms	675.0526 Ops/s	670.9192 Ops/s	$\color{#35bf28}+0.62\%$
test_chunk	69.2918ms	1.5780ms	633.6983 Ops/s	630.0922 Ops/s	$\color{#35bf28}+0.57\%$
test_creation[device0]	0.1647ms	99.2559μs	10.0750 KOps/s	9.7256 KOps/s	$\color{#35bf28}+3.59\%$
test_creation_from_tensor	5.1116ms	80.7864μs	12.3783 KOps/s	12.3269 KOps/s	$\color{#35bf28}+0.42\%$
test_add_one[memmap_tensor0]	0.2787ms	5.2533μs	190.3582 KOps/s	194.7270 KOps/s	$\color{#d91a1a}-2.24\%$
test_contiguous[memmap_tensor0]	8.5260μs	0.6608μs	1.5134 MOps/s	1.5743 MOps/s	$\color{#d91a1a}-3.87\%$
test_stack[memmap_tensor0]	66.1240μs	3.5530μs	281.4504 KOps/s	291.9814 KOps/s	$\color{#d91a1a}-3.61\%$
test_memmaptd_index	0.9655ms	0.2178ms	4.5904 KOps/s	4.6569 KOps/s	$\color{#d91a1a}-1.43\%$
test_memmaptd_index_astensor	0.6640ms	0.2776ms	3.6021 KOps/s	3.6264 KOps/s	$\color{#d91a1a}-0.67\%$
test_memmaptd_index_op	1.1501ms	0.5764ms	1.7349 KOps/s	1.7368 KOps/s	$\color{#d91a1a}-0.11\%$
test_serialize_model	0.1063s	99.6164ms	10.0385 Ops/s	9.1971 Ops/s	$\textbf{\color{#35bf28}+9.15\%}$
test_serialize_model_pickle	0.4649s	0.3764s	2.6567 Ops/s	2.5994 Ops/s	$\color{#35bf28}+2.20\%$
test_serialize_weights	0.1652s	0.1054s	9.4888 Ops/s	10.3392 Ops/s	$\textbf{\color{#d91a1a}-8.22\%}$
test_serialize_weights_returnearly	0.1779s	0.1330s	7.5183 Ops/s	8.1974 Ops/s	$\textbf{\color{#d91a1a}-8.28\%}$
test_serialize_weights_pickle	1.0638s	0.6146s	1.6270 Ops/s	2.3706 Ops/s	$\textbf{\color{#d91a1a}-31.37\%}$
test_serialize_weights_filesystem	0.1564s	97.8737ms	10.2172 Ops/s	10.1417 Ops/s	$\color{#35bf28}+0.75\%$
test_serialize_model_filesystem	96.6894ms	90.0105ms	11.1098 Ops/s	10.6800 Ops/s	$\color{#35bf28}+4.02\%$
test_reshape_pytree	53.9210μs	23.6230μs	42.3316 KOps/s	43.6526 KOps/s	$\color{#d91a1a}-3.03\%$
test_reshape_td	65.9330μs	29.4199μs	33.9906 KOps/s	33.7020 KOps/s	$\color{#35bf28}+0.86\%$
test_view_pytree	77.0040μs	23.4090μs	42.7186 KOps/s	43.7905 KOps/s	$\color{#d91a1a}-2.45\%$
test_view_td	24.1950μs	4.9200μs	203.2512 KOps/s	208.0294 KOps/s	$\color{#d91a1a}-2.30\%$
test_unbind_pytree	69.4890μs	26.9543μs	37.0998 KOps/s	37.8292 KOps/s	$\color{#d91a1a}-1.93\%$
test_unbind_td	0.1026ms	50.7645μs	19.6988 KOps/s	20.1593 KOps/s	$\color{#d91a1a}-2.28\%$
test_split_pytree	74.4590μs	26.9052μs	37.1675 KOps/s	38.1073 KOps/s	$\color{#d91a1a}-2.47\%$
test_split_td	0.5482ms	40.9821μs	24.4009 KOps/s	25.1034 KOps/s	$\color{#d91a1a}-2.80\%$
test_add_pytree	70.9520μs	32.1921μs	31.0635 KOps/s	31.7393 KOps/s	$\color{#d91a1a}-2.13\%$
test_add_td	0.1193ms	49.4654μs	20.2161 KOps/s	19.1879 KOps/s	$\textbf{\color{#35bf28}+5.36\%}$
test_distributed	0.1826ms	97.7849μs	10.2265 KOps/s	9.8725 KOps/s	$\color{#35bf28}+3.59\%$
test_tdmodule	0.1039ms	22.0059μs	45.4423 KOps/s	43.3070 KOps/s	$\color{#35bf28}+4.93\%$
test_tdmodule_dispatch	0.2537ms	40.1418μs	24.9117 KOps/s	23.8164 KOps/s	$\color{#35bf28}+4.60\%$
test_tdseq	38.5520μs	24.7727μs	40.3671 KOps/s	37.0966 KOps/s	$\textbf{\color{#35bf28}+8.82\%}$
test_tdseq_dispatch	0.1470ms	44.4391μs	22.5027 KOps/s	21.2120 KOps/s	$\textbf{\color{#35bf28}+6.08\%}$
test_instantiation_functorch	1.5122ms	1.2890ms	775.8073 Ops/s	776.2469 Ops/s	$\color{#d91a1a}-0.06\%$
test_instantiation_td	67.0510ms	1.0726ms	932.3502 Ops/s	1.0155 KOps/s	$\textbf{\color{#d91a1a}-8.19\%}$
test_exec_functorch	0.2688ms	0.1567ms	6.3813 KOps/s	6.3164 KOps/s	$\color{#35bf28}+1.03\%$
test_exec_functional_call	0.2776ms	0.1432ms	6.9850 KOps/s	6.7593 KOps/s	$\color{#35bf28}+3.34\%$
test_exec_td	0.2003ms	0.1400ms	7.1452 KOps/s	6.7982 KOps/s	$\textbf{\color{#35bf28}+5.10\%}$
test_exec_td_decorator	0.9327ms	0.1769ms	5.6543 KOps/s	5.5625 KOps/s	$\color{#35bf28}+1.65\%$
test_vmap_mlp_speed[True-True]	1.1437ms	0.8874ms	1.1269 KOps/s	1.1108 KOps/s	$\color{#35bf28}+1.44\%$
test_vmap_mlp_speed[True-False]	0.7145ms	0.4780ms	2.0921 KOps/s	2.0854 KOps/s	$\color{#35bf28}+0.32\%$
test_vmap_mlp_speed[False-True]	1.4505ms	0.7769ms	1.2872 KOps/s	1.2715 KOps/s	$\color{#35bf28}+1.23\%$
test_vmap_mlp_speed[False-False]	0.6293ms	0.3934ms	2.5419 KOps/s	2.5565 KOps/s	$\color{#d91a1a}-0.57\%$
test_vmap_mlp_speed_decorator[True-True]	2.8667ms	2.3564ms	424.3810 Ops/s	405.6111 Ops/s	$\color{#35bf28}+4.63\%$
test_vmap_mlp_speed_decorator[True-False]	0.9025ms	0.5259ms	1.9014 KOps/s	1.8829 KOps/s	$\color{#35bf28}+0.98\%$
test_vmap_mlp_speed_decorator[False-True]	2.5128ms	1.9171ms	521.6117 Ops/s	487.7678 Ops/s	$\textbf{\color{#35bf28}+6.94\%}$
test_vmap_mlp_speed_decorator[False-False]	0.7102ms	0.3981ms	2.5117 KOps/s	2.4715 KOps/s	$\color{#35bf28}+1.63\%$

[github-actions]

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

Total Benchmarks: 132. Improved: $\large\color{#35bf28}10$. Worsened: $\large\color{#d91a1a}11$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	96.1620μs	14.1807μs	70.5183 KOps/s	74.8430 KOps/s	$\textbf{\color{#d91a1a}-5.78\%}$
test_plain_set_stack_nested	0.1797ms	0.1169ms	8.5509 KOps/s	8.4923 KOps/s	$\color{#35bf28}+0.69\%$
test_plain_set_nested_inplace	91.6520μs	15.5176μs	64.4430 KOps/s	68.1774 KOps/s	$\textbf{\color{#d91a1a}-5.48\%}$
test_plain_set_stack_nested_inplace	0.2245ms	0.1450ms	6.8973 KOps/s	6.8277 KOps/s	$\color{#35bf28}+1.02\%$
test_items	23.3700μs	4.6607μs	214.5591 KOps/s	210.0284 KOps/s	$\color{#35bf28}+2.16\%$
test_items_nested	0.4213ms	0.3366ms	2.9706 KOps/s	2.9388 KOps/s	$\color{#35bf28}+1.08\%$
test_items_nested_locked	0.4371ms	0.3399ms	2.9424 KOps/s	2.9173 KOps/s	$\color{#35bf28}+0.86\%$
test_items_nested_leaf	0.2773ms	0.1990ms	5.0242 KOps/s	4.9779 KOps/s	$\color{#35bf28}+0.93\%$
test_items_stack_nested	1.4015ms	1.3098ms	763.4690 Ops/s	753.8026 Ops/s	$\color{#35bf28}+1.28\%$
test_items_stack_nested_leaf	1.2552ms	1.1409ms	876.5209 Ops/s	869.2505 Ops/s	$\color{#35bf28}+0.84\%$
test_items_stack_nested_locked	1.0293ms	0.9126ms	1.0957 KOps/s	1.0660 KOps/s	$\color{#35bf28}+2.79\%$
test_keys	73.1610μs	4.5398μs	220.2732 KOps/s	219.0770 KOps/s	$\color{#35bf28}+0.55\%$
test_keys_nested	0.9077ms	94.8653μs	10.5413 KOps/s	10.5528 KOps/s	$\color{#d91a1a}-0.11\%$
test_keys_nested_locked	0.1807ms	98.6052μs	10.1415 KOps/s	10.2244 KOps/s	$\color{#d91a1a}-0.81\%$
test_keys_nested_leaf	0.1816ms	78.7840μs	12.6929 KOps/s	12.7848 KOps/s	$\color{#d91a1a}-0.72\%$
test_keys_stack_nested	1.2799ms	1.1349ms	881.1583 Ops/s	874.8880 Ops/s	$\color{#35bf28}+0.72\%$
test_keys_stack_nested_leaf	1.2413ms	1.1287ms	886.0038 Ops/s	890.7162 Ops/s	$\color{#d91a1a}-0.53\%$
test_keys_stack_nested_locked	0.8804ms	0.7370ms	1.3568 KOps/s	1.3460 KOps/s	$\color{#35bf28}+0.80\%$
test_values	24.5037μs	1.8961μs	527.4001 KOps/s	530.6369 KOps/s	$\color{#d91a1a}-0.61\%$
test_values_nested	0.1212ms	45.0608μs	22.1922 KOps/s	22.2415 KOps/s	$\color{#d91a1a}-0.22\%$
test_values_nested_locked	0.1219ms	47.3531μs	21.1179 KOps/s	21.2241 KOps/s	$\color{#d91a1a}-0.50\%$
test_values_nested_leaf	0.1143ms	39.5691μs	25.2722 KOps/s	25.5554 KOps/s	$\color{#d91a1a}-1.11\%$
test_values_stack_nested	1.1140ms	0.9547ms	1.0475 KOps/s	1.0344 KOps/s	$\color{#35bf28}+1.27\%$
test_values_stack_nested_leaf	1.0298ms	0.9451ms	1.0581 KOps/s	1.0496 KOps/s	$\color{#35bf28}+0.81\%$
test_values_stack_nested_locked	0.7256ms	0.5860ms	1.7064 KOps/s	1.6692 KOps/s	$\color{#35bf28}+2.23\%$
test_membership	27.3800μs	1.0464μs	955.6907 KOps/s	1.0613 MOps/s	$\textbf{\color{#d91a1a}-9.95\%}$
test_membership_nested	19.7700μs	2.8363μs	352.5726 KOps/s	339.0042 KOps/s	$\color{#35bf28}+4.00\%$
test_membership_nested_leaf	78.7810μs	2.8430μs	351.7430 KOps/s	337.9132 KOps/s	$\color{#35bf28}+4.09\%$
test_membership_stacked_nested	30.2800μs	10.9930μs	90.9668 KOps/s	90.4887 KOps/s	$\color{#35bf28}+0.53\%$
test_membership_stacked_nested_leaf	87.0420μs	10.9515μs	91.3120 KOps/s	90.5809 KOps/s	$\color{#35bf28}+0.81\%$
test_membership_nested_last	78.4110μs	5.2269μs	191.3163 KOps/s	187.2737 KOps/s	$\color{#35bf28}+2.16\%$
test_membership_nested_leaf_last	33.6610μs	5.2242μs	191.4152 KOps/s	186.9806 KOps/s	$\color{#35bf28}+2.37\%$
test_membership_stacked_nested_last	0.2454ms	0.1417ms	7.0579 KOps/s	7.0491 KOps/s	$\color{#35bf28}+0.12\%$
test_membership_stacked_nested_leaf_last	84.2320μs	12.9147μs	77.4314 KOps/s	77.6560 KOps/s	$\color{#d91a1a}-0.29\%$
test_nested_getleaf	76.4910μs	8.3976μs	119.0822 KOps/s	119.5049 KOps/s	$\color{#d91a1a}-0.35\%$
test_nested_get	31.9010μs	7.8788μs	126.9229 KOps/s	126.4363 KOps/s	$\color{#35bf28}+0.38\%$
test_stacked_getleaf	0.4235ms	0.3199ms	3.1260 KOps/s	3.1384 KOps/s	$\color{#d91a1a}-0.39\%$
test_stacked_get	0.3599ms	0.2816ms	3.5506 KOps/s	3.5267 KOps/s	$\color{#35bf28}+0.68\%$
test_nested_getitemleaf	22.3210μs	8.3903μs	119.1855 KOps/s	118.9504 KOps/s	$\color{#35bf28}+0.20\%$
test_nested_getitem	78.2810μs	7.9701μs	125.4694 KOps/s	125.6250 KOps/s	$\color{#d91a1a}-0.12\%$
test_stacked_getitemleaf	0.4042ms	0.3193ms	3.1322 KOps/s	3.1397 KOps/s	$\color{#d91a1a}-0.24\%$
test_stacked_getitem	0.3654ms	0.2825ms	3.5399 KOps/s	3.5243 KOps/s	$\color{#35bf28}+0.44\%$
test_lock_nested	7.4725ms	0.4038ms	2.4767 KOps/s	2.5639 KOps/s	$\color{#d91a1a}-3.40\%$
test_lock_stack_nested	92.9596ms	6.5317ms	153.1006 Ops/s	154.2725 Ops/s	$\color{#d91a1a}-0.76\%$
test_unlock_nested	0.7932ms	0.3936ms	2.5404 KOps/s	2.5576 KOps/s	$\color{#d91a1a}-0.67\%$
test_unlock_stack_nested	91.3162ms	6.8604ms	145.7649 Ops/s	144.0492 Ops/s	$\color{#35bf28}+1.19\%$
test_flatten_speed	79.5166ms	0.2821ms	3.5453 KOps/s	3.8186 KOps/s	$\textbf{\color{#d91a1a}-7.16\%}$
test_unflatten_speed	0.4434ms	0.3613ms	2.7674 KOps/s	2.7635 KOps/s	$\color{#35bf28}+0.14\%$
test_common_ops	1.0719ms	0.6231ms	1.6050 KOps/s	1.6438 KOps/s	$\color{#d91a1a}-2.36\%$
test_creation	33.5310μs	1.5571μs	642.2181 KOps/s	638.0338 KOps/s	$\color{#35bf28}+0.66\%$
test_creation_empty	80.0610μs	9.6482μs	103.6467 KOps/s	126.4656 KOps/s	$\textbf{\color{#d91a1a}-18.04\%}$
test_creation_nested_1	28.3210μs	11.3890μs	87.8041 KOps/s	103.1415 KOps/s	$\textbf{\color{#d91a1a}-14.87\%}$
test_creation_nested_2	84.9710μs	13.7657μs	72.6443 KOps/s	82.1491 KOps/s	$\textbf{\color{#d91a1a}-11.57\%}$
test_clone	0.1394ms	13.6506μs	73.2566 KOps/s	67.0750 KOps/s	$\textbf{\color{#35bf28}+9.22\%}$
test_getitem[int]	28.5900μs	10.6877μs	93.5653 KOps/s	91.6828 KOps/s	$\color{#35bf28}+2.05\%$
test_getitem[slice_int]	43.9310μs	21.0350μs	47.5399 KOps/s	46.1233 KOps/s	$\color{#35bf28}+3.07\%$
test_getitem[range]	0.1158ms	37.0014μs	27.0260 KOps/s	25.6042 KOps/s	$\textbf{\color{#35bf28}+5.55\%}$
test_getitem[tuple]	38.6610μs	18.8088μs	53.1667 KOps/s	53.3267 KOps/s	$\color{#d91a1a}-0.30\%$
test_getitem[list]	0.1274ms	33.6636μs	29.7057 KOps/s	28.4656 KOps/s	$\color{#35bf28}+4.36\%$
test_setitem_dim[int]	44.7210μs	28.5707μs	35.0009 KOps/s	34.6709 KOps/s	$\color{#35bf28}+0.95\%$
test_setitem_dim[slice_int]	71.3110μs	49.9165μs	20.0335 KOps/s	19.3703 KOps/s	$\color{#35bf28}+3.42\%$
test_setitem_dim[range]	83.4110μs	63.8715μs	15.6564 KOps/s	15.5022 KOps/s	$\color{#35bf28}+1.00\%$
test_setitem_dim[tuple]	66.1620μs	43.3433μs	23.0716 KOps/s	22.6612 KOps/s	$\color{#35bf28}+1.81\%$
test_setitem	0.1359ms	18.9593μs	52.7446 KOps/s	51.1939 KOps/s	$\color{#35bf28}+3.03\%$
test_set	0.1366ms	18.4789μs	54.1159 KOps/s	52.6752 KOps/s	$\color{#35bf28}+2.74\%$
test_set_shared	2.6257ms	0.1049ms	9.5350 KOps/s	9.3414 KOps/s	$\color{#35bf28}+2.07\%$
test_update	0.1344ms	21.7568μs	45.9625 KOps/s	47.3070 KOps/s	$\color{#d91a1a}-2.84\%$
test_update_nested	0.1307ms	28.4711μs	35.1234 KOps/s	35.8840 KOps/s	$\color{#d91a1a}-2.12\%$
test_set_nested	0.1251ms	19.7298μs	50.6848 KOps/s	49.4558 KOps/s	$\color{#35bf28}+2.49\%$
test_set_nested_new	0.1258ms	22.5455μs	44.3548 KOps/s	43.6769 KOps/s	$\color{#35bf28}+1.55\%$
test_select	86.5110μs	35.3260μs	28.3078 KOps/s	27.9455 KOps/s	$\color{#35bf28}+1.30\%$
test_select_nested	0.1390ms	54.4722μs	18.3580 KOps/s	18.0400 KOps/s	$\color{#35bf28}+1.76\%$
test_exclude_nested	0.1837ms	0.1065ms	9.3897 KOps/s	9.1252 KOps/s	$\color{#35bf28}+2.90\%$
test_empty[True]	0.3947ms	0.3185ms	3.1392 KOps/s	3.1475 KOps/s	$\color{#d91a1a}-0.26\%$
test_empty[False]	2.8281μs	0.8632μs	1.1584 MOps/s	1.1717 MOps/s	$\color{#d91a1a}-1.13\%$
test_to	72.6210μs	51.9788μs	19.2386 KOps/s	17.1307 KOps/s	$\textbf{\color{#35bf28}+12.31\%}$
test_to_nonblocking	0.3692ms	33.1683μs	30.1493 KOps/s	27.9029 KOps/s	$\textbf{\color{#35bf28}+8.05\%}$
test_unbind_speed	0.6459ms	0.3114ms	3.2113 KOps/s	3.2330 KOps/s	$\color{#d91a1a}-0.67\%$
test_unbind_speed_stack0	85.4683ms	3.6632ms	272.9834 Ops/s	265.1146 Ops/s	$\color{#35bf28}+2.97\%$
test_unbind_speed_stack1	1.3191μs	0.5368μs	1.8629 MOps/s	1.8538 MOps/s	$\color{#35bf28}+0.49\%$
test_split	83.3899ms	1.7090ms	585.1528 Ops/s	592.1482 Ops/s	$\color{#d91a1a}-1.18\%$
test_chunk	82.5232ms	1.6841ms	593.7807 Ops/s	601.8780 Ops/s	$\color{#d91a1a}-1.35\%$
test_creation[device0]	0.3532ms	74.3981μs	13.4412 KOps/s	13.4817 KOps/s	$\color{#d91a1a}-0.30\%$
test_creation_from_tensor	0.4016ms	54.9819μs	18.1878 KOps/s	17.5662 KOps/s	$\color{#35bf28}+3.54\%$
test_add_one[memmap_tensor0]	82.6820μs	7.2407μs	138.1085 KOps/s	124.6011 KOps/s	$\textbf{\color{#35bf28}+10.84\%}$
test_contiguous[memmap_tensor0]	23.7800μs	0.6389μs	1.5651 MOps/s	1.5669 MOps/s	$\color{#d91a1a}-0.11\%$
test_stack[memmap_tensor0]	20.6000μs	4.7680μs	209.7332 KOps/s	213.8396 KOps/s	$\color{#d91a1a}-1.92\%$
test_memmaptd_index	1.1894ms	0.2602ms	3.8439 KOps/s	3.8665 KOps/s	$\color{#d91a1a}-0.59\%$
test_memmaptd_index_astensor	0.7426ms	0.3139ms	3.1860 KOps/s	3.1324 KOps/s	$\color{#35bf28}+1.71\%$
test_memmaptd_index_op	0.9774ms	0.6482ms	1.5428 KOps/s	1.5645 KOps/s	$\color{#d91a1a}-1.39\%$
test_serialize_model	0.1755s	99.0270ms	10.0983 Ops/s	9.5676 Ops/s	$\textbf{\color{#35bf28}+5.55\%}$
test_serialize_model_pickle	1.3499s	1.2369s	0.8085 Ops/s	0.8058 Ops/s	$\color{#35bf28}+0.33\%$
test_serialize_weights	0.1696s	96.2012ms	10.3949 Ops/s	9.8667 Ops/s	$\textbf{\color{#35bf28}+5.35\%}$
test_serialize_weights_returnearly	0.2682s	71.5044ms	13.9851 Ops/s	14.4662 Ops/s	$\color{#d91a1a}-3.33\%$
test_serialize_weights_pickle	1.3516s	1.2363s	0.8088 Ops/s	0.8076 Ops/s	$\color{#35bf28}+0.16\%$
test_reshape_pytree	46.4710μs	25.0727μs	39.8840 KOps/s	39.6918 KOps/s	$\color{#35bf28}+0.48\%$
test_reshape_td	50.9810μs	29.4588μs	33.9457 KOps/s	34.1736 KOps/s	$\color{#d91a1a}-0.67\%$
test_view_pytree	88.8810μs	24.3970μs	40.9886 KOps/s	41.2294 KOps/s	$\color{#d91a1a}-0.58\%$
test_view_td	23.0710μs	4.2333μs	236.2232 KOps/s	238.5402 KOps/s	$\color{#d91a1a}-0.97\%$
test_unbind_pytree	59.3000μs	30.8167μs	32.4499 KOps/s	32.7997 KOps/s	$\color{#d91a1a}-1.07\%$
test_unbind_td	73.0710μs	49.5843μs	20.1677 KOps/s	20.1518 KOps/s	$\color{#35bf28}+0.08\%$
test_split_pytree	60.2210μs	29.2731μs	34.1611 KOps/s	35.0433 KOps/s	$\color{#d91a1a}-2.52\%$
test_split_td	0.6904ms	39.6581μs	25.2155 KOps/s	24.4477 KOps/s	$\color{#35bf28}+3.14\%$
test_add_pytree	59.0010μs	37.1692μs	26.9040 KOps/s	26.1073 KOps/s	$\color{#35bf28}+3.05\%$
test_add_td	76.0910μs	49.6005μs	20.1611 KOps/s	19.2172 KOps/s	$\color{#35bf28}+4.91\%$
test_distributed	11.4325ms	96.9660μs	10.3129 KOps/s	14.1154 KOps/s	$\textbf{\color{#d91a1a}-26.94\%}$
test_tdmodule	95.3920μs	18.4667μs	54.1516 KOps/s	57.4486 KOps/s	$\textbf{\color{#d91a1a}-5.74\%}$
test_tdmodule_dispatch	0.2389ms	35.1243μs	28.4703 KOps/s	30.6312 KOps/s	$\textbf{\color{#d91a1a}-7.05\%}$
test_tdseq	46.1710μs	21.5386μs	46.4282 KOps/s	48.7267 KOps/s	$\color{#d91a1a}-4.72\%$
test_tdseq_dispatch	54.0400μs	38.0561μs	26.2770 KOps/s	27.9510 KOps/s	$\textbf{\color{#d91a1a}-5.99\%}$
test_instantiation_functorch	1.9864ms	1.6656ms	600.3728 Ops/s	584.4285 Ops/s	$\color{#35bf28}+2.73\%$
test_instantiation_td	1.6860ms	1.1611ms	861.2391 Ops/s	853.7146 Ops/s	$\color{#35bf28}+0.88\%$
test_exec_functorch	0.2037ms	0.1617ms	6.1856 KOps/s	6.0402 KOps/s	$\color{#35bf28}+2.41\%$
test_exec_functional_call	0.1927ms	0.1607ms	6.2228 KOps/s	5.8750 KOps/s	$\textbf{\color{#35bf28}+5.92\%}$
test_exec_td	0.1816ms	0.1518ms	6.5855 KOps/s	6.1841 KOps/s	$\textbf{\color{#35bf28}+6.49\%}$
test_exec_td_decorator	0.9106ms	0.1894ms	5.2807 KOps/s	5.0546 KOps/s	$\color{#35bf28}+4.47\%$
test_vmap_mlp_speed[True-True]	1.1525ms	1.0972ms	911.3782 Ops/s	871.4312 Ops/s	$\color{#35bf28}+4.58\%$
test_vmap_mlp_speed[True-False]	0.6996ms	0.6543ms	1.5283 KOps/s	1.4772 KOps/s	$\color{#35bf28}+3.46\%$
test_vmap_mlp_speed[False-True]	1.0414ms	1.0056ms	994.4103 Ops/s	947.8678 Ops/s	$\color{#35bf28}+4.91\%$
test_vmap_mlp_speed[False-False]	0.6193ms	0.5843ms	1.7114 KOps/s	1.6534 KOps/s	$\color{#35bf28}+3.51\%$
test_vmap_mlp_speed_decorator[True-True]	3.1931ms	2.5054ms	399.1300 Ops/s	385.0193 Ops/s	$\color{#35bf28}+3.66\%$
test_vmap_mlp_speed_decorator[True-False]	1.0937ms	0.6996ms	1.4294 KOps/s	1.4317 KOps/s	$\color{#d91a1a}-0.16\%$
test_vmap_mlp_speed_decorator[False-True]	2.4896ms	2.1009ms	475.9910 Ops/s	475.9540 Ops/s	$+0.01\%$
test_vmap_mlp_speed_decorator[False-False]	0.9296ms	0.6053ms	1.6522 KOps/s	1.6632 KOps/s	$\color{#d91a1a}-0.66\%$
test_vmap_transformer_speed[True-True]	12.8843ms	12.2889ms	81.3745 Ops/s	81.5073 Ops/s	$\color{#d91a1a}-0.16\%$
test_vmap_transformer_speed[True-False]	8.4462ms	8.1102ms	123.3017 Ops/s	119.8246 Ops/s	$\color{#35bf28}+2.90\%$
test_vmap_transformer_speed[False-True]	12.7345ms	12.2158ms	81.8611 Ops/s	79.8927 Ops/s	$\color{#35bf28}+2.46\%$
test_vmap_transformer_speed[False-False]	8.1065ms	7.9935ms	125.1023 Ops/s	121.1250 Ops/s	$\color{#35bf28}+3.28\%$
test_vmap_transformer_speed_decorator[True-True]	76.3212ms	75.4119ms	13.2605 Ops/s	11.9110 Ops/s	$\textbf{\color{#35bf28}+11.33\%}$
test_vmap_transformer_speed_decorator[True-False]	21.3235ms	19.4251ms	51.4797 Ops/s	50.2115 Ops/s	$\color{#35bf28}+2.53\%$
test_vmap_transformer_speed_decorator[False-True]	69.3207ms	68.3789ms	14.6244 Ops/s	14.4339 Ops/s	$\color{#35bf28}+1.32\%$
test_vmap_transformer_speed_decorator[False-False]	0.1213s	20.9383ms	47.7594 Ops/s	46.2761 Ops/s	$\color{#35bf28}+3.21\%$