[BugFix] Fix empty(recurse) call in _apply_nest

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

Total Benchmarks: 124. Improved: $\large\color{#35bf28}8$. Worsened: $\large\color{#d91a1a}9$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	30.2270μs	16.6636μs	60.0112 KOps/s	60.4179 KOps/s	$\color{#d91a1a}-0.67\%$
test_plain_set_stack_nested	0.2568ms	0.1518ms	6.5885 KOps/s	6.8377 KOps/s	$\color{#d91a1a}-3.64\%$
test_plain_set_nested_inplace	47.7590μs	19.2982μs	51.8184 KOps/s	52.2280 KOps/s	$\color{#d91a1a}-0.78\%$
test_plain_set_stack_nested_inplace	0.3154ms	0.1835ms	5.4490 KOps/s	5.6032 KOps/s	$\color{#d91a1a}-2.75\%$
test_items	32.0700μs	2.4608μs	406.3703 KOps/s	404.0877 KOps/s	$\color{#35bf28}+0.56\%$
test_items_nested	0.3415ms	0.2730ms	3.6635 KOps/s	3.7592 KOps/s	$\color{#d91a1a}-2.55\%$
test_items_nested_locked	0.7730ms	0.2757ms	3.6266 KOps/s	3.6906 KOps/s	$\color{#d91a1a}-1.74\%$
test_items_nested_leaf	0.5740ms	0.1744ms	5.7352 KOps/s	5.9892 KOps/s	$\color{#d91a1a}-4.24\%$
test_items_stack_nested	1.5118ms	1.3269ms	753.6159 Ops/s	757.4914 Ops/s	$\color{#d91a1a}-0.51\%$
test_items_stack_nested_leaf	2.2317ms	1.2038ms	830.7141 Ops/s	841.6927 Ops/s	$\color{#d91a1a}-1.30\%$
test_items_stack_nested_locked	1.1326ms	0.8950ms	1.1174 KOps/s	1.1538 KOps/s	$\color{#d91a1a}-3.16\%$
test_keys	93.3740μs	4.0151μs	249.0604 KOps/s	256.6651 KOps/s	$\color{#d91a1a}-2.96\%$
test_keys_nested	1.8899ms	0.1525ms	6.5576 KOps/s	6.7591 KOps/s	$\color{#d91a1a}-2.98\%$
test_keys_nested_locked	0.2716ms	0.1545ms	6.4744 KOps/s	6.3999 KOps/s	$\color{#35bf28}+1.16\%$
test_keys_nested_leaf	0.2523ms	0.1325ms	7.5465 KOps/s	7.5860 KOps/s	$\color{#d91a1a}-0.52\%$
test_keys_stack_nested	4.8582ms	1.3169ms	759.3763 Ops/s	779.7765 Ops/s	$\color{#d91a1a}-2.62\%$
test_keys_stack_nested_leaf	1.5123ms	1.2755ms	784.0209 Ops/s	776.3359 Ops/s	$\color{#35bf28}+0.99\%$
test_keys_stack_nested_locked	1.1055ms	0.8168ms	1.2243 KOps/s	1.2288 KOps/s	$\color{#d91a1a}-0.37\%$
test_values	22.9880μs	1.1754μs	850.7533 KOps/s	825.8283 KOps/s	$\color{#35bf28}+3.02\%$
test_values_nested	0.1857ms	52.7776μs	18.9474 KOps/s	19.0849 KOps/s	$\color{#d91a1a}-0.72\%$
test_values_nested_locked	0.1407ms	52.0095μs	19.2273 KOps/s	18.9081 KOps/s	$\color{#35bf28}+1.69\%$
test_values_nested_leaf	76.9530μs	46.3255μs	21.5864 KOps/s	20.9802 KOps/s	$\color{#35bf28}+2.89\%$
test_values_stack_nested	1.2776ms	1.0346ms	966.5249 Ops/s	969.0223 Ops/s	$\color{#d91a1a}-0.26\%$
test_values_stack_nested_leaf	1.1233ms	1.0199ms	980.4759 Ops/s	983.9585 Ops/s	$\color{#d91a1a}-0.35\%$
test_values_stack_nested_locked	0.8432ms	0.6089ms	1.6423 KOps/s	1.6834 KOps/s	$\color{#d91a1a}-2.44\%$
test_membership	21.5700μs	1.3519μs	739.7144 KOps/s	733.7431 KOps/s	$\color{#35bf28}+0.81\%$
test_membership_nested	23.7340μs	3.4986μs	285.8290 KOps/s	280.9756 KOps/s	$\color{#35bf28}+1.73\%$
test_membership_nested_leaf	34.4140μs	3.5251μs	283.6824 KOps/s	263.9161 KOps/s	$\textbf{\color{#35bf28}+7.49\%}$
test_membership_stacked_nested	31.2280μs	11.9124μs	83.9461 KOps/s	82.6989 KOps/s	$\color{#35bf28}+1.51\%$
test_membership_stacked_nested_leaf	44.1630μs	12.0915μs	82.7030 KOps/s	83.0311 KOps/s	$\color{#d91a1a}-0.40\%$
test_membership_nested_last	41.2370μs	6.8354μs	146.2973 KOps/s	148.1851 KOps/s	$\color{#d91a1a}-1.27\%$
test_membership_nested_leaf_last	31.1780μs	6.8643μs	145.6803 KOps/s	147.7181 KOps/s	$\color{#d91a1a}-1.38\%$
test_membership_stacked_nested_last	0.6105ms	0.1833ms	5.4561 KOps/s	5.6568 KOps/s	$\color{#d91a1a}-3.55\%$
test_membership_stacked_nested_leaf_last	55.2030μs	14.1732μs	70.5559 KOps/s	70.4917 KOps/s	$\color{#35bf28}+0.09\%$
test_nested_getleaf	41.4980μs	10.7992μs	92.5995 KOps/s	91.7462 KOps/s	$\color{#35bf28}+0.93\%$
test_nested_get	28.5640μs	10.2758μs	97.3163 KOps/s	97.5166 KOps/s	$\color{#d91a1a}-0.21\%$
test_stacked_getleaf	0.6314ms	0.4037ms	2.4769 KOps/s	2.5102 KOps/s	$\color{#d91a1a}-1.33\%$
test_stacked_get	0.6526ms	0.3669ms	2.7252 KOps/s	2.7199 KOps/s	$\color{#35bf28}+0.20\%$
test_nested_getitemleaf	46.7770μs	12.2267μs	81.7880 KOps/s	82.3596 KOps/s	$\color{#d91a1a}-0.69\%$
test_nested_getitem	41.0360μs	11.7447μs	85.1447 KOps/s	85.6956 KOps/s	$\color{#d91a1a}-0.64\%$
test_stacked_getitemleaf	0.6937ms	0.4033ms	2.4796 KOps/s	2.4652 KOps/s	$\color{#35bf28}+0.58\%$
test_stacked_getitem	0.7183ms	0.3817ms	2.6197 KOps/s	2.7159 KOps/s	$\color{#d91a1a}-3.54\%$
test_lock_nested	0.9563ms	0.3355ms	2.9808 KOps/s	2.9401 KOps/s	$\color{#35bf28}+1.38\%$
test_lock_stack_nested	78.8641ms	5.7748ms	173.1654 Ops/s	175.2665 Ops/s	$\color{#d91a1a}-1.20\%$
test_unlock_nested	66.8664ms	0.4014ms	2.4913 KOps/s	2.9355 KOps/s	$\textbf{\color{#d91a1a}-15.13\%}$
test_unlock_stack_nested	82.1506ms	5.7676ms	173.3819 Ops/s	170.1320 Ops/s	$\color{#35bf28}+1.91\%$
test_flatten_speed	0.5480ms	0.3751ms	2.6658 KOps/s	2.6414 KOps/s	$\color{#35bf28}+0.92\%$
test_unflatten_speed	0.8510ms	0.4820ms	2.0748 KOps/s	2.1437 KOps/s	$\color{#d91a1a}-3.22\%$
test_common_ops	1.6212ms	0.6657ms	1.5021 KOps/s	1.5042 KOps/s	$\color{#d91a1a}-0.14\%$
test_creation	53.7500μs	1.8653μs	536.0951 KOps/s	524.3110 KOps/s	$\color{#35bf28}+2.25\%$
test_creation_empty	37.7800μs	8.8162μs	113.4275 KOps/s	103.3468 KOps/s	$\textbf{\color{#35bf28}+9.75\%}$
test_creation_nested_1	46.0660μs	11.3448μs	88.1464 KOps/s	81.5025 KOps/s	$\textbf{\color{#35bf28}+8.15\%}$
test_creation_nested_2	52.6990μs	14.4923μs	69.0019 KOps/s	65.0444 KOps/s	$\textbf{\color{#35bf28}+6.08\%}$
test_clone	49.8930μs	13.0986μs	76.3442 KOps/s	76.3550 KOps/s	$\color{#d91a1a}-0.01\%$
test_getitem[int]	28.5530μs	11.2328μs	89.0251 KOps/s	88.0204 KOps/s	$\color{#35bf28}+1.14\%$
test_getitem[slice_int]	89.9980μs	22.8285μs	43.8049 KOps/s	45.4483 KOps/s	$\color{#d91a1a}-3.62\%$
test_getitem[range]	0.1400ms	41.2212μs	24.2594 KOps/s	24.2900 KOps/s	$\color{#d91a1a}-0.13\%$
test_getitem[tuple]	51.0250μs	18.2673μs	54.7426 KOps/s	55.3433 KOps/s	$\color{#d91a1a}-1.09\%$
test_getitem[list]	75.1700μs	37.4220μs	26.7222 KOps/s	27.5460 KOps/s	$\color{#d91a1a}-2.99\%$
test_setitem_dim[int]	48.8410μs	29.2044μs	34.2414 KOps/s	35.0872 KOps/s	$\color{#d91a1a}-2.41\%$
test_setitem_dim[slice_int]	0.1031ms	54.3103μs	18.4127 KOps/s	18.4960 KOps/s	$\color{#d91a1a}-0.45\%$
test_setitem_dim[range]	0.1553ms	74.7577μs	13.3765 KOps/s	13.4496 KOps/s	$\color{#d91a1a}-0.54\%$
test_setitem_dim[tuple]	82.0230μs	44.1575μs	22.6462 KOps/s	23.0659 KOps/s	$\color{#d91a1a}-1.82\%$
test_setitem	48.2700μs	18.7126μs	53.4400 KOps/s	53.5757 KOps/s	$\color{#d91a1a}-0.25\%$
test_set	57.2160μs	18.2425μs	54.8169 KOps/s	54.4616 KOps/s	$\color{#35bf28}+0.65\%$
test_set_shared	4.3866ms	0.1384ms	7.2250 KOps/s	7.3070 KOps/s	$\color{#d91a1a}-1.12\%$
test_update	89.8480μs	20.3854μs	49.0546 KOps/s	47.9034 KOps/s	$\color{#35bf28}+2.40\%$
test_update_nested	0.1185ms	28.0597μs	35.6383 KOps/s	34.7495 KOps/s	$\color{#35bf28}+2.56\%$
test_set_nested	63.9700μs	20.4756μs	48.8386 KOps/s	49.8701 KOps/s	$\color{#d91a1a}-2.07\%$
test_set_nested_new	87.1420μs	24.9445μs	40.0890 KOps/s	40.8815 KOps/s	$\color{#d91a1a}-1.94\%$
test_select	0.2970ms	42.6378μs	23.4534 KOps/s	25.8952 KOps/s	$\textbf{\color{#d91a1a}-9.43\%}$
test_select_nested	0.1962ms	58.7238μs	17.0289 KOps/s	16.8416 KOps/s	$\color{#35bf28}+1.11\%$
test_exclude_nested	0.6166ms	0.1335ms	7.4931 KOps/s	8.4039 KOps/s	$\textbf{\color{#d91a1a}-10.84\%}$
test_empty[True]	1.0526ms	0.4217ms	2.3716 KOps/s	2.4193 KOps/s	$\color{#d91a1a}-1.97\%$
test_empty[False]	6.2958μs	1.0535μs	949.2332 KOps/s	956.5367 KOps/s	$\color{#d91a1a}-0.76\%$
test_unbind_speed	0.3407ms	0.2501ms	3.9986 KOps/s	4.0125 KOps/s	$\color{#d91a1a}-0.34\%$
test_unbind_speed_stack0	78.6413ms	3.3542ms	298.1359 Ops/s	334.9088 Ops/s	$\textbf{\color{#d91a1a}-10.98\%}$
test_unbind_speed_stack1	17.4830μs	1.9392μs	515.6721 KOps/s	504.6421 KOps/s	$\color{#35bf28}+2.19\%$
test_split	2.2236ms	1.4615ms	684.2337 Ops/s	623.0643 Ops/s	$\textbf{\color{#35bf28}+9.82\%}$
test_chunk	74.3572ms	1.5633ms	639.6712 Ops/s	643.6270 Ops/s	$\color{#d91a1a}-0.61\%$
test_creation[device0]	0.1650ms	0.1013ms	9.8724 KOps/s	9.9296 KOps/s	$\color{#d91a1a}-0.58\%$
test_creation_from_tensor	4.3369ms	80.7243μs	12.3878 KOps/s	12.4036 KOps/s	$\color{#d91a1a}-0.13\%$
test_add_one[memmap_tensor0]	0.1939ms	5.5206μs	181.1403 KOps/s	186.0190 KOps/s	$\color{#d91a1a}-2.62\%$
test_contiguous[memmap_tensor0]	11.1510μs	0.6439μs	1.5531 MOps/s	1.5747 MOps/s	$\color{#d91a1a}-1.37\%$
test_stack[memmap_tensor0]	41.9790μs	3.7257μs	268.4070 KOps/s	286.1859 KOps/s	$\textbf{\color{#d91a1a}-6.21\%}$
test_memmaptd_index	0.9822ms	0.2402ms	4.1631 KOps/s	4.2662 KOps/s	$\color{#d91a1a}-2.42\%$
test_memmaptd_index_astensor	0.6673ms	0.3049ms	3.2802 KOps/s	3.3894 KOps/s	$\color{#d91a1a}-3.22\%$
test_memmaptd_index_op	0.8965ms	0.5790ms	1.7270 KOps/s	1.7530 KOps/s	$\color{#d91a1a}-1.48\%$
test_serialize_model	0.1723s	0.1095s	9.1320 Ops/s	9.9583 Ops/s	$\textbf{\color{#d91a1a}-8.30\%}$
test_serialize_model_pickle	0.4492s	0.3769s	2.6534 Ops/s	2.6235 Ops/s	$\color{#35bf28}+1.14\%$
test_serialize_weights	0.1036s	99.3215ms	10.0683 Ops/s	9.2640 Ops/s	$\textbf{\color{#35bf28}+8.68\%}$
test_serialize_weights_returnearly	0.1922s	0.1290s	7.7514 Ops/s	8.0783 Ops/s	$\color{#d91a1a}-4.05\%$
test_serialize_weights_pickle	0.9456s	0.5786s	1.7283 Ops/s	2.4079 Ops/s	$\textbf{\color{#d91a1a}-28.22\%}$
test_serialize_weights_filesystem	93.9304ms	90.4479ms	11.0561 Ops/s	9.7019 Ops/s	$\textbf{\color{#35bf28}+13.96\%}$
test_serialize_model_filesystem	0.1643s	0.1000s	9.9966 Ops/s	10.9652 Ops/s	$\textbf{\color{#d91a1a}-8.83\%}$
test_reshape_pytree	85.4300μs	21.2811μs	46.9900 KOps/s	48.0104 KOps/s	$\color{#d91a1a}-2.13\%$
test_reshape_td	75.2510μs	30.7731μs	32.4960 KOps/s	33.2823 KOps/s	$\color{#d91a1a}-2.36\%$
test_view_pytree	56.5160μs	21.0365μs	47.5364 KOps/s	48.0250 KOps/s	$\color{#d91a1a}-1.02\%$
test_view_td	78.0929ms	11.1107μs	90.0031 KOps/s	92.8973 KOps/s	$\color{#d91a1a}-3.12\%$
test_unbind_pytree	53.5300μs	24.5384μs	40.7525 KOps/s	41.6206 KOps/s	$\color{#d91a1a}-2.09\%$
test_unbind_td	0.1877ms	37.9147μs	26.3750 KOps/s	27.8443 KOps/s	$\textbf{\color{#d91a1a}-5.28\%}$
test_split_pytree	53.9010μs	23.7441μs	42.1157 KOps/s	42.8666 KOps/s	$\color{#d91a1a}-1.75\%$
test_split_td	0.4175ms	39.3181μs	25.4336 KOps/s	25.5809 KOps/s	$\color{#d91a1a}-0.58\%$
test_add_pytree	64.7700μs	30.2477μs	33.0604 KOps/s	33.6248 KOps/s	$\color{#d91a1a}-1.68\%$
test_add_td	0.1198ms	49.7085μs	20.1173 KOps/s	20.6349 KOps/s	$\color{#d91a1a}-2.51\%$
test_distributed	0.2522ms	98.9410μs	10.1070 KOps/s	9.8884 KOps/s	$\color{#35bf28}+2.21\%$
test_tdmodule	0.1143ms	21.9372μs	45.5846 KOps/s	44.6060 KOps/s	$\color{#35bf28}+2.19\%$
test_tdmodule_dispatch	0.2130ms	42.0043μs	23.8071 KOps/s	22.9469 KOps/s	$\color{#35bf28}+3.75\%$
test_tdseq	56.6960μs	24.5641μs	40.7099 KOps/s	38.7471 KOps/s	$\textbf{\color{#35bf28}+5.07\%}$
test_tdseq_dispatch	0.1357ms	45.3510μs	22.0502 KOps/s	21.1644 KOps/s	$\color{#35bf28}+4.19\%$
test_instantiation_functorch	1.9515ms	1.3302ms	751.7703 Ops/s	739.8549 Ops/s	$\color{#35bf28}+1.61\%$
test_instantiation_td	1.5143ms	0.9983ms	1.0017 KOps/s	986.7954 Ops/s	$\color{#35bf28}+1.51\%$
test_exec_functorch	0.3013ms	0.1590ms	6.2881 KOps/s	6.1852 KOps/s	$\color{#35bf28}+1.66\%$
test_exec_functional_call	0.3007ms	0.1454ms	6.8754 KOps/s	6.6291 KOps/s	$\color{#35bf28}+3.72\%$
test_exec_td	0.2582ms	0.1436ms	6.9656 KOps/s	6.7615 KOps/s	$\color{#35bf28}+3.02\%$
test_exec_td_decorator	0.9419ms	0.1965ms	5.0891 KOps/s	4.9112 KOps/s	$\color{#35bf28}+3.62\%$
test_vmap_mlp_speed[True-True]	1.2953ms	0.8777ms	1.1393 KOps/s	1.1164 KOps/s	$\color{#35bf28}+2.05\%$
test_vmap_mlp_speed[True-False]	0.7119ms	0.4634ms	2.1582 KOps/s	2.1278 KOps/s	$\color{#35bf28}+1.43\%$
test_vmap_mlp_speed[False-True]	1.0863ms	0.7643ms	1.3085 KOps/s	1.2805 KOps/s	$\color{#35bf28}+2.19\%$
test_vmap_mlp_speed[False-False]	0.6033ms	0.3841ms	2.6035 KOps/s	2.5945 KOps/s	$\color{#35bf28}+0.35\%$
test_vmap_mlp_speed_decorator[True-True]	3.1925ms	2.2676ms	440.9895 Ops/s	433.5964 Ops/s	$\color{#35bf28}+1.71\%$
test_vmap_mlp_speed_decorator[True-False]	0.9787ms	0.5286ms	1.8918 KOps/s	1.8268 KOps/s	$\color{#35bf28}+3.56\%$
test_vmap_mlp_speed_decorator[False-True]	3.0297ms	1.8461ms	541.6680 Ops/s	533.3021 Ops/s	$\color{#35bf28}+1.57\%$
test_vmap_mlp_speed_decorator[False-False]	1.0024ms	0.4150ms	2.4094 KOps/s	2.4119 KOps/s	$\color{#d91a1a}-0.10\%$

[github-actions]

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

Total Benchmarks: 132. Improved: $\large\color{#35bf28}8$. Worsened: $\large\color{#d91a1a}8$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1299ms	13.9895μs	71.4822 KOps/s	72.1669 KOps/s	$\color{#d91a1a}-0.95\%$
test_plain_set_stack_nested	0.2461ms	0.1215ms	8.2285 KOps/s	8.0952 KOps/s	$\color{#35bf28}+1.65\%$
test_plain_set_nested_inplace	0.1394ms	15.3357μs	65.2071 KOps/s	66.1665 KOps/s	$\color{#d91a1a}-1.45\%$
test_plain_set_stack_nested_inplace	0.2850ms	0.1533ms	6.5247 KOps/s	6.6824 KOps/s	$\color{#d91a1a}-2.36\%$
test_items	0.1182ms	4.7954μs	208.5340 KOps/s	212.9223 KOps/s	$\color{#d91a1a}-2.06\%$
test_items_nested	0.5375ms	0.3479ms	2.8741 KOps/s	2.9367 KOps/s	$\color{#d91a1a}-2.13\%$
test_items_nested_locked	0.3699ms	0.3452ms	2.8971 KOps/s	2.9153 KOps/s	$\color{#d91a1a}-0.62\%$
test_items_nested_leaf	0.2276ms	0.2012ms	4.9713 KOps/s	5.0043 KOps/s	$\color{#d91a1a}-0.66\%$
test_items_stack_nested	1.4735ms	1.3098ms	763.4494 Ops/s	763.1375 Ops/s	$\color{#35bf28}+0.04\%$
test_items_stack_nested_leaf	1.1942ms	1.1488ms	870.4694 Ops/s	872.0767 Ops/s	$\color{#d91a1a}-0.18\%$
test_items_stack_nested_locked	0.9642ms	0.9042ms	1.1060 KOps/s	1.1121 KOps/s	$\color{#d91a1a}-0.55\%$
test_keys	28.8110μs	4.5436μs	220.0901 KOps/s	208.6260 KOps/s	$\textbf{\color{#35bf28}+5.50\%}$
test_keys_nested	0.9591ms	94.4879μs	10.5834 KOps/s	10.4387 KOps/s	$\color{#35bf28}+1.39\%$
test_keys_nested_locked	0.1323ms	98.0766μs	10.1961 KOps/s	9.9955 KOps/s	$\color{#35bf28}+2.01\%$
test_keys_nested_leaf	0.2057ms	78.0255μs	12.8163 KOps/s	12.6054 KOps/s	$\color{#35bf28}+1.67\%$
test_keys_stack_nested	1.2336ms	1.1516ms	868.3418 Ops/s	872.4315 Ops/s	$\color{#d91a1a}-0.47\%$
test_keys_stack_nested_leaf	1.2162ms	1.1354ms	880.7123 Ops/s	891.7906 Ops/s	$\color{#d91a1a}-1.24\%$
test_keys_stack_nested_locked	0.8398ms	0.7223ms	1.3845 KOps/s	1.4042 KOps/s	$\color{#d91a1a}-1.40\%$
test_values	7.7700μs	1.8842μs	530.7337 KOps/s	529.8653 KOps/s	$\color{#35bf28}+0.16\%$
test_values_nested	74.3010μs	45.2827μs	22.0835 KOps/s	22.1980 KOps/s	$\color{#d91a1a}-0.52\%$
test_values_nested_locked	75.1910μs	47.3063μs	21.1388 KOps/s	21.0992 KOps/s	$\color{#35bf28}+0.19\%$
test_values_nested_leaf	59.6510μs	39.4636μs	25.3398 KOps/s	25.4685 KOps/s	$\color{#d91a1a}-0.51\%$
test_values_stack_nested	1.0564ms	0.9574ms	1.0445 KOps/s	1.0639 KOps/s	$\color{#d91a1a}-1.82\%$
test_values_stack_nested_leaf	1.0278ms	0.9580ms	1.0439 KOps/s	1.0552 KOps/s	$\color{#d91a1a}-1.08\%$
test_values_stack_nested_locked	0.6367ms	0.5805ms	1.7227 KOps/s	1.7754 KOps/s	$\color{#d91a1a}-2.97\%$
test_membership	58.9990μs	0.9341μs	1.0705 MOps/s	945.8632 KOps/s	$\textbf{\color{#35bf28}+13.18\%}$
test_membership_nested	24.1600μs	2.8404μs	352.0641 KOps/s	349.7913 KOps/s	$\color{#35bf28}+0.65\%$
test_membership_nested_leaf	24.6410μs	2.8700μs	348.4381 KOps/s	359.6908 KOps/s	$\color{#d91a1a}-3.13\%$
test_membership_stacked_nested	38.1300μs	11.3735μs	87.9236 KOps/s	87.7977 KOps/s	$\color{#35bf28}+0.14\%$
test_membership_stacked_nested_leaf	26.4900μs	11.3902μs	87.7949 KOps/s	87.5572 KOps/s	$\color{#35bf28}+0.27\%$
test_membership_nested_last	1.2514ms	5.3713μs	186.1748 KOps/s	189.3661 KOps/s	$\color{#d91a1a}-1.69\%$
test_membership_nested_leaf_last	27.1800μs	5.2905μs	189.0166 KOps/s	190.0242 KOps/s	$\color{#d91a1a}-0.53\%$
test_membership_stacked_nested_last	0.1889ms	0.1567ms	6.3818 KOps/s	6.3734 KOps/s	$\color{#35bf28}+0.13\%$
test_membership_stacked_nested_leaf_last	34.1610μs	13.0588μs	76.5768 KOps/s	76.3996 KOps/s	$\color{#35bf28}+0.23\%$
test_nested_getleaf	27.8810μs	8.4553μs	118.2687 KOps/s	119.6134 KOps/s	$\color{#d91a1a}-1.12\%$
test_nested_get	22.3800μs	7.9783μs	125.3399 KOps/s	126.5471 KOps/s	$\color{#d91a1a}-0.95\%$
test_stacked_getleaf	0.3929ms	0.3296ms	3.0338 KOps/s	3.0074 KOps/s	$\color{#35bf28}+0.88\%$
test_stacked_get	0.3403ms	0.2997ms	3.3362 KOps/s	3.3521 KOps/s	$\color{#d91a1a}-0.47\%$
test_nested_getitemleaf	32.0500μs	9.8273μs	101.7578 KOps/s	102.6005 KOps/s	$\color{#d91a1a}-0.82\%$
test_nested_getitem	49.7910μs	9.3361μs	107.1106 KOps/s	106.5794 KOps/s	$\color{#35bf28}+0.50\%$
test_stacked_getitemleaf	0.3769ms	0.3318ms	3.0141 KOps/s	2.9920 KOps/s	$\color{#35bf28}+0.74\%$
test_stacked_getitem	0.3495ms	0.3026ms	3.3052 KOps/s	3.2963 KOps/s	$\color{#35bf28}+0.27\%$
test_lock_nested	1.2703ms	0.3547ms	2.8196 KOps/s	2.8210 KOps/s	$\color{#d91a1a}-0.05\%$
test_lock_stack_nested	85.3587ms	6.3985ms	156.2866 Ops/s	159.3669 Ops/s	$\color{#d91a1a}-1.93\%$
test_unlock_nested	78.9719ms	0.4341ms	2.3037 KOps/s	2.8791 KOps/s	$\textbf{\color{#d91a1a}-19.99\%}$
test_unlock_stack_nested	85.6435ms	6.4787ms	154.3512 Ops/s	155.1620 Ops/s	$\color{#d91a1a}-0.52\%$
test_flatten_speed	0.3458ms	0.2615ms	3.8238 KOps/s	3.8406 KOps/s	$\color{#d91a1a}-0.44\%$
test_unflatten_speed	0.3966ms	0.3620ms	2.7621 KOps/s	2.7889 KOps/s	$\color{#d91a1a}-0.96\%$
test_common_ops	1.0731ms	0.6147ms	1.6269 KOps/s	1.6612 KOps/s	$\color{#d91a1a}-2.07\%$
test_creation	34.2910μs	1.5717μs	636.2392 KOps/s	634.6754 KOps/s	$\color{#35bf28}+0.25\%$
test_creation_empty	26.3900μs	8.5730μs	116.6450 KOps/s	117.1924 KOps/s	$\color{#d91a1a}-0.47\%$
test_creation_nested_1	34.6610μs	10.2643μs	97.4255 KOps/s	97.8172 KOps/s	$\color{#d91a1a}-0.40\%$
test_creation_nested_2	35.4210μs	12.6706μs	78.9226 KOps/s	79.1787 KOps/s	$\color{#d91a1a}-0.32\%$
test_clone	58.3610μs	13.9051μs	71.9162 KOps/s	74.3366 KOps/s	$\color{#d91a1a}-3.26\%$
test_getitem[int]	25.5100μs	11.0738μs	90.3030 KOps/s	91.3013 KOps/s	$\color{#d91a1a}-1.09\%$
test_getitem[slice_int]	38.2910μs	21.3675μs	46.8001 KOps/s	46.9825 KOps/s	$\color{#d91a1a}-0.39\%$
test_getitem[range]	0.1620ms	36.6684μs	27.2715 KOps/s	28.4525 KOps/s	$\color{#d91a1a}-4.15\%$
test_getitem[tuple]	41.2510μs	19.3182μs	51.7647 KOps/s	53.2635 KOps/s	$\color{#d91a1a}-2.81\%$
test_getitem[list]	0.1896ms	33.4030μs	29.9374 KOps/s	31.0906 KOps/s	$\color{#d91a1a}-3.71\%$
test_setitem_dim[int]	48.8210μs	28.0590μs	35.6392 KOps/s	36.8167 KOps/s	$\color{#d91a1a}-3.20\%$
test_setitem_dim[slice_int]	74.8810μs	48.3117μs	20.6989 KOps/s	20.9701 KOps/s	$\color{#d91a1a}-1.29\%$
test_setitem_dim[range]	82.4110μs	60.6039μs	16.5006 KOps/s	16.4306 KOps/s	$\color{#35bf28}+0.43\%$
test_setitem_dim[tuple]	62.3610μs	42.0305μs	23.7922 KOps/s	23.8072 KOps/s	$\color{#d91a1a}-0.06\%$
test_setitem	77.1610μs	19.2750μs	51.8807 KOps/s	54.9863 KOps/s	$\textbf{\color{#d91a1a}-5.65\%}$
test_set	89.8610μs	18.7450μs	53.3476 KOps/s	54.7154 KOps/s	$\color{#d91a1a}-2.50\%$
test_set_shared	2.6358ms	0.1053ms	9.4944 KOps/s	9.9069 KOps/s	$\color{#d91a1a}-4.16\%$
test_update	0.1067ms	21.2618μs	47.0327 KOps/s	48.8095 KOps/s	$\color{#d91a1a}-3.64\%$
test_update_nested	86.7510μs	27.9460μs	35.7833 KOps/s	37.7558 KOps/s	$\textbf{\color{#d91a1a}-5.22\%}$
test_set_nested	79.4010μs	20.0841μs	49.7906 KOps/s	52.6076 KOps/s	$\textbf{\color{#d91a1a}-5.35\%}$
test_set_nested_new	70.7110μs	22.6160μs	44.2164 KOps/s	46.7325 KOps/s	$\textbf{\color{#d91a1a}-5.38\%}$
test_select	86.8610μs	36.2386μs	27.5949 KOps/s	28.6786 KOps/s	$\color{#d91a1a}-3.78\%$
test_select_nested	76.2410μs	53.6289μs	18.6467 KOps/s	18.9772 KOps/s	$\color{#d91a1a}-1.74\%$
test_exclude_nested	0.1511ms	0.1144ms	8.7429 KOps/s	8.8868 KOps/s	$\color{#d91a1a}-1.62\%$
test_empty[True]	1.3404ms	0.3895ms	2.5675 KOps/s	2.5943 KOps/s	$\color{#d91a1a}-1.04\%$
test_empty[False]	2.8390μs	0.8724μs	1.1463 MOps/s	1.1924 MOps/s	$\color{#d91a1a}-3.86\%$
test_to	75.7310μs	55.2888μs	18.0868 KOps/s	18.4513 KOps/s	$\color{#d91a1a}-1.98\%$
test_to_nonblocking	64.0310μs	34.9912μs	28.5786 KOps/s	28.2120 KOps/s	$\color{#35bf28}+1.30\%$
test_unbind_speed	0.3121ms	0.2763ms	3.6188 KOps/s	3.7342 KOps/s	$\color{#d91a1a}-3.09\%$
test_unbind_speed_stack0	87.2800ms	3.7729ms	265.0486 Ops/s	267.9770 Ops/s	$\color{#d91a1a}-1.09\%$
test_unbind_speed_stack1	20.7610μs	1.8359μs	544.6971 KOps/s	553.4968 KOps/s	$\color{#d91a1a}-1.59\%$
test_split	81.1402ms	1.7804ms	561.6605 Ops/s	639.6609 Ops/s	$\textbf{\color{#d91a1a}-12.19\%}$
test_chunk	1.6606ms	1.5948ms	627.0305 Ops/s	588.6183 Ops/s	$\textbf{\color{#35bf28}+6.53\%}$
test_creation[device0]	0.1378ms	71.6143μs	13.9637 KOps/s	13.6728 KOps/s	$\color{#35bf28}+2.13\%$
test_creation_from_tensor	0.1394ms	55.2992μs	18.0834 KOps/s	16.9441 KOps/s	$\textbf{\color{#35bf28}+6.72\%}$
test_add_one[memmap_tensor0]	0.2329ms	6.7750μs	147.6018 KOps/s	152.1747 KOps/s	$\color{#d91a1a}-3.01\%$
test_contiguous[memmap_tensor0]	25.6510μs	0.6388μs	1.5655 MOps/s	1.5567 MOps/s	$\color{#35bf28}+0.56\%$
test_stack[memmap_tensor0]	29.6410μs	4.6209μs	216.4065 KOps/s	227.0081 KOps/s	$\color{#d91a1a}-4.67\%$
test_memmaptd_index	0.9791ms	0.2708ms	3.6924 KOps/s	3.7477 KOps/s	$\color{#d91a1a}-1.47\%$
test_memmaptd_index_astensor	0.6789ms	0.3256ms	3.0711 KOps/s	3.0788 KOps/s	$\color{#d91a1a}-0.25\%$
test_memmaptd_index_op	0.9357ms	0.6218ms	1.6081 KOps/s	1.6243 KOps/s	$\color{#d91a1a}-1.00\%$
test_serialize_model	91.9851ms	88.7891ms	11.2626 Ops/s	9.6957 Ops/s	$\textbf{\color{#35bf28}+16.16\%}$
test_serialize_model_pickle	1.3519s	1.2364s	0.8088 Ops/s	0.8066 Ops/s	$\color{#35bf28}+0.28\%$
test_serialize_weights	0.1731s	96.0919ms	10.4067 Ops/s	10.0538 Ops/s	$\color{#35bf28}+3.51\%$
test_serialize_weights_returnearly	0.2181s	72.8821ms	13.7208 Ops/s	12.0330 Ops/s	$\textbf{\color{#35bf28}+14.03\%}$
test_serialize_weights_pickle	1.3532s	1.2364s	0.8088 Ops/s	0.8078 Ops/s	$\color{#35bf28}+0.13\%$
test_reshape_pytree	53.9210μs	25.3226μs	39.4904 KOps/s	39.5779 KOps/s	$\color{#d91a1a}-0.22\%$
test_reshape_td	0.5252ms	30.1905μs	33.1231 KOps/s	33.4925 KOps/s	$\color{#d91a1a}-1.10\%$
test_view_pytree	0.2192ms	25.0121μs	39.9807 KOps/s	40.5271 KOps/s	$\color{#d91a1a}-1.35\%$
test_view_td	0.4679ms	6.8553μs	145.8718 KOps/s	147.3111 KOps/s	$\color{#d91a1a}-0.98\%$
test_unbind_pytree	0.2497ms	30.7991μs	32.4685 KOps/s	33.2089 KOps/s	$\color{#d91a1a}-2.23\%$
test_unbind_td	0.1981ms	41.9993μs	23.8099 KOps/s	24.3689 KOps/s	$\color{#d91a1a}-2.29\%$
test_split_pytree	0.2434ms	29.0267μs	34.4510 KOps/s	33.7114 KOps/s	$\color{#35bf28}+2.19\%$
test_split_td	0.5350ms	39.1806μs	25.5228 KOps/s	25.3016 KOps/s	$\color{#35bf28}+0.87\%$
test_add_pytree	0.2558ms	36.0924μs	27.7067 KOps/s	27.3105 KOps/s	$\color{#35bf28}+1.45\%$
test_add_td	80.8520μs	51.2083μs	19.5281 KOps/s	20.3614 KOps/s	$\color{#d91a1a}-4.09\%$
test_distributed	1.9802ms	75.3485μs	13.2717 KOps/s	13.6010 KOps/s	$\color{#d91a1a}-2.42\%$
test_tdmodule	66.4210μs	17.9164μs	55.8149 KOps/s	56.0227 KOps/s	$\color{#d91a1a}-0.37\%$
test_tdmodule_dispatch	0.1418ms	36.6102μs	27.3148 KOps/s	26.9579 KOps/s	$\color{#35bf28}+1.32\%$
test_tdseq	36.1800μs	20.8267μs	48.0153 KOps/s	48.1288 KOps/s	$\color{#d91a1a}-0.24\%$
test_tdseq_dispatch	59.9610μs	39.1691μs	25.5303 KOps/s	25.6031 KOps/s	$\color{#d91a1a}-0.28\%$
test_instantiation_functorch	1.8616ms	1.6871ms	592.7411 Ops/s	605.3877 Ops/s	$\color{#d91a1a}-2.09\%$
test_instantiation_td	0.1110s	1.3005ms	768.9319 Ops/s	866.2159 Ops/s	$\textbf{\color{#d91a1a}-11.23\%}$
test_exec_functorch	0.2333ms	0.1602ms	6.2436 KOps/s	6.3808 KOps/s	$\color{#d91a1a}-2.15\%$
test_exec_functional_call	0.2339ms	0.1571ms	6.3656 KOps/s	6.5248 KOps/s	$\color{#d91a1a}-2.44\%$
test_exec_td	0.1734ms	0.1443ms	6.9324 KOps/s	7.0002 KOps/s	$\color{#d91a1a}-0.97\%$
test_exec_td_decorator	0.8449ms	0.2038ms	4.9067 KOps/s	4.9972 KOps/s	$\color{#d91a1a}-1.81\%$
test_vmap_mlp_speed[True-True]	1.3725ms	1.0271ms	973.6150 Ops/s	970.2094 Ops/s	$\color{#35bf28}+0.35\%$
test_vmap_mlp_speed[True-False]	0.6417ms	0.5900ms	1.6950 KOps/s	1.6765 KOps/s	$\color{#35bf28}+1.10\%$
test_vmap_mlp_speed[False-True]	0.9919ms	0.9335ms	1.0712 KOps/s	1.0700 KOps/s	$\color{#35bf28}+0.11\%$
test_vmap_mlp_speed[False-False]	0.6188ms	0.5393ms	1.8541 KOps/s	1.8500 KOps/s	$\color{#35bf28}+0.23\%$
test_vmap_mlp_speed_decorator[True-True]	2.9297ms	2.3299ms	429.2112 Ops/s	421.0206 Ops/s	$\color{#35bf28}+1.95\%$
test_vmap_mlp_speed_decorator[True-False]	1.0678ms	0.6559ms	1.5247 KOps/s	1.4995 KOps/s	$\color{#35bf28}+1.68\%$
test_vmap_mlp_speed_decorator[False-True]	2.3545ms	1.9485ms	513.2259 Ops/s	457.7962 Ops/s	$\textbf{\color{#35bf28}+12.11\%}$
test_vmap_mlp_speed_decorator[False-False]	0.9812ms	0.5568ms	1.7958 KOps/s	1.8202 KOps/s	$\color{#d91a1a}-1.34\%$
test_vmap_transformer_speed[True-True]	12.7708ms	12.1430ms	82.3520 Ops/s	83.6158 Ops/s	$\color{#d91a1a}-1.51\%$
test_vmap_transformer_speed[True-False]	8.3053ms	7.8988ms	126.6011 Ops/s	120.6385 Ops/s	$\color{#35bf28}+4.94\%$
test_vmap_transformer_speed[False-True]	12.1147ms	11.9428ms	83.7327 Ops/s	82.9327 Ops/s	$\color{#35bf28}+0.96\%$
test_vmap_transformer_speed[False-False]	8.1888ms	7.8280ms	127.7459 Ops/s	125.4529 Ops/s	$\color{#35bf28}+1.83\%$
test_vmap_transformer_speed_decorator[True-True]	73.3157ms	72.7048ms	13.7543 Ops/s	13.6585 Ops/s	$\color{#35bf28}+0.70\%$
test_vmap_transformer_speed_decorator[True-False]	21.6663ms	19.3832ms	51.5911 Ops/s	52.5328 Ops/s	$\color{#d91a1a}-1.79\%$
test_vmap_transformer_speed_decorator[False-True]	0.1975s	73.7809ms	13.5536 Ops/s	15.3393 Ops/s	$\textbf{\color{#d91a1a}-11.64\%}$
test_vmap_transformer_speed_decorator[False-False]	20.6300ms	18.9145ms	52.8695 Ops/s	46.8746 Ops/s	$\textbf{\color{#35bf28}+12.79\%}$