[BugFix] Delete parameter/buffer before setting it with regular setattr in to_module

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

Total Benchmarks: 113. Improved: $\large\color{#35bf28}7$. Worsened: $\large\color{#d91a1a}1$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	46.6580μs	16.0336μs	62.3689 KOps/s	63.3153 KOps/s	$\color{#d91a1a}-1.49\%$
test_plain_set_stack_nested	0.2898ms	0.1437ms	6.9575 KOps/s	7.0040 KOps/s	$\color{#d91a1a}-0.66\%$
test_plain_set_nested_inplace	48.6720μs	19.3258μs	51.7442 KOps/s	52.8186 KOps/s	$\color{#d91a1a}-2.03\%$
test_plain_set_stack_nested_inplace	0.3283ms	0.1742ms	5.7404 KOps/s	5.7701 KOps/s	$\color{#d91a1a}-0.51\%$
test_items	32.8420μs	2.3743μs	421.1702 KOps/s	409.4041 KOps/s	$\color{#35bf28}+2.87\%$
test_items_nested	0.4719ms	0.2711ms	3.6885 KOps/s	3.7229 KOps/s	$\color{#d91a1a}-0.93\%$
test_items_nested_locked	1.4173ms	0.2693ms	3.7129 KOps/s	3.6920 KOps/s	$\color{#35bf28}+0.57\%$
test_items_nested_leaf	0.5250ms	0.1668ms	5.9951 KOps/s	5.9967 KOps/s	$\color{#d91a1a}-0.03\%$
test_items_stack_nested	2.3182ms	1.4983ms	667.4413 Ops/s	677.1571 Ops/s	$\color{#d91a1a}-1.43\%$
test_items_stack_nested_leaf	1.8305ms	1.3548ms	738.1203 Ops/s	737.8051 Ops/s	$\color{#35bf28}+0.04\%$
test_items_stack_nested_locked	1.9110ms	0.7710ms	1.2970 KOps/s	1.2794 KOps/s	$\color{#35bf28}+1.38\%$
test_keys	15.7700μs	3.8748μs	258.0775 KOps/s	260.6745 KOps/s	$\color{#d91a1a}-1.00\%$
test_keys_nested	0.5842ms	0.1405ms	7.1151 KOps/s	6.7315 KOps/s	$\textbf{\color{#35bf28}+5.70\%}$
test_keys_nested_locked	0.2759ms	0.1405ms	7.1181 KOps/s	7.1281 KOps/s	$\color{#d91a1a}-0.14\%$
test_keys_nested_leaf	0.3851ms	0.1403ms	7.1263 KOps/s	7.0547 KOps/s	$\color{#35bf28}+1.01\%$
test_keys_stack_nested	2.2819ms	1.4072ms	710.6465 Ops/s	712.8428 Ops/s	$\color{#d91a1a}-0.31\%$
test_keys_stack_nested_leaf	1.5428ms	1.4009ms	713.8190 Ops/s	703.9803 Ops/s	$\color{#35bf28}+1.40\%$
test_keys_stack_nested_locked	1.1215ms	0.6795ms	1.4716 KOps/s	1.4481 KOps/s	$\color{#35bf28}+1.63\%$
test_values	7.1736μs	1.1518μs	868.2127 KOps/s	857.6413 KOps/s	$\color{#35bf28}+1.23\%$
test_values_nested	96.4910μs	49.7998μs	20.0804 KOps/s	19.9907 KOps/s	$\color{#35bf28}+0.45\%$
test_values_nested_locked	89.7980μs	49.8085μs	20.0769 KOps/s	20.0105 KOps/s	$\color{#35bf28}+0.33\%$
test_values_nested_leaf	61.5960μs	44.5909μs	22.4261 KOps/s	22.2458 KOps/s	$\color{#35bf28}+0.81\%$
test_values_stack_nested	1.9646ms	1.1983ms	834.5499 Ops/s	829.3637 Ops/s	$\color{#35bf28}+0.63\%$
test_values_stack_nested_leaf	1.3323ms	1.1827ms	845.5309 Ops/s	828.3555 Ops/s	$\color{#35bf28}+2.07\%$
test_values_stack_nested_locked	0.9120ms	0.5145ms	1.9436 KOps/s	1.8838 KOps/s	$\color{#35bf28}+3.17\%$
test_membership	32.3390μs	1.3652μs	732.4944 KOps/s	714.6323 KOps/s	$\color{#35bf28}+2.50\%$
test_membership_nested	37.8910μs	2.8988μs	344.9664 KOps/s	348.0276 KOps/s	$\color{#d91a1a}-0.88\%$
test_membership_nested_leaf	19.3870μs	2.7920μs	358.1711 KOps/s	340.4370 KOps/s	$\textbf{\color{#35bf28}+5.21\%}$
test_membership_stacked_nested	54.4930μs	11.7327μs	85.2317 KOps/s	83.9380 KOps/s	$\color{#35bf28}+1.54\%$
test_membership_stacked_nested_leaf	55.0730μs	11.9364μs	83.7775 KOps/s	82.6966 KOps/s	$\color{#35bf28}+1.31\%$
test_membership_nested_last	24.3250μs	5.9106μs	169.1879 KOps/s	165.6180 KOps/s	$\color{#35bf28}+2.16\%$
test_membership_nested_leaf_last	39.1830μs	5.9106μs	169.1871 KOps/s	170.2078 KOps/s	$\color{#d91a1a}-0.60\%$
test_membership_stacked_nested_last	0.2368ms	0.1676ms	5.9653 KOps/s	5.9905 KOps/s	$\color{#d91a1a}-0.42\%$
test_membership_stacked_nested_leaf_last	42.7910μs	13.8904μs	71.9922 KOps/s	72.1322 KOps/s	$\color{#d91a1a}-0.19\%$
test_nested_getleaf	40.0050μs	10.8950μs	91.7854 KOps/s	93.1165 KOps/s	$\color{#d91a1a}-1.43\%$
test_nested_get	47.9900μs	10.3292μs	96.8134 KOps/s	98.1904 KOps/s	$\color{#d91a1a}-1.40\%$
test_stacked_getleaf	1.4932ms	0.6424ms	1.5568 KOps/s	1.5493 KOps/s	$\color{#35bf28}+0.48\%$
test_stacked_get	1.0497ms	0.6073ms	1.6466 KOps/s	1.6471 KOps/s	$\color{#d91a1a}-0.03\%$
test_nested_getitemleaf	37.3900μs	10.8009μs	92.5853 KOps/s	93.4748 KOps/s	$\color{#d91a1a}-0.95\%$
test_nested_getitem	28.5940μs	10.2523μs	97.5389 KOps/s	98.1461 KOps/s	$\color{#d91a1a}-0.62\%$
test_stacked_getitemleaf	1.2279ms	0.6420ms	1.5576 KOps/s	1.5574 KOps/s	$\color{#35bf28}+0.01\%$
test_stacked_getitem	0.7739ms	0.6111ms	1.6364 KOps/s	1.6251 KOps/s	$\color{#35bf28}+0.70\%$
test_lock_nested	60.8213ms	0.6251ms	1.5997 KOps/s	1.7759 KOps/s	$\textbf{\color{#d91a1a}-9.92\%}$
test_lock_stack_nested	9.0674ms	5.0231ms	199.0813 Ops/s	197.2143 Ops/s	$\color{#35bf28}+0.95\%$
test_unlock_nested	0.8712ms	0.4419ms	2.2630 KOps/s	2.2755 KOps/s	$\color{#d91a1a}-0.55\%$
test_unlock_stack_nested	77.2180ms	6.8049ms	146.9525 Ops/s	138.5125 Ops/s	$\textbf{\color{#35bf28}+6.09\%}$
test_flatten_speed	0.5687ms	0.2693ms	3.7139 KOps/s	3.7487 KOps/s	$\color{#d91a1a}-0.93\%$
test_unflatten_speed	0.5283ms	0.4571ms	2.1875 KOps/s	2.1933 KOps/s	$\color{#d91a1a}-0.26\%$
test_common_ops	3.4829ms	0.6749ms	1.4818 KOps/s	1.5172 KOps/s	$\color{#d91a1a}-2.33\%$
test_creation	96.4610μs	2.4965μs	400.5546 KOps/s	408.8331 KOps/s	$\color{#d91a1a}-2.02\%$
test_creation_empty	26.8000μs	8.3161μs	120.2486 KOps/s	124.6525 KOps/s	$\color{#d91a1a}-3.53\%$
test_creation_nested_1	86.5800μs	11.5027μs	86.9361 KOps/s	87.7200 KOps/s	$\color{#d91a1a}-0.89\%$
test_creation_nested_2	37.3300μs	15.0895μs	66.2714 KOps/s	67.3417 KOps/s	$\color{#d91a1a}-1.59\%$
test_clone	86.7030μs	13.3787μs	74.7458 KOps/s	74.2311 KOps/s	$\color{#35bf28}+0.69\%$
test_getitem[int]	42.6810μs	13.2795μs	75.3038 KOps/s	76.4661 KOps/s	$\color{#d91a1a}-1.52\%$
test_getitem[slice_int]	62.2370μs	25.6034μs	39.0573 KOps/s	39.4434 KOps/s	$\color{#d91a1a}-0.98\%$
test_getitem[range]	98.7260μs	44.1377μs	22.6564 KOps/s	21.2099 KOps/s	$\textbf{\color{#35bf28}+6.82\%}$
test_getitem[tuple]	70.2920μs	21.0209μs	47.5717 KOps/s	48.5014 KOps/s	$\color{#d91a1a}-1.92\%$
test_getitem[list]	0.1023ms	40.7654μs	24.5306 KOps/s	23.8538 KOps/s	$\color{#35bf28}+2.84\%$
test_setitem_dim[int]	53.7820μs	27.5048μs	36.3573 KOps/s	34.8703 KOps/s	$\color{#35bf28}+4.26\%$
test_setitem_dim[slice_int]	92.9950μs	51.9506μs	19.2490 KOps/s	18.7133 KOps/s	$\color{#35bf28}+2.86\%$
test_setitem_dim[range]	0.1254ms	71.1737μs	14.0501 KOps/s	13.5328 KOps/s	$\color{#35bf28}+3.82\%$
test_setitem_dim[tuple]	73.5690μs	40.1853μs	24.8847 KOps/s	23.2887 KOps/s	$\textbf{\color{#35bf28}+6.85\%}$
test_setitem	0.1129ms	18.3958μs	54.3603 KOps/s	54.7953 KOps/s	$\color{#d91a1a}-0.79\%$
test_set	0.3382ms	19.0319μs	52.5433 KOps/s	55.0001 KOps/s	$\color{#d91a1a}-4.47\%$
test_set_shared	4.6430ms	0.1409ms	7.0962 KOps/s	6.8724 KOps/s	$\color{#35bf28}+3.26\%$
test_update	99.3360μs	18.8431μs	53.0699 KOps/s	53.9167 KOps/s	$\color{#d91a1a}-1.57\%$
test_update_nested	89.9790μs	26.5651μs	37.6434 KOps/s	38.5113 KOps/s	$\color{#d91a1a}-2.25\%$
test_set_nested	82.7660μs	19.7670μs	50.5894 KOps/s	51.2129 KOps/s	$\color{#d91a1a}-1.22\%$
test_set_nested_new	80.5110μs	25.2609μs	39.5869 KOps/s	40.8924 KOps/s	$\color{#d91a1a}-3.19\%$
test_select	0.1056ms	50.2257μs	19.9101 KOps/s	19.9314 KOps/s	$\color{#d91a1a}-0.11\%$
test_unbind_speed	0.6026ms	0.3734ms	2.6783 KOps/s	2.6714 KOps/s	$\color{#35bf28}+0.26\%$
test_unbind_speed_stack0	66.2064ms	4.6167ms	216.6052 Ops/s	223.4116 Ops/s	$\color{#d91a1a}-3.05\%$
test_unbind_speed_stack1	11.6193μs	0.6315μs	1.5836 MOps/s	1.5615 MOps/s	$\color{#35bf28}+1.41\%$
test_split	56.7392ms	1.7638ms	566.9554 Ops/s	554.0046 Ops/s	$\color{#35bf28}+2.34\%$
test_chunk	58.3602ms	1.7341ms	576.6748 Ops/s	571.7330 Ops/s	$\color{#35bf28}+0.86\%$
test_creation[device0]	3.2633ms	0.2970ms	3.3667 KOps/s	3.3388 KOps/s	$\color{#35bf28}+0.84\%$
test_creation_from_tensor	3.5651ms	0.3285ms	3.0437 KOps/s	2.9746 KOps/s	$\color{#35bf28}+2.32\%$
test_add_one[memmap_tensor0]	77.2350μs	24.3043μs	41.1451 KOps/s	39.1945 KOps/s	$\color{#35bf28}+4.98\%$
test_contiguous[memmap_tensor0]	36.9190μs	5.6063μs	178.3719 KOps/s	175.3356 KOps/s	$\color{#35bf28}+1.73\%$
test_stack[memmap_tensor0]	68.7090μs	18.8263μs	53.1173 KOps/s	50.4602 KOps/s	$\textbf{\color{#35bf28}+5.27\%}$
test_memmaptd_index	0.7365ms	0.3971ms	2.5185 KOps/s	2.4609 KOps/s	$\color{#35bf28}+2.34\%$
test_memmaptd_index_astensor	0.9055ms	0.4570ms	2.1881 KOps/s	2.1497 KOps/s	$\color{#35bf28}+1.79\%$
test_memmaptd_index_op	1.2307ms	0.7097ms	1.4091 KOps/s	1.3814 KOps/s	$\color{#35bf28}+2.01\%$
test_reshape_pytree	64.0000μs	23.3459μs	42.8340 KOps/s	41.6284 KOps/s	$\color{#35bf28}+2.90\%$
test_reshape_td	73.9690μs	31.3324μs	31.9159 KOps/s	32.4930 KOps/s	$\color{#d91a1a}-1.78\%$
test_view_pytree	56.4060μs	23.4499μs	42.6441 KOps/s	42.1456 KOps/s	$\color{#35bf28}+1.18\%$
test_view_td	22.3730μs	4.8897μs	204.5112 KOps/s	201.7704 KOps/s	$\color{#35bf28}+1.36\%$
test_unbind_pytree	59.2820μs	26.5796μs	37.6229 KOps/s	36.4826 KOps/s	$\color{#35bf28}+3.13\%$
test_unbind_td	0.1147ms	59.0175μs	16.9441 KOps/s	16.9258 KOps/s	$\color{#35bf28}+0.11\%$
test_split_pytree	59.0420μs	26.6021μs	37.5911 KOps/s	37.2655 KOps/s	$\color{#35bf28}+0.87\%$
test_split_td	1.5137ms	46.5382μs	21.4877 KOps/s	21.7929 KOps/s	$\color{#d91a1a}-1.40\%$
test_add_pytree	79.7100μs	31.4375μs	31.8091 KOps/s	30.9401 KOps/s	$\color{#35bf28}+2.81\%$
test_add_td	93.5260μs	44.8094μs	22.3167 KOps/s	22.6548 KOps/s	$\color{#d91a1a}-1.49\%$
test_distributed	22.4920μs	6.0373μs	165.6370 KOps/s	145.3303 KOps/s	$\textbf{\color{#35bf28}+13.97\%}$
test_tdmodule	0.3533ms	21.5637μs	46.3742 KOps/s	47.4389 KOps/s	$\color{#d91a1a}-2.24\%$
test_tdmodule_dispatch	0.1816ms	39.2720μs	25.4634 KOps/s	25.2619 KOps/s	$\color{#35bf28}+0.80\%$
test_tdseq	0.3570ms	24.3106μs	41.1343 KOps/s	41.5742 KOps/s	$\color{#d91a1a}-1.06\%$
test_tdseq_dispatch	0.4135ms	43.7867μs	22.8380 KOps/s	23.5394 KOps/s	$\color{#d91a1a}-2.98\%$
test_instantiation_functorch	2.8027ms	1.3293ms	752.2906 Ops/s	751.8029 Ops/s	$\color{#35bf28}+0.06\%$
test_instantiation_td	1.5857ms	1.0272ms	973.5027 Ops/s	966.5329 Ops/s	$\color{#35bf28}+0.72\%$
test_exec_functorch	0.2440ms	0.1580ms	6.3289 KOps/s	6.1582 KOps/s	$\color{#35bf28}+2.77\%$
test_exec_functional_call	0.2898ms	0.1479ms	6.7612 KOps/s	6.6595 KOps/s	$\color{#35bf28}+1.53\%$
test_exec_td	0.2144ms	0.1450ms	6.8988 KOps/s	6.8219 KOps/s	$\color{#35bf28}+1.13\%$
test_exec_td_decorator	0.9160ms	0.1788ms	5.5921 KOps/s	5.5249 KOps/s	$\color{#35bf28}+1.22\%$
test_vmap_mlp_speed[True-True]	1.0242ms	0.9056ms	1.1042 KOps/s	1.0980 KOps/s	$\color{#35bf28}+0.57\%$
test_vmap_mlp_speed[True-False]	0.6941ms	0.4778ms	2.0928 KOps/s	2.1099 KOps/s	$\color{#d91a1a}-0.81\%$
test_vmap_mlp_speed[False-True]	1.5299ms	0.8014ms	1.2479 KOps/s	1.2565 KOps/s	$\color{#d91a1a}-0.69\%$
test_vmap_mlp_speed[False-False]	0.6474ms	0.3971ms	2.5186 KOps/s	2.5574 KOps/s	$\color{#d91a1a}-1.52\%$
test_vmap_mlp_speed_decorator[True-True]	2.9626ms	1.8422ms	542.8383 Ops/s	543.4785 Ops/s	$\color{#d91a1a}-0.12\%$
test_vmap_mlp_speed_decorator[True-False]	1.1510ms	0.5323ms	1.8785 KOps/s	1.9239 KOps/s	$\color{#d91a1a}-2.36\%$
test_vmap_mlp_speed_decorator[False-True]	2.1632ms	1.5243ms	656.0475 Ops/s	642.1068 Ops/s	$\color{#35bf28}+2.17\%$
test_vmap_mlp_speed_decorator[False-False]	1.0173ms	0.4129ms	2.4218 KOps/s	2.4565 KOps/s	$\color{#d91a1a}-1.42\%$

[github-actions]

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

Total Benchmarks: 127. Improved: $\large\color{#35bf28}4$. Worsened: $\large\color{#d91a1a}1$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.4660ms	12.7087μs	78.6863 KOps/s	78.8241 KOps/s	$\color{#d91a1a}-0.17\%$
test_plain_set_stack_nested	0.1839ms	0.1147ms	8.7183 KOps/s	8.5935 KOps/s	$\color{#35bf28}+1.45\%$
test_plain_set_nested_inplace	31.1810μs	14.9296μs	66.9811 KOps/s	66.2674 KOps/s	$\color{#35bf28}+1.08\%$
test_plain_set_stack_nested_inplace	0.1670ms	0.1397ms	7.1580 KOps/s	7.1189 KOps/s	$\color{#35bf28}+0.55\%$
test_items	26.1400μs	4.6532μs	214.9057 KOps/s	212.3300 KOps/s	$\color{#35bf28}+1.21\%$
test_items_nested	0.3846ms	0.3359ms	2.9767 KOps/s	2.9618 KOps/s	$\color{#35bf28}+0.51\%$
test_items_nested_locked	0.3654ms	0.3405ms	2.9368 KOps/s	2.9469 KOps/s	$\color{#d91a1a}-0.34\%$
test_items_nested_leaf	0.2198ms	0.1986ms	5.0365 KOps/s	4.9970 KOps/s	$\color{#35bf28}+0.79\%$
test_items_stack_nested	1.5342ms	1.4770ms	677.0430 Ops/s	678.5988 Ops/s	$\color{#d91a1a}-0.23\%$
test_items_stack_nested_leaf	1.3498ms	1.2929ms	773.4341 Ops/s	769.1278 Ops/s	$\color{#35bf28}+0.56\%$
test_items_stack_nested_locked	0.9170ms	0.8051ms	1.2421 KOps/s	1.2265 KOps/s	$\color{#35bf28}+1.28\%$
test_keys	21.5000μs	4.5602μs	219.2904 KOps/s	216.5825 KOps/s	$\color{#35bf28}+1.25\%$
test_keys_nested	3.5877ms	90.7865μs	11.0149 KOps/s	11.0785 KOps/s	$\color{#d91a1a}-0.57\%$
test_keys_nested_locked	0.1164ms	90.4124μs	11.0604 KOps/s	11.1054 KOps/s	$\color{#d91a1a}-0.41\%$
test_keys_nested_leaf	41.2164ms	86.6785μs	11.5369 KOps/s	12.2262 KOps/s	$\textbf{\color{#d91a1a}-5.64\%}$
test_keys_stack_nested	1.3374ms	1.2878ms	776.5132 Ops/s	782.4429 Ops/s	$\color{#d91a1a}-0.76\%$
test_keys_stack_nested_leaf	1.3013ms	1.2630ms	791.7857 Ops/s	793.4818 Ops/s	$\color{#d91a1a}-0.21\%$
test_keys_stack_nested_locked	0.6925ms	0.6086ms	1.6431 KOps/s	1.6518 KOps/s	$\color{#d91a1a}-0.53\%$
test_values	10.0870μs	1.9153μs	522.0993 KOps/s	527.3017 KOps/s	$\color{#d91a1a}-0.99\%$
test_values_nested	58.9400μs	43.1530μs	23.1733 KOps/s	23.3812 KOps/s	$\color{#d91a1a}-0.89\%$
test_values_nested_locked	68.7020μs	45.2886μs	22.0806 KOps/s	22.3051 KOps/s	$\color{#d91a1a}-1.01\%$
test_values_nested_leaf	0.1661ms	37.5521μs	26.6297 KOps/s	26.9031 KOps/s	$\color{#d91a1a}-1.02\%$
test_values_stack_nested	1.1715ms	1.1195ms	893.2838 Ops/s	883.8733 Ops/s	$\color{#35bf28}+1.06\%$
test_values_stack_nested_leaf	1.1633ms	1.1059ms	904.2602 Ops/s	909.5201 Ops/s	$\color{#d91a1a}-0.58\%$
test_values_stack_nested_locked	0.5611ms	0.4911ms	2.0362 KOps/s	2.0435 KOps/s	$\color{#d91a1a}-0.36\%$
test_membership	5.3222μs	0.9582μs	1.0436 MOps/s	1.0648 MOps/s	$\color{#d91a1a}-1.98\%$
test_membership_nested	26.7200μs	2.1952μs	455.5343 KOps/s	467.2436 KOps/s	$\color{#d91a1a}-2.51\%$
test_membership_nested_leaf	9.8250μs	2.1387μs	467.5703 KOps/s	469.8476 KOps/s	$\color{#d91a1a}-0.48\%$
test_membership_stacked_nested	43.9610μs	11.0646μs	90.3782 KOps/s	91.1122 KOps/s	$\color{#d91a1a}-0.81\%$
test_membership_stacked_nested_leaf	26.9890μs	10.9698μs	91.1590 KOps/s	90.4659 KOps/s	$\color{#35bf28}+0.77\%$
test_membership_nested_last	33.1200μs	4.5840μs	218.1511 KOps/s	216.2835 KOps/s	$\color{#35bf28}+0.86\%$
test_membership_nested_leaf_last	18.4500μs	4.5658μs	219.0173 KOps/s	216.6153 KOps/s	$\color{#35bf28}+1.11\%$
test_membership_stacked_nested_last	0.1681ms	0.1340ms	7.4634 KOps/s	7.4716 KOps/s	$\color{#d91a1a}-0.11\%$
test_membership_stacked_nested_leaf_last	42.5410μs	12.9174μs	77.4151 KOps/s	78.3261 KOps/s	$\color{#d91a1a}-1.16\%$
test_nested_getleaf	37.6800μs	8.4070μs	118.9492 KOps/s	118.5257 KOps/s	$\color{#35bf28}+0.36\%$
test_nested_get	36.8910μs	8.0085μs	124.8669 KOps/s	125.1630 KOps/s	$\color{#d91a1a}-0.24\%$
test_stacked_getleaf	0.6255ms	0.5623ms	1.7784 KOps/s	1.7668 KOps/s	$\color{#35bf28}+0.65\%$
test_stacked_get	0.6037ms	0.5246ms	1.9062 KOps/s	1.8569 KOps/s	$\color{#35bf28}+2.66\%$
test_nested_getitemleaf	34.8000μs	8.4596μs	118.2084 KOps/s	117.9929 KOps/s	$\color{#35bf28}+0.18\%$
test_nested_getitem	29.5090μs	7.9871μs	125.2020 KOps/s	125.1197 KOps/s	$\color{#35bf28}+0.07\%$
test_stacked_getitemleaf	0.8192ms	0.5718ms	1.7488 KOps/s	1.7717 KOps/s	$\color{#d91a1a}-1.29\%$
test_stacked_getitem	0.6144ms	0.5365ms	1.8640 KOps/s	1.8731 KOps/s	$\color{#d91a1a}-0.49\%$
test_lock_nested	3.2941ms	0.5554ms	1.8005 KOps/s	1.8076 KOps/s	$\color{#d91a1a}-0.39\%$
test_lock_stack_nested	81.2377ms	7.1909ms	139.0656 Ops/s	137.3647 Ops/s	$\color{#35bf28}+1.24\%$
test_unlock_nested	2.4037ms	0.4290ms	2.3309 KOps/s	2.3106 KOps/s	$\color{#35bf28}+0.88\%$
test_unlock_stack_nested	66.6046ms	6.2095ms	161.0433 Ops/s	161.7890 Ops/s	$\color{#d91a1a}-0.46\%$
test_flatten_speed	0.2403ms	0.1874ms	5.3357 KOps/s	5.3224 KOps/s	$\color{#35bf28}+0.25\%$
test_unflatten_speed	0.4178ms	0.3652ms	2.7381 KOps/s	2.7872 KOps/s	$\color{#d91a1a}-1.76\%$
test_common_ops	1.1028ms	0.5843ms	1.7115 KOps/s	1.6765 KOps/s	$\color{#35bf28}+2.09\%$
test_creation	26.1200μs	2.0990μs	476.4251 KOps/s	475.9268 KOps/s	$\color{#35bf28}+0.10\%$
test_creation_empty	20.5700μs	7.0713μs	141.4165 KOps/s	138.5136 KOps/s	$\color{#35bf28}+2.10\%$
test_creation_nested_1	27.4990μs	9.4910μs	105.3631 KOps/s	105.2868 KOps/s	$\color{#35bf28}+0.07\%$
test_creation_nested_2	27.5000μs	12.1066μs	82.5999 KOps/s	82.0937 KOps/s	$\color{#35bf28}+0.62\%$
test_clone	91.2910μs	13.8607μs	72.1467 KOps/s	70.7261 KOps/s	$\color{#35bf28}+2.01\%$
test_getitem[int]	35.5900μs	12.0558μs	82.9474 KOps/s	81.7214 KOps/s	$\color{#35bf28}+1.50\%$
test_getitem[slice_int]	45.3910μs	23.5086μs	42.5377 KOps/s	43.4806 KOps/s	$\color{#d91a1a}-2.17\%$
test_getitem[range]	69.9320μs	38.6295μs	25.8870 KOps/s	24.6380 KOps/s	$\textbf{\color{#35bf28}+5.07\%}$
test_getitem[tuple]	45.4900μs	19.9301μs	50.1754 KOps/s	50.5934 KOps/s	$\color{#d91a1a}-0.83\%$
test_getitem[list]	0.2505ms	35.4755μs	28.1885 KOps/s	27.7218 KOps/s	$\color{#35bf28}+1.68\%$
test_setitem_dim[int]	48.6610μs	25.2992μs	39.5270 KOps/s	39.3677 KOps/s	$\color{#35bf28}+0.40\%$
test_setitem_dim[slice_int]	69.2900μs	44.3280μs	22.5591 KOps/s	22.3972 KOps/s	$\color{#35bf28}+0.72\%$
test_setitem_dim[range]	82.4410μs	60.9822μs	16.3982 KOps/s	16.2700 KOps/s	$\color{#35bf28}+0.79\%$
test_setitem_dim[tuple]	54.1400μs	37.9401μs	26.3574 KOps/s	26.1931 KOps/s	$\color{#35bf28}+0.63\%$
test_setitem	84.2220μs	17.6317μs	56.7162 KOps/s	56.6408 KOps/s	$\color{#35bf28}+0.13\%$
test_set	91.9600μs	17.1969μs	58.1499 KOps/s	58.0761 KOps/s	$\color{#35bf28}+0.13\%$
test_set_shared	2.9597ms	0.1013ms	9.8731 KOps/s	8.8245 KOps/s	$\textbf{\color{#35bf28}+11.88\%}$
test_update	80.1520μs	18.6421μs	53.6420 KOps/s	53.7030 KOps/s	$\color{#d91a1a}-0.11\%$
test_update_nested	85.3210μs	25.1643μs	39.7388 KOps/s	39.6640 KOps/s	$\color{#35bf28}+0.19\%$
test_set_nested	85.2420μs	18.4419μs	54.2243 KOps/s	53.3991 KOps/s	$\color{#35bf28}+1.55\%$
test_set_nested_new	98.0820μs	22.9179μs	43.6339 KOps/s	43.2024 KOps/s	$\color{#35bf28}+1.00\%$
test_select	0.1093ms	44.9574μs	22.2433 KOps/s	22.0536 KOps/s	$\color{#35bf28}+0.86\%$
test_to	70.9310μs	51.8273μs	19.2949 KOps/s	19.9216 KOps/s	$\color{#d91a1a}-3.15\%$
test_to_nonblocking	53.4710μs	33.1474μs	30.1683 KOps/s	29.3310 KOps/s	$\color{#35bf28}+2.85\%$
test_unbind_speed	0.4230ms	0.3550ms	2.8172 KOps/s	2.8210 KOps/s	$\color{#d91a1a}-0.13\%$
test_unbind_speed_stack0	62.3056ms	4.3083ms	232.1086 Ops/s	235.6303 Ops/s	$\color{#d91a1a}-1.49\%$
test_unbind_speed_stack1	1.5076μs	0.5275μs	1.8958 MOps/s	1.9005 MOps/s	$\color{#d91a1a}-0.24\%$
test_split	53.4580ms	1.8160ms	550.6486 Ops/s	549.2980 Ops/s	$\color{#35bf28}+0.25\%$
test_chunk	53.3255ms	1.7918ms	558.1016 Ops/s	556.3566 Ops/s	$\color{#35bf28}+0.31\%$
test_creation[device0]	0.3641ms	0.3057ms	3.2706 KOps/s	3.2685 KOps/s	$\color{#35bf28}+0.07\%$
test_creation[device1]	0.6539ms	0.3086ms	3.2406 KOps/s	3.2458 KOps/s	$\color{#d91a1a}-0.16\%$
test_creation_from_tensor	0.5612ms	0.3326ms	3.0068 KOps/s	3.0052 KOps/s	$\color{#35bf28}+0.05\%$
test_add_one[memmap_tensor0]	62.2510μs	22.7582μs	43.9401 KOps/s	42.1061 KOps/s	$\color{#35bf28}+4.36\%$
test_add_one[memmap_tensor1]	0.2067ms	70.1382μs	14.2576 KOps/s	14.2497 KOps/s	$\color{#35bf28}+0.06\%$
test_contiguous[memmap_tensor0]	21.6500μs	5.6817μs	176.0045 KOps/s	167.5912 KOps/s	$\textbf{\color{#35bf28}+5.02\%}$
test_contiguous[memmap_tensor1]	50.0700μs	20.7965μs	48.0851 KOps/s	48.1732 KOps/s	$\color{#d91a1a}-0.18\%$
test_stack[memmap_tensor0]	37.0810μs	18.9763μs	52.6972 KOps/s	50.6809 KOps/s	$\color{#35bf28}+3.98\%$
test_stack[memmap_tensor1]	0.1568ms	70.5758μs	14.1692 KOps/s	14.0483 KOps/s	$\color{#35bf28}+0.86\%$
test_memmaptd_index	0.4807ms	0.4169ms	2.3984 KOps/s	2.3280 KOps/s	$\color{#35bf28}+3.02\%$
test_memmaptd_index_astensor	0.5347ms	0.4691ms	2.1318 KOps/s	2.0570 KOps/s	$\color{#35bf28}+3.64\%$
test_memmaptd_index_op	0.7663ms	0.7186ms	1.3917 KOps/s	1.3503 KOps/s	$\color{#35bf28}+3.06\%$
test_reshape_pytree	46.7090μs	20.7263μs	48.2478 KOps/s	47.4069 KOps/s	$\color{#35bf28}+1.77\%$
test_reshape_td	47.0110μs	28.9461μs	34.5470 KOps/s	33.2976 KOps/s	$\color{#35bf28}+3.75\%$
test_view_pytree	38.7700μs	20.1732μs	49.5706 KOps/s	48.4931 KOps/s	$\color{#35bf28}+2.22\%$
test_view_td	19.9310μs	4.0340μs	247.8957 KOps/s	245.1600 KOps/s	$\color{#35bf28}+1.12\%$
test_unbind_pytree	49.3310μs	25.2872μs	39.5457 KOps/s	38.9450 KOps/s	$\color{#35bf28}+1.54\%$
test_unbind_td	79.9910μs	55.2162μs	18.1106 KOps/s	17.7694 KOps/s	$\color{#35bf28}+1.92\%$
test_split_pytree	41.9520μs	23.5802μs	42.4084 KOps/s	41.5280 KOps/s	$\color{#35bf28}+2.12\%$
test_split_td	63.4010μs	42.5085μs	23.5247 KOps/s	22.9180 KOps/s	$\color{#35bf28}+2.65\%$
test_add_pytree	58.3910μs	30.3632μs	32.9346 KOps/s	32.5502 KOps/s	$\color{#35bf28}+1.18\%$
test_add_td	68.5210μs	40.7237μs	24.5557 KOps/s	24.6856 KOps/s	$\color{#d91a1a}-0.53\%$
test_distributed	20.1210μs	5.5786μs	179.2577 KOps/s	180.9068 KOps/s	$\color{#d91a1a}-0.91\%$
test_tdmodule	30.9610μs	16.3131μs	61.3005 KOps/s	60.8514 KOps/s	$\color{#35bf28}+0.74\%$
test_tdmodule_dispatch	0.2196ms	32.3712μs	30.8917 KOps/s	30.6634 KOps/s	$\color{#35bf28}+0.74\%$
test_tdseq	37.0410μs	19.5896μs	51.0475 KOps/s	50.9739 KOps/s	$\color{#35bf28}+0.14\%$
test_tdseq_dispatch	51.2500μs	35.4122μs	28.2389 KOps/s	28.1713 KOps/s	$\color{#35bf28}+0.24\%$
test_instantiation_functorch	1.7097ms	1.6420ms	609.0179 Ops/s	606.1712 Ops/s	$\color{#35bf28}+0.47\%$
test_instantiation_td	1.6621ms	1.1695ms	855.0916 Ops/s	856.2561 Ops/s	$\color{#d91a1a}-0.14\%$
test_exec_functorch	0.2064ms	0.1532ms	6.5269 KOps/s	6.5674 KOps/s	$\color{#d91a1a}-0.62\%$
test_exec_functional_call	0.2115ms	0.1512ms	6.6126 KOps/s	6.7387 KOps/s	$\color{#d91a1a}-1.87\%$
test_exec_td	0.1870ms	0.1407ms	7.1096 KOps/s	7.0989 KOps/s	$\color{#35bf28}+0.15\%$
test_exec_td_decorator	0.9138ms	0.1800ms	5.5545 KOps/s	5.6504 KOps/s	$\color{#d91a1a}-1.70\%$
test_vmap_mlp_speed[True-True]	1.1059ms	1.0299ms	970.9579 Ops/s	964.0342 Ops/s	$\color{#35bf28}+0.72\%$
test_vmap_mlp_speed[True-False]	0.6472ms	0.5896ms	1.6959 KOps/s	1.6948 KOps/s	$\color{#35bf28}+0.07\%$
test_vmap_mlp_speed[False-True]	1.0977ms	0.9750ms	1.0256 KOps/s	1.0555 KOps/s	$\color{#d91a1a}-2.83\%$
test_vmap_mlp_speed[False-False]	0.5859ms	0.5204ms	1.9217 KOps/s	1.9259 KOps/s	$\color{#d91a1a}-0.21\%$
test_vmap_mlp_speed_decorator[True-True]	2.8861ms	1.9702ms	507.5733 Ops/s	505.7546 Ops/s	$\color{#35bf28}+0.36\%$
test_vmap_mlp_speed_decorator[True-False]	1.1635ms	0.6344ms	1.5762 KOps/s	1.5772 KOps/s	$\color{#d91a1a}-0.06\%$
test_vmap_mlp_speed_decorator[False-True]	2.1503ms	1.7076ms	585.6081 Ops/s	584.8303 Ops/s	$\color{#35bf28}+0.13\%$
test_vmap_mlp_speed_decorator[False-False]	0.9159ms	0.5363ms	1.8647 KOps/s	1.8636 KOps/s	$\color{#35bf28}+0.06\%$
test_vmap_transformer_speed[True-True]	12.6707ms	12.1460ms	82.3318 Ops/s	82.3736 Ops/s	$\color{#d91a1a}-0.05\%$
test_vmap_transformer_speed[True-False]	7.9779ms	7.9387ms	125.9656 Ops/s	126.1106 Ops/s	$\color{#d91a1a}-0.11\%$
test_vmap_transformer_speed[False-True]	12.0648ms	11.9897ms	83.4050 Ops/s	83.1239 Ops/s	$\color{#35bf28}+0.34\%$
test_vmap_transformer_speed[False-False]	8.1924ms	7.8879ms	126.7763 Ops/s	127.1284 Ops/s	$\color{#d91a1a}-0.28\%$
test_vmap_transformer_speed_decorator[True-True]	62.9312ms	62.0819ms	16.1077 Ops/s	14.8890 Ops/s	$\textbf{\color{#35bf28}+8.19\%}$
test_vmap_transformer_speed_decorator[True-False]	21.2377ms	19.2075ms	52.0629 Ops/s	52.3682 Ops/s	$\color{#d91a1a}-0.58\%$
test_vmap_transformer_speed_decorator[False-True]	57.5240ms	56.3764ms	17.7379 Ops/s	17.6902 Ops/s	$\color{#35bf28}+0.27\%$
test_vmap_transformer_speed_decorator[False-False]	20.9441ms	18.8011ms	53.1883 Ops/s	53.6179 Ops/s	$\color{#d91a1a}-0.80\%$