[BugFix] Fix deepcopy of TensorDictParams

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

Total Benchmarks: 113. Improved: $\large\color{#35bf28}2$. Worsened: $\large\color{#d91a1a}1$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	36.0980μs	15.5915μs	64.1375 KOps/s	64.6313 KOps/s	$\color{#d91a1a}-0.76\%$
test_plain_set_stack_nested	0.1929ms	0.1401ms	7.1365 KOps/s	7.1208 KOps/s	$\color{#35bf28}+0.22\%$
test_plain_set_nested_inplace	53.9510μs	18.7993μs	53.1933 KOps/s	53.6930 KOps/s	$\color{#d91a1a}-0.93\%$
test_plain_set_stack_nested_inplace	0.2366ms	0.1705ms	5.8660 KOps/s	5.8903 KOps/s	$\color{#d91a1a}-0.41\%$
test_items	37.6000μs	2.4151μs	414.0699 KOps/s	416.4833 KOps/s	$\color{#d91a1a}-0.58\%$
test_items_nested	1.4954ms	0.2735ms	3.6564 KOps/s	3.6720 KOps/s	$\color{#d91a1a}-0.42\%$
test_items_nested_locked	0.9440ms	0.2661ms	3.7582 KOps/s	3.7062 KOps/s	$\color{#35bf28}+1.41\%$
test_items_nested_leaf	0.2281ms	0.1624ms	6.1593 KOps/s	5.9949 KOps/s	$\color{#35bf28}+2.74\%$
test_items_stack_nested	2.2696ms	1.4981ms	667.5093 Ops/s	670.8292 Ops/s	$\color{#d91a1a}-0.49\%$
test_items_stack_nested_leaf	1.4797ms	1.3630ms	733.6929 Ops/s	737.9298 Ops/s	$\color{#d91a1a}-0.57\%$
test_items_stack_nested_locked	1.9855ms	0.7675ms	1.3030 KOps/s	1.2977 KOps/s	$\color{#35bf28}+0.41\%$
test_keys	39.0630μs	3.8794μs	257.7696 KOps/s	252.2415 KOps/s	$\color{#35bf28}+2.19\%$
test_keys_nested	0.5015ms	0.1409ms	7.0990 KOps/s	6.7010 KOps/s	$\textbf{\color{#35bf28}+5.94\%}$
test_keys_nested_locked	0.2812ms	0.1397ms	7.1596 KOps/s	7.0978 KOps/s	$\color{#35bf28}+0.87\%$
test_keys_nested_leaf	0.6683ms	0.1398ms	7.1535 KOps/s	7.0588 KOps/s	$\color{#35bf28}+1.34\%$
test_keys_stack_nested	2.3177ms	1.4287ms	699.9165 Ops/s	708.7003 Ops/s	$\color{#d91a1a}-1.24\%$
test_keys_stack_nested_leaf	2.2287ms	1.4182ms	705.1138 Ops/s	703.0662 Ops/s	$\color{#35bf28}+0.29\%$
test_keys_stack_nested_locked	1.1046ms	0.6757ms	1.4800 KOps/s	1.4566 KOps/s	$\color{#35bf28}+1.60\%$
test_values	11.8620μs	1.1632μs	859.6643 KOps/s	861.2057 KOps/s	$\color{#d91a1a}-0.18\%$
test_values_nested	92.4730μs	49.5839μs	20.1678 KOps/s	20.3128 KOps/s	$\color{#d91a1a}-0.71\%$
test_values_nested_locked	0.1247ms	49.9865μs	20.0054 KOps/s	20.3913 KOps/s	$\color{#d91a1a}-1.89\%$
test_values_nested_leaf	56.4360μs	44.3504μs	22.5477 KOps/s	22.6784 KOps/s	$\color{#d91a1a}-0.58\%$
test_values_stack_nested	1.4440ms	1.2112ms	825.6191 Ops/s	833.0815 Ops/s	$\color{#d91a1a}-0.90\%$
test_values_stack_nested_leaf	1.7850ms	1.2027ms	831.4517 Ops/s	833.4488 Ops/s	$\color{#d91a1a}-0.24\%$
test_values_stack_nested_locked	0.7080ms	0.5104ms	1.9594 KOps/s	1.9449 KOps/s	$\color{#35bf28}+0.75\%$
test_membership	11.0210μs	1.3927μs	718.0239 KOps/s	744.8756 KOps/s	$\color{#d91a1a}-3.60\%$
test_membership_nested	37.0390μs	2.8349μs	352.7491 KOps/s	359.2262 KOps/s	$\color{#d91a1a}-1.80\%$
test_membership_nested_leaf	21.5700μs	2.8305μs	353.2966 KOps/s	347.9091 KOps/s	$\color{#35bf28}+1.55\%$
test_membership_stacked_nested	56.4660μs	11.8968μs	84.0565 KOps/s	85.6936 KOps/s	$\color{#d91a1a}-1.91\%$
test_membership_stacked_nested_leaf	36.8190μs	11.9354μs	83.7841 KOps/s	86.6811 KOps/s	$\color{#d91a1a}-3.34\%$
test_membership_nested_last	47.2880μs	6.0131μs	166.3039 KOps/s	171.1005 KOps/s	$\color{#d91a1a}-2.80\%$
test_membership_nested_leaf_last	24.6660μs	6.0903μs	164.1947 KOps/s	167.8239 KOps/s	$\color{#d91a1a}-2.16\%$
test_membership_stacked_nested_last	0.2734ms	0.1667ms	5.9971 KOps/s	5.9058 KOps/s	$\color{#35bf28}+1.55\%$
test_membership_stacked_nested_leaf_last	62.0050μs	14.0682μs	71.0825 KOps/s	71.8245 KOps/s	$\color{#d91a1a}-1.03\%$
test_nested_getleaf	44.3630μs	10.5898μs	94.4303 KOps/s	95.1432 KOps/s	$\color{#d91a1a}-0.75\%$
test_nested_get	52.1180μs	10.1077μs	98.9348 KOps/s	99.1479 KOps/s	$\color{#d91a1a}-0.21\%$
test_stacked_getleaf	1.0167ms	0.6748ms	1.4819 KOps/s	1.5322 KOps/s	$\color{#d91a1a}-3.29\%$
test_stacked_get	1.1084ms	0.6279ms	1.5926 KOps/s	1.6094 KOps/s	$\color{#d91a1a}-1.04\%$
test_nested_getitemleaf	0.2504ms	10.7969μs	92.6189 KOps/s	94.6107 KOps/s	$\color{#d91a1a}-2.11\%$
test_nested_getitem	26.6990μs	10.0806μs	99.2003 KOps/s	99.0332 KOps/s	$\color{#35bf28}+0.17\%$
test_stacked_getitemleaf	0.8300ms	0.6519ms	1.5339 KOps/s	1.5216 KOps/s	$\color{#35bf28}+0.81\%$
test_stacked_getitem	1.0508ms	0.6219ms	1.6081 KOps/s	1.5982 KOps/s	$\color{#35bf28}+0.62\%$
test_lock_nested	2.7229ms	0.5606ms	1.7838 KOps/s	1.7555 KOps/s	$\color{#35bf28}+1.62\%$
test_lock_stack_nested	9.4970ms	5.0417ms	198.3474 Ops/s	193.9954 Ops/s	$\color{#35bf28}+2.24\%$
test_unlock_nested	68.2797ms	0.5100ms	1.9609 KOps/s	2.2424 KOps/s	$\textbf{\color{#d91a1a}-12.55\%}$
test_unlock_stack_nested	68.0591ms	6.6064ms	151.3680 Ops/s	149.5173 Ops/s	$\color{#35bf28}+1.24\%$
test_flatten_speed	0.3300ms	0.2677ms	3.7350 KOps/s	3.7453 KOps/s	$\color{#d91a1a}-0.27\%$
test_unflatten_speed	0.5498ms	0.4663ms	2.1445 KOps/s	2.1933 KOps/s	$\color{#d91a1a}-2.23\%$
test_common_ops	5.7535ms	0.6734ms	1.4850 KOps/s	1.5140 KOps/s	$\color{#d91a1a}-1.92\%$
test_creation	16.7110μs	2.4704μs	404.7910 KOps/s	403.7569 KOps/s	$\color{#35bf28}+0.26\%$
test_creation_empty	51.8460μs	8.0822μs	123.7294 KOps/s	123.2130 KOps/s	$\color{#35bf28}+0.42\%$
test_creation_nested_1	62.0260μs	11.4482μs	87.3503 KOps/s	87.4336 KOps/s	$\color{#d91a1a}-0.10\%$
test_creation_nested_2	38.9830μs	14.8176μs	67.4874 KOps/s	66.4795 KOps/s	$\color{#35bf28}+1.52\%$
test_clone	82.7940μs	13.4454μs	74.3750 KOps/s	74.9428 KOps/s	$\color{#d91a1a}-0.76\%$
test_getitem[int]	38.7720μs	13.4294μs	74.4635 KOps/s	74.6993 KOps/s	$\color{#d91a1a}-0.32\%$
test_getitem[slice_int]	0.1244ms	24.9459μs	40.0868 KOps/s	39.1822 KOps/s	$\color{#35bf28}+2.31\%$
test_getitem[range]	93.1950μs	42.9139μs	23.3025 KOps/s	22.4710 KOps/s	$\color{#35bf28}+3.70\%$
test_getitem[tuple]	50.2340μs	20.6015μs	48.5401 KOps/s	48.2954 KOps/s	$\color{#35bf28}+0.51\%$
test_getitem[list]	0.1768ms	38.3795μs	26.0556 KOps/s	25.2767 KOps/s	$\color{#35bf28}+3.08\%$
test_setitem_dim[int]	54.4520μs	27.9547μs	35.7722 KOps/s	36.6144 KOps/s	$\color{#d91a1a}-2.30\%$
test_setitem_dim[slice_int]	89.9680μs	51.3281μs	19.4825 KOps/s	19.7898 KOps/s	$\color{#d91a1a}-1.55\%$
test_setitem_dim[range]	0.1190ms	70.5560μs	14.1731 KOps/s	14.2609 KOps/s	$\color{#d91a1a}-0.62\%$
test_setitem_dim[tuple]	72.4350μs	40.7141μs	24.5615 KOps/s	24.1155 KOps/s	$\color{#35bf28}+1.85\%$
test_setitem	0.1020ms	17.8686μs	55.9641 KOps/s	54.4636 KOps/s	$\color{#35bf28}+2.75\%$
test_set	81.3720μs	17.3850μs	57.5209 KOps/s	57.0617 KOps/s	$\color{#35bf28}+0.80\%$
test_set_shared	1.8353ms	0.1422ms	7.0326 KOps/s	7.0822 KOps/s	$\color{#d91a1a}-0.70\%$
test_update	89.2870μs	18.7559μs	53.3167 KOps/s	53.0826 KOps/s	$\color{#35bf28}+0.44\%$
test_update_nested	84.7380μs	26.1645μs	38.2197 KOps/s	37.0279 KOps/s	$\color{#35bf28}+3.22\%$
test_set_nested	82.4640μs	19.2768μs	51.8758 KOps/s	50.2011 KOps/s	$\color{#35bf28}+3.34\%$
test_set_nested_new	0.1567ms	24.8316μs	40.2712 KOps/s	40.2886 KOps/s	$\color{#d91a1a}-0.04\%$
test_select	0.1100ms	49.6145μs	20.1554 KOps/s	19.6779 KOps/s	$\color{#35bf28}+2.43\%$
test_unbind_speed	0.4498ms	0.3740ms	2.6739 KOps/s	2.6780 KOps/s	$\color{#d91a1a}-0.15\%$
test_unbind_speed_stack0	67.0823ms	4.4858ms	222.9233 Ops/s	216.3860 Ops/s	$\color{#35bf28}+3.02\%$
test_unbind_speed_stack1	2.6515μs	0.6278μs	1.5928 MOps/s	1.5542 MOps/s	$\color{#35bf28}+2.48\%$
test_split	60.6789ms	1.7731ms	563.9796 Ops/s	567.1761 Ops/s	$\color{#d91a1a}-0.56\%$
test_chunk	52.7587ms	1.7301ms	577.9889 Ops/s	564.5423 Ops/s	$\color{#35bf28}+2.38\%$
test_creation[device0]	2.4433ms	0.3011ms	3.3217 KOps/s	3.4297 KOps/s	$\color{#d91a1a}-3.15\%$
test_creation_from_tensor	0.6591ms	0.3321ms	3.0114 KOps/s	3.0578 KOps/s	$\color{#d91a1a}-1.52\%$
test_add_one[memmap_tensor0]	69.7800μs	24.9391μs	40.0977 KOps/s	30.4387 KOps/s	$\textbf{\color{#35bf28}+31.73\%}$
test_contiguous[memmap_tensor0]	45.0340μs	5.6796μs	176.0693 KOps/s	170.2983 KOps/s	$\color{#35bf28}+3.39\%$
test_stack[memmap_tensor0]	64.8610μs	19.0352μs	52.5343 KOps/s	52.8563 KOps/s	$\color{#d91a1a}-0.61\%$
test_memmaptd_index	0.7431ms	0.4027ms	2.4833 KOps/s	2.5226 KOps/s	$\color{#d91a1a}-1.56\%$
test_memmaptd_index_astensor	0.5451ms	0.4598ms	2.1747 KOps/s	2.1550 KOps/s	$\color{#35bf28}+0.91\%$
test_memmaptd_index_op	0.7841ms	0.6921ms	1.4448 KOps/s	1.4332 KOps/s	$\color{#35bf28}+0.81\%$
test_reshape_pytree	61.1140μs	23.1317μs	43.2307 KOps/s	42.9600 KOps/s	$\color{#35bf28}+0.63\%$
test_reshape_td	67.3960μs	31.4157μs	31.8312 KOps/s	30.9041 KOps/s	$\color{#35bf28}+3.00\%$
test_view_pytree	68.4280μs	23.1760μs	43.1481 KOps/s	43.1958 KOps/s	$\color{#d91a1a}-0.11\%$
test_view_td	38.7320μs	4.8122μs	207.8068 KOps/s	202.2294 KOps/s	$\color{#35bf28}+2.76\%$
test_unbind_pytree	57.2370μs	26.2960μs	38.0287 KOps/s	37.8948 KOps/s	$\color{#35bf28}+0.35\%$
test_unbind_td	0.1480ms	59.7357μs	16.7404 KOps/s	16.6764 KOps/s	$\color{#35bf28}+0.38\%$
test_split_pytree	81.2320μs	26.3218μs	37.9913 KOps/s	37.5274 KOps/s	$\color{#35bf28}+1.24\%$
test_split_td	0.1095ms	46.3339μs	21.5825 KOps/s	21.2264 KOps/s	$\color{#35bf28}+1.68\%$
test_add_pytree	86.6920μs	31.3869μs	31.8604 KOps/s	31.5560 KOps/s	$\color{#35bf28}+0.96\%$
test_add_td	99.8160μs	43.3264μs	23.0806 KOps/s	22.8799 KOps/s	$\color{#35bf28}+0.88\%$
test_distributed	25.5380μs	5.9511μs	168.0370 KOps/s	162.9832 KOps/s	$\color{#35bf28}+3.10\%$
test_tdmodule	0.1191ms	20.5407μs	48.6838 KOps/s	47.5645 KOps/s	$\color{#35bf28}+2.35\%$
test_tdmodule_dispatch	0.1713ms	38.8559μs	25.7361 KOps/s	25.9470 KOps/s	$\color{#d91a1a}-0.81\%$
test_tdseq	0.1177ms	23.7731μs	42.0644 KOps/s	41.1950 KOps/s	$\color{#35bf28}+2.11\%$
test_tdseq_dispatch	0.1303ms	41.8552μs	23.8919 KOps/s	23.1482 KOps/s	$\color{#35bf28}+3.21\%$
test_instantiation_functorch	1.5247ms	1.2898ms	775.3430 Ops/s	763.2196 Ops/s	$\color{#35bf28}+1.59\%$
test_instantiation_td	1.5837ms	1.0190ms	981.3726 Ops/s	976.4524 Ops/s	$\color{#35bf28}+0.50\%$
test_exec_functorch	0.2403ms	0.1608ms	6.2208 KOps/s	6.4075 KOps/s	$\color{#d91a1a}-2.91\%$
test_exec_functional_call	0.2708ms	0.1487ms	6.7251 KOps/s	6.9331 KOps/s	$\color{#d91a1a}-3.00\%$
test_exec_td	0.2327ms	0.1447ms	6.9116 KOps/s	7.1167 KOps/s	$\color{#d91a1a}-2.88\%$
test_exec_td_decorator	0.9597ms	0.1778ms	5.6232 KOps/s	5.7453 KOps/s	$\color{#d91a1a}-2.13\%$
test_vmap_mlp_speed[True-True]	1.1588ms	0.8724ms	1.1463 KOps/s	1.1212 KOps/s	$\color{#35bf28}+2.24\%$
test_vmap_mlp_speed[True-False]	0.6696ms	0.4555ms	2.1953 KOps/s	2.1117 KOps/s	$\color{#35bf28}+3.96\%$
test_vmap_mlp_speed[False-True]	1.1363ms	0.7587ms	1.3181 KOps/s	1.2872 KOps/s	$\color{#35bf28}+2.39\%$
test_vmap_mlp_speed[False-False]	0.4690ms	0.3767ms	2.6548 KOps/s	2.6136 KOps/s	$\color{#35bf28}+1.58\%$
test_vmap_mlp_speed_decorator[True-True]	2.6925ms	1.7635ms	567.0620 Ops/s	569.8970 Ops/s	$\color{#d91a1a}-0.50\%$
test_vmap_mlp_speed_decorator[True-False]	0.9507ms	0.5054ms	1.9787 KOps/s	1.9219 KOps/s	$\color{#35bf28}+2.96\%$
test_vmap_mlp_speed_decorator[False-True]	1.9440ms	1.4753ms	677.8128 Ops/s	677.6770 Ops/s	$\color{#35bf28}+0.02\%$
test_vmap_mlp_speed_decorator[False-False]	0.7768ms	0.3919ms	2.5517 KOps/s	2.4893 KOps/s	$\color{#35bf28}+2.51\%$

[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: $\large\color{#d91a1a}3$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.5347ms	12.9203μs	77.3977 KOps/s	78.5866 KOps/s	$\color{#d91a1a}-1.51\%$
test_plain_set_stack_nested	0.1655ms	0.1154ms	8.6639 KOps/s	8.7026 KOps/s	$\color{#d91a1a}-0.44\%$
test_plain_set_nested_inplace	74.6550μs	15.4134μs	64.8788 KOps/s	64.0814 KOps/s	$\color{#35bf28}+1.24\%$
test_plain_set_stack_nested_inplace	0.1896ms	0.1421ms	7.0353 KOps/s	7.1188 KOps/s	$\color{#d91a1a}-1.17\%$
test_items	28.9320μs	4.7401μs	210.9668 KOps/s	209.8114 KOps/s	$\color{#35bf28}+0.55\%$
test_items_nested	0.3937ms	0.3395ms	2.9455 KOps/s	2.9747 KOps/s	$\color{#d91a1a}-0.98\%$
test_items_nested_locked	0.3963ms	0.3418ms	2.9255 KOps/s	2.9339 KOps/s	$\color{#d91a1a}-0.29\%$
test_items_nested_leaf	0.2472ms	0.2000ms	4.9993 KOps/s	5.0181 KOps/s	$\color{#d91a1a}-0.37\%$
test_items_stack_nested	1.5388ms	1.4771ms	677.0015 Ops/s	668.3283 Ops/s	$\color{#35bf28}+1.30\%$
test_items_stack_nested_leaf	1.4009ms	1.2997ms	769.3988 Ops/s	752.1567 Ops/s	$\color{#35bf28}+2.29\%$
test_items_stack_nested_locked	0.8881ms	0.8246ms	1.2128 KOps/s	1.2022 KOps/s	$\color{#35bf28}+0.88\%$
test_keys	22.4210μs	4.5863μs	218.0417 KOps/s	218.2793 KOps/s	$\color{#d91a1a}-0.11\%$
test_keys_nested	3.3192ms	91.1289μs	10.9735 KOps/s	11.0195 KOps/s	$\color{#d91a1a}-0.42\%$
test_keys_nested_locked	0.1367ms	90.9048μs	11.0005 KOps/s	10.9563 KOps/s	$\color{#35bf28}+0.40\%$
test_keys_nested_leaf	41.1734ms	86.7956μs	11.5213 KOps/s	12.0756 KOps/s	$\color{#d91a1a}-4.59\%$
test_keys_stack_nested	1.3729ms	1.2824ms	779.7575 Ops/s	762.4751 Ops/s	$\color{#35bf28}+2.27\%$
test_keys_stack_nested_leaf	1.3775ms	1.2676ms	788.8670 Ops/s	781.8785 Ops/s	$\color{#35bf28}+0.89\%$
test_keys_stack_nested_locked	0.7005ms	0.6191ms	1.6152 KOps/s	1.5982 KOps/s	$\color{#35bf28}+1.06\%$
test_values	8.9770μs	1.9131μs	522.7074 KOps/s	528.3974 KOps/s	$\color{#d91a1a}-1.08\%$
test_values_nested	70.6150μs	42.8299μs	23.3482 KOps/s	23.1715 KOps/s	$\color{#35bf28}+0.76\%$
test_values_nested_locked	71.4440μs	45.1750μs	22.1361 KOps/s	22.1252 KOps/s	$\color{#35bf28}+0.05\%$
test_values_nested_leaf	66.9740μs	37.2132μs	26.8722 KOps/s	26.5549 KOps/s	$\color{#35bf28}+1.19\%$
test_values_stack_nested	1.3021ms	1.1428ms	875.0611 Ops/s	872.3161 Ops/s	$\color{#35bf28}+0.31\%$
test_values_stack_nested_leaf	1.1879ms	1.1206ms	892.3681 Ops/s	876.2039 Ops/s	$\color{#35bf28}+1.84\%$
test_values_stack_nested_locked	0.5712ms	0.4968ms	2.0128 KOps/s	1.9923 KOps/s	$\color{#35bf28}+1.03\%$
test_membership	5.8384μs	0.9563μs	1.0457 MOps/s	1.0732 MOps/s	$\color{#d91a1a}-2.56\%$
test_membership_nested	14.2405μs	2.1780μs	459.1369 KOps/s	481.4444 KOps/s	$\color{#d91a1a}-4.63\%$
test_membership_nested_leaf	11.7360μs	2.1378μs	467.7664 KOps/s	487.4223 KOps/s	$\color{#d91a1a}-4.03\%$
test_membership_stacked_nested	32.9920μs	11.0446μs	90.5417 KOps/s	93.4440 KOps/s	$\color{#d91a1a}-3.11\%$
test_membership_stacked_nested_leaf	45.3930μs	10.9853μs	91.0309 KOps/s	93.4771 KOps/s	$\color{#d91a1a}-2.62\%$
test_membership_nested_last	28.5620μs	4.6907μs	213.1875 KOps/s	216.2233 KOps/s	$\color{#d91a1a}-1.40\%$
test_membership_nested_leaf_last	20.0320μs	4.6308μs	215.9458 KOps/s	218.4463 KOps/s	$\color{#d91a1a}-1.14\%$
test_membership_stacked_nested_last	0.1681ms	0.1350ms	7.4050 KOps/s	7.4465 KOps/s	$\color{#d91a1a}-0.56\%$
test_membership_stacked_nested_leaf_last	34.1520μs	12.7809μs	78.2418 KOps/s	79.2952 KOps/s	$\color{#d91a1a}-1.33\%$
test_nested_getleaf	31.2220μs	8.4948μs	117.7194 KOps/s	118.6017 KOps/s	$\color{#d91a1a}-0.74\%$
test_nested_get	29.2920μs	7.9898μs	125.1592 KOps/s	125.5309 KOps/s	$\color{#d91a1a}-0.30\%$
test_stacked_getleaf	0.6304ms	0.5563ms	1.7976 KOps/s	1.7879 KOps/s	$\color{#35bf28}+0.54\%$
test_stacked_get	0.6143ms	0.5393ms	1.8542 KOps/s	1.8639 KOps/s	$\color{#d91a1a}-0.52\%$
test_nested_getitemleaf	28.8210μs	8.5519μs	116.9336 KOps/s	118.0729 KOps/s	$\color{#d91a1a}-0.96\%$
test_nested_getitem	26.9020μs	8.0625μs	124.0306 KOps/s	124.6860 KOps/s	$\color{#d91a1a}-0.53\%$
test_stacked_getitemleaf	0.6234ms	0.5694ms	1.7563 KOps/s	1.8011 KOps/s	$\color{#d91a1a}-2.49\%$
test_stacked_getitem	0.6074ms	0.5392ms	1.8546 KOps/s	1.8798 KOps/s	$\color{#d91a1a}-1.34\%$
test_lock_nested	3.3002ms	0.5465ms	1.8298 KOps/s	1.7903 KOps/s	$\color{#35bf28}+2.21\%$
test_lock_stack_nested	80.1772ms	7.1115ms	140.6179 Ops/s	140.0467 Ops/s	$\color{#35bf28}+0.41\%$
test_unlock_nested	2.3465ms	0.4287ms	2.3327 KOps/s	2.3618 KOps/s	$\color{#d91a1a}-1.23\%$
test_unlock_stack_nested	65.9513ms	6.1574ms	162.4056 Ops/s	162.3168 Ops/s	$\color{#35bf28}+0.05\%$
test_flatten_speed	0.2390ms	0.1882ms	5.3130 KOps/s	5.3376 KOps/s	$\color{#d91a1a}-0.46\%$
test_unflatten_speed	0.4381ms	0.3686ms	2.7133 KOps/s	2.7570 KOps/s	$\color{#d91a1a}-1.59\%$
test_common_ops	1.0859ms	0.5915ms	1.6907 KOps/s	1.6897 KOps/s	$\color{#35bf28}+0.05\%$
test_creation	32.7820μs	2.0666μs	483.8944 KOps/s	483.0486 KOps/s	$\color{#35bf28}+0.18\%$
test_creation_empty	23.0210μs	7.0775μs	141.2929 KOps/s	142.0325 KOps/s	$\color{#d91a1a}-0.52\%$
test_creation_nested_1	34.2520μs	9.3638μs	106.7941 KOps/s	106.7297 KOps/s	$\color{#35bf28}+0.06\%$
test_creation_nested_2	26.7220μs	12.2891μs	81.3731 KOps/s	83.1280 KOps/s	$\color{#d91a1a}-2.11\%$
test_clone	86.4950μs	13.5169μs	73.9817 KOps/s	71.9414 KOps/s	$\color{#35bf28}+2.84\%$
test_getitem[int]	29.4710μs	12.1498μs	82.3057 KOps/s	82.3698 KOps/s	$\color{#d91a1a}-0.08\%$
test_getitem[slice_int]	51.1230μs	23.6391μs	42.3028 KOps/s	42.3830 KOps/s	$\color{#d91a1a}-0.19\%$
test_getitem[range]	55.8530μs	37.3379μs	26.7824 KOps/s	27.1113 KOps/s	$\color{#d91a1a}-1.21\%$
test_getitem[tuple]	40.2620μs	20.0182μs	49.9545 KOps/s	50.3084 KOps/s	$\color{#d91a1a}-0.70\%$
test_getitem[list]	0.2541ms	34.3596μs	29.1040 KOps/s	29.7113 KOps/s	$\color{#d91a1a}-2.04\%$
test_setitem_dim[int]	41.5630μs	25.5316μs	39.1671 KOps/s	39.6052 KOps/s	$\color{#d91a1a}-1.11\%$
test_setitem_dim[slice_int]	65.7840μs	45.8228μs	21.8232 KOps/s	21.7200 KOps/s	$\color{#35bf28}+0.47\%$
test_setitem_dim[range]	82.8850μs	60.2997μs	16.5838 KOps/s	16.9012 KOps/s	$\color{#d91a1a}-1.88\%$
test_setitem_dim[tuple]	63.3540μs	39.0586μs	25.6025 KOps/s	25.7123 KOps/s	$\color{#d91a1a}-0.43\%$
test_setitem	77.9150μs	17.7770μs	56.2523 KOps/s	57.8765 KOps/s	$\color{#d91a1a}-2.81\%$
test_set	84.0850μs	17.0639μs	58.6033 KOps/s	58.6960 KOps/s	$\color{#d91a1a}-0.16\%$
test_set_shared	2.9097ms	0.1026ms	9.7486 KOps/s	8.8428 KOps/s	$\textbf{\color{#35bf28}+10.24\%}$
test_update	0.1051ms	18.2483μs	54.7995 KOps/s	54.3669 KOps/s	$\color{#35bf28}+0.80\%$
test_update_nested	0.1075ms	24.9091μs	40.1459 KOps/s	39.6962 KOps/s	$\color{#35bf28}+1.13\%$
test_set_nested	88.3160μs	18.7981μs	53.1968 KOps/s	53.8061 KOps/s	$\color{#d91a1a}-1.13\%$
test_set_nested_new	87.1150μs	22.8372μs	43.7882 KOps/s	44.2415 KOps/s	$\color{#d91a1a}-1.02\%$
test_select	0.9184ms	46.1765μs	21.6561 KOps/s	22.7378 KOps/s	$\color{#d91a1a}-4.76\%$
test_to	73.5950μs	51.3283μs	19.4824 KOps/s	20.0835 KOps/s	$\color{#d91a1a}-2.99\%$
test_to_nonblocking	64.3740μs	33.4815μs	29.8672 KOps/s	28.4335 KOps/s	$\textbf{\color{#35bf28}+5.04\%}$
test_unbind_speed	0.4160ms	0.3569ms	2.8017 KOps/s	2.8355 KOps/s	$\color{#d91a1a}-1.19\%$
test_unbind_speed_stack0	61.7920ms	4.5454ms	220.0032 Ops/s	254.9646 Ops/s	$\textbf{\color{#d91a1a}-13.71\%}$
test_unbind_speed_stack1	2.0391μs	0.5339μs	1.8731 MOps/s	1.8712 MOps/s	$\color{#35bf28}+0.10\%$
test_split	1.9844ms	1.7003ms	588.1307 Ops/s	549.0604 Ops/s	$\textbf{\color{#35bf28}+7.12\%}$
test_chunk	53.6464ms	1.7898ms	558.7124 Ops/s	563.3509 Ops/s	$\color{#d91a1a}-0.82\%$
test_creation[device0]	0.4160ms	0.3066ms	3.2617 KOps/s	3.2787 KOps/s	$\color{#d91a1a}-0.52\%$
test_creation[device1]	54.2075ms	0.3325ms	3.0075 KOps/s	3.2402 KOps/s	$\textbf{\color{#d91a1a}-7.18\%}$
test_creation_from_tensor	0.5497ms	0.3329ms	3.0038 KOps/s	3.0156 KOps/s	$\color{#d91a1a}-0.39\%$
test_add_one[memmap_tensor0]	0.1578ms	22.9458μs	43.5809 KOps/s	43.7343 KOps/s	$\color{#d91a1a}-0.35\%$
test_add_one[memmap_tensor1]	0.2053ms	70.3150μs	14.2217 KOps/s	13.9332 KOps/s	$\color{#35bf28}+2.07\%$
test_contiguous[memmap_tensor0]	23.5920μs	5.5504μs	180.1666 KOps/s	180.1596 KOps/s	$+0.00\%$
test_contiguous[memmap_tensor1]	45.7520μs	20.9585μs	47.7133 KOps/s	46.3434 KOps/s	$\color{#35bf28}+2.96\%$
test_stack[memmap_tensor0]	52.4730μs	18.2914μs	54.6705 KOps/s	54.4328 KOps/s	$\color{#35bf28}+0.44\%$
test_stack[memmap_tensor1]	0.1475ms	71.1823μs	14.0484 KOps/s	13.7696 KOps/s	$\color{#35bf28}+2.02\%$
test_memmaptd_index	0.4737ms	0.4162ms	2.4028 KOps/s	2.4601 KOps/s	$\color{#d91a1a}-2.33\%$
test_memmaptd_index_astensor	0.5171ms	0.4722ms	2.1177 KOps/s	2.1377 KOps/s	$\color{#d91a1a}-0.94\%$
test_memmaptd_index_op	0.8176ms	0.7292ms	1.3713 KOps/s	1.4017 KOps/s	$\color{#d91a1a}-2.17\%$
test_reshape_pytree	39.9130μs	20.8317μs	48.0038 KOps/s	47.8622 KOps/s	$\color{#35bf28}+0.30\%$
test_reshape_td	52.9140μs	28.9401μs	34.5541 KOps/s	34.4957 KOps/s	$\color{#35bf28}+0.17\%$
test_view_pytree	40.7330μs	20.4395μs	48.9250 KOps/s	48.6757 KOps/s	$\color{#35bf28}+0.51\%$
test_view_td	27.8910μs	3.9953μs	250.2945 KOps/s	250.3900 KOps/s	$\color{#d91a1a}-0.04\%$
test_unbind_pytree	49.3330μs	25.6927μs	38.9216 KOps/s	39.0379 KOps/s	$\color{#d91a1a}-0.30\%$
test_unbind_td	81.1550μs	56.0498μs	17.8413 KOps/s	18.3201 KOps/s	$\color{#d91a1a}-2.61\%$
test_split_pytree	42.5630μs	23.8427μs	41.9416 KOps/s	42.3878 KOps/s	$\color{#d91a1a}-1.05\%$
test_split_td	74.8050μs	44.1966μs	22.6262 KOps/s	22.5943 KOps/s	$\color{#35bf28}+0.14\%$
test_add_pytree	51.5630μs	31.2012μs	32.0501 KOps/s	32.5730 KOps/s	$\color{#d91a1a}-1.61\%$
test_add_td	70.9250μs	42.9578μs	23.2786 KOps/s	24.3082 KOps/s	$\color{#d91a1a}-4.24\%$
test_distributed	20.6620μs	5.4879μs	182.2186 KOps/s	182.3864 KOps/s	$\color{#d91a1a}-0.09\%$
test_tdmodule	33.6420μs	16.4462μs	60.8043 KOps/s	60.0704 KOps/s	$\color{#35bf28}+1.22\%$
test_tdmodule_dispatch	0.1237ms	32.4015μs	30.8628 KOps/s	30.3135 KOps/s	$\color{#35bf28}+1.81\%$
test_tdseq	34.8220μs	19.5496μs	51.1520 KOps/s	51.3968 KOps/s	$\color{#d91a1a}-0.48\%$
test_tdseq_dispatch	61.4340μs	35.4883μs	28.1783 KOps/s	28.3164 KOps/s	$\color{#d91a1a}-0.49\%$
test_instantiation_functorch	2.0282ms	1.6634ms	601.1660 Ops/s	602.8886 Ops/s	$\color{#d91a1a}-0.29\%$
test_instantiation_td	1.6712ms	1.1742ms	851.6326 Ops/s	864.1386 Ops/s	$\color{#d91a1a}-1.45\%$
test_exec_functorch	0.2095ms	0.1573ms	6.3561 KOps/s	6.4421 KOps/s	$\color{#d91a1a}-1.34\%$
test_exec_functional_call	0.2023ms	0.1571ms	6.3672 KOps/s	6.4233 KOps/s	$\color{#d91a1a}-0.87\%$
test_exec_td	0.2033ms	0.1447ms	6.9118 KOps/s	6.7978 KOps/s	$\color{#35bf28}+1.68\%$
test_exec_td_decorator	64.3547ms	0.1990ms	5.0263 KOps/s	5.3907 KOps/s	$\textbf{\color{#d91a1a}-6.76\%}$
test_vmap_mlp_speed[True-True]	1.1143ms	1.0502ms	952.2405 Ops/s	948.1179 Ops/s	$\color{#35bf28}+0.43\%$
test_vmap_mlp_speed[True-False]	0.7085ms	0.6057ms	1.6509 KOps/s	1.6356 KOps/s	$\color{#35bf28}+0.93\%$
test_vmap_mlp_speed[False-True]	1.2350ms	0.9582ms	1.0437 KOps/s	1.0314 KOps/s	$\color{#35bf28}+1.19\%$
test_vmap_mlp_speed[False-False]	0.5989ms	0.5353ms	1.8680 KOps/s	1.8486 KOps/s	$\color{#35bf28}+1.05\%$
test_vmap_mlp_speed_decorator[True-True]	2.4716ms	1.9953ms	501.1751 Ops/s	500.0344 Ops/s	$\color{#35bf28}+0.23\%$
test_vmap_mlp_speed_decorator[True-False]	1.0522ms	0.6490ms	1.5409 KOps/s	1.5295 KOps/s	$\color{#35bf28}+0.74\%$
test_vmap_mlp_speed_decorator[False-True]	2.1624ms	1.7269ms	579.0652 Ops/s	576.1480 Ops/s	$\color{#35bf28}+0.51\%$
test_vmap_mlp_speed_decorator[False-False]	0.9938ms	0.5497ms	1.8192 KOps/s	1.6633 KOps/s	$\textbf{\color{#35bf28}+9.38\%}$
test_vmap_transformer_speed[True-True]	12.5894ms	12.3254ms	81.1336 Ops/s	80.5312 Ops/s	$\color{#35bf28}+0.75\%$
test_vmap_transformer_speed[True-False]	8.3336ms	8.1261ms	123.0597 Ops/s	120.9641 Ops/s	$\color{#35bf28}+1.73\%$
test_vmap_transformer_speed[False-True]	12.4710ms	12.2603ms	81.5639 Ops/s	81.3622 Ops/s	$\color{#35bf28}+0.25\%$
test_vmap_transformer_speed[False-False]	8.2494ms	8.0724ms	123.8784 Ops/s	122.4047 Ops/s	$\color{#35bf28}+1.20\%$
test_vmap_transformer_speed_decorator[True-True]	63.8816ms	62.8526ms	15.9102 Ops/s	15.8575 Ops/s	$\color{#35bf28}+0.33\%$
test_vmap_transformer_speed_decorator[True-False]	97.9972ms	21.2384ms	47.0845 Ops/s	46.7779 Ops/s	$\color{#35bf28}+0.66\%$
test_vmap_transformer_speed_decorator[False-True]	58.6484ms	57.2288ms	17.4737 Ops/s	17.4741 Ops/s	$-0.00\%$
test_vmap_transformer_speed_decorator[False-False]	21.4340ms	19.3317ms	51.7285 Ops/s	51.3657 Ops/s	$\color{#35bf28}+0.71\%$