[Deprecation] Act warned deprecations for v0.6

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}24$. Worsened: $\large\color{#d91a1a}6$.

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Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1184ms	16.2999μs	61.3499 KOps/s	55.9595 KOps/s	$\textbf{\color{#35bf28}+9.63\%}$
test_plain_set_stack_nested	49.2910μs	16.3818μs	61.0435 KOps/s	55.2117 KOps/s	$\textbf{\color{#35bf28}+10.56\%}$
test_plain_set_nested_inplace	44.5210μs	17.5079μs	57.1171 KOps/s	52.0220 KOps/s	$\textbf{\color{#35bf28}+9.79\%}$
test_plain_set_stack_nested_inplace	45.2510μs	17.2881μs	57.8432 KOps/s	52.5629 KOps/s	$\textbf{\color{#35bf28}+10.05\%}$
test_items	29.7900μs	2.8577μs	349.9359 KOps/s	344.6733 KOps/s	$\color{#35bf28}+1.53\%$
test_items_nested	0.3679ms	0.3388ms	2.9519 KOps/s	2.9649 KOps/s	$\color{#d91a1a}-0.44\%$
test_items_nested_locked	0.4032ms	0.3408ms	2.9342 KOps/s	2.9165 KOps/s	$\color{#35bf28}+0.61\%$
test_items_nested_leaf	87.7310μs	62.4694μs	16.0078 KOps/s	16.0777 KOps/s	$\color{#d91a1a}-0.43\%$
test_items_stack_nested	0.3792ms	0.3436ms	2.9104 KOps/s	2.8675 KOps/s	$\color{#35bf28}+1.49\%$
test_items_stack_nested_leaf	92.4110μs	63.4655μs	15.7566 KOps/s	15.6693 KOps/s	$\color{#35bf28}+0.56\%$
test_items_stack_nested_locked	0.3777ms	0.3489ms	2.8661 KOps/s	2.8866 KOps/s	$\color{#d91a1a}-0.71\%$
test_keys	28.0400μs	3.4378μs	290.8855 KOps/s	291.4667 KOps/s	$\color{#d91a1a}-0.20\%$
test_keys_nested	0.1048ms	71.0992μs	14.0649 KOps/s	14.1808 KOps/s	$\color{#d91a1a}-0.82\%$
test_keys_nested_locked	0.8073ms	76.8793μs	13.0074 KOps/s	12.9490 KOps/s	$\color{#35bf28}+0.45\%$
test_keys_nested_leaf	98.8210μs	60.3736μs	16.5635 KOps/s	16.1780 KOps/s	$\color{#35bf28}+2.38\%$
test_keys_stack_nested	98.5020μs	70.2087μs	14.2433 KOps/s	13.8408 KOps/s	$\color{#35bf28}+2.91\%$
test_keys_stack_nested_leaf	91.8620μs	62.4119μs	16.0226 KOps/s	15.5802 KOps/s	$\color{#35bf28}+2.84\%$
test_keys_stack_nested_locked	0.1094ms	76.1771μs	13.1273 KOps/s	12.8825 KOps/s	$\color{#35bf28}+1.90\%$
test_values	5.2483μs	0.8365μs	1.1955 MOps/s	1.1442 MOps/s	$\color{#35bf28}+4.48\%$
test_values_nested	77.9310μs	49.3440μs	20.2659 KOps/s	20.5057 KOps/s	$\color{#d91a1a}-1.17\%$
test_values_nested_locked	83.8220μs	51.0619μs	19.5841 KOps/s	19.7471 KOps/s	$\color{#d91a1a}-0.83\%$
test_values_nested_leaf	70.3420μs	43.0964μs	23.2038 KOps/s	23.4039 KOps/s	$\color{#d91a1a}-0.85\%$
test_values_stack_nested	83.4510μs	49.6737μs	20.1314 KOps/s	20.3392 KOps/s	$\color{#d91a1a}-1.02\%$
test_values_stack_nested_leaf	71.3010μs	43.4520μs	23.0139 KOps/s	22.8910 KOps/s	$\color{#35bf28}+0.54\%$
test_values_stack_nested_locked	79.2820μs	51.7263μs	19.3325 KOps/s	19.2118 KOps/s	$\color{#35bf28}+0.63\%$
test_membership	2.0015μs	0.5004μs	1.9982 MOps/s	1.9897 MOps/s	$\color{#35bf28}+0.43\%$
test_membership_nested	26.6255μs	1.8695μs	534.8893 KOps/s	535.3166 KOps/s	$\color{#d91a1a}-0.08\%$
test_membership_nested_leaf	12.6250μs	1.8960μs	527.4234 KOps/s	529.2537 KOps/s	$\color{#d91a1a}-0.35\%$
test_membership_stacked_nested	31.5910μs	1.9132μs	522.6875 KOps/s	519.8066 KOps/s	$\color{#35bf28}+0.55\%$
test_membership_stacked_nested_leaf	23.4800μs	1.9269μs	518.9637 KOps/s	514.2188 KOps/s	$\color{#35bf28}+0.92\%$
test_membership_nested_last	25.8110μs	3.0063μs	332.6360 KOps/s	332.6895 KOps/s	$\color{#d91a1a}-0.02\%$
test_membership_nested_leaf_last	31.2010μs	3.0265μs	330.4146 KOps/s	339.8538 KOps/s	$\color{#d91a1a}-2.78\%$
test_membership_stacked_nested_last	24.3500μs	8.2427μs	121.3189 KOps/s	329.1993 KOps/s	$\textbf{\color{#d91a1a}-63.15\%}$
test_membership_stacked_nested_leaf_last	43.4510μs	8.1897μs	122.1045 KOps/s	329.0007 KOps/s	$\textbf{\color{#d91a1a}-62.89\%}$
test_nested_getleaf	29.6110μs	6.0516μs	165.2464 KOps/s	166.0483 KOps/s	$\color{#d91a1a}-0.48\%$
test_nested_get	31.6510μs	5.7315μs	174.4741 KOps/s	172.6332 KOps/s	$\color{#35bf28}+1.07\%$
test_stacked_getleaf	42.3410μs	6.0230μs	166.0312 KOps/s	165.2533 KOps/s	$\color{#35bf28}+0.47\%$
test_stacked_get	25.8510μs	5.6198μs	177.9422 KOps/s	175.8287 KOps/s	$\color{#35bf28}+1.20\%$
test_nested_getitemleaf	30.5510μs	6.1060μs	163.7724 KOps/s	164.5748 KOps/s	$\color{#d91a1a}-0.49\%$
test_nested_getitem	24.6000μs	5.6711μs	176.3318 KOps/s	174.8952 KOps/s	$\color{#35bf28}+0.82\%$
test_stacked_getitemleaf	39.1600μs	6.0528μs	165.2126 KOps/s	162.4167 KOps/s	$\color{#35bf28}+1.72\%$
test_stacked_getitem	34.5500μs	5.8066μs	172.2188 KOps/s	175.2374 KOps/s	$\color{#d91a1a}-1.72\%$
test_lock_nested	7.1462ms	0.4329ms	2.3099 KOps/s	2.3223 KOps/s	$\color{#d91a1a}-0.53\%$
test_lock_stack_nested	0.4123ms	0.3811ms	2.6242 KOps/s	2.5195 KOps/s	$\color{#35bf28}+4.16\%$
test_unlock_nested	0.7822ms	0.3664ms	2.7293 KOps/s	2.7308 KOps/s	$\color{#d91a1a}-0.05\%$
test_unlock_stack_nested	0.3675ms	0.3202ms	3.1233 KOps/s	2.9926 KOps/s	$\color{#35bf28}+4.37\%$
test_flatten_speed	0.1548ms	76.9949μs	12.9879 KOps/s	13.0903 KOps/s	$\color{#d91a1a}-0.78\%$
test_unflatten_speed	0.3680ms	0.3197ms	3.1281 KOps/s	3.1286 KOps/s	$\color{#d91a1a}-0.01\%$
test_common_ops	1.6139ms	1.2629ms	791.8138 Ops/s	757.6501 Ops/s	$\color{#35bf28}+4.51\%$
test_creation	22.1100μs	1.4897μs	671.2657 KOps/s	683.5305 KOps/s	$\color{#d91a1a}-1.79\%$
test_creation_empty	45.1210μs	14.5421μs	68.7659 KOps/s	55.8315 KOps/s	$\textbf{\color{#35bf28}+23.17\%}$
test_creation_nested_1	50.9210μs	16.4984μs	60.6119 KOps/s	49.8879 KOps/s	$\textbf{\color{#35bf28}+21.50\%}$
test_creation_nested_2	53.9900μs	18.9024μs	52.9034 KOps/s	44.3848 KOps/s	$\textbf{\color{#35bf28}+19.19\%}$
test_clone	66.4210μs	30.0467μs	33.2816 KOps/s	33.3083 KOps/s	$\color{#d91a1a}-0.08\%$
test_getitem[int]	1.2605ms	16.3142μs	61.2963 KOps/s	61.3869 KOps/s	$\color{#d91a1a}-0.15\%$
test_getitem[slice_int]	0.1213ms	28.5819μs	34.9871 KOps/s	35.1150 KOps/s	$\color{#d91a1a}-0.36\%$
test_getitem[range]	0.1860ms	0.1108ms	9.0247 KOps/s	9.0323 KOps/s	$\color{#d91a1a}-0.08\%$
test_getitem[tuple]	0.1234ms	23.9270μs	41.7938 KOps/s	40.7451 KOps/s	$\color{#35bf28}+2.57\%$
test_getitem[list]	0.1865ms	0.1002ms	9.9796 KOps/s	9.9422 KOps/s	$\color{#35bf28}+0.38\%$
test_setitem_dim[int]	89.2920μs	45.4683μs	21.9933 KOps/s	21.9840 KOps/s	$\color{#35bf28}+0.04\%$
test_setitem_dim[slice_int]	0.1033ms	68.2648μs	14.6488 KOps/s	14.6061 KOps/s	$\color{#35bf28}+0.29\%$
test_setitem_dim[range]	0.1602ms	0.1284ms	7.7859 KOps/s	7.7281 KOps/s	$\color{#35bf28}+0.75\%$
test_setitem_dim[tuple]	93.3910μs	61.7338μs	16.1986 KOps/s	16.0713 KOps/s	$\color{#35bf28}+0.79\%$
test_setitem	78.9610μs	42.4067μs	23.5812 KOps/s	22.7862 KOps/s	$\color{#35bf28}+3.49\%$
test_set	89.9910μs	41.4032μs	24.1527 KOps/s	23.0918 KOps/s	$\color{#35bf28}+4.59\%$
test_set_shared	0.4010ms	55.0592μs	18.1623 KOps/s	18.2268 KOps/s	$\color{#d91a1a}-0.35\%$
test_update	91.1220μs	50.3353μs	19.8668 KOps/s	18.6284 KOps/s	$\textbf{\color{#35bf28}+6.65\%}$
test_update_nested	0.1066ms	58.9231μs	16.9713 KOps/s	16.3831 KOps/s	$\color{#35bf28}+3.59\%$
test_update__nested	0.1487ms	63.3925μs	15.7747 KOps/s	16.4289 KOps/s	$\color{#d91a1a}-3.98\%$
test_set_nested	74.3220μs	44.2722μs	22.5875 KOps/s	21.5994 KOps/s	$\color{#35bf28}+4.57\%$
test_set_nested_new	0.4075ms	47.6641μs	20.9802 KOps/s	20.0813 KOps/s	$\color{#35bf28}+4.48\%$
test_select	0.1068ms	61.4115μs	16.2836 KOps/s	15.9014 KOps/s	$\color{#35bf28}+2.40\%$
test_select_nested	71.2010μs	41.2023μs	24.2705 KOps/s	23.7613 KOps/s	$\color{#35bf28}+2.14\%$
test_exclude_nested	90.5210μs	58.7287μs	17.0274 KOps/s	16.8953 KOps/s	$\color{#35bf28}+0.78\%$
test_empty[True]	0.3191ms	0.2564ms	3.9003 KOps/s	3.8738 KOps/s	$\color{#35bf28}+0.68\%$
test_empty[False]	2.8071μs	0.7355μs	1.3597 MOps/s	1.3595 MOps/s	$\color{#35bf28}+0.01\%$
test_to	52.9210μs	26.6786μs	37.4832 KOps/s	36.1873 KOps/s	$\color{#35bf28}+3.58\%$
test_to_nonblocking	58.9810μs	24.7596μs	40.3883 KOps/s	38.6640 KOps/s	$\color{#35bf28}+4.46\%$
test_unbind_speed	0.3332ms	0.2787ms	3.5878 KOps/s	3.5193 KOps/s	$\color{#35bf28}+1.95\%$
test_unbind_speed_stack0	0.3225ms	0.2692ms	3.7142 KOps/s	3.5516 KOps/s	$\color{#35bf28}+4.58\%$
test_unbind_speed_stack1	92.0484ms	0.6932ms	1.4427 KOps/s	1.5352 KOps/s	$\textbf{\color{#d91a1a}-6.03\%}$
test_split	93.5504ms	2.2078ms	452.9438 Ops/s	443.6564 Ops/s	$\color{#35bf28}+2.09\%$
test_chunk	94.9659ms	2.2159ms	451.2744 Ops/s	446.1645 Ops/s	$\color{#35bf28}+1.15\%$
test_creation[device0]	0.3358ms	0.1262ms	7.9258 KOps/s	7.7639 KOps/s	$\color{#35bf28}+2.09\%$
test_creation_from_tensor	0.3984ms	0.1284ms	7.7862 KOps/s	7.6683 KOps/s	$\color{#35bf28}+1.54\%$
test_add_one[memmap_tensor0]	0.2391ms	9.1886μs	108.8304 KOps/s	106.9946 KOps/s	$\color{#35bf28}+1.72\%$
test_contiguous[memmap_tensor0]	21.5400μs	2.2190μs	450.6445 KOps/s	449.0825 KOps/s	$\color{#35bf28}+0.35\%$
test_stack[memmap_tensor0]	32.3900μs	6.8823μs	145.3002 KOps/s	143.2144 KOps/s	$\color{#35bf28}+1.46\%$
test_memmaptd_index	1.0533ms	0.4250ms	2.3530 KOps/s	2.2570 KOps/s	$\color{#35bf28}+4.25\%$
test_memmaptd_index_astensor	0.7468ms	0.5008ms	1.9966 KOps/s	1.9495 KOps/s	$\color{#35bf28}+2.42\%$
test_memmaptd_index_op	1.4089ms	1.0277ms	973.0462 Ops/s	905.3028 Ops/s	$\textbf{\color{#35bf28}+7.48\%}$
test_serialize_model	0.1308s	0.1299s	7.6960 Ops/s	7.6821 Ops/s	$\color{#35bf28}+0.18\%$
test_serialize_model_pickle	1.3463s	1.2171s	0.8216 Ops/s	0.8248 Ops/s	$\color{#d91a1a}-0.39\%$
test_serialize_weights	0.1314s	0.1297s	7.7081 Ops/s	6.9946 Ops/s	$\textbf{\color{#35bf28}+10.20\%}$
test_serialize_weights_returnearly	0.2311s	56.7324ms	17.6266 Ops/s	17.9469 Ops/s	$\color{#d91a1a}-1.78\%$
test_serialize_weights_pickle	1.3668s	1.2167s	0.8219 Ops/s	0.8214 Ops/s	$\color{#35bf28}+0.06\%$
test_reshape_pytree	72.6510μs	35.3189μs	28.3134 KOps/s	27.4564 KOps/s	$\color{#35bf28}+3.12\%$
test_reshape_td	81.2310μs	45.8351μs	21.8174 KOps/s	23.9086 KOps/s	$\textbf{\color{#d91a1a}-8.75\%}$
test_view_pytree	68.4310μs	34.8057μs	28.7309 KOps/s	27.5791 KOps/s	$\color{#35bf28}+4.18\%$
test_view_td	90.6010μs	45.3286μs	22.0611 KOps/s	21.1635 KOps/s	$\color{#35bf28}+4.24\%$
test_unbind_pytree	70.0410μs	34.5904μs	28.9098 KOps/s	28.4189 KOps/s	$\color{#35bf28}+1.73\%$
test_unbind_td	0.5326ms	44.2047μs	22.6220 KOps/s	22.9638 KOps/s	$\color{#d91a1a}-1.49\%$
test_split_pytree	0.5185ms	47.1370μs	21.2148 KOps/s	21.2514 KOps/s	$\color{#d91a1a}-0.17\%$
test_split_td	0.1459ms	55.2402μs	18.1028 KOps/s	15.3319 KOps/s	$\textbf{\color{#35bf28}+18.07\%}$
test_add_pytree	99.6520μs	58.2643μs	17.1632 KOps/s	17.0711 KOps/s	$\color{#35bf28}+0.54\%$
test_add_td	0.1285ms	91.9137μs	10.8798 KOps/s	10.3932 KOps/s	$\color{#35bf28}+4.68\%$
test_compile_add_one_nested[tensordict-compile]	0.2096ms	0.1609ms	6.2161 KOps/s	6.1047 KOps/s	$\color{#35bf28}+1.82\%$
test_compile_add_one_nested[tensordict-eager]	0.2842ms	0.1620ms	6.1720 KOps/s	5.9918 KOps/s	$\color{#35bf28}+3.01\%$
test_compile_add_one_nested[pytree-compile]	0.1816ms	0.1447ms	6.9127 KOps/s	6.9363 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_add_one_nested[pytree-eager]	0.2817ms	0.1996ms	5.0102 KOps/s	5.3219 KOps/s	$\textbf{\color{#d91a1a}-5.86\%}$
test_compile_copy_nested[tensordict-compile]	58.1710μs	21.3182μs	46.9083 KOps/s	45.4539 KOps/s	$\color{#35bf28}+3.20\%$
test_compile_copy_nested[tensordict-eager]	92.9820μs	49.3580μs	20.2601 KOps/s	19.9101 KOps/s	$\color{#35bf28}+1.76\%$
test_compile_copy_nested[pytree-compile]	0.1052ms	64.1454μs	15.5896 KOps/s	15.3941 KOps/s	$\color{#35bf28}+1.27\%$
test_compile_copy_nested[pytree-eager]	97.4420μs	49.1061μs	20.3641 KOps/s	20.1536 KOps/s	$\color{#35bf28}+1.04\%$
test_compile_add_one_flat[tensordict-compile]	0.4185ms	0.3191ms	3.1337 KOps/s	3.0996 KOps/s	$\color{#35bf28}+1.10\%$
test_compile_add_one_flat[tensordict-eager]	0.3461ms	0.2327ms	4.2977 KOps/s	4.2007 KOps/s	$\color{#35bf28}+2.31\%$
test_compile_add_one_flat[tensorclass-compile]	0.2197ms	0.1333ms	7.5005 KOps/s	7.7493 KOps/s	$\color{#d91a1a}-3.21\%$
test_compile_add_one_flat[tensorclass-eager]	0.4446ms	66.4580μs	15.0471 KOps/s	15.0286 KOps/s	$\color{#35bf28}+0.12\%$
test_compile_add_one_flat[pytree-compile]	0.7128ms	0.3172ms	3.1521 KOps/s	3.1253 KOps/s	$\color{#35bf28}+0.86\%$
test_compile_add_one_flat[pytree-eager]	1.0680ms	0.6582ms	1.5193 KOps/s	1.5359 KOps/s	$\color{#d91a1a}-1.08\%$
test_compile_add_self_flat[tensordict-eager]	0.6667ms	0.2830ms	3.5335 KOps/s	3.4806 KOps/s	$\color{#35bf28}+1.52\%$
test_compile_add_self_flat[tensordict-compile]	0.3692ms	0.3221ms	3.1050 KOps/s	3.1024 KOps/s	$\color{#35bf28}+0.09\%$
test_compile_add_self_flat[tensorclass-eager]	0.4806ms	77.9840μs	12.8231 KOps/s	12.8206 KOps/s	$\color{#35bf28}+0.02\%$
test_compile_add_self_flat[tensorclass-compile]	0.1736ms	0.1288ms	7.7661 KOps/s	7.7400 KOps/s	$\color{#35bf28}+0.34\%$
test_compile_add_self_flat[pytree-eager]	0.7105ms	0.5352ms	1.8685 KOps/s	1.8617 KOps/s	$\color{#35bf28}+0.37\%$
test_compile_add_self_flat[pytree-compile]	0.3724ms	0.3169ms	3.1554 KOps/s	3.1100 KOps/s	$\color{#35bf28}+1.46\%$
test_compile_copy_flat[tensordict-compile]	0.3922ms	19.7785μs	50.5600 KOps/s	51.0156 KOps/s	$\color{#d91a1a}-0.89\%$
test_compile_copy_flat[tensordict-eager]	0.4457ms	38.9860μs	25.6503 KOps/s	26.0731 KOps/s	$\color{#d91a1a}-1.62\%$
test_compile_copy_flat[pytree-compile]	0.1062ms	69.9544μs	14.2950 KOps/s	13.9909 KOps/s	$\color{#35bf28}+2.17\%$
test_compile_copy_flat[pytree-eager]	0.4345ms	50.4908μs	19.8056 KOps/s	19.1006 KOps/s	$\color{#35bf28}+3.69\%$
test_compile_assign_and_add[tensordict-compile]	2.3741ms	0.7884ms	1.2684 KOps/s	1.1093 KOps/s	$\textbf{\color{#35bf28}+14.34\%}$
test_compile_assign_and_add[tensordict-eager]	3.4337ms	3.3082ms	302.2807 Ops/s	303.4035 Ops/s	$\color{#d91a1a}-0.37\%$
test_compile_assign_and_add[pytree-compile]	2.3172ms	0.8156ms	1.2260 KOps/s	1.1134 KOps/s	$\textbf{\color{#35bf28}+10.11\%}$
test_compile_assign_and_add[pytree-eager]	3.4107ms	3.3296ms	300.3337 Ops/s	290.8390 Ops/s	$\color{#35bf28}+3.26\%$
test_compile_indexing[tensor-tensordict-compile]	0.1491ms	0.1096ms	9.1269 KOps/s	9.2338 KOps/s	$\color{#d91a1a}-1.16\%$
test_compile_indexing[tensor-tensordict-eager]	0.1919ms	62.4636μs	16.0093 KOps/s	15.3639 KOps/s	$\color{#35bf28}+4.20\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2031ms	0.1058ms	9.4517 KOps/s	9.6700 KOps/s	$\color{#d91a1a}-2.26\%$
test_compile_indexing[tensor-tensorclass-eager]	92.1010μs	45.2999μs	22.0751 KOps/s	22.0808 KOps/s	$\color{#d91a1a}-0.03\%$
test_compile_indexing[tensor-pytree-compile]	0.1464ms	0.1046ms	9.5597 KOps/s	9.5154 KOps/s	$\color{#35bf28}+0.47\%$
test_compile_indexing[tensor-pytree-eager]	83.8110μs	44.1332μs	22.6587 KOps/s	22.4503 KOps/s	$\color{#35bf28}+0.93\%$
test_compile_indexing[slice-tensordict-compile]	0.2047ms	0.1382ms	7.2345 KOps/s	7.2289 KOps/s	$\color{#35bf28}+0.08\%$
test_compile_indexing[slice-tensordict-eager]	0.1638ms	25.5013μs	39.2137 KOps/s	38.3334 KOps/s	$\color{#35bf28}+2.30\%$
test_compile_indexing[slice-tensorclass-compile]	0.1770ms	0.1311ms	7.6264 KOps/s	7.6109 KOps/s	$\color{#35bf28}+0.20\%$
test_compile_indexing[slice-tensorclass-eager]	65.4610μs	20.7549μs	48.1814 KOps/s	46.6226 KOps/s	$\color{#35bf28}+3.34\%$
test_compile_indexing[slice-pytree-compile]	0.1908ms	0.1322ms	7.5651 KOps/s	7.5014 KOps/s	$\color{#35bf28}+0.85\%$
test_compile_indexing[slice-pytree-eager]	48.7310μs	20.6003μs	48.5430 KOps/s	46.7076 KOps/s	$\color{#35bf28}+3.93\%$
test_compile_indexing[int-tensordict-compile]	0.1821ms	0.1382ms	7.2335 KOps/s	7.2432 KOps/s	$\color{#d91a1a}-0.13\%$
test_compile_indexing[int-tensordict-eager]	0.4749ms	24.6803μs	40.5181 KOps/s	38.6141 KOps/s	$\color{#35bf28}+4.93\%$
test_compile_indexing[int-tensorclass-compile]	0.2439ms	0.1315ms	7.6041 KOps/s	7.5284 KOps/s	$\color{#35bf28}+1.01\%$
test_compile_indexing[int-tensorclass-eager]	64.2410μs	20.5030μs	48.7733 KOps/s	47.1040 KOps/s	$\color{#35bf28}+3.54\%$
test_compile_indexing[int-pytree-compile]	0.2173ms	0.1318ms	7.5860 KOps/s	7.5510 KOps/s	$\color{#35bf28}+0.46\%$
test_compile_indexing[int-pytree-eager]	52.7510μs	20.7991μs	48.0791 KOps/s	46.7910 KOps/s	$\color{#35bf28}+2.75\%$
test_mod_add[eager]	81.1820μs	33.3429μs	29.9914 KOps/s	28.0748 KOps/s	$\textbf{\color{#35bf28}+6.83\%}$
test_mod_add[compile]	0.3578ms	72.9553μs	13.7070 KOps/s	14.2567 KOps/s	$\color{#d91a1a}-3.86\%$
test_mod_add[compile-overhead]	0.2598ms	0.1347ms	7.4261 KOps/s	6.9647 KOps/s	$\textbf{\color{#35bf28}+6.63\%}$
test_mod_wrap[eager]	0.3321ms	0.2568ms	3.8939 KOps/s	4.0329 KOps/s	$\color{#d91a1a}-3.45\%$
test_mod_wrap[compile]	1.3971ms	0.2965ms	3.3724 KOps/s	3.3106 KOps/s	$\color{#35bf28}+1.87\%$
test_mod_wrap[compile-overhead]	7.7252ms	4.1065ms	243.5143 Ops/s	244.0560 Ops/s	$\color{#d91a1a}-0.22\%$
test_mod_wrap_and_backward[eager]	1.4948ms	1.3548ms	738.1356 Ops/s	733.5405 Ops/s	$\color{#35bf28}+0.63\%$
test_mod_wrap_and_backward[compile]	1.5772ms	1.3343ms	749.4376 Ops/s	683.0865 Ops/s	$\textbf{\color{#35bf28}+9.71\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3353ms	0.9022ms	1.1085 KOps/s	1.0115 KOps/s	$\textbf{\color{#35bf28}+9.58\%}$
test_seq_add[eager]	0.1653ms	99.0958μs	10.0912 KOps/s	9.1322 KOps/s	$\textbf{\color{#35bf28}+10.50\%}$
test_seq_add[compile]	0.1342ms	83.2116μs	12.0176 KOps/s	12.5198 KOps/s	$\color{#d91a1a}-4.01\%$
test_seq_add[compile-overhead]	0.1686ms	0.1141ms	8.7673 KOps/s	8.4875 KOps/s	$\color{#35bf28}+3.30\%$
test_seq_wrap[eager]	0.5163ms	0.3791ms	2.6375 KOps/s	2.3773 KOps/s	$\textbf{\color{#35bf28}+10.94\%}$
test_seq_wrap[compile]	0.3820ms	0.3152ms	3.1725 KOps/s	3.0146 KOps/s	$\textbf{\color{#35bf28}+5.24\%}$
test_seq_wrap[compile-overhead]	0.2642ms	0.2182ms	4.5823 KOps/s	4.4950 KOps/s	$\color{#35bf28}+1.94\%$
test_func_call_runtime[False-eager]	0.8659ms	0.7458ms	1.3408 KOps/s	1.3164 KOps/s	$\color{#35bf28}+1.85\%$
test_func_call_runtime[False-compile]	0.8578ms	0.7920ms	1.2626 KOps/s	1.2479 KOps/s	$\color{#35bf28}+1.18\%$
test_func_call_runtime[False-compile-overhead]	0.4133ms	0.3593ms	2.7833 KOps/s	2.7539 KOps/s	$\color{#35bf28}+1.07\%$
test_func_call_runtime[True-eager]	1.0993ms	0.9092ms	1.0999 KOps/s	1.0866 KOps/s	$\color{#35bf28}+1.22\%$
test_func_call_runtime[True-compile]	0.9489ms	0.8178ms	1.2228 KOps/s	1.2159 KOps/s	$\color{#35bf28}+0.56\%$
test_func_call_runtime[True-compile-overhead]	0.4838ms	0.3850ms	2.5976 KOps/s	2.6045 KOps/s	$\color{#d91a1a}-0.27\%$
test_func_call_cm_runtime[False-eager]	0.8133ms	0.7429ms	1.3460 KOps/s	1.2971 KOps/s	$\color{#35bf28}+3.78\%$
test_func_call_cm_runtime[False-compile]	0.8555ms	0.7976ms	1.2538 KOps/s	1.2431 KOps/s	$\color{#35bf28}+0.86\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4230ms	0.3631ms	2.7538 KOps/s	2.7484 KOps/s	$\color{#35bf28}+0.20\%$
test_func_call_cm_runtime[True-eager]	1.1239ms	1.0207ms	979.7085 Ops/s	980.0486 Ops/s	$\color{#d91a1a}-0.03\%$
test_func_call_cm_runtime[True-compile]	0.9657ms	0.8464ms	1.1815 KOps/s	1.1758 KOps/s	$\color{#35bf28}+0.49\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4872ms	0.4056ms	2.4655 KOps/s	2.4263 KOps/s	$\color{#35bf28}+1.62\%$
test_vmap_func_call_cm_runtime[eager]	2.5454ms	2.0973ms	476.8108 Ops/s	475.6292 Ops/s	$\color{#35bf28}+0.25\%$
test_vmap_func_call_cm_runtime[compile]	0.9585ms	0.8593ms	1.1638 KOps/s	1.1474 KOps/s	$\color{#35bf28}+1.42\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4615ms	0.4082ms	2.4496 KOps/s	2.4100 KOps/s	$\color{#35bf28}+1.64\%$
test_distributed	0.4904ms	0.1189ms	8.4124 KOps/s	8.8426 KOps/s	$\color{#d91a1a}-4.86\%$
test_tdmodule	0.3131ms	15.0145μs	66.6023 KOps/s	61.0156 KOps/s	$\textbf{\color{#35bf28}+9.16\%}$
test_tdmodule_dispatch	57.7110μs	28.1982μs	35.4632 KOps/s	31.7539 KOps/s	$\textbf{\color{#35bf28}+11.68\%}$
test_tdseq	27.2900μs	15.5951μs	64.1227 KOps/s	58.4824 KOps/s	$\textbf{\color{#35bf28}+9.64\%}$
test_tdseq_dispatch	51.2010μs	30.3309μs	32.9697 KOps/s	28.9538 KOps/s	$\textbf{\color{#35bf28}+13.87\%}$
test_instantiation_functorch	2.1198ms	1.8635ms	536.6153 Ops/s	534.3706 Ops/s	$\color{#35bf28}+0.42\%$
test_instantiation_td	1.8217ms	1.2047ms	830.0811 Ops/s	829.2152 Ops/s	$\color{#35bf28}+0.10\%$
test_exec_functorch	0.2443ms	0.2089ms	4.7881 KOps/s	4.7572 KOps/s	$\color{#35bf28}+0.65\%$
test_exec_functional_call	0.2560ms	0.2109ms	4.7426 KOps/s	4.6891 KOps/s	$\color{#35bf28}+1.14\%$
test_exec_td	0.2736ms	0.2335ms	4.2826 KOps/s	4.3521 KOps/s	$\color{#d91a1a}-1.60\%$
test_exec_td_decorator	1.0959ms	0.2644ms	3.7824 KOps/s	3.7418 KOps/s	$\color{#35bf28}+1.09\%$
test_vmap_mlp_speed[True-True]	0.7988ms	0.7105ms	1.4075 KOps/s	1.4110 KOps/s	$\color{#d91a1a}-0.25\%$
test_vmap_mlp_speed[True-False]	0.7763ms	0.7012ms	1.4262 KOps/s	1.4022 KOps/s	$\color{#35bf28}+1.71\%$
test_vmap_mlp_speed[False-True]	0.7470ms	0.5980ms	1.6723 KOps/s	1.6278 KOps/s	$\color{#35bf28}+2.74\%$
test_vmap_mlp_speed[False-False]	0.6470ms	0.5972ms	1.6744 KOps/s	1.6647 KOps/s	$\color{#35bf28}+0.58\%$
test_vmap_mlp_speed_decorator[True-True]	1.3678ms	0.6961ms	1.4366 KOps/s	1.4620 KOps/s	$\color{#d91a1a}-1.74\%$
test_vmap_mlp_speed_decorator[True-False]	0.8177ms	0.6773ms	1.4764 KOps/s	1.4572 KOps/s	$\color{#35bf28}+1.32\%$
test_vmap_mlp_speed_decorator[False-True]	0.7163ms	0.5986ms	1.6706 KOps/s	1.6650 KOps/s	$\color{#35bf28}+0.34\%$
test_vmap_mlp_speed_decorator[False-False]	0.6887ms	0.5999ms	1.6670 KOps/s	1.6619 KOps/s	$\color{#35bf28}+0.31\%$
test_vmap_transformer_speed[True-True]	8.5366ms	8.4730ms	118.0221 Ops/s	116.5190 Ops/s	$\color{#35bf28}+1.29\%$
test_vmap_transformer_speed[True-False]	8.5256ms	8.4863ms	117.8371 Ops/s	116.9479 Ops/s	$\color{#35bf28}+0.76\%$
test_vmap_transformer_speed[False-True]	8.3430ms	8.3123ms	120.3039 Ops/s	119.7364 Ops/s	$\color{#35bf28}+0.47\%$
test_vmap_transformer_speed[False-False]	8.6201ms	8.2561ms	121.1229 Ops/s	119.3864 Ops/s	$\color{#35bf28}+1.45\%$
test_vmap_transformer_speed_decorator[True-True]	19.6268ms	19.5520ms	51.1456 Ops/s	50.6310 Ops/s	$\color{#35bf28}+1.02\%$
test_vmap_transformer_speed_decorator[True-False]	19.6526ms	19.5758ms	51.0835 Ops/s	51.0581 Ops/s	$\color{#35bf28}+0.05\%$
test_vmap_transformer_speed_decorator[False-True]	19.4851ms	19.3891ms	51.5753 Ops/s	51.0620 Ops/s	$\color{#35bf28}+1.01\%$
test_vmap_transformer_speed_decorator[False-False]	19.4639ms	19.4059ms	51.5307 Ops/s	51.1536 Ops/s	$\color{#35bf28}+0.74\%$
test_to_module_speed[True]	1.2904ms	1.0038ms	996.2262 Ops/s	994.2483 Ops/s	$\color{#35bf28}+0.20\%$
test_to_module_speed[False]	1.3606ms	0.9647ms	1.0366 KOps/s	1.0325 KOps/s	$\color{#35bf28}+0.39\%$
test_tc_init	63.3610μs	34.4958μs	28.9890 KOps/s	27.7084 KOps/s	$\color{#35bf28}+4.62\%$
test_tc_init_nested	0.1061ms	72.6990μs	13.7554 KOps/s	13.6803 KOps/s	$\color{#35bf28}+0.55\%$
test_tc_first_layer_tensor	5.3557μs	0.6731μs	1.4857 MOps/s	1.4782 MOps/s	$\color{#35bf28}+0.51\%$
test_tc_first_layer_nontensor	40.2810μs	2.2567μs	443.1256 KOps/s	442.0080 KOps/s	$\color{#35bf28}+0.25\%$
test_tc_second_layer_tensor	29.9280μs	1.3649μs	732.6379 KOps/s	727.4051 KOps/s	$\color{#35bf28}+0.72\%$
test_tc_second_layer_nontensor	38.2600μs	2.9412μs	339.9958 KOps/s	341.2498 KOps/s	$\color{#d91a1a}-0.37\%$
test_unbind	0.1861s	12.0224ms	83.1784 Ops/s	94.9778 Ops/s	$\textbf{\color{#d91a1a}-12.42\%}$
test_full_like	0.6562ms	0.5751ms	1.7389 KOps/s	1.7428 KOps/s	$\color{#d91a1a}-0.22\%$
test_zeros_like	0.2769ms	0.1978ms	5.0543 KOps/s	5.0524 KOps/s	$\color{#35bf28}+0.04\%$
test_ones_like	0.2387ms	0.1978ms	5.0567 KOps/s	5.0573 KOps/s	$\color{#d91a1a}-0.01\%$
test_clone	0.4423ms	0.4144ms	2.4129 KOps/s	2.4184 KOps/s	$\color{#d91a1a}-0.23\%$
test_squeeze	43.2910μs	9.9189μs	100.8180 KOps/s	100.4573 KOps/s	$\color{#35bf28}+0.36\%$
test_unsqueeze	0.2228ms	73.6114μs	13.5848 KOps/s	13.0669 KOps/s	$\color{#35bf28}+3.96\%$
test_split	0.4128ms	0.1599ms	6.2548 KOps/s	6.2272 KOps/s	$\color{#35bf28}+0.44\%$
test_permute	0.2231ms	0.1770ms	5.6492 KOps/s	5.4949 KOps/s	$\color{#35bf28}+2.81\%$
test_stack	1.2565ms	0.8573ms	1.1665 KOps/s	1.1675 KOps/s	$\color{#d91a1a}-0.08\%$
test_cat	1.2867ms	1.2312ms	812.1911 Ops/s	811.5912 Ops/s	$\color{#35bf28}+0.07\%$