[BugFix] Graceful attribute error exit in TensorDictParams

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

Total Benchmarks: 113. Improved: $\large\color{#35bf28}7$. Worsened: $\large\color{#d91a1a}5$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	37.1290μs	15.6458μs	63.9149 KOps/s	61.4645 KOps/s	$\color{#35bf28}+3.99\%$
test_plain_set_stack_nested	0.2092ms	0.1475ms	6.7781 KOps/s	6.7851 KOps/s	$\color{#d91a1a}-0.10\%$
test_plain_set_nested_inplace	64.2090μs	18.7377μs	53.3682 KOps/s	51.4915 KOps/s	$\color{#35bf28}+3.64\%$
test_plain_set_stack_nested_inplace	0.3769ms	0.1722ms	5.8066 KOps/s	5.6601 KOps/s	$\color{#35bf28}+2.59\%$
test_items	22.7420μs	2.4446μs	409.0565 KOps/s	412.4635 KOps/s	$\color{#d91a1a}-0.83\%$
test_items_nested	0.3469ms	0.2673ms	3.7407 KOps/s	3.7314 KOps/s	$\color{#35bf28}+0.25\%$
test_items_nested_locked	0.3398ms	0.2687ms	3.7212 KOps/s	3.7174 KOps/s	$\color{#35bf28}+0.10\%$
test_items_nested_leaf	0.5869ms	0.1651ms	6.0586 KOps/s	6.0921 KOps/s	$\color{#d91a1a}-0.55\%$
test_items_stack_nested	1.6155ms	1.4957ms	668.5708 Ops/s	682.1543 Ops/s	$\color{#d91a1a}-1.99\%$
test_items_stack_nested_leaf	2.1230ms	1.3690ms	730.4814 Ops/s	752.1662 Ops/s	$\color{#d91a1a}-2.88\%$
test_items_stack_nested_locked	0.9479ms	0.7693ms	1.2999 KOps/s	1.3157 KOps/s	$\color{#d91a1a}-1.20\%$
test_keys	16.3510μs	3.8558μs	259.3462 KOps/s	259.4990 KOps/s	$\color{#d91a1a}-0.06\%$
test_keys_nested	1.4419ms	0.1397ms	7.1565 KOps/s	6.7906 KOps/s	$\textbf{\color{#35bf28}+5.39\%}$
test_keys_nested_locked	0.2710ms	0.1397ms	7.1566 KOps/s	7.1944 KOps/s	$\color{#d91a1a}-0.53\%$
test_keys_nested_leaf	0.3182ms	0.1394ms	7.1742 KOps/s	7.2114 KOps/s	$\color{#d91a1a}-0.52\%$
test_keys_stack_nested	2.3159ms	1.4278ms	700.3619 Ops/s	724.8409 Ops/s	$\color{#d91a1a}-3.38\%$
test_keys_stack_nested_leaf	1.5425ms	1.4286ms	700.0098 Ops/s	725.3851 Ops/s	$\color{#d91a1a}-3.50\%$
test_keys_stack_nested_locked	1.6182ms	0.6916ms	1.4459 KOps/s	1.4812 KOps/s	$\color{#d91a1a}-2.38\%$
test_values	9.0142μs	1.1808μs	846.8981 KOps/s	895.2947 KOps/s	$\textbf{\color{#d91a1a}-5.41\%}$
test_values_nested	84.5480μs	48.4567μs	20.6370 KOps/s	20.2489 KOps/s	$\color{#35bf28}+1.92\%$
test_values_nested_locked	92.9130μs	49.0057μs	20.4058 KOps/s	20.1854 KOps/s	$\color{#35bf28}+1.09\%$
test_values_nested_leaf	77.0440μs	43.4721μs	23.0033 KOps/s	22.5326 KOps/s	$\color{#35bf28}+2.09\%$
test_values_stack_nested	1.5303ms	1.2106ms	826.0634 Ops/s	857.9231 Ops/s	$\color{#d91a1a}-3.71\%$
test_values_stack_nested_leaf	1.2924ms	1.1983ms	834.5068 Ops/s	861.9399 Ops/s	$\color{#d91a1a}-3.18\%$
test_values_stack_nested_locked	0.7480ms	0.5227ms	1.9131 KOps/s	1.9930 KOps/s	$\color{#d91a1a}-4.01\%$
test_membership	19.5770μs	1.3493μs	741.1264 KOps/s	746.0425 KOps/s	$\color{#d91a1a}-0.66\%$
test_membership_nested	25.9780μs	2.8353μs	352.6999 KOps/s	360.8546 KOps/s	$\color{#d91a1a}-2.26\%$
test_membership_nested_leaf	20.4290μs	2.8772μs	347.5645 KOps/s	359.0237 KOps/s	$\color{#d91a1a}-3.19\%$
test_membership_stacked_nested	43.5410μs	12.0491μs	82.9935 KOps/s	85.8505 KOps/s	$\color{#d91a1a}-3.33\%$
test_membership_stacked_nested_leaf	44.7740μs	11.9993μs	83.3382 KOps/s	85.0918 KOps/s	$\color{#d91a1a}-2.06\%$
test_membership_nested_last	33.4220μs	6.0428μs	165.4857 KOps/s	167.4294 KOps/s	$\color{#d91a1a}-1.16\%$
test_membership_nested_leaf_last	29.5350μs	6.0349μs	165.7030 KOps/s	152.8394 KOps/s	$\textbf{\color{#35bf28}+8.42\%}$
test_membership_stacked_nested_last	0.3117ms	0.1729ms	5.7849 KOps/s	5.8854 KOps/s	$\color{#d91a1a}-1.71\%$
test_membership_stacked_nested_leaf_last	45.8260μs	14.1730μs	70.5566 KOps/s	73.2995 KOps/s	$\color{#d91a1a}-3.74\%$
test_nested_getleaf	49.0820μs	10.6092μs	94.2578 KOps/s	94.4023 KOps/s	$\color{#d91a1a}-0.15\%$
test_nested_get	39.5540μs	10.1834μs	98.1986 KOps/s	98.4857 KOps/s	$\color{#d91a1a}-0.29\%$
test_stacked_getleaf	0.7791ms	0.6459ms	1.5482 KOps/s	1.5962 KOps/s	$\color{#d91a1a}-3.01\%$
test_stacked_get	0.8523ms	0.6145ms	1.6272 KOps/s	1.6826 KOps/s	$\color{#d91a1a}-3.29\%$
test_nested_getitemleaf	52.4480μs	11.0135μs	90.7980 KOps/s	90.7002 KOps/s	$\color{#35bf28}+0.11\%$
test_nested_getitem	37.0200μs	10.3623μs	96.5034 KOps/s	95.8171 KOps/s	$\color{#35bf28}+0.72\%$
test_stacked_getitemleaf	0.7482ms	0.6480ms	1.5431 KOps/s	1.5908 KOps/s	$\color{#d91a1a}-3.00\%$
test_stacked_getitem	0.7327ms	0.6201ms	1.6126 KOps/s	1.6727 KOps/s	$\color{#d91a1a}-3.59\%$
test_lock_nested	64.7735ms	0.5585ms	1.7905 KOps/s	2.0339 KOps/s	$\textbf{\color{#d91a1a}-11.97\%}$
test_lock_stack_nested	88.9300ms	8.7997ms	113.6408 Ops/s	113.3699 Ops/s	$\color{#35bf28}+0.24\%$
test_unlock_nested	65.5725ms	0.5131ms	1.9491 KOps/s	1.9464 KOps/s	$\color{#35bf28}+0.14\%$
test_unlock_stack_nested	81.7981ms	8.6588ms	115.4896 Ops/s	201.3287 Ops/s	$\textbf{\color{#d91a1a}-42.64\%}$
test_flatten_speed	0.6828ms	0.2698ms	3.7059 KOps/s	3.7008 KOps/s	$\color{#35bf28}+0.14\%$
test_unflatten_speed	0.8044ms	0.4700ms	2.1278 KOps/s	2.0654 KOps/s	$\color{#35bf28}+3.02\%$
test_common_ops	4.2657ms	0.6946ms	1.4398 KOps/s	1.4392 KOps/s	$\color{#35bf28}+0.04\%$
test_creation	0.1073ms	2.3764μs	420.8099 KOps/s	421.5310 KOps/s	$\color{#d91a1a}-0.17\%$
test_creation_empty	37.4000μs	8.0136μs	124.7883 KOps/s	113.4591 KOps/s	$\textbf{\color{#35bf28}+9.99\%}$
test_creation_nested_1	46.2070μs	11.4722μs	87.1675 KOps/s	82.2039 KOps/s	$\textbf{\color{#35bf28}+6.04\%}$
test_creation_nested_2	45.3950μs	14.9624μs	66.8344 KOps/s	62.7447 KOps/s	$\textbf{\color{#35bf28}+6.52\%}$
test_clone	0.1690ms	13.5053μs	74.0451 KOps/s	76.2861 KOps/s	$\color{#d91a1a}-2.94\%$
test_getitem[int]	41.4770μs	12.9318μs	77.3286 KOps/s	74.7256 KOps/s	$\color{#35bf28}+3.48\%$
test_getitem[slice_int]	82.0640μs	25.2671μs	39.5772 KOps/s	39.6570 KOps/s	$\color{#d91a1a}-0.20\%$
test_getitem[range]	0.1538ms	47.5352μs	21.0371 KOps/s	22.3648 KOps/s	$\textbf{\color{#d91a1a}-5.94\%}$
test_getitem[tuple]	55.5940μs	20.4363μs	48.9326 KOps/s	48.8137 KOps/s	$\color{#35bf28}+0.24\%$
test_getitem[list]	0.1023ms	40.7053μs	24.5668 KOps/s	25.2071 KOps/s	$\color{#d91a1a}-2.54\%$
test_setitem_dim[int]	68.4580μs	28.2189μs	35.4373 KOps/s	35.1248 KOps/s	$\color{#35bf28}+0.89\%$
test_setitem_dim[slice_int]	0.1169ms	51.7453μs	19.3254 KOps/s	19.0352 KOps/s	$\color{#35bf28}+1.52\%$
test_setitem_dim[range]	0.1312ms	71.7309μs	13.9410 KOps/s	13.9857 KOps/s	$\color{#d91a1a}-0.32\%$
test_setitem_dim[tuple]	71.2130μs	40.9866μs	24.3982 KOps/s	23.7395 KOps/s	$\color{#35bf28}+2.77\%$
test_setitem	0.2225ms	18.4851μs	54.0977 KOps/s	54.8369 KOps/s	$\color{#d91a1a}-1.35\%$
test_set	0.2060ms	17.8881μs	55.9031 KOps/s	55.9580 KOps/s	$\color{#d91a1a}-0.10\%$
test_set_shared	1.6902ms	0.1383ms	7.2283 KOps/s	6.9355 KOps/s	$\color{#35bf28}+4.22\%$
test_update	0.2065ms	23.9261μs	41.7954 KOps/s	41.3968 KOps/s	$\color{#35bf28}+0.96\%$
test_update_nested	0.2007ms	34.0218μs	29.3929 KOps/s	29.2090 KOps/s	$\color{#35bf28}+0.63\%$
test_set_nested	0.2040ms	19.6720μs	50.8337 KOps/s	50.9790 KOps/s	$\color{#d91a1a}-0.29\%$
test_set_nested_new	0.1996ms	24.9781μs	40.0351 KOps/s	40.5078 KOps/s	$\color{#d91a1a}-1.17\%$
test_select	1.1214ms	51.5633μs	19.3936 KOps/s	19.8472 KOps/s	$\color{#d91a1a}-2.29\%$
test_unbind_speed	0.4500ms	0.3720ms	2.6879 KOps/s	2.6890 KOps/s	$\color{#d91a1a}-0.04\%$
test_unbind_speed_stack0	69.6970ms	5.6788ms	176.0925 Ops/s	173.6200 Ops/s	$\color{#35bf28}+1.42\%$
test_unbind_speed_stack1	2.5413μs	0.6427μs	1.5560 MOps/s	1.5164 MOps/s	$\color{#35bf28}+2.61\%$
test_split	1.9705ms	1.6481ms	606.7510 Ops/s	604.9008 Ops/s	$\color{#35bf28}+0.31\%$
test_chunk	63.0989ms	1.7561ms	569.4558 Ops/s	564.6467 Ops/s	$\color{#35bf28}+0.85\%$
test_creation[device0]	2.6052ms	0.3026ms	3.3048 KOps/s	3.3481 KOps/s	$\color{#d91a1a}-1.29\%$
test_creation_from_tensor	66.8442ms	0.3807ms	2.6270 KOps/s	2.6882 KOps/s	$\color{#d91a1a}-2.28\%$
test_add_one[memmap_tensor0]	0.1001ms	25.8228μs	38.7255 KOps/s	38.6148 KOps/s	$\color{#35bf28}+0.29\%$
test_contiguous[memmap_tensor0]	27.8020μs	5.9050μs	169.3486 KOps/s	176.1256 KOps/s	$\color{#d91a1a}-3.85\%$
test_stack[memmap_tensor0]	0.1310ms	20.2278μs	49.4368 KOps/s	52.2832 KOps/s	$\textbf{\color{#d91a1a}-5.44\%}$
test_memmaptd_index	0.4017ms	0.1943ms	5.1469 KOps/s	5.2260 KOps/s	$\color{#d91a1a}-1.51\%$
test_memmaptd_index_astensor	0.4787ms	0.2577ms	3.8810 KOps/s	3.9799 KOps/s	$\color{#d91a1a}-2.48\%$
test_memmaptd_index_op	1.1561ms	0.4888ms	2.0458 KOps/s	2.0226 KOps/s	$\color{#35bf28}+1.15\%$
test_reshape_pytree	0.3164ms	23.5279μs	42.5028 KOps/s	43.3464 KOps/s	$\color{#d91a1a}-1.95\%$
test_reshape_td	67.2350μs	31.4650μs	31.7814 KOps/s	31.3555 KOps/s	$\color{#35bf28}+1.36\%$
test_view_pytree	58.2780μs	23.3900μs	42.7534 KOps/s	42.7576 KOps/s	$-0.01\%$
test_view_td	29.7760μs	4.9806μs	200.7793 KOps/s	206.5375 KOps/s	$\color{#d91a1a}-2.79\%$
test_unbind_pytree	61.3350μs	26.5152μs	37.7143 KOps/s	37.3471 KOps/s	$\color{#35bf28}+0.98\%$
test_unbind_td	0.1144ms	59.8284μs	16.7145 KOps/s	16.9365 KOps/s	$\color{#d91a1a}-1.31\%$
test_split_pytree	57.1860μs	26.5148μs	37.7148 KOps/s	37.9125 KOps/s	$\color{#d91a1a}-0.52\%$
test_split_td	90.7890μs	46.5579μs	21.4786 KOps/s	21.5061 KOps/s	$\color{#d91a1a}-0.13\%$
test_add_pytree	73.3970μs	32.6541μs	30.6240 KOps/s	31.3697 KOps/s	$\color{#d91a1a}-2.38\%$
test_add_td	0.1331ms	44.9325μs	22.2556 KOps/s	22.0959 KOps/s	$\color{#35bf28}+0.72\%$
test_distributed	27.1610μs	6.0429μs	165.4834 KOps/s	168.1664 KOps/s	$\color{#d91a1a}-1.60\%$
test_tdmodule	0.1663ms	21.3706μs	46.7932 KOps/s	44.5006 KOps/s	$\textbf{\color{#35bf28}+5.15\%}$
test_tdmodule_dispatch	0.1935ms	38.5509μs	25.9397 KOps/s	24.5864 KOps/s	$\textbf{\color{#35bf28}+5.50\%}$
test_tdseq	0.1156ms	23.9746μs	41.7107 KOps/s	41.0530 KOps/s	$\color{#35bf28}+1.60\%$
test_tdseq_dispatch	0.4441ms	42.6832μs	23.4284 KOps/s	22.5560 KOps/s	$\color{#35bf28}+3.87\%$
test_instantiation_functorch	1.4615ms	1.3023ms	767.8948 Ops/s	758.4053 Ops/s	$\color{#35bf28}+1.25\%$
test_instantiation_td	1.9294ms	1.0252ms	975.4529 Ops/s	953.2425 Ops/s	$\color{#35bf28}+2.33\%$
test_exec_functorch	0.2479ms	0.1590ms	6.2884 KOps/s	6.2268 KOps/s	$\color{#35bf28}+0.99\%$
test_exec_functional_call	0.2866ms	0.1476ms	6.7728 KOps/s	6.6991 KOps/s	$\color{#35bf28}+1.10\%$
test_exec_td	0.3488ms	0.1451ms	6.8897 KOps/s	6.7469 KOps/s	$\color{#35bf28}+2.12\%$
test_exec_td_decorator	0.9540ms	0.2177ms	4.5938 KOps/s	4.5237 KOps/s	$\color{#35bf28}+1.55\%$
test_vmap_mlp_speed[True-True]	1.7367ms	0.9122ms	1.0962 KOps/s	1.0905 KOps/s	$\color{#35bf28}+0.52\%$
test_vmap_mlp_speed[True-False]	0.5839ms	0.4738ms	2.1107 KOps/s	2.0685 KOps/s	$\color{#35bf28}+2.04\%$
test_vmap_mlp_speed[False-True]	1.4360ms	0.7858ms	1.2726 KOps/s	1.2706 KOps/s	$\color{#35bf28}+0.16\%$
test_vmap_mlp_speed[False-False]	6.5667ms	0.3973ms	2.5167 KOps/s	2.4726 KOps/s	$\color{#35bf28}+1.79\%$
test_vmap_mlp_speed_decorator[True-True]	2.2762ms	1.5743ms	635.1924 Ops/s	619.5697 Ops/s	$\color{#35bf28}+2.52\%$
test_vmap_mlp_speed_decorator[True-False]	1.1009ms	0.5555ms	1.8003 KOps/s	1.7439 KOps/s	$\color{#35bf28}+3.23\%$
test_vmap_mlp_speed_decorator[False-True]	1.9138ms	1.3680ms	731.0147 Ops/s	726.9831 Ops/s	$\color{#35bf28}+0.55\%$
test_vmap_mlp_speed_decorator[False-False]	1.0482ms	0.4319ms	2.3154 KOps/s	2.2868 KOps/s	$\color{#35bf28}+1.25\%$

[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: $\large\color{#d91a1a}4$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	41.0610μs	19.6227μs	50.9614 KOps/s	49.8756 KOps/s	$\color{#35bf28}+2.18\%$
test_plain_set_stack_nested	0.2133ms	0.1861ms	5.3725 KOps/s	5.3035 KOps/s	$\color{#35bf28}+1.30\%$
test_plain_set_nested_inplace	40.1600μs	23.5078μs	42.5391 KOps/s	41.9294 KOps/s	$\color{#35bf28}+1.45\%$
test_plain_set_stack_nested_inplace	0.2494ms	0.2167ms	4.6139 KOps/s	4.5186 KOps/s	$\color{#35bf28}+2.11\%$
test_items	22.4600μs	4.0046μs	249.7127 KOps/s	245.6311 KOps/s	$\color{#35bf28}+1.66\%$
test_items_nested	0.3655ms	0.3336ms	2.9975 KOps/s	2.9447 KOps/s	$\color{#35bf28}+1.79\%$
test_items_nested_locked	0.3657ms	0.3317ms	3.0148 KOps/s	2.9854 KOps/s	$\color{#35bf28}+0.98\%$
test_items_nested_leaf	0.2453ms	0.2038ms	4.9061 KOps/s	4.9213 KOps/s	$\color{#d91a1a}-0.31\%$
test_items_stack_nested	1.7995ms	1.6589ms	602.8247 Ops/s	589.5080 Ops/s	$\color{#35bf28}+2.26\%$
test_items_stack_nested_leaf	1.5879ms	1.5113ms	661.6813 Ops/s	653.8721 Ops/s	$\color{#35bf28}+1.19\%$
test_items_stack_nested_locked	1.0975ms	0.8970ms	1.1148 KOps/s	1.1263 KOps/s	$\color{#d91a1a}-1.02\%$
test_keys	28.0400μs	4.7202μs	211.8566 KOps/s	209.5411 KOps/s	$\color{#35bf28}+1.11\%$
test_keys_nested	41.6896ms	0.1761ms	5.6791 KOps/s	5.9938 KOps/s	$\textbf{\color{#d91a1a}-5.25\%}$
test_keys_nested_locked	0.2449ms	0.1656ms	6.0396 KOps/s	5.9967 KOps/s	$\color{#35bf28}+0.72\%$
test_keys_nested_leaf	0.2248ms	0.1632ms	6.1256 KOps/s	6.1584 KOps/s	$\color{#d91a1a}-0.53\%$
test_keys_stack_nested	1.6184ms	1.5446ms	647.4255 Ops/s	635.4227 Ops/s	$\color{#35bf28}+1.89\%$
test_keys_stack_nested_leaf	1.7422ms	1.5626ms	639.9422 Ops/s	642.6017 Ops/s	$\color{#d91a1a}-0.41\%$
test_keys_stack_nested_locked	0.8368ms	0.7402ms	1.3509 KOps/s	1.3589 KOps/s	$\color{#d91a1a}-0.59\%$
test_values	10.5600μs	2.0162μs	495.9802 KOps/s	495.7317 KOps/s	$\color{#35bf28}+0.05\%$
test_values_nested	86.2700μs	59.4348μs	16.8252 KOps/s	16.8571 KOps/s	$\color{#d91a1a}-0.19\%$
test_values_nested_locked	82.1820μs	58.4739μs	17.1017 KOps/s	17.0091 KOps/s	$\color{#35bf28}+0.54\%$
test_values_nested_leaf	69.0220μs	54.8287μs	18.2386 KOps/s	17.8769 KOps/s	$\color{#35bf28}+2.02\%$
test_values_stack_nested	1.4007ms	1.3245ms	755.0295 Ops/s	743.4644 Ops/s	$\color{#35bf28}+1.56\%$
test_values_stack_nested_leaf	1.5116ms	1.3303ms	751.7303 Ops/s	750.3769 Ops/s	$\color{#35bf28}+0.18\%$
test_values_stack_nested_locked	0.6319ms	0.5845ms	1.7107 KOps/s	1.7023 KOps/s	$\color{#35bf28}+0.50\%$
test_membership	6.3275μs	1.3490μs	741.2934 KOps/s	645.5020 KOps/s	$\textbf{\color{#35bf28}+14.84\%}$
test_membership_nested	69.5220μs	3.0118μs	332.0228 KOps/s	321.8822 KOps/s	$\color{#35bf28}+3.15\%$
test_membership_nested_leaf	31.1110μs	2.9923μs	334.1889 KOps/s	321.1703 KOps/s	$\color{#35bf28}+4.05\%$
test_membership_stacked_nested	33.6900μs	11.7964μs	84.7717 KOps/s	83.2521 KOps/s	$\color{#35bf28}+1.83\%$
test_membership_stacked_nested_leaf	43.7200μs	11.8252μs	84.5651 KOps/s	82.7469 KOps/s	$\color{#35bf28}+2.20\%$
test_membership_nested_last	42.2810μs	6.8290μs	146.4348 KOps/s	143.4618 KOps/s	$\color{#35bf28}+2.07\%$
test_membership_nested_leaf_last	34.3910μs	6.8323μs	146.3642 KOps/s	144.1049 KOps/s	$\color{#35bf28}+1.57\%$
test_membership_stacked_nested_last	0.2747ms	0.1989ms	5.0269 KOps/s	4.9618 KOps/s	$\color{#35bf28}+1.31\%$
test_membership_stacked_nested_leaf_last	31.1400μs	14.4041μs	69.4248 KOps/s	68.6916 KOps/s	$\color{#35bf28}+1.07\%$
test_nested_getleaf	33.2310μs	13.1626μs	75.9727 KOps/s	76.2052 KOps/s	$\color{#d91a1a}-0.31\%$
test_nested_get	34.3900μs	12.4449μs	80.3543 KOps/s	80.3338 KOps/s	$\color{#35bf28}+0.03\%$
test_stacked_getleaf	0.7596ms	0.6994ms	1.4297 KOps/s	1.4000 KOps/s	$\color{#35bf28}+2.12\%$
test_stacked_get	0.8016ms	0.6722ms	1.4878 KOps/s	1.4455 KOps/s	$\color{#35bf28}+2.92\%$
test_nested_getitemleaf	33.0800μs	13.0990μs	76.3420 KOps/s	76.3895 KOps/s	$\color{#d91a1a}-0.06\%$
test_nested_getitem	33.5210μs	12.4121μs	80.5665 KOps/s	80.5336 KOps/s	$\color{#35bf28}+0.04\%$
test_stacked_getitemleaf	0.8809ms	0.7072ms	1.4140 KOps/s	1.3910 KOps/s	$\color{#35bf28}+1.66\%$
test_stacked_getitem	0.7632ms	0.6642ms	1.5056 KOps/s	1.4449 KOps/s	$\color{#35bf28}+4.21\%$
test_lock_nested	1.8369ms	0.5621ms	1.7789 KOps/s	1.7895 KOps/s	$\color{#d91a1a}-0.59\%$
test_lock_stack_nested	71.8432ms	8.6942ms	115.0195 Ops/s	114.3942 Ops/s	$\color{#35bf28}+0.55\%$
test_unlock_nested	60.2678ms	0.5636ms	1.7745 KOps/s	1.7553 KOps/s	$\color{#35bf28}+1.09\%$
test_unlock_stack_nested	64.1273ms	8.2633ms	121.0168 Ops/s	120.7470 Ops/s	$\color{#35bf28}+0.22\%$
test_flatten_speed	53.7817ms	0.3420ms	2.9237 KOps/s	2.9335 KOps/s	$\color{#d91a1a}-0.33\%$
test_unflatten_speed	0.5859ms	0.5461ms	1.8312 KOps/s	1.8115 KOps/s	$\color{#35bf28}+1.09\%$
test_common_ops	1.0826ms	0.6878ms	1.4539 KOps/s	1.4544 KOps/s	$\color{#d91a1a}-0.04\%$
test_creation	31.5200μs	2.6947μs	371.0952 KOps/s	377.0327 KOps/s	$\color{#d91a1a}-1.57\%$
test_creation_empty	24.9800μs	8.8666μs	112.7833 KOps/s	107.9493 KOps/s	$\color{#35bf28}+4.48\%$
test_creation_nested_1	43.1000μs	12.4116μs	80.5697 KOps/s	78.5279 KOps/s	$\color{#35bf28}+2.60\%$
test_creation_nested_2	35.7600μs	16.0000μs	62.5000 KOps/s	60.4822 KOps/s	$\color{#35bf28}+3.34\%$
test_clone	0.1152ms	15.3423μs	65.1792 KOps/s	65.3362 KOps/s	$\color{#d91a1a}-0.24\%$
test_getitem[int]	39.7100μs	14.8024μs	67.5565 KOps/s	66.6716 KOps/s	$\color{#35bf28}+1.33\%$
test_getitem[slice_int]	53.1510μs	27.8408μs	35.9185 KOps/s	36.1871 KOps/s	$\color{#d91a1a}-0.74\%$
test_getitem[range]	71.9810μs	42.5675μs	23.4921 KOps/s	24.0789 KOps/s	$\color{#d91a1a}-2.44\%$
test_getitem[tuple]	42.1800μs	23.4488μs	42.6461 KOps/s	42.3299 KOps/s	$\color{#35bf28}+0.75\%$
test_getitem[list]	0.3415ms	40.1467μs	24.9086 KOps/s	25.2391 KOps/s	$\color{#d91a1a}-1.31\%$
test_setitem_dim[int]	58.9610μs	30.5796μs	32.7015 KOps/s	32.2911 KOps/s	$\color{#35bf28}+1.27\%$
test_setitem_dim[slice_int]	79.1210μs	52.4493μs	19.0660 KOps/s	18.8732 KOps/s	$\color{#35bf28}+1.02\%$
test_setitem_dim[range]	0.1007ms	69.3903μs	14.4112 KOps/s	14.2403 KOps/s	$\color{#35bf28}+1.20\%$
test_setitem_dim[tuple]	66.2810μs	45.3374μs	22.0568 KOps/s	22.2463 KOps/s	$\color{#d91a1a}-0.85\%$
test_setitem	0.1147ms	19.9304μs	50.1745 KOps/s	50.6274 KOps/s	$\color{#d91a1a}-0.89\%$
test_set	0.1181ms	19.4858μs	51.3195 KOps/s	51.5876 KOps/s	$\color{#d91a1a}-0.52\%$
test_set_shared	2.5174ms	0.1077ms	9.2827 KOps/s	9.3850 KOps/s	$\color{#d91a1a}-1.09\%$
test_update	98.9820μs	26.3438μs	37.9596 KOps/s	38.6615 KOps/s	$\color{#d91a1a}-1.82\%$
test_update_nested	0.1120ms	37.9918μs	26.3215 KOps/s	25.8611 KOps/s	$\color{#35bf28}+1.78\%$
test_set_nested	0.1043ms	21.3497μs	46.8390 KOps/s	47.6625 KOps/s	$\color{#d91a1a}-1.73\%$
test_set_nested_new	0.1056ms	26.9290μs	37.1347 KOps/s	36.5322 KOps/s	$\color{#35bf28}+1.65\%$
test_select	0.1289ms	54.9265μs	18.2061 KOps/s	18.2821 KOps/s	$\color{#d91a1a}-0.42\%$
test_to	82.0810μs	53.5387μs	18.6781 KOps/s	19.0453 KOps/s	$\color{#d91a1a}-1.93\%$
test_to_nonblocking	63.9210μs	36.6565μs	27.2803 KOps/s	27.0315 KOps/s	$\color{#35bf28}+0.92\%$
test_unbind_speed	0.5281ms	0.4278ms	2.3378 KOps/s	2.3118 KOps/s	$\color{#35bf28}+1.12\%$
test_unbind_speed_stack0	56.1217ms	5.7865ms	172.8170 Ops/s	168.6071 Ops/s	$\color{#35bf28}+2.50\%$
test_unbind_speed_stack1	2.1610μs	0.7750μs	1.2903 MOps/s	1.2895 MOps/s	$\color{#35bf28}+0.06\%$
test_split	56.2668ms	2.1163ms	472.5159 Ops/s	478.3562 Ops/s	$\color{#d91a1a}-1.22\%$
test_chunk	51.1851ms	2.0878ms	478.9628 Ops/s	507.0119 Ops/s	$\textbf{\color{#d91a1a}-5.53\%}$
test_creation[device0]	0.4750ms	0.3115ms	3.2098 KOps/s	2.9663 KOps/s	$\textbf{\color{#35bf28}+8.21\%}$
test_creation[device1]	0.6116ms	0.3139ms	3.1858 KOps/s	3.2128 KOps/s	$\color{#d91a1a}-0.84\%$
test_creation_from_tensor	0.6118ms	0.3419ms	2.9251 KOps/s	2.9671 KOps/s	$\color{#d91a1a}-1.42\%$
test_add_one[memmap_tensor0]	59.1510μs	24.6702μs	40.5347 KOps/s	41.8727 KOps/s	$\color{#d91a1a}-3.20\%$
test_add_one[memmap_tensor1]	0.2081ms	74.6222μs	13.4008 KOps/s	13.7999 KOps/s	$\color{#d91a1a}-2.89\%$
test_contiguous[memmap_tensor0]	28.4700μs	6.2531μs	159.9195 KOps/s	171.5847 KOps/s	$\textbf{\color{#d91a1a}-6.80\%}$
test_contiguous[memmap_tensor1]	52.2210μs	21.5732μs	46.3539 KOps/s	46.3635 KOps/s	$\color{#d91a1a}-0.02\%$
test_stack[memmap_tensor0]	49.7410μs	19.4946μs	51.2962 KOps/s	50.9002 KOps/s	$\color{#35bf28}+0.78\%$
test_stack[memmap_tensor1]	0.1700ms	72.6947μs	13.7562 KOps/s	13.8665 KOps/s	$\color{#d91a1a}-0.80\%$
test_memmaptd_index	0.2638ms	0.2301ms	4.3468 KOps/s	4.4759 KOps/s	$\color{#d91a1a}-2.89\%$
test_memmaptd_index_astensor	0.3884ms	0.2861ms	3.4953 KOps/s	3.4130 KOps/s	$\color{#35bf28}+2.41\%$
test_memmaptd_index_op	0.6373ms	0.5758ms	1.7367 KOps/s	1.7463 KOps/s	$\color{#d91a1a}-0.55\%$
test_reshape_pytree	50.0700μs	24.7329μs	40.4320 KOps/s	40.0661 KOps/s	$\color{#35bf28}+0.91\%$
test_reshape_td	65.0200μs	35.7742μs	27.9531 KOps/s	28.3148 KOps/s	$\color{#d91a1a}-1.28\%$
test_view_pytree	40.2500μs	25.1900μs	39.6983 KOps/s	40.0880 KOps/s	$\color{#d91a1a}-0.97\%$
test_view_td	20.9300μs	5.0093μs	199.6271 KOps/s	190.7653 KOps/s	$\color{#35bf28}+4.65\%$
test_unbind_pytree	58.3710μs	29.8534μs	33.4970 KOps/s	33.1433 KOps/s	$\color{#35bf28}+1.07\%$
test_unbind_td	0.1502ms	68.5611μs	14.5855 KOps/s	14.4372 KOps/s	$\color{#35bf28}+1.03\%$
test_split_pytree	46.5810μs	27.8527μs	35.9032 KOps/s	35.4622 KOps/s	$\color{#35bf28}+1.24\%$
test_split_td	76.9410μs	52.9287μs	18.8933 KOps/s	18.8148 KOps/s	$\color{#35bf28}+0.42\%$
test_add_pytree	54.4200μs	36.1259μs	27.6810 KOps/s	27.2920 KOps/s	$\color{#35bf28}+1.43\%$
test_add_td	86.5610μs	49.7096μs	20.1168 KOps/s	19.9848 KOps/s	$\color{#35bf28}+0.66\%$
test_distributed	21.7700μs	6.4307μs	155.5039 KOps/s	155.7890 KOps/s	$\color{#d91a1a}-0.18\%$
test_tdmodule	0.7284ms	25.7813μs	38.7878 KOps/s	11.2805 KOps/s	$\textbf{\color{#35bf28}+243.85\%}$
test_tdmodule_dispatch	0.1402ms	40.0892μs	24.9444 KOps/s	25.7969 KOps/s	$\color{#d91a1a}-3.30\%$
test_tdseq	0.3322ms	30.9827μs	32.2761 KOps/s	32.0195 KOps/s	$\color{#35bf28}+0.80\%$
test_tdseq_dispatch	59.5110μs	42.6611μs	23.4406 KOps/s	23.3655 KOps/s	$\color{#35bf28}+0.32\%$
test_instantiation_functorch	1.5342ms	1.4337ms	697.4876 Ops/s	700.9446 Ops/s	$\color{#d91a1a}-0.49\%$
test_instantiation_td	1.5339ms	1.0849ms	921.7301 Ops/s	926.1864 Ops/s	$\color{#d91a1a}-0.48\%$
test_exec_functorch	0.2222ms	0.1740ms	5.7470 KOps/s	5.7127 KOps/s	$\color{#35bf28}+0.60\%$
test_exec_functional_call	0.2174ms	0.1682ms	5.9464 KOps/s	5.9312 KOps/s	$\color{#35bf28}+0.26\%$
test_exec_td	0.1975ms	0.1610ms	6.2113 KOps/s	6.2290 KOps/s	$\color{#d91a1a}-0.28\%$
test_exec_td_decorator	0.7612ms	0.2452ms	4.0784 KOps/s	4.0977 KOps/s	$\color{#d91a1a}-0.47\%$
test_vmap_mlp_speed[True-True]	1.3032ms	1.1735ms	852.1416 Ops/s	849.2942 Ops/s	$\color{#35bf28}+0.34\%$
test_vmap_mlp_speed[True-False]	0.7020ms	0.6549ms	1.5270 KOps/s	1.4933 KOps/s	$\color{#35bf28}+2.26\%$
test_vmap_mlp_speed[False-True]	1.1401ms	1.0615ms	942.0723 Ops/s	933.7221 Ops/s	$\color{#35bf28}+0.89\%$
test_vmap_mlp_speed[False-False]	0.7139ms	0.5718ms	1.7488 KOps/s	1.7159 KOps/s	$\color{#35bf28}+1.92\%$
test_vmap_mlp_speed_decorator[True-True]	2.6865ms	1.9630ms	509.4328 Ops/s	509.1262 Ops/s	$\color{#35bf28}+0.06\%$
test_vmap_mlp_speed_decorator[True-False]	65.6559ms	0.7808ms	1.2808 KOps/s	1.3605 KOps/s	$\textbf{\color{#d91a1a}-5.86\%}$
test_vmap_mlp_speed_decorator[False-True]	2.1371ms	1.7570ms	569.1677 Ops/s	556.2812 Ops/s	$\color{#35bf28}+2.32\%$
test_vmap_mlp_speed_decorator[False-False]	1.0105ms	0.6202ms	1.6123 KOps/s	1.6060 KOps/s	$\color{#35bf28}+0.39\%$
test_vmap_transformer_speed[True-True]	13.3749ms	13.2534ms	75.4524 Ops/s	75.2711 Ops/s	$\color{#35bf28}+0.24\%$
test_vmap_transformer_speed[True-False]	8.5186ms	8.4444ms	118.4212 Ops/s	118.1202 Ops/s	$\color{#35bf28}+0.25\%$
test_vmap_transformer_speed[False-True]	13.2629ms	13.1586ms	75.9961 Ops/s	74.0776 Ops/s	$\color{#35bf28}+2.59\%$
test_vmap_transformer_speed[False-False]	8.4778ms	8.3527ms	119.7222 Ops/s	119.2172 Ops/s	$\color{#35bf28}+0.42\%$
test_vmap_transformer_speed_decorator[True-True]	46.9393ms	45.9596ms	21.7582 Ops/s	20.2932 Ops/s	$\textbf{\color{#35bf28}+7.22\%}$
test_vmap_transformer_speed_decorator[True-False]	22.3272ms	20.8241ms	48.0214 Ops/s	47.8188 Ops/s	$\color{#35bf28}+0.42\%$
test_vmap_transformer_speed_decorator[False-True]	0.1198s	48.8400ms	20.4750 Ops/s	20.4680 Ops/s	$\color{#35bf28}+0.03\%$
test_vmap_transformer_speed_decorator[False-False]	21.8896ms	20.3794ms	49.0691 Ops/s	48.9990 Ops/s	$\color{#35bf28}+0.14\%$