[Feature] Frozen tensorclass

[vmoens]

Stack from ghstack (oldest at bottom):

• -> [Feature] Frozen tensorclass #984
• [Feature] Better typing for tensorclass #983

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}26$. Worsened: $\large\color{#d91a1a}9$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	34.4210μs	13.0639μs	76.5466 KOps/s	68.3677 KOps/s	$\textbf{\color{#35bf28}+11.96\%}$
test_plain_set_stack_nested	65.7020μs	13.4683μs	74.2482 KOps/s	68.8072 KOps/s	$\textbf{\color{#35bf28}+7.91\%}$
test_plain_set_nested_inplace	46.1210μs	14.0829μs	71.0080 KOps/s	64.1640 KOps/s	$\textbf{\color{#35bf28}+10.67\%}$
test_plain_set_stack_nested_inplace	49.1010μs	13.9580μs	71.6434 KOps/s	64.9127 KOps/s	$\textbf{\color{#35bf28}+10.37\%}$
test_items	26.8110μs	2.8030μs	356.7559 KOps/s	333.3529 KOps/s	$\textbf{\color{#35bf28}+7.02\%}$
test_items_nested	0.4576ms	0.3131ms	3.1938 KOps/s	3.1970 KOps/s	$\color{#d91a1a}-0.10\%$
test_items_nested_locked	0.3833ms	0.3152ms	3.1727 KOps/s	3.1664 KOps/s	$\color{#35bf28}+0.20\%$
test_items_nested_leaf	91.7620μs	62.9993μs	15.8732 KOps/s	15.8528 KOps/s	$\color{#35bf28}+0.13\%$
test_items_stack_nested	0.3690ms	0.3150ms	3.1750 KOps/s	3.2057 KOps/s	$\color{#d91a1a}-0.96\%$
test_items_stack_nested_leaf	92.6630μs	64.9372μs	15.3995 KOps/s	15.6401 KOps/s	$\color{#d91a1a}-1.54\%$
test_items_stack_nested_locked	0.3893ms	0.3160ms	3.1647 KOps/s	3.2154 KOps/s	$\color{#d91a1a}-1.58\%$
test_keys	25.7910μs	3.3675μs	296.9560 KOps/s	295.3800 KOps/s	$\color{#35bf28}+0.53\%$
test_keys_nested	99.6120μs	53.8958μs	18.5543 KOps/s	18.5901 KOps/s	$\color{#d91a1a}-0.19\%$
test_keys_nested_locked	2.5133ms	60.7427μs	16.4629 KOps/s	16.3721 KOps/s	$\color{#35bf28}+0.55\%$
test_keys_nested_leaf	82.9920μs	45.6846μs	21.8892 KOps/s	21.0810 KOps/s	$\color{#35bf28}+3.83\%$
test_keys_stack_nested	99.8720μs	55.6760μs	17.9611 KOps/s	17.9923 KOps/s	$\color{#d91a1a}-0.17\%$
test_keys_stack_nested_leaf	87.4630μs	47.5497μs	21.0306 KOps/s	20.7427 KOps/s	$\color{#35bf28}+1.39\%$
test_keys_stack_nested_locked	99.2530μs	60.3689μs	16.5648 KOps/s	16.5769 KOps/s	$\color{#d91a1a}-0.07\%$
test_values	6.6118μs	0.8223μs	1.2161 MOps/s	1.1952 MOps/s	$\color{#35bf28}+1.75\%$
test_values_nested	53.6110μs	27.2153μs	36.7440 KOps/s	36.4196 KOps/s	$\color{#35bf28}+0.89\%$
test_values_nested_locked	60.9020μs	29.2427μs	34.1966 KOps/s	34.2274 KOps/s	$\color{#d91a1a}-0.09\%$
test_values_nested_leaf	51.3510μs	24.0881μs	41.5143 KOps/s	41.1845 KOps/s	$\color{#35bf28}+0.80\%$
test_values_stack_nested	61.7220μs	28.4904μs	35.0995 KOps/s	35.0320 KOps/s	$\color{#35bf28}+0.19\%$
test_values_stack_nested_leaf	47.2710μs	25.2551μs	39.5959 KOps/s	39.9969 KOps/s	$\color{#d91a1a}-1.00\%$
test_values_stack_nested_locked	66.1520μs	30.5470μs	32.7365 KOps/s	33.1668 KOps/s	$\color{#d91a1a}-1.30\%$
test_membership	1.9446μs	0.5086μs	1.9662 MOps/s	1.9754 MOps/s	$\color{#d91a1a}-0.47\%$
test_membership_nested	31.4510μs	1.8229μs	548.5759 KOps/s	576.0999 KOps/s	$\color{#d91a1a}-4.78\%$
test_membership_nested_leaf	17.1803μs	1.7327μs	577.1213 KOps/s	585.2605 KOps/s	$\color{#d91a1a}-1.39\%$
test_membership_stacked_nested	37.8110μs	1.7716μs	564.4700 KOps/s	568.3712 KOps/s	$\color{#d91a1a}-0.69\%$
test_membership_stacked_nested_leaf	95.9720μs	1.7761μs	563.0234 KOps/s	571.5719 KOps/s	$\color{#d91a1a}-1.50\%$
test_membership_nested_last	28.6610μs	2.5963μs	385.1707 KOps/s	377.6801 KOps/s	$\color{#35bf28}+1.98\%$
test_membership_nested_leaf_last	40.4710μs	2.6532μs	376.9002 KOps/s	379.3903 KOps/s	$\color{#d91a1a}-0.66\%$
test_membership_stacked_nested_last	31.3610μs	2.9957μs	333.8094 KOps/s	386.0015 KOps/s	$\textbf{\color{#d91a1a}-13.52\%}$
test_membership_stacked_nested_leaf_last	39.7810μs	2.9932μs	334.0959 KOps/s	381.6811 KOps/s	$\textbf{\color{#d91a1a}-12.47\%}$
test_nested_getleaf	31.2610μs	6.1073μs	163.7393 KOps/s	165.1726 KOps/s	$\color{#d91a1a}-0.87\%$
test_nested_get	38.7210μs	5.7194μs	174.8448 KOps/s	175.3099 KOps/s	$\color{#d91a1a}-0.27\%$
test_stacked_getleaf	34.1710μs	5.9917μs	166.8968 KOps/s	164.7101 KOps/s	$\color{#35bf28}+1.33\%$
test_stacked_get	42.0010μs	5.6344μs	177.4805 KOps/s	177.3249 KOps/s	$\color{#35bf28}+0.09\%$
test_nested_getitemleaf	33.7310μs	6.1164μs	163.4950 KOps/s	162.4870 KOps/s	$\color{#35bf28}+0.62\%$
test_nested_getitem	40.5810μs	5.6960μs	175.5622 KOps/s	173.7685 KOps/s	$\color{#35bf28}+1.03\%$
test_stacked_getitemleaf	32.5310μs	6.0198μs	166.1187 KOps/s	165.5929 KOps/s	$\color{#35bf28}+0.32\%$
test_stacked_getitem	39.4510μs	5.6323μs	177.5458 KOps/s	175.0526 KOps/s	$\color{#35bf28}+1.42\%$
test_lock_nested	5.1150ms	0.4161ms	2.4033 KOps/s	2.3990 KOps/s	$\color{#35bf28}+0.18\%$
test_lock_stack_nested	0.4536ms	0.3770ms	2.6525 KOps/s	2.6842 KOps/s	$\color{#d91a1a}-1.18\%$
test_unlock_nested	0.7646ms	0.3525ms	2.8371 KOps/s	2.8403 KOps/s	$\color{#d91a1a}-0.11\%$
test_unlock_stack_nested	0.4706ms	0.3163ms	3.1617 KOps/s	3.2037 KOps/s	$\color{#d91a1a}-1.31\%$
test_flatten_speed	0.2851ms	80.8025μs	12.3759 KOps/s	12.5466 KOps/s	$\color{#d91a1a}-1.36\%$
test_unflatten_speed	0.3529ms	0.2779ms	3.5988 KOps/s	3.5712 KOps/s	$\color{#35bf28}+0.77\%$
test_common_ops	1.3923ms	1.2092ms	826.9660 Ops/s	790.3709 Ops/s	$\color{#35bf28}+4.63\%$
test_creation	24.4000μs	1.4675μs	681.4183 KOps/s	676.8297 KOps/s	$\color{#35bf28}+0.68\%$
test_creation_empty	48.0910μs	13.6022μs	73.5176 KOps/s	60.1735 KOps/s	$\textbf{\color{#35bf28}+22.18\%}$
test_creation_nested_1	48.3010μs	15.2274μs	65.6712 KOps/s	55.3504 KOps/s	$\textbf{\color{#35bf28}+18.65\%}$
test_creation_nested_2	43.6710μs	17.6939μs	56.5167 KOps/s	47.9619 KOps/s	$\textbf{\color{#35bf28}+17.84\%}$
test_clone	70.9010μs	28.9451μs	34.5482 KOps/s	35.3381 KOps/s	$\color{#d91a1a}-2.24\%$
test_getitem[int]	1.1702ms	15.4623μs	64.6734 KOps/s	63.8507 KOps/s	$\color{#35bf28}+1.29\%$
test_getitem[slice_int]	0.1174ms	27.2216μs	36.7355 KOps/s	36.0967 KOps/s	$\color{#35bf28}+1.77\%$
test_getitem[range]	0.1535ms	0.1094ms	9.1367 KOps/s	8.9668 KOps/s	$\color{#35bf28}+1.89\%$
test_getitem[tuple]	0.1212ms	23.5785μs	42.4116 KOps/s	42.8505 KOps/s	$\color{#d91a1a}-1.02\%$
test_getitem[list]	0.2216ms	98.7253μs	10.1291 KOps/s	10.1157 KOps/s	$\color{#35bf28}+0.13\%$
test_setitem_dim[int]	70.3120μs	48.9028μs	20.4487 KOps/s	19.2987 KOps/s	$\textbf{\color{#35bf28}+5.96\%}$
test_setitem_dim[slice_int]	0.1148ms	71.9333μs	13.9018 KOps/s	13.4285 KOps/s	$\color{#35bf28}+3.52\%$
test_setitem_dim[range]	0.1829ms	0.1337ms	7.4789 KOps/s	7.2820 KOps/s	$\color{#35bf28}+2.70\%$
test_setitem_dim[tuple]	96.9320μs	65.9256μs	15.1686 KOps/s	14.5990 KOps/s	$\color{#35bf28}+3.90\%$
test_setitem	77.0820μs	40.7218μs	24.5569 KOps/s	23.8172 KOps/s	$\color{#35bf28}+3.11\%$
test_set	79.3420μs	39.6310μs	25.2328 KOps/s	24.2883 KOps/s	$\color{#35bf28}+3.89\%$
test_set_shared	0.3604ms	50.6850μs	19.7297 KOps/s	20.1251 KOps/s	$\color{#d91a1a}-1.96\%$
test_update	91.1330μs	48.1077μs	20.7867 KOps/s	19.9440 KOps/s	$\color{#35bf28}+4.23\%$
test_update_nested	95.4120μs	54.7539μs	18.2635 KOps/s	17.5625 KOps/s	$\color{#35bf28}+3.99\%$
test_update__nested	98.2930μs	60.4177μs	16.5515 KOps/s	16.8878 KOps/s	$\color{#d91a1a}-1.99\%$
test_set_nested	86.6930μs	42.6972μs	23.4208 KOps/s	22.8242 KOps/s	$\color{#35bf28}+2.61\%$
test_set_nested_new	0.4363ms	46.3964μs	21.5534 KOps/s	21.3152 KOps/s	$\color{#35bf28}+1.12\%$
test_select	99.4030μs	58.7694μs	17.0156 KOps/s	16.5847 KOps/s	$\color{#35bf28}+2.60\%$
test_select_nested	0.1268ms	41.7297μs	23.9637 KOps/s	23.8127 KOps/s	$\color{#35bf28}+0.63\%$
test_exclude_nested	85.5920μs	58.4021μs	17.1227 KOps/s	16.6215 KOps/s	$\color{#35bf28}+3.02\%$
test_empty[True]	0.3218ms	0.2403ms	4.1616 KOps/s	4.0592 KOps/s	$\color{#35bf28}+2.52\%$
test_empty[False]	3.6781μs	0.7382μs	1.3546 MOps/s	1.3506 MOps/s	$\color{#35bf28}+0.30\%$
test_to	54.7310μs	25.3393μs	39.4644 KOps/s	38.8090 KOps/s	$\color{#35bf28}+1.69\%$
test_to_nonblocking	57.6620μs	23.3621μs	42.8044 KOps/s	42.0438 KOps/s	$\color{#35bf28}+1.81\%$
test_unbind_speed	0.3465ms	0.2763ms	3.6197 KOps/s	3.6345 KOps/s	$\color{#d91a1a}-0.41\%$
test_unbind_speed_stack0	0.3339ms	0.2690ms	3.7170 KOps/s	3.6337 KOps/s	$\color{#35bf28}+2.29\%$
test_unbind_speed_stack1	93.2698ms	0.6939ms	1.4410 KOps/s	1.4298 KOps/s	$\color{#35bf28}+0.79\%$
test_split	95.1194ms	2.1033ms	475.4431 Ops/s	462.4089 Ops/s	$\color{#35bf28}+2.82\%$
test_chunk	95.3029ms	2.1021ms	475.7137 Ops/s	458.9178 Ops/s	$\color{#35bf28}+3.66\%$
test_creation[device0]	0.3725ms	0.1261ms	7.9297 KOps/s	8.0108 KOps/s	$\color{#d91a1a}-1.01\%$
test_creation_from_tensor	0.3541ms	0.1282ms	7.8006 KOps/s	7.5958 KOps/s	$\color{#35bf28}+2.70\%$
test_add_one[memmap_tensor0]	0.2189ms	8.8767μs	112.6549 KOps/s	116.2419 KOps/s	$\color{#d91a1a}-3.09\%$
test_contiguous[memmap_tensor0]	36.5610μs	2.1461μs	465.9636 KOps/s	464.5151 KOps/s	$\color{#35bf28}+0.31\%$
test_stack[memmap_tensor0]	29.7610μs	6.5835μs	151.8960 KOps/s	153.3374 KOps/s	$\color{#d91a1a}-0.94\%$
test_memmaptd_index	1.0495ms	0.4091ms	2.4443 KOps/s	2.3818 KOps/s	$\color{#35bf28}+2.62\%$
test_memmaptd_index_astensor	0.7423ms	0.4690ms	2.1324 KOps/s	2.0895 KOps/s	$\color{#35bf28}+2.05\%$
test_memmaptd_index_op	1.3895ms	0.9735ms	1.0272 KOps/s	985.2381 Ops/s	$\color{#35bf28}+4.26\%$
test_serialize_model	0.1306s	0.1289s	7.7561 Ops/s	7.7517 Ops/s	$\color{#35bf28}+0.06\%$
test_serialize_model_pickle	1.3470s	1.2118s	0.8252 Ops/s	0.8241 Ops/s	$\color{#35bf28}+0.13\%$
test_serialize_weights	0.2199s	0.1413s	7.0749 Ops/s	6.9847 Ops/s	$\color{#35bf28}+1.29\%$
test_serialize_weights_returnearly	0.2249s	57.0550ms	17.5269 Ops/s	17.8680 Ops/s	$\color{#d91a1a}-1.91\%$
test_serialize_weights_pickle	1.3475s	1.2167s	0.8219 Ops/s	0.8190 Ops/s	$\color{#35bf28}+0.35\%$
test_reshape_pytree	79.0120μs	36.0476μs	27.7411 KOps/s	28.2154 KOps/s	$\color{#d91a1a}-1.68\%$
test_reshape_td	70.7120μs	39.9523μs	25.0299 KOps/s	23.5005 KOps/s	$\textbf{\color{#35bf28}+6.51\%}$
test_view_pytree	74.2820μs	35.4154μs	28.2363 KOps/s	27.8836 KOps/s	$\color{#35bf28}+1.27\%$
test_view_td	81.1820μs	44.0092μs	22.7225 KOps/s	21.2537 KOps/s	$\textbf{\color{#35bf28}+6.91\%}$
test_unbind_pytree	63.5220μs	34.4456μs	29.0313 KOps/s	27.8992 KOps/s	$\color{#35bf28}+4.06\%$
test_unbind_td	0.3480ms	41.6381μs	24.0165 KOps/s	23.4688 KOps/s	$\color{#35bf28}+2.33\%$
test_split_pytree	82.6520μs	46.7044μs	21.4113 KOps/s	20.9019 KOps/s	$\color{#35bf28}+2.44\%$
test_split_td	0.4151ms	55.1697μs	18.1259 KOps/s	17.2507 KOps/s	$\textbf{\color{#35bf28}+5.07\%}$
test_add_pytree	0.1051ms	58.0198μs	17.2355 KOps/s	16.2619 KOps/s	$\textbf{\color{#35bf28}+5.99\%}$
test_add_td	0.1582ms	87.2653μs	11.4593 KOps/s	10.3483 KOps/s	$\textbf{\color{#35bf28}+10.74\%}$
test_compile_add_one_nested[tensordict-compile]	0.4063ms	0.2075ms	4.8202 KOps/s	4.8332 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_add_one_nested[tensordict-eager]	0.2438ms	0.1552ms	6.4433 KOps/s	6.4133 KOps/s	$\color{#35bf28}+0.47\%$
test_compile_add_one_nested[pytree-compile]	0.1933ms	0.1436ms	6.9629 KOps/s	6.9770 KOps/s	$\color{#d91a1a}-0.20\%$
test_compile_add_one_nested[pytree-eager]	0.2760ms	0.1871ms	5.3452 KOps/s	5.3453 KOps/s	$-0.00\%$
test_compile_copy_nested[tensordict-compile]	69.5410μs	20.5706μs	48.6132 KOps/s	50.5019 KOps/s	$\color{#d91a1a}-3.74\%$
test_compile_copy_nested[tensordict-eager]	80.2020μs	43.3225μs	23.0827 KOps/s	23.3797 KOps/s	$\color{#d91a1a}-1.27\%$
test_compile_copy_nested[pytree-compile]	0.2677ms	65.2447μs	15.3269 KOps/s	15.4511 KOps/s	$\color{#d91a1a}-0.80\%$
test_compile_copy_nested[pytree-eager]	83.4620μs	50.6604μs	19.7393 KOps/s	19.7982 KOps/s	$\color{#d91a1a}-0.30\%$
test_compile_add_one_flat[tensordict-compile]	0.3980ms	0.3148ms	3.1765 KOps/s	3.1719 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_add_one_flat[tensordict-eager]	0.2536ms	0.2110ms	4.7388 KOps/s	4.7489 KOps/s	$\color{#d91a1a}-0.21\%$
test_compile_add_one_flat[tensorclass-compile]	0.1813ms	0.1274ms	7.8466 KOps/s	7.8580 KOps/s	$\color{#d91a1a}-0.14\%$
test_compile_add_one_flat[tensorclass-eager]	0.1207ms	60.9978μs	16.3940 KOps/s	16.9470 KOps/s	$\color{#d91a1a}-3.26\%$
test_compile_add_one_flat[pytree-compile]	0.3672ms	0.3138ms	3.1862 KOps/s	3.1813 KOps/s	$\color{#35bf28}+0.16\%$
test_compile_add_one_flat[pytree-eager]	0.6999ms	0.6340ms	1.5773 KOps/s	1.6217 KOps/s	$\color{#d91a1a}-2.74\%$
test_compile_add_self_flat[tensordict-eager]	0.3149ms	0.2495ms	4.0078 KOps/s	3.9890 KOps/s	$\color{#35bf28}+0.47\%$
test_compile_add_self_flat[tensordict-compile]	0.4220ms	0.3124ms	3.2015 KOps/s	3.1717 KOps/s	$\color{#35bf28}+0.94\%$
test_compile_add_self_flat[tensorclass-eager]	0.1643ms	73.6600μs	13.5759 KOps/s	13.5555 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_add_self_flat[tensorclass-compile]	0.2388ms	0.1339ms	7.4662 KOps/s	7.7455 KOps/s	$\color{#d91a1a}-3.61\%$
test_compile_add_self_flat[pytree-eager]	0.6185ms	0.5417ms	1.8462 KOps/s	1.7634 KOps/s	$\color{#35bf28}+4.70\%$
test_compile_add_self_flat[pytree-compile]	0.3663ms	0.3130ms	3.1950 KOps/s	3.1694 KOps/s	$\color{#35bf28}+0.81\%$
test_compile_copy_flat[tensordict-compile]	46.9620μs	18.7708μs	53.2742 KOps/s	55.9306 KOps/s	$\color{#d91a1a}-4.75\%$
test_compile_copy_flat[tensordict-eager]	60.1410μs	28.4860μs	35.1050 KOps/s	36.4146 KOps/s	$\color{#d91a1a}-3.60\%$
test_compile_copy_flat[pytree-compile]	0.1054ms	68.7130μs	14.5533 KOps/s	14.4382 KOps/s	$\color{#35bf28}+0.80\%$
test_compile_copy_flat[pytree-eager]	83.8020μs	51.4931μs	19.4201 KOps/s	19.4149 KOps/s	$\color{#35bf28}+0.03\%$
test_compile_assign_and_add[tensordict-compile]	2.3103ms	0.8004ms	1.2494 KOps/s	1.1601 KOps/s	$\textbf{\color{#35bf28}+7.69\%}$
test_compile_assign_and_add[tensordict-eager]	3.4745ms	3.2202ms	310.5387 Ops/s	311.3047 Ops/s	$\color{#d91a1a}-0.25\%$
test_compile_assign_and_add[pytree-compile]	2.2927ms	0.7862ms	1.2719 KOps/s	1.1792 KOps/s	$\textbf{\color{#35bf28}+7.86\%}$
test_compile_assign_and_add[pytree-eager]	3.3866ms	3.2567ms	307.0552 Ops/s	316.2152 Ops/s	$\color{#d91a1a}-2.90\%$
test_compile_indexing[tensor-tensordict-compile]	0.1560ms	0.1095ms	9.1339 KOps/s	9.2889 KOps/s	$\color{#d91a1a}-1.67\%$
test_compile_indexing[tensor-tensordict-eager]	0.1838ms	60.7826μs	16.4521 KOps/s	17.0262 KOps/s	$\color{#d91a1a}-3.37\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1647ms	0.1069ms	9.3541 KOps/s	9.7911 KOps/s	$\color{#d91a1a}-4.46\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1333ms	43.8141μs	22.8237 KOps/s	23.4041 KOps/s	$\color{#d91a1a}-2.48\%$
test_compile_indexing[tensor-pytree-compile]	0.1954ms	0.1093ms	9.1475 KOps/s	9.7332 KOps/s	$\textbf{\color{#d91a1a}-6.02\%}$
test_compile_indexing[tensor-pytree-eager]	95.3330μs	43.1386μs	23.1811 KOps/s	23.4816 KOps/s	$\color{#d91a1a}-1.28\%$
test_compile_indexing[slice-tensordict-compile]	0.2495ms	0.1421ms	7.0349 KOps/s	7.3562 KOps/s	$\color{#d91a1a}-4.37\%$
test_compile_indexing[slice-tensordict-eager]	0.1519ms	25.4462μs	39.2986 KOps/s	40.2452 KOps/s	$\color{#d91a1a}-2.35\%$
test_compile_indexing[slice-tensorclass-compile]	0.1774ms	0.1333ms	7.5044 KOps/s	7.7241 KOps/s	$\color{#d91a1a}-2.84\%$
test_compile_indexing[slice-tensorclass-eager]	66.5720μs	20.9970μs	47.6259 KOps/s	48.1990 KOps/s	$\color{#d91a1a}-1.19\%$
test_compile_indexing[slice-pytree-compile]	0.1968ms	0.1378ms	7.2581 KOps/s	7.6972 KOps/s	$\textbf{\color{#d91a1a}-5.70\%}$
test_compile_indexing[slice-pytree-eager]	57.3810μs	20.9179μs	47.8060 KOps/s	48.4954 KOps/s	$\color{#d91a1a}-1.42\%$
test_compile_indexing[int-tensordict-compile]	0.1956ms	0.1433ms	6.9788 KOps/s	7.3400 KOps/s	$\color{#d91a1a}-4.92\%$
test_compile_indexing[int-tensordict-eager]	0.5053ms	25.6304μs	39.0161 KOps/s	39.8131 KOps/s	$\color{#d91a1a}-2.00\%$
test_compile_indexing[int-tensorclass-compile]	0.2244ms	0.1376ms	7.2676 KOps/s	7.6545 KOps/s	$\textbf{\color{#d91a1a}-5.05\%}$
test_compile_indexing[int-tensorclass-eager]	52.8420μs	20.7787μs	48.1263 KOps/s	48.9205 KOps/s	$\color{#d91a1a}-1.62\%$
test_compile_indexing[int-pytree-compile]	0.1783ms	0.1382ms	7.2361 KOps/s	7.7102 KOps/s	$\textbf{\color{#d91a1a}-6.15\%}$
test_compile_indexing[int-pytree-eager]	52.5610μs	21.9049μs	45.6519 KOps/s	48.3035 KOps/s	$\textbf{\color{#d91a1a}-5.49\%}$
test_mod_add[eager]	70.5610μs	30.9904μs	32.2681 KOps/s	30.3743 KOps/s	$\textbf{\color{#35bf28}+6.23\%}$
test_mod_add[compile]	0.1278ms	71.7069μs	13.9457 KOps/s	14.3223 KOps/s	$\color{#d91a1a}-2.63\%$
test_mod_add[compile-overhead]	0.2643ms	0.1362ms	7.3403 KOps/s	7.1205 KOps/s	$\color{#35bf28}+3.09\%$
test_mod_wrap[eager]	0.3221ms	0.2398ms	4.1707 KOps/s	4.1292 KOps/s	$\color{#35bf28}+1.00\%$
test_mod_wrap[compile]	0.4512ms	0.2847ms	3.5122 KOps/s	3.4721 KOps/s	$\color{#35bf28}+1.15\%$
test_mod_wrap[compile-overhead]	7.5423ms	4.1109ms	243.2564 Ops/s	248.0829 Ops/s	$\color{#d91a1a}-1.95\%$
test_mod_wrap_and_backward[eager]	1.4568ms	1.3401ms	746.2275 Ops/s	693.3521 Ops/s	$\textbf{\color{#35bf28}+7.63\%}$
test_mod_wrap_and_backward[compile]	2.6719ms	1.3176ms	758.9574 Ops/s	702.3983 Ops/s	$\textbf{\color{#35bf28}+8.05\%}$
test_mod_wrap_and_backward[compile-overhead]	1.2954ms	0.8845ms	1.1306 KOps/s	1.0185 KOps/s	$\textbf{\color{#35bf28}+11.00\%}$
test_seq_add[eager]	0.2009ms	93.8608μs	10.6541 KOps/s	10.3174 KOps/s	$\color{#35bf28}+3.26\%$
test_seq_add[compile]	0.3646ms	80.3147μs	12.4510 KOps/s	12.5566 KOps/s	$\color{#d91a1a}-0.84\%$
test_seq_add[compile-overhead]	0.1897ms	0.1137ms	8.7933 KOps/s	8.8347 KOps/s	$\color{#d91a1a}-0.47\%$
test_seq_wrap[eager]	0.4338ms	0.3709ms	2.6963 KOps/s	2.6099 KOps/s	$\color{#35bf28}+3.31\%$
test_seq_wrap[compile]	0.3518ms	0.3014ms	3.3183 KOps/s	3.2908 KOps/s	$\color{#35bf28}+0.84\%$
test_seq_wrap[compile-overhead]	0.2546ms	0.2078ms	4.8113 KOps/s	4.8428 KOps/s	$\color{#d91a1a}-0.65\%$
test_func_call_runtime[False-eager]	0.8294ms	0.7547ms	1.3250 KOps/s	1.3600 KOps/s	$\color{#d91a1a}-2.58\%$
test_func_call_runtime[False-compile]	0.8749ms	0.7734ms	1.2930 KOps/s	1.2624 KOps/s	$\color{#35bf28}+2.42\%$
test_func_call_runtime[False-compile-overhead]	0.4052ms	0.3432ms	2.9142 KOps/s	2.9067 KOps/s	$\color{#35bf28}+0.26\%$
test_func_call_runtime[True-eager]	0.9752ms	0.8939ms	1.1187 KOps/s	1.1215 KOps/s	$\color{#d91a1a}-0.25\%$
test_func_call_runtime[True-compile]	0.9161ms	0.8169ms	1.2241 KOps/s	1.2107 KOps/s	$\color{#35bf28}+1.11\%$
test_func_call_runtime[True-compile-overhead]	0.4320ms	0.3798ms	2.6330 KOps/s	2.6354 KOps/s	$\color{#d91a1a}-0.09\%$
test_func_call_cm_runtime[False-eager]	0.8583ms	0.7240ms	1.3812 KOps/s	1.3657 KOps/s	$\color{#35bf28}+1.13\%$
test_func_call_cm_runtime[False-compile]	0.8935ms	0.7780ms	1.2853 KOps/s	1.2620 KOps/s	$\color{#35bf28}+1.85\%$
test_func_call_cm_runtime[False-compile-overhead]	0.3888ms	0.3461ms	2.8897 KOps/s	2.8679 KOps/s	$\color{#35bf28}+0.76\%$
test_func_call_cm_runtime[True-eager]	1.0946ms	0.9872ms	1.0130 KOps/s	1.0051 KOps/s	$\color{#35bf28}+0.79\%$
test_func_call_cm_runtime[True-compile]	0.8896ms	0.8399ms	1.1907 KOps/s	1.1740 KOps/s	$\color{#35bf28}+1.42\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4807ms	0.4029ms	2.4823 KOps/s	2.4659 KOps/s	$\color{#35bf28}+0.66\%$
test_vmap_func_call_cm_runtime[eager]	2.6158ms	2.0817ms	480.3848 Ops/s	477.6970 Ops/s	$\color{#35bf28}+0.56\%$
test_vmap_func_call_cm_runtime[compile]	0.9220ms	0.8565ms	1.1675 KOps/s	1.1533 KOps/s	$\color{#35bf28}+1.23\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5100ms	0.4070ms	2.4570 KOps/s	2.4473 KOps/s	$\color{#35bf28}+0.40\%$
test_distributed	3.7133ms	0.2103ms	4.7545 KOps/s	8.8302 KOps/s	$\textbf{\color{#d91a1a}-46.16\%}$
test_tdmodule	83.1820μs	13.7728μs	72.6071 KOps/s	62.0871 KOps/s	$\textbf{\color{#35bf28}+16.94\%}$
test_tdmodule_dispatch	39.7010μs	27.0228μs	37.0058 KOps/s	32.6484 KOps/s	$\textbf{\color{#35bf28}+13.35\%}$
test_tdseq	36.6910μs	14.1754μs	70.5449 KOps/s	62.0518 KOps/s	$\textbf{\color{#35bf28}+13.69\%}$
test_tdseq_dispatch	52.2810μs	29.2690μs	34.1658 KOps/s	30.0784 KOps/s	$\textbf{\color{#35bf28}+13.59\%}$
test_instantiation_functorch	1.9400ms	1.8461ms	541.6883 Ops/s	534.5258 Ops/s	$\color{#35bf28}+1.34\%$
test_instantiation_td	1.8114ms	1.2007ms	832.8471 Ops/s	829.0192 Ops/s	$\color{#35bf28}+0.46\%$
test_exec_functorch	0.2503ms	0.2083ms	4.8010 KOps/s	4.7967 KOps/s	$\color{#35bf28}+0.09\%$
test_exec_functional_call	0.2642ms	0.2074ms	4.8212 KOps/s	4.7793 KOps/s	$\color{#35bf28}+0.88\%$
test_exec_td	0.2942ms	0.2119ms	4.7184 KOps/s	4.6796 KOps/s	$\color{#35bf28}+0.83\%$
test_exec_td_decorator	1.0890ms	0.2560ms	3.9068 KOps/s	3.9132 KOps/s	$\color{#d91a1a}-0.16\%$
test_vmap_mlp_speed[True-True]	0.7842ms	0.6836ms	1.4629 KOps/s	1.4450 KOps/s	$\color{#35bf28}+1.24\%$
test_vmap_mlp_speed[True-False]	0.7861ms	0.6814ms	1.4677 KOps/s	1.4176 KOps/s	$\color{#35bf28}+3.53\%$
test_vmap_mlp_speed[False-True]	0.6298ms	0.5770ms	1.7330 KOps/s	1.6514 KOps/s	$\color{#35bf28}+4.94\%$
test_vmap_mlp_speed[False-False]	0.6427ms	0.5771ms	1.7328 KOps/s	1.6506 KOps/s	$\color{#35bf28}+4.98\%$
test_vmap_mlp_speed_decorator[True-True]	1.2559ms	0.6703ms	1.4918 KOps/s	1.4634 KOps/s	$\color{#35bf28}+1.94\%$
test_vmap_mlp_speed_decorator[True-False]	0.8416ms	0.6703ms	1.4918 KOps/s	1.4811 KOps/s	$\color{#35bf28}+0.73\%$
test_vmap_mlp_speed_decorator[False-True]	0.7082ms	0.5923ms	1.6882 KOps/s	1.6758 KOps/s	$\color{#35bf28}+0.74\%$
test_vmap_mlp_speed_decorator[False-False]	0.7198ms	0.5933ms	1.6855 KOps/s	1.6958 KOps/s	$\color{#d91a1a}-0.60\%$
test_vmap_transformer_speed[True-True]	8.4416ms	8.3040ms	120.4245 Ops/s	119.6202 Ops/s	$\color{#35bf28}+0.67\%$
test_vmap_transformer_speed[True-False]	8.4544ms	8.3018ms	120.4556 Ops/s	118.9336 Ops/s	$\color{#35bf28}+1.28\%$
test_vmap_transformer_speed[False-True]	8.2343ms	8.1098ms	123.3072 Ops/s	122.3587 Ops/s	$\color{#35bf28}+0.78\%$
test_vmap_transformer_speed[False-False]	8.1878ms	8.0967ms	123.5073 Ops/s	122.9034 Ops/s	$\color{#35bf28}+0.49\%$
test_vmap_transformer_speed_decorator[True-True]	20.1487ms	19.5394ms	51.1786 Ops/s	50.8657 Ops/s	$\color{#35bf28}+0.62\%$
test_vmap_transformer_speed_decorator[True-False]	19.7141ms	19.5046ms	51.2699 Ops/s	51.2235 Ops/s	$\color{#35bf28}+0.09\%$
test_vmap_transformer_speed_decorator[False-True]	19.4939ms	19.3371ms	51.7140 Ops/s	51.6014 Ops/s	$\color{#35bf28}+0.22\%$
test_vmap_transformer_speed_decorator[False-False]	19.3817ms	19.3208ms	51.7576 Ops/s	50.8817 Ops/s	$\color{#35bf28}+1.72\%$
test_to_module_speed[True]	1.3011ms	0.9454ms	1.0577 KOps/s	1.0880 KOps/s	$\color{#d91a1a}-2.78\%$
test_to_module_speed[False]	1.3348ms	0.9261ms	1.0798 KOps/s	1.0952 KOps/s	$\color{#d91a1a}-1.40\%$
test_tc_init	59.6920μs	32.5472μs	30.7246 KOps/s	28.8272 KOps/s	$\textbf{\color{#35bf28}+6.58\%}$
test_tc_init_nested	0.1045ms	66.2089μs	15.1037 KOps/s	14.3652 KOps/s	$\textbf{\color{#35bf28}+5.14\%}$
test_tc_first_layer_tensor	4.3944μs	0.6747μs	1.4822 MOps/s	1.4612 MOps/s	$\color{#35bf28}+1.44\%$
test_tc_first_layer_nontensor	23.1610μs	2.2781μs	438.9570 KOps/s	445.1184 KOps/s	$\color{#d91a1a}-1.38\%$
test_tc_second_layer_tensor	9.8477μs	1.3833μs	722.8894 KOps/s	722.3961 KOps/s	$\color{#35bf28}+0.07\%$
test_tc_second_layer_nontensor	52.1210μs	2.9894μs	334.5182 KOps/s	336.0588 KOps/s	$\color{#d91a1a}-0.46\%$
test_unbind	0.1891s	11.9835ms	83.4478 Ops/s	93.8265 Ops/s	$\textbf{\color{#d91a1a}-11.06\%}$
test_full_like	0.6587ms	0.5740ms	1.7423 KOps/s	1.7388 KOps/s	$\color{#35bf28}+0.20\%$
test_zeros_like	0.2611ms	0.1979ms	5.0527 KOps/s	5.0529 KOps/s	$-0.00\%$
test_ones_like	0.2827ms	0.1977ms	5.0577 KOps/s	5.0554 KOps/s	$\color{#35bf28}+0.05\%$
test_clone	0.4360ms	0.4142ms	2.4142 KOps/s	2.4084 KOps/s	$\color{#35bf28}+0.24\%$
test_squeeze	42.0110μs	9.6536μs	103.5879 KOps/s	103.8597 KOps/s	$\color{#d91a1a}-0.26\%$
test_unsqueeze	0.3000ms	73.7500μs	13.5593 KOps/s	13.7187 KOps/s	$\color{#d91a1a}-1.16\%$
test_split	0.2578ms	0.1556ms	6.4275 KOps/s	6.3257 KOps/s	$\color{#35bf28}+1.61\%$
test_permute	0.2251ms	0.1760ms	5.6804 KOps/s	5.6661 KOps/s	$\color{#35bf28}+0.25\%$
test_stack	1.2675ms	0.8630ms	1.1587 KOps/s	1.1615 KOps/s	$\color{#d91a1a}-0.24\%$
test_cat	1.2634ms	1.2314ms	812.0546 Ops/s	811.7569 Ops/s	$\color{#35bf28}+0.04\%$

[github-actions]

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}9$. Worsened: $\large\color{#d91a1a}35$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	44.9840μs	21.5329μs	46.4406 KOps/s	50.3239 KOps/s	$\textbf{\color{#d91a1a}-7.72\%}$
test_plain_set_stack_nested	49.1210μs	21.4354μs	46.6517 KOps/s	49.1602 KOps/s	$\textbf{\color{#d91a1a}-5.10\%}$
test_plain_set_nested_inplace	77.4840μs	22.9686μs	43.5377 KOps/s	46.0360 KOps/s	$\textbf{\color{#d91a1a}-5.43\%}$
test_plain_set_stack_nested_inplace	57.8180μs	23.0757μs	43.3357 KOps/s	46.0490 KOps/s	$\textbf{\color{#d91a1a}-5.89\%}$
test_items	37.4100μs	4.2921μs	232.9863 KOps/s	233.5784 KOps/s	$\color{#d91a1a}-0.25\%$
test_items_nested	0.7081ms	0.3359ms	2.9775 KOps/s	3.0207 KOps/s	$\color{#d91a1a}-1.43\%$
test_items_nested_locked	0.4534ms	0.3332ms	3.0016 KOps/s	2.9998 KOps/s	$\color{#35bf28}+0.06\%$
test_items_nested_leaf	0.1647ms	86.4791μs	11.5635 KOps/s	11.5668 KOps/s	$\color{#d91a1a}-0.03\%$
test_items_stack_nested	0.5395ms	0.3379ms	2.9591 KOps/s	2.9838 KOps/s	$\color{#d91a1a}-0.83\%$
test_items_stack_nested_leaf	0.1631ms	86.6088μs	11.5462 KOps/s	11.5133 KOps/s	$\color{#35bf28}+0.29\%$
test_items_stack_nested_locked	0.5430ms	0.3373ms	2.9648 KOps/s	2.9437 KOps/s	$\color{#35bf28}+0.72\%$
test_keys	22.2110μs	3.5111μs	284.8111 KOps/s	286.2371 KOps/s	$\color{#d91a1a}-0.50\%$
test_keys_nested	0.2151ms	0.1008ms	9.9231 KOps/s	9.9733 KOps/s	$\color{#d91a1a}-0.50\%$
test_keys_nested_locked	0.7780ms	0.1043ms	9.5905 KOps/s	9.4500 KOps/s	$\color{#35bf28}+1.49\%$
test_keys_nested_leaf	0.1483ms	84.3884μs	11.8500 KOps/s	11.8921 KOps/s	$\color{#d91a1a}-0.35\%$
test_keys_stack_nested	0.1650ms	99.8027μs	10.0198 KOps/s	10.1207 KOps/s	$\color{#d91a1a}-1.00\%$
test_keys_stack_nested_leaf	0.1569ms	84.3045μs	11.8618 KOps/s	12.0987 KOps/s	$\color{#d91a1a}-1.96\%$
test_keys_stack_nested_locked	0.1851ms	0.1013ms	9.8701 KOps/s	9.6446 KOps/s	$\color{#35bf28}+2.34\%$
test_values	8.2132μs	1.0809μs	925.1552 KOps/s	907.4758 KOps/s	$\color{#35bf28}+1.95\%$
test_values_nested	0.1034ms	48.3684μs	20.6747 KOps/s	21.0064 KOps/s	$\color{#d91a1a}-1.58\%$
test_values_nested_locked	0.1020ms	47.9699μs	20.8464 KOps/s	20.2960 KOps/s	$\color{#35bf28}+2.71\%$
test_values_nested_leaf	89.8380μs	42.6405μs	23.4519 KOps/s	23.5565 KOps/s	$\color{#d91a1a}-0.44\%$
test_values_stack_nested	98.6340μs	47.6539μs	20.9846 KOps/s	20.8446 KOps/s	$\color{#35bf28}+0.67\%$
test_values_stack_nested_leaf	94.2060μs	43.3229μs	23.0825 KOps/s	23.6945 KOps/s	$\color{#d91a1a}-2.58\%$
test_values_stack_nested_locked	97.7620μs	48.1147μs	20.7837 KOps/s	20.9268 KOps/s	$\color{#d91a1a}-0.68\%$
test_membership	32.9620μs	0.8356μs	1.1968 MOps/s	1.1796 MOps/s	$\color{#35bf28}+1.46\%$
test_membership_nested	45.6260μs	2.6359μs	379.3729 KOps/s	391.3859 KOps/s	$\color{#d91a1a}-3.07\%$
test_membership_nested_leaf	41.6080μs	2.6316μs	380.0041 KOps/s	388.4481 KOps/s	$\color{#d91a1a}-2.17\%$
test_membership_stacked_nested	42.8800μs	2.6198μs	381.7139 KOps/s	398.3140 KOps/s	$\color{#d91a1a}-4.17\%$
test_membership_stacked_nested_leaf	18.1040μs	2.6204μs	381.6149 KOps/s	391.7684 KOps/s	$\color{#d91a1a}-2.59\%$
test_membership_nested_last	46.4470μs	3.8273μs	261.2823 KOps/s	267.5512 KOps/s	$\color{#d91a1a}-2.34\%$
test_membership_nested_leaf_last	26.8800μs	3.7729μs	265.0475 KOps/s	266.2409 KOps/s	$\color{#d91a1a}-0.45\%$
test_membership_stacked_nested_last	33.9940μs	3.7482μs	266.7962 KOps/s	270.1409 KOps/s	$\color{#d91a1a}-1.24\%$
test_membership_stacked_nested_leaf_last	24.7670μs	3.7711μs	265.1743 KOps/s	267.9129 KOps/s	$\color{#d91a1a}-1.02\%$
test_nested_getleaf	47.1380μs	10.8122μs	92.4882 KOps/s	93.1485 KOps/s	$\color{#d91a1a}-0.71\%$
test_nested_get	31.5290μs	10.3452μs	96.6628 KOps/s	98.8148 KOps/s	$\color{#d91a1a}-2.18\%$
test_stacked_getleaf	52.7090μs	10.7705μs	92.8461 KOps/s	93.9737 KOps/s	$\color{#d91a1a}-1.20\%$
test_stacked_get	52.3880μs	10.2453μs	97.6062 KOps/s	99.1091 KOps/s	$\color{#d91a1a}-1.52\%$
test_nested_getitemleaf	44.4650μs	11.2105μs	89.2020 KOps/s	91.1554 KOps/s	$\color{#d91a1a}-2.14\%$
test_nested_getitem	32.2700μs	10.3990μs	96.1627 KOps/s	96.6634 KOps/s	$\color{#d91a1a}-0.52\%$
test_stacked_getitemleaf	46.7070μs	11.1027μs	90.0684 KOps/s	91.8153 KOps/s	$\color{#d91a1a}-1.90\%$
test_stacked_getitem	57.0370μs	10.4021μs	96.1342 KOps/s	98.1853 KOps/s	$\color{#d91a1a}-2.09\%$
test_lock_nested	82.9381ms	0.5584ms	1.7909 KOps/s	2.1233 KOps/s	$\textbf{\color{#d91a1a}-15.66\%}$
test_lock_stack_nested	0.6786ms	0.4482ms	2.2312 KOps/s	2.2374 KOps/s	$\color{#d91a1a}-0.27\%$
test_unlock_nested	85.8153ms	0.4834ms	2.0686 KOps/s	2.4962 KOps/s	$\textbf{\color{#d91a1a}-17.13\%}$
test_unlock_stack_nested	0.5605ms	0.3663ms	2.7303 KOps/s	2.7223 KOps/s	$\color{#35bf28}+0.29\%$
test_flatten_speed	0.1874ms	0.1034ms	9.6728 KOps/s	9.5281 KOps/s	$\color{#35bf28}+1.52\%$
test_unflatten_speed	0.5298ms	0.4611ms	2.1689 KOps/s	2.1654 KOps/s	$\color{#35bf28}+0.16\%$
test_common_ops	6.1934ms	1.1256ms	888.3781 Ops/s	951.0971 Ops/s	$\textbf{\color{#d91a1a}-6.59\%}$
test_creation	23.0530μs	2.0594μs	485.5781 KOps/s	468.8565 KOps/s	$\color{#35bf28}+3.57\%$
test_creation_empty	46.9080μs	19.1137μs	52.3185 KOps/s	61.2358 KOps/s	$\textbf{\color{#d91a1a}-14.56\%}$
test_creation_nested_1	79.8090μs	21.8945μs	45.6736 KOps/s	50.9421 KOps/s	$\textbf{\color{#d91a1a}-10.34\%}$
test_creation_nested_2	0.1034ms	26.1580μs	38.2292 KOps/s	42.4081 KOps/s	$\textbf{\color{#d91a1a}-9.85\%}$
test_clone	84.3680μs	17.2682μs	57.9098 KOps/s	60.7333 KOps/s	$\color{#d91a1a}-4.65\%$
test_getitem[int]	1.0807ms	16.4829μs	60.6688 KOps/s	60.1681 KOps/s	$\color{#35bf28}+0.83\%$
test_getitem[slice_int]	0.1322ms	29.8292μs	33.5242 KOps/s	32.1040 KOps/s	$\color{#35bf28}+4.42\%$
test_getitem[range]	0.2254ms	60.6393μs	16.4910 KOps/s	18.1145 KOps/s	$\textbf{\color{#d91a1a}-8.96\%}$
test_getitem[tuple]	0.1677ms	24.7476μs	40.4079 KOps/s	40.3308 KOps/s	$\color{#35bf28}+0.19\%$
test_getitem[list]	0.2247ms	54.1011μs	18.4839 KOps/s	19.5622 KOps/s	$\textbf{\color{#d91a1a}-5.51\%}$
test_setitem_dim[int]	86.8930μs	40.3662μs	24.7732 KOps/s	27.1242 KOps/s	$\textbf{\color{#d91a1a}-8.67\%}$
test_setitem_dim[slice_int]	0.1203ms	69.4534μs	14.3982 KOps/s	15.3506 KOps/s	$\textbf{\color{#d91a1a}-6.20\%}$
test_setitem_dim[range]	0.1747ms	93.6477μs	10.6783 KOps/s	11.2102 KOps/s	$\color{#d91a1a}-4.74\%$
test_setitem_dim[tuple]	89.7680μs	56.3488μs	17.7466 KOps/s	18.3554 KOps/s	$\color{#d91a1a}-3.32\%$
test_setitem	0.1002ms	29.8071μs	33.5490 KOps/s	35.8209 KOps/s	$\textbf{\color{#d91a1a}-6.34\%}$
test_set	95.7990μs	29.2684μs	34.1666 KOps/s	36.9296 KOps/s	$\textbf{\color{#d91a1a}-7.48\%}$
test_set_shared	2.4708ms	0.2114ms	4.7307 KOps/s	4.7477 KOps/s	$\color{#d91a1a}-0.36\%$
test_update	0.1316ms	36.3574μs	27.5047 KOps/s	29.8577 KOps/s	$\textbf{\color{#d91a1a}-7.88\%}$
test_update_nested	0.1249ms	46.3629μs	21.5690 KOps/s	22.3640 KOps/s	$\color{#d91a1a}-3.55\%$
test_update__nested	93.2140μs	34.2769μs	29.1742 KOps/s	29.6833 KOps/s	$\color{#d91a1a}-1.72\%$
test_set_nested	94.9080μs	31.3045μs	31.9443 KOps/s	33.9977 KOps/s	$\textbf{\color{#d91a1a}-6.04\%}$
test_set_nested_new	84.4880μs	36.4999μs	27.3974 KOps/s	29.0288 KOps/s	$\textbf{\color{#d91a1a}-5.62\%}$
test_select	1.1552ms	53.6589μs	18.6362 KOps/s	19.2602 KOps/s	$\color{#d91a1a}-3.24\%$
test_select_nested	0.1281ms	60.0279μs	16.6589 KOps/s	16.5797 KOps/s	$\color{#35bf28}+0.48\%$
test_exclude_nested	0.1450ms	76.0233μs	13.1539 KOps/s	13.2268 KOps/s	$\color{#d91a1a}-0.55\%$
test_empty[True]	0.4542ms	0.3180ms	3.1446 KOps/s	3.1531 KOps/s	$\color{#d91a1a}-0.27\%$
test_empty[False]	31.6415μs	1.2409μs	805.8638 KOps/s	816.8211 KOps/s	$\color{#d91a1a}-1.34\%$
test_unbind_speed	0.3794ms	0.2965ms	3.3725 KOps/s	3.3844 KOps/s	$\color{#d91a1a}-0.35\%$
test_unbind_speed_stack0	0.5989ms	0.2958ms	3.3812 KOps/s	3.4551 KOps/s	$\color{#d91a1a}-2.14\%$
test_unbind_speed_stack1	87.2133ms	0.8001ms	1.2498 KOps/s	1.3685 KOps/s	$\textbf{\color{#d91a1a}-8.68\%}$
test_split	3.1162ms	1.9936ms	501.6173 Ops/s	462.1853 Ops/s	$\textbf{\color{#35bf28}+8.53\%}$
test_chunk	89.9514ms	2.3404ms	427.2765 Ops/s	459.4865 Ops/s	$\textbf{\color{#d91a1a}-7.01\%}$
test_creation[device0]	4.1368ms	0.1186ms	8.4336 KOps/s	8.6900 KOps/s	$\color{#d91a1a}-2.95\%$
test_creation_from_tensor	0.2388ms	0.1148ms	8.7139 KOps/s	8.5743 KOps/s	$\color{#35bf28}+1.63\%$
test_add_one[memmap_tensor0]	0.1998ms	7.6249μs	131.1492 KOps/s	143.3581 KOps/s	$\textbf{\color{#d91a1a}-8.52\%}$
test_contiguous[memmap_tensor0]	22.1920μs	1.8645μs	536.3234 KOps/s	531.2918 KOps/s	$\color{#35bf28}+0.95\%$
test_stack[memmap_tensor0]	37.7010μs	5.6753μs	176.2030 KOps/s	182.6504 KOps/s	$\color{#d91a1a}-3.53\%$
test_memmaptd_index	1.1308ms	0.4049ms	2.4700 KOps/s	2.5512 KOps/s	$\color{#d91a1a}-3.18\%$
test_memmaptd_index_astensor	1.0327ms	0.4816ms	2.0764 KOps/s	2.1221 KOps/s	$\color{#d91a1a}-2.16\%$
test_memmaptd_index_op	1.6901ms	1.0329ms	968.1400 Ops/s	1.0509 KOps/s	$\textbf{\color{#d91a1a}-7.88\%}$
test_serialize_model	0.1310s	0.1162s	8.6082 Ops/s	8.2293 Ops/s	$\color{#35bf28}+4.60\%$
test_serialize_model_pickle	0.4759s	0.4001s	2.4991 Ops/s	2.4874 Ops/s	$\color{#35bf28}+0.47\%$
test_serialize_weights	0.1204s	0.1158s	8.6368 Ops/s	7.4165 Ops/s	$\textbf{\color{#35bf28}+16.45\%}$
test_serialize_weights_returnearly	0.1719s	0.1594s	6.2740 Ops/s	6.2210 Ops/s	$\color{#35bf28}+0.85\%$
test_serialize_weights_pickle	1.0558s	0.7083s	1.4119 Ops/s	2.3093 Ops/s	$\textbf{\color{#d91a1a}-38.86\%}$
test_serialize_weights_filesystem	0.1469s	0.1398s	7.1522 Ops/s	6.8979 Ops/s	$\color{#35bf28}+3.69\%$
test_serialize_model_filesystem	0.2284s	0.1523s	6.5655 Ops/s	6.0705 Ops/s	$\textbf{\color{#35bf28}+8.15\%}$
test_reshape_pytree	85.9400μs	37.9464μs	26.3530 KOps/s	25.7321 KOps/s	$\color{#35bf28}+2.41\%$
test_reshape_td	0.1495ms	47.2780μs	21.1515 KOps/s	21.5529 KOps/s	$\color{#d91a1a}-1.86\%$
test_view_pytree	0.1047ms	38.3321μs	26.0878 KOps/s	26.4140 KOps/s	$\color{#d91a1a}-1.23\%$
test_view_td	93.9560μs	51.8185μs	19.2981 KOps/s	19.3828 KOps/s	$\color{#d91a1a}-0.44\%$
test_unbind_pytree	98.5220μs	36.0286μs	27.7557 KOps/s	28.4316 KOps/s	$\color{#d91a1a}-2.38\%$
test_unbind_td	0.3305ms	44.4010μs	22.5220 KOps/s	22.5152 KOps/s	$\color{#35bf28}+0.03\%$
test_split_pytree	0.1036ms	37.5538μs	26.6285 KOps/s	26.7111 KOps/s	$\color{#d91a1a}-0.31\%$
test_split_td	0.2438ms	56.9980μs	17.5445 KOps/s	17.4017 KOps/s	$\color{#35bf28}+0.82\%$
test_add_pytree	0.1017ms	44.7070μs	22.3679 KOps/s	23.0367 KOps/s	$\color{#d91a1a}-2.90\%$
test_add_td	0.2229ms	81.5949μs	12.2557 KOps/s	12.8953 KOps/s	$\color{#d91a1a}-4.96\%$
test_compile_add_one_nested[tensordict-compile]	0.1330ms	56.3988μs	17.7309 KOps/s	17.5690 KOps/s	$\color{#35bf28}+0.92\%$
test_compile_add_one_nested[tensordict-eager]	0.3236ms	0.1816ms	5.5058 KOps/s	5.3790 KOps/s	$\color{#35bf28}+2.36\%$
test_compile_add_one_nested[pytree-compile]	0.1283ms	55.9533μs	17.8720 KOps/s	17.5840 KOps/s	$\color{#35bf28}+1.64\%$
test_compile_add_one_nested[pytree-eager]	0.2857ms	0.1446ms	6.9179 KOps/s	7.2493 KOps/s	$\color{#d91a1a}-4.57\%$
test_compile_copy_nested[tensordict-compile]	47.2880μs	20.6710μs	48.3769 KOps/s	49.1760 KOps/s	$\color{#d91a1a}-1.63\%$
test_compile_copy_nested[tensordict-eager]	0.1321ms	66.6212μs	15.0102 KOps/s	15.0777 KOps/s	$\color{#d91a1a}-0.45\%$
test_compile_copy_nested[pytree-compile]	0.1469ms	74.4748μs	13.4274 KOps/s	13.2389 KOps/s	$\color{#35bf28}+1.42\%$
test_compile_copy_nested[pytree-eager]	0.1387ms	67.8661μs	14.7349 KOps/s	14.6003 KOps/s	$\color{#35bf28}+0.92\%$
test_compile_add_one_flat[tensordict-compile]	0.3752ms	0.1717ms	5.8239 KOps/s	5.8251 KOps/s	$\color{#d91a1a}-0.02\%$
test_compile_add_one_flat[tensordict-eager]	0.3100ms	0.1852ms	5.3988 KOps/s	5.2700 KOps/s	$\color{#35bf28}+2.44\%$
test_compile_add_one_flat[tensorclass-compile]	0.1098ms	45.8242μs	21.8225 KOps/s	21.0290 KOps/s	$\color{#35bf28}+3.77\%$
test_compile_add_one_flat[tensorclass-eager]	0.6769ms	67.5142μs	14.8117 KOps/s	14.7493 KOps/s	$\color{#35bf28}+0.42\%$
test_compile_add_one_flat[pytree-compile]	0.3238ms	0.1726ms	5.7923 KOps/s	5.7364 KOps/s	$\color{#35bf28}+0.97\%$
test_compile_add_one_flat[pytree-eager]	0.5873ms	0.3028ms	3.3022 KOps/s	3.5035 KOps/s	$\textbf{\color{#d91a1a}-5.75\%}$
test_compile_add_self_flat[tensordict-eager]	0.2986ms	0.1978ms	5.0559 KOps/s	4.8972 KOps/s	$\color{#35bf28}+3.24\%$
test_compile_add_self_flat[tensordict-compile]	0.5712ms	0.1730ms	5.7813 KOps/s	5.7635 KOps/s	$\color{#35bf28}+0.31\%$
test_compile_add_self_flat[tensorclass-eager]	0.1238ms	59.8905μs	16.6971 KOps/s	16.1985 KOps/s	$\color{#35bf28}+3.08\%$
test_compile_add_self_flat[tensorclass-compile]	92.2420μs	47.8768μs	20.8870 KOps/s	20.4903 KOps/s	$\color{#35bf28}+1.94\%$
test_compile_add_self_flat[pytree-eager]	0.4327ms	0.2440ms	4.0991 KOps/s	4.2878 KOps/s	$\color{#d91a1a}-4.40\%$
test_compile_add_self_flat[pytree-compile]	0.2638ms	0.1742ms	5.7394 KOps/s	5.6719 KOps/s	$\color{#35bf28}+1.19\%$
test_compile_copy_flat[tensordict-compile]	0.2365ms	0.1009ms	9.9121 KOps/s	9.7187 KOps/s	$\color{#35bf28}+1.99\%$
test_compile_copy_flat[tensordict-eager]	0.1356ms	59.8672μs	16.7036 KOps/s	16.7114 KOps/s	$\color{#d91a1a}-0.05\%$
test_compile_copy_flat[pytree-compile]	0.1420ms	74.9491μs	13.3424 KOps/s	12.9129 KOps/s	$\color{#35bf28}+3.33\%$
test_compile_copy_flat[pytree-eager]	0.1349ms	68.1726μs	14.6687 KOps/s	14.3151 KOps/s	$\color{#35bf28}+2.47\%$
test_compile_assign_and_add[tensordict-compile]	0.2863ms	0.1950ms	5.1290 KOps/s	5.1195 KOps/s	$\color{#35bf28}+0.19\%$
test_compile_assign_and_add[tensordict-eager]	2.8615ms	1.6761ms	596.6323 Ops/s	609.3192 Ops/s	$\color{#d91a1a}-2.08\%$
test_compile_assign_and_add[pytree-compile]	0.2803ms	0.1936ms	5.1655 KOps/s	5.1280 KOps/s	$\color{#35bf28}+0.73\%$
test_compile_assign_and_add[pytree-eager]	2.0577ms	1.1548ms	865.9164 Ops/s	917.0348 Ops/s	$\textbf{\color{#d91a1a}-5.57\%}$
test_compile_assign_and_add_stack[compile]	0.5687ms	0.4295ms	2.3285 KOps/s	2.3725 KOps/s	$\color{#d91a1a}-1.86\%$
test_compile_assign_and_add_stack[eager]	4.0710ms	3.8262ms	261.3531 Ops/s	283.2649 Ops/s	$\textbf{\color{#d91a1a}-7.74\%}$
test_compile_indexing[tensor-tensordict-compile]	0.1072ms	34.1381μs	29.2928 KOps/s	28.4930 KOps/s	$\color{#35bf28}+2.81\%$
test_compile_indexing[tensor-tensordict-eager]	1.0641ms	47.3526μs	21.1182 KOps/s	21.2039 KOps/s	$\color{#d91a1a}-0.40\%$
test_compile_indexing[tensor-tensorclass-compile]	98.5440μs	29.6774μs	33.6957 KOps/s	32.5581 KOps/s	$\color{#35bf28}+3.49\%$
test_compile_indexing[tensor-tensorclass-eager]	67.9970μs	29.0346μs	34.4417 KOps/s	35.2753 KOps/s	$\color{#d91a1a}-2.36\%$
test_compile_indexing[tensor-pytree-compile]	0.1009ms	30.5355μs	32.7488 KOps/s	31.9847 KOps/s	$\color{#35bf28}+2.39\%$
test_compile_indexing[tensor-pytree-eager]	97.9830μs	28.7475μs	34.7856 KOps/s	35.5823 KOps/s	$\color{#d91a1a}-2.24\%$
test_compile_indexing[slice-tensordict-compile]	0.1689ms	73.3614μs	13.6311 KOps/s	13.5518 KOps/s	$\color{#35bf28}+0.59\%$
test_compile_indexing[slice-tensordict-eager]	0.5376ms	26.8754μs	37.2088 KOps/s	35.3473 KOps/s	$\textbf{\color{#35bf28}+5.27\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1723ms	69.1905μs	14.4529 KOps/s	14.7629 KOps/s	$\color{#d91a1a}-2.10\%$
test_compile_indexing[slice-tensorclass-eager]	88.8060μs	22.7526μs	43.9510 KOps/s	43.9518 KOps/s	$-0.00\%$
test_compile_indexing[slice-pytree-compile]	0.1422ms	68.2289μs	14.6566 KOps/s	14.7681 KOps/s	$\color{#d91a1a}-0.76\%$
test_compile_indexing[slice-pytree-eager]	68.8990μs	22.6401μs	44.1694 KOps/s	43.9827 KOps/s	$\color{#35bf28}+0.42\%$
test_compile_indexing[int-tensordict-compile]	0.5148ms	74.6181μs	13.4016 KOps/s	13.6217 KOps/s	$\color{#d91a1a}-1.62\%$
test_compile_indexing[int-tensordict-eager]	1.1383ms	26.7516μs	37.3810 KOps/s	35.1691 KOps/s	$\textbf{\color{#35bf28}+6.29\%}$
test_compile_indexing[int-tensorclass-compile]	0.1528ms	69.1515μs	14.4610 KOps/s	14.7309 KOps/s	$\color{#d91a1a}-1.83\%$
test_compile_indexing[int-tensorclass-eager]	59.7010μs	22.6173μs	44.2139 KOps/s	44.5768 KOps/s	$\color{#d91a1a}-0.81\%$
test_compile_indexing[int-pytree-compile]	0.1345ms	68.5514μs	14.5876 KOps/s	14.7494 KOps/s	$\color{#d91a1a}-1.10\%$
test_compile_indexing[int-pytree-eager]	82.9650μs	22.6047μs	44.2385 KOps/s	44.7015 KOps/s	$\color{#d91a1a}-1.04\%$
test_mod_add[eager]	76.6540μs	24.4125μs	40.9627 KOps/s	43.0117 KOps/s	$\color{#d91a1a}-4.76\%$
test_mod_add[compile]	0.1056ms	37.8088μs	26.4489 KOps/s	25.2962 KOps/s	$\color{#35bf28}+4.56\%$
test_mod_add[compile-overhead]	0.1048ms	38.4771μs	25.9895 KOps/s	25.2319 KOps/s	$\color{#35bf28}+3.00\%$
test_mod_wrap[eager]	0.4008ms	0.2127ms	4.7017 KOps/s	4.9201 KOps/s	$\color{#d91a1a}-4.44\%$
test_mod_wrap[compile]	0.3780ms	0.2341ms	4.2713 KOps/s	4.2306 KOps/s	$\color{#35bf28}+0.96\%$
test_mod_wrap[compile-overhead]	0.4414ms	0.2371ms	4.2178 KOps/s	4.3048 KOps/s	$\color{#d91a1a}-2.02\%$
test_mod_wrap_and_backward[eager]	12.0293ms	10.7565ms	92.9671 Ops/s	94.3404 Ops/s	$\color{#d91a1a}-1.46\%$
test_mod_wrap_and_backward[compile]	12.5038ms	10.8942ms	91.7919 Ops/s	91.2447 Ops/s	$\color{#35bf28}+0.60\%$
test_mod_wrap_and_backward[compile-overhead]	13.0064ms	10.9209ms	91.5674 Ops/s	89.8358 Ops/s	$\color{#35bf28}+1.93\%$
test_seq_add[eager]	0.1731ms	87.2337μs	11.4635 KOps/s	11.7468 KOps/s	$\color{#d91a1a}-2.41\%$
test_seq_add[compile]	0.1221ms	63.2962μs	15.7987 KOps/s	15.4943 KOps/s	$\color{#35bf28}+1.96\%$
test_seq_add[compile-overhead]	0.1416ms	62.5196μs	15.9950 KOps/s	15.8586 KOps/s	$\color{#35bf28}+0.86\%$
test_seq_wrap[eager]	0.5732ms	0.3905ms	2.5611 KOps/s	2.7126 KOps/s	$\textbf{\color{#d91a1a}-5.59\%}$
test_seq_wrap[compile]	0.5204ms	0.2731ms	3.6615 KOps/s	3.7612 KOps/s	$\color{#d91a1a}-2.65\%$
test_seq_wrap[compile-overhead]	0.4923ms	0.2714ms	3.6851 KOps/s	3.7859 KOps/s	$\color{#d91a1a}-2.66\%$
test_func_call_runtime[False-eager]	1.0038ms	0.5396ms	1.8531 KOps/s	1.9502 KOps/s	$\color{#d91a1a}-4.98\%$
test_func_call_runtime[False-compile]	0.9366ms	0.5140ms	1.9454 KOps/s	2.0358 KOps/s	$\color{#d91a1a}-4.44\%$
test_func_call_runtime[False-compile-overhead]	1.3669ms	0.5188ms	1.9276 KOps/s	2.0374 KOps/s	$\textbf{\color{#d91a1a}-5.39\%}$
test_func_call_runtime[True-eager]	1.5727ms	0.7564ms	1.3221 KOps/s	1.3798 KOps/s	$\color{#d91a1a}-4.18\%$
test_func_call_runtime[True-compile]	0.8986ms	0.5175ms	1.9323 KOps/s	1.9911 KOps/s	$\color{#d91a1a}-2.95\%$
test_func_call_runtime[True-compile-overhead]	0.9358ms	0.5195ms	1.9250 KOps/s	1.9985 KOps/s	$\color{#d91a1a}-3.68\%$
test_func_call_cm_runtime[False-eager]	0.7957ms	0.5359ms	1.8661 KOps/s	1.9743 KOps/s	$\textbf{\color{#d91a1a}-5.48\%}$
test_func_call_cm_runtime[False-compile]	0.6856ms	0.5201ms	1.9227 KOps/s	1.9935 KOps/s	$\color{#d91a1a}-3.55\%$
test_func_call_cm_runtime[False-compile-overhead]	0.7030ms	0.5146ms	1.9433 KOps/s	2.0153 KOps/s	$\color{#d91a1a}-3.57\%$
test_func_call_cm_runtime[True-eager]	1.2203ms	0.8910ms	1.1223 KOps/s	1.1746 KOps/s	$\color{#d91a1a}-4.46\%$
test_func_call_cm_runtime[True-compile]	0.8901ms	0.7595ms	1.3167 KOps/s	1.3721 KOps/s	$\color{#d91a1a}-4.04\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0675ms	0.7602ms	1.3154 KOps/s	1.3757 KOps/s	$\color{#d91a1a}-4.38\%$
test_vmap_func_call_cm_runtime[eager]	2.5629ms	1.8774ms	532.6477 Ops/s	542.4046 Ops/s	$\color{#d91a1a}-1.80\%$
test_vmap_func_call_cm_runtime[compile]	3.0567ms	1.9545ms	511.6321 Ops/s	529.3164 Ops/s	$\color{#d91a1a}-3.34\%$
test_vmap_func_call_cm_runtime[compile-overhead]	3.0241ms	1.9378ms	516.0506 Ops/s	528.3973 Ops/s	$\color{#d91a1a}-2.34\%$
test_distributed	0.2568ms	0.1239ms	8.0680 KOps/s	7.9100 KOps/s	$\color{#35bf28}+2.00\%$
test_tdmodule	36.5680μs	17.6618μs	56.6193 KOps/s	61.0267 KOps/s	$\textbf{\color{#d91a1a}-7.22\%}$
test_tdmodule_dispatch	65.7630μs	36.6749μs	27.2666 KOps/s	29.3337 KOps/s	$\textbf{\color{#d91a1a}-7.05\%}$
test_tdseq	49.4320μs	20.2553μs	49.3698 KOps/s	50.6109 KOps/s	$\color{#d91a1a}-2.45\%$
test_tdseq_dispatch	97.1910μs	41.5029μs	24.0947 KOps/s	25.3998 KOps/s	$\textbf{\color{#d91a1a}-5.14\%}$
test_instantiation_functorch	3.2644ms	1.5743ms	635.2138 Ops/s	634.1760 Ops/s	$\color{#35bf28}+0.16\%$
test_instantiation_td	1.8652ms	1.1554ms	865.5054 Ops/s	861.3966 Ops/s	$\color{#35bf28}+0.48\%$
test_exec_functorch	0.4106ms	0.1874ms	5.3350 KOps/s	5.4852 KOps/s	$\color{#d91a1a}-2.74\%$
test_exec_functional_call	0.3253ms	0.1765ms	5.6668 KOps/s	5.9728 KOps/s	$\textbf{\color{#d91a1a}-5.12\%}$
test_exec_td	0.3120ms	0.1688ms	5.9230 KOps/s	6.0703 KOps/s	$\color{#d91a1a}-2.43\%$
test_exec_td_decorator	0.9916ms	0.2220ms	4.5035 KOps/s	4.5975 KOps/s	$\color{#d91a1a}-2.04\%$
test_vmap_mlp_speed[True-True]	0.8321ms	0.6390ms	1.5649 KOps/s	1.6153 KOps/s	$\color{#d91a1a}-3.12\%$
test_vmap_mlp_speed[True-False]	1.0907ms	0.6464ms	1.5470 KOps/s	1.6125 KOps/s	$\color{#d91a1a}-4.06\%$
test_vmap_mlp_speed[False-True]	0.6648ms	0.4990ms	2.0041 KOps/s	2.0685 KOps/s	$\color{#d91a1a}-3.11\%$
test_vmap_mlp_speed[False-False]	0.7162ms	0.4953ms	2.0189 KOps/s	2.0552 KOps/s	$\color{#d91a1a}-1.77\%$
test_vmap_mlp_speed_decorator[True-True]	1.0982ms	0.6282ms	1.5919 KOps/s	1.6648 KOps/s	$\color{#d91a1a}-4.38\%$
test_vmap_mlp_speed_decorator[True-False]	0.8509ms	0.6258ms	1.5979 KOps/s	1.6461 KOps/s	$\color{#d91a1a}-2.93\%$
test_vmap_mlp_speed_decorator[False-True]	0.8004ms	0.5133ms	1.9482 KOps/s	2.0080 KOps/s	$\color{#d91a1a}-2.97\%$
test_vmap_mlp_speed_decorator[False-False]	0.7466ms	0.5141ms	1.9453 KOps/s	2.0135 KOps/s	$\color{#d91a1a}-3.39\%$
test_to_module_speed[True]	2.0656ms	1.2834ms	779.1773 Ops/s	774.0285 Ops/s	$\color{#35bf28}+0.67\%$
test_to_module_speed[False]	1.7664ms	1.2304ms	812.7364 Ops/s	792.9305 Ops/s	$\color{#35bf28}+2.50\%$
test_tc_init	99.0450μs	44.9168μs	22.2634 KOps/s	23.2965 KOps/s	$\color{#d91a1a}-4.43\%$
test_tc_init_nested	0.1521ms	86.1465μs	11.6081 KOps/s	11.6420 KOps/s	$\color{#d91a1a}-0.29\%$
test_tc_first_layer_tensor	39.0830μs	1.5212μs	657.3601 KOps/s	660.3301 KOps/s	$\color{#d91a1a}-0.45\%$
test_tc_first_layer_nontensor	34.9050μs	4.7029μs	212.6343 KOps/s	207.0421 KOps/s	$\color{#35bf28}+2.70\%$
test_tc_second_layer_tensor	22.9130μs	2.8298μs	353.3776 KOps/s	351.3518 KOps/s	$\color{#35bf28}+0.58\%$
test_tc_second_layer_nontensor	44.5830μs	6.0754μs	164.5985 KOps/s	161.5401 KOps/s	$\color{#35bf28}+1.89\%$
test_unbind	0.4838s	13.1776ms	75.8864 Ops/s	73.7831 Ops/s	$\color{#35bf28}+2.85\%$
test_full_like	8.8281ms	7.4582ms	134.0802 Ops/s	79.1745 Ops/s	$\textbf{\color{#35bf28}+69.35\%}$
test_zeros_like	3.4232ms	2.9410ms	340.0236 Ops/s	138.8001 Ops/s	$\textbf{\color{#35bf28}+144.97\%}$
test_ones_like	3.6908ms	3.2471ms	307.9640 Ops/s	127.7473 Ops/s	$\textbf{\color{#35bf28}+141.07\%}$
test_clone	6.7749ms	5.5245ms	181.0127 Ops/s	102.4663 Ops/s	$\textbf{\color{#35bf28}+76.66\%}$
test_squeeze	64.6400μs	12.9595μs	77.1633 KOps/s	78.2989 KOps/s	$\color{#d91a1a}-1.45\%$
test_unsqueeze	0.1688ms	91.0375μs	10.9845 KOps/s	10.7024 KOps/s	$\color{#35bf28}+2.64\%$
test_split	0.5122ms	0.1920ms	5.2076 KOps/s	5.0761 KOps/s	$\color{#35bf28}+2.59\%$
test_permute	0.3722ms	0.2204ms	4.5379 KOps/s	4.5238 KOps/s	$\color{#35bf28}+0.31\%$
test_stack	32.2006ms	26.8205ms	37.2850 Ops/s	40.5113 Ops/s	$\textbf{\color{#d91a1a}-7.96\%}$
test_cat	32.3506ms	26.1258ms	38.2764 Ops/s	40.2848 Ops/s	$\color{#d91a1a}-4.99\%$