[BugFix] Fix get for nestedkeys with default in tensorclass

[vmoens]

Stack from ghstack (oldest at bottom):

• [BugFix] Enforce zip(..., strict=True) in TDModules #1212
• -> [BugFix] Fix get for nestedkeys with default in tensorclass #1211

[github-actions]

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}10$. Worsened: $\large\color{#d91a1a}21$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	41.2970μs	21.0975μs	47.3990 KOps/s	48.7173 KOps/s	$\color{#d91a1a}-2.71\%$
test_plain_set_stack_nested	56.5150μs	21.3987μs	46.7319 KOps/s	48.5732 KOps/s	$\color{#d91a1a}-3.79\%$
test_plain_set_nested_inplace	56.8660μs	23.2200μs	43.0664 KOps/s	44.4481 KOps/s	$\color{#d91a1a}-3.11\%$
test_plain_set_stack_nested_inplace	53.8410μs	23.1042μs	43.2821 KOps/s	44.2785 KOps/s	$\color{#d91a1a}-2.25\%$
test_items	33.9630μs	4.2105μs	237.5005 KOps/s	244.7400 KOps/s	$\color{#d91a1a}-2.96\%$
test_items_nested	0.5749ms	0.4041ms	2.4745 KOps/s	2.4863 KOps/s	$\color{#d91a1a}-0.48\%$
test_items_nested_locked	0.7719ms	0.4058ms	2.4645 KOps/s	2.4737 KOps/s	$\color{#d91a1a}-0.37\%$
test_items_nested_leaf	0.1616ms	77.4093μs	12.9183 KOps/s	13.0079 KOps/s	$\color{#d91a1a}-0.69\%$
test_items_stack_nested	0.7416ms	0.4112ms	2.4318 KOps/s	2.4763 KOps/s	$\color{#d91a1a}-1.80\%$
test_items_stack_nested_leaf	0.1605ms	80.7940μs	12.3772 KOps/s	12.7532 KOps/s	$\color{#d91a1a}-2.95\%$
test_items_stack_nested_locked	0.5002ms	0.4050ms	2.4691 KOps/s	2.4623 KOps/s	$\color{#35bf28}+0.27\%$
test_keys	29.7650μs	3.5113μs	284.7918 KOps/s	286.4989 KOps/s	$\color{#d91a1a}-0.60\%$
test_keys_nested	0.2078ms	0.1628ms	6.1416 KOps/s	6.1448 KOps/s	$\color{#d91a1a}-0.05\%$
test_keys_nested_locked	0.8682ms	0.1685ms	5.9363 KOps/s	5.9409 KOps/s	$\color{#d91a1a}-0.08\%$
test_keys_nested_leaf	0.1817ms	0.1424ms	7.0203 KOps/s	7.0989 KOps/s	$\color{#d91a1a}-1.11\%$
test_keys_stack_nested	0.2116ms	0.1608ms	6.2188 KOps/s	6.2346 KOps/s	$\color{#d91a1a}-0.25\%$
test_keys_stack_nested_leaf	0.1772ms	0.1411ms	7.0869 KOps/s	7.3530 KOps/s	$\color{#d91a1a}-3.62\%$
test_keys_stack_nested_locked	0.2122ms	0.1678ms	5.9607 KOps/s	6.0575 KOps/s	$\color{#d91a1a}-1.60\%$
test_values	8.5635μs	1.0530μs	949.7033 KOps/s	952.7548 KOps/s	$\color{#d91a1a}-0.32\%$
test_values_nested	0.1189ms	62.0936μs	16.1047 KOps/s	16.3184 KOps/s	$\color{#d91a1a}-1.31\%$
test_values_nested_locked	0.1243ms	62.0653μs	16.1121 KOps/s	15.6481 KOps/s	$\color{#35bf28}+2.97\%$
test_values_nested_leaf	0.1338ms	71.6576μs	13.9553 KOps/s	14.0624 KOps/s	$\color{#d91a1a}-0.76\%$
test_values_stack_nested	0.1203ms	63.5883μs	15.7262 KOps/s	15.6414 KOps/s	$\color{#35bf28}+0.54\%$
test_values_stack_nested_leaf	0.1399ms	71.7497μs	13.9373 KOps/s	14.4991 KOps/s	$\color{#d91a1a}-3.87\%$
test_values_stack_nested_locked	0.1317ms	63.2394μs	15.8129 KOps/s	15.7646 KOps/s	$\color{#35bf28}+0.31\%$
test_membership	15.8900μs	0.8641μs	1.1573 MOps/s	1.4071 MOps/s	$\textbf{\color{#d91a1a}-17.76\%}$
test_membership_nested	35.8070μs	2.8958μs	345.3293 KOps/s	347.7956 KOps/s	$\color{#d91a1a}-0.71\%$
test_membership_nested_leaf	19.6570μs	2.9183μs	342.6698 KOps/s	346.8222 KOps/s	$\color{#d91a1a}-1.20\%$
test_membership_stacked_nested	23.4230μs	2.9208μs	342.3741 KOps/s	348.0158 KOps/s	$\color{#d91a1a}-1.62\%$
test_membership_stacked_nested_leaf	23.0930μs	2.8896μs	346.0683 KOps/s	347.5217 KOps/s	$\color{#d91a1a}-0.42\%$
test_membership_nested_last	51.8090μs	4.3600μs	229.3552 KOps/s	228.1391 KOps/s	$\color{#35bf28}+0.53\%$
test_membership_nested_leaf_last	40.4530μs	4.4096μs	226.7801 KOps/s	224.1548 KOps/s	$\color{#35bf28}+1.17\%$
test_membership_stacked_nested_last	33.7830μs	5.2530μs	190.3681 KOps/s	74.8151 KOps/s	$\textbf{\color{#35bf28}+154.45\%}$
test_membership_stacked_nested_leaf_last	31.8200μs	5.2786μs	189.4451 KOps/s	74.9572 KOps/s	$\textbf{\color{#35bf28}+152.74\%}$
test_nested_getleaf	33.0320μs	11.3096μs	88.4202 KOps/s	96.3593 KOps/s	$\textbf{\color{#d91a1a}-8.24\%}$
test_nested_get	30.6870μs	10.8774μs	91.9335 KOps/s	101.9186 KOps/s	$\textbf{\color{#d91a1a}-9.80\%}$
test_stacked_getleaf	48.8740μs	11.4385μs	87.4239 KOps/s	97.7895 KOps/s	$\textbf{\color{#d91a1a}-10.60\%}$
test_stacked_get	29.9360μs	10.8370μs	92.2767 KOps/s	102.1108 KOps/s	$\textbf{\color{#d91a1a}-9.63\%}$
test_nested_getitemleaf	35.2360μs	12.1437μs	82.3471 KOps/s	91.9894 KOps/s	$\textbf{\color{#d91a1a}-10.48\%}$
test_nested_getitem	45.4750μs	11.5327μs	86.7101 KOps/s	96.4582 KOps/s	$\textbf{\color{#d91a1a}-10.11\%}$
test_stacked_getitemleaf	31.5490μs	11.9127μs	83.9440 KOps/s	93.0179 KOps/s	$\textbf{\color{#d91a1a}-9.76\%}$
test_stacked_getitem	37.0190μs	11.4882μs	87.0456 KOps/s	96.7908 KOps/s	$\textbf{\color{#d91a1a}-10.07\%}$
test_lock_nested	6.7322ms	0.4229ms	2.3647 KOps/s	2.4320 KOps/s	$\color{#d91a1a}-2.77\%$
test_lock_stack_nested	0.6584ms	0.4228ms	2.3655 KOps/s	2.4516 KOps/s	$\color{#d91a1a}-3.51\%$
test_unlock_nested	0.4260ms	0.3342ms	2.9919 KOps/s	2.9446 KOps/s	$\color{#35bf28}+1.61\%$
test_unlock_stack_nested	0.5310ms	0.3376ms	2.9618 KOps/s	3.0314 KOps/s	$\color{#d91a1a}-2.30\%$
test_flatten_speed	0.2079ms	0.1006ms	9.9387 KOps/s	9.8463 KOps/s	$\color{#35bf28}+0.94\%$
test_unflatten_speed	0.6352ms	0.5350ms	1.8691 KOps/s	1.9718 KOps/s	$\textbf{\color{#d91a1a}-5.21\%}$
test_common_ops	0.9726ms	0.8128ms	1.2304 KOps/s	1.1957 KOps/s	$\color{#35bf28}+2.90\%$
test_creation	33.6130μs	2.6105μs	383.0665 KOps/s	405.9510 KOps/s	$\textbf{\color{#d91a1a}-5.64\%}$
test_creation_empty	38.9020μs	13.3447μs	74.9360 KOps/s	79.9108 KOps/s	$\textbf{\color{#d91a1a}-6.23\%}$
test_creation_nested_1	41.1570μs	16.3145μs	61.2951 KOps/s	64.2953 KOps/s	$\color{#d91a1a}-4.67\%$
test_creation_nested_2	53.7400μs	20.9747μs	47.6765 KOps/s	49.6301 KOps/s	$\color{#d91a1a}-3.94\%$
test_clone	64.5900μs	13.7813μs	72.5619 KOps/s	73.7167 KOps/s	$\color{#d91a1a}-1.57\%$
test_getitem[int]	0.9051ms	13.1561μs	76.0105 KOps/s	78.5636 KOps/s	$\color{#d91a1a}-3.25\%$
test_getitem[slice_int]	0.1279ms	25.0587μs	39.9063 KOps/s	40.6341 KOps/s	$\color{#d91a1a}-1.79\%$
test_getitem[range]	0.1606ms	52.4879μs	19.0520 KOps/s	20.5570 KOps/s	$\textbf{\color{#d91a1a}-7.32\%}$
test_getitem[tuple]	0.1241ms	20.7158μs	48.2723 KOps/s	49.4695 KOps/s	$\color{#d91a1a}-2.42\%$
test_getitem[list]	0.1595ms	46.4327μs	21.5365 KOps/s	23.0080 KOps/s	$\textbf{\color{#d91a1a}-6.40\%}$
test_setitem_dim[int]	60.6430μs	25.0930μs	39.8517 KOps/s	39.6207 KOps/s	$\color{#35bf28}+0.58\%$
test_setitem_dim[slice_int]	94.5160μs	50.7685μs	19.6972 KOps/s	20.0573 KOps/s	$\color{#d91a1a}-1.80\%$
test_setitem_dim[range]	0.1381ms	78.7211μs	12.7031 KOps/s	13.1409 KOps/s	$\color{#d91a1a}-3.33\%$
test_setitem_dim[tuple]	73.9080μs	40.1818μs	24.8869 KOps/s	25.0630 KOps/s	$\color{#d91a1a}-0.70\%$
test_setitem	71.5230μs	21.4361μs	46.6504 KOps/s	47.7877 KOps/s	$\color{#d91a1a}-2.38\%$
test_set	86.1310μs	21.1249μs	47.3375 KOps/s	48.9219 KOps/s	$\color{#d91a1a}-3.24\%$
test_set_shared	0.3662ms	0.1808ms	5.5297 KOps/s	5.4479 KOps/s	$\color{#35bf28}+1.50\%$
test_update	0.1109ms	24.3781μs	41.0205 KOps/s	42.0779 KOps/s	$\color{#d91a1a}-2.51\%$
test_update_nested	94.0550μs	33.8700μs	29.5247 KOps/s	29.5284 KOps/s	$\color{#d91a1a}-0.01\%$
test_update__nested	0.4651ms	33.9695μs	29.4381 KOps/s	29.5119 KOps/s	$\color{#d91a1a}-0.25\%$
test_set_nested	72.8660μs	23.3041μs	42.9108 KOps/s	43.9302 KOps/s	$\color{#d91a1a}-2.32\%$
test_set_nested_new	80.0090μs	27.7783μs	35.9994 KOps/s	36.5824 KOps/s	$\color{#d91a1a}-1.59\%$
test_select	0.9736ms	43.9297μs	22.7636 KOps/s	22.5518 KOps/s	$\color{#35bf28}+0.94\%$
test_select_nested	0.1319ms	63.7027μs	15.6979 KOps/s	15.9148 KOps/s	$\color{#d91a1a}-1.36\%$
test_exclude_nested	0.1517ms	81.7923μs	12.2261 KOps/s	12.4380 KOps/s	$\color{#d91a1a}-1.70\%$
test_empty[True]	0.7307ms	0.4121ms	2.4266 KOps/s	2.4639 KOps/s	$\color{#d91a1a}-1.52\%$
test_empty[False]	9.3272μs	1.3798μs	724.7238 KOps/s	706.5737 KOps/s	$\color{#35bf28}+2.57\%$
test_unbind_speed	0.3841ms	0.2730ms	3.6630 KOps/s	3.6468 KOps/s	$\color{#35bf28}+0.44\%$
test_unbind_speed_stack0	0.4707ms	0.2693ms	3.7132 KOps/s	3.8329 KOps/s	$\color{#d91a1a}-3.12\%$
test_unbind_speed_stack1	0.1024s	0.7269ms	1.3757 KOps/s	1.2810 KOps/s	$\textbf{\color{#35bf28}+7.40\%}$
test_split	0.1018s	1.7673ms	565.8323 Ops/s	579.1086 Ops/s	$\color{#d91a1a}-2.29\%$
test_chunk	0.1047s	1.7684ms	565.4789 Ops/s	638.6596 Ops/s	$\textbf{\color{#d91a1a}-11.46\%}$
test_consolidate_njt[False-None]	8.5542ms	8.1495ms	122.7072 Ops/s	108.2749 Ops/s	$\textbf{\color{#35bf28}+13.33\%}$
test_creation[device0]	3.4058ms	92.1524μs	10.8516 KOps/s	10.8434 KOps/s	$\color{#35bf28}+0.08\%$
test_creation_from_tensor	0.2150ms	93.9803μs	10.6405 KOps/s	10.5186 KOps/s	$\color{#35bf28}+1.16\%$
test_add_one[memmap_tensor0]	0.1003ms	4.9960μs	200.1596 KOps/s	202.0771 KOps/s	$\color{#d91a1a}-0.95\%$
test_contiguous[memmap_tensor0]	10.4890μs	0.5373μs	1.8613 MOps/s	1.9492 MOps/s	$\color{#d91a1a}-4.51\%$
test_stack[memmap_tensor0]	27.5410μs	3.4495μs	289.8979 KOps/s	300.6608 KOps/s	$\color{#d91a1a}-3.58\%$
test_memmaptd_index	1.2487ms	0.2283ms	4.3794 KOps/s	4.4565 KOps/s	$\color{#d91a1a}-1.73\%$
test_memmaptd_index_astensor	0.5273ms	0.3147ms	3.1780 KOps/s	3.2484 KOps/s	$\color{#d91a1a}-2.17\%$
test_memmaptd_index_op	1.0497ms	0.6063ms	1.6493 KOps/s	1.6703 KOps/s	$\color{#d91a1a}-1.26\%$
test_serialize_model	0.2090s	0.1283s	7.7962 Ops/s	8.7276 Ops/s	$\textbf{\color{#d91a1a}-10.67\%}$
test_serialize_model_pickle	0.4340s	0.3879s	2.5777 Ops/s	2.5362 Ops/s	$\color{#35bf28}+1.64\%$
test_serialize_weights	0.1212s	0.1143s	8.7460 Ops/s	8.9305 Ops/s	$\color{#d91a1a}-2.07\%$
test_serialize_weights_returnearly	0.3295s	0.1833s	5.4555 Ops/s	5.7023 Ops/s	$\color{#d91a1a}-4.33\%$
test_serialize_weights_pickle	1.0544s	0.7027s	1.4232 Ops/s	1.2027 Ops/s	$\textbf{\color{#35bf28}+18.33\%}$
test_serialize_weights_filesystem	0.2557s	0.1546s	6.4667 Ops/s	6.9826 Ops/s	$\textbf{\color{#d91a1a}-7.39\%}$
test_serialize_model_filesystem	0.1488s	0.1408s	7.1009 Ops/s	6.7794 Ops/s	$\color{#35bf28}+4.74\%$
test_reshape_pytree	68.5580μs	26.1064μs	38.3048 KOps/s	38.1752 KOps/s	$\color{#35bf28}+0.34\%$
test_reshape_td	72.2150μs	33.1188μs	30.1944 KOps/s	29.8519 KOps/s	$\color{#35bf28}+1.15\%$
test_view_pytree	66.2440μs	26.3745μs	37.9154 KOps/s	38.2273 KOps/s	$\color{#d91a1a}-0.82\%$
test_view_td	0.1036ms	38.8200μs	25.7599 KOps/s	26.5242 KOps/s	$\color{#d91a1a}-2.88\%$
test_unbind_pytree	74.9300μs	29.8135μs	33.5419 KOps/s	33.3249 KOps/s	$\color{#35bf28}+0.65\%$
test_unbind_td	0.3489ms	40.0786μs	24.9510 KOps/s	25.0972 KOps/s	$\color{#d91a1a}-0.58\%$
test_split_pytree	75.5010μs	29.3133μs	34.1142 KOps/s	34.2521 KOps/s	$\color{#d91a1a}-0.40\%$
test_split_td	0.5208ms	45.6766μs	21.8931 KOps/s	22.3884 KOps/s	$\color{#d91a1a}-2.21\%$
test_add_pytree	0.1079ms	34.9200μs	28.6369 KOps/s	28.2312 KOps/s	$\color{#35bf28}+1.44\%$
test_add_td	0.1244ms	59.5397μs	16.7955 KOps/s	17.1717 KOps/s	$\color{#d91a1a}-2.19\%$
test_compile_add_one_nested[tensordict-compile]	0.1231ms	67.2236μs	14.8757 KOps/s	15.0449 KOps/s	$\color{#d91a1a}-1.12\%$
test_compile_add_one_nested[tensordict-eager]	0.6439ms	0.1729ms	5.7847 KOps/s	5.9455 KOps/s	$\color{#d91a1a}-2.71\%$
test_compile_add_one_nested[pytree-compile]	0.1440ms	45.5173μs	21.9697 KOps/s	21.6422 KOps/s	$\color{#35bf28}+1.51\%$
test_compile_add_one_nested[pytree-eager]	0.2301ms	0.1178ms	8.4901 KOps/s	8.4195 KOps/s	$\color{#35bf28}+0.84\%$
test_compile_copy_nested[tensordict-compile]	89.5270μs	28.9546μs	34.5368 KOps/s	35.8037 KOps/s	$\color{#d91a1a}-3.54\%$
test_compile_copy_nested[tensordict-eager]	0.1278ms	59.6610μs	16.7614 KOps/s	17.2739 KOps/s	$\color{#d91a1a}-2.97\%$
test_compile_copy_nested[pytree-compile]	0.1518ms	79.6792μs	12.5503 KOps/s	12.6727 KOps/s	$\color{#d91a1a}-0.97\%$
test_compile_copy_nested[pytree-eager]	0.1287ms	66.6680μs	14.9997 KOps/s	15.0754 KOps/s	$\color{#d91a1a}-0.50\%$
test_compile_add_one_flat[tensordict-compile]	0.1992ms	0.1092ms	9.1607 KOps/s	9.2914 KOps/s	$\color{#d91a1a}-1.41\%$
test_compile_add_one_flat[tensordict-eager]	0.4213ms	0.2168ms	4.6131 KOps/s	4.6696 KOps/s	$\color{#d91a1a}-1.21\%$
test_compile_add_one_flat[tensorclass-compile]	0.2234ms	48.4961μs	20.6202 KOps/s	20.6775 KOps/s	$\color{#d91a1a}-0.28\%$
test_compile_add_one_flat[tensorclass-eager]	0.2005ms	66.8540μs	14.9580 KOps/s	15.2795 KOps/s	$\color{#d91a1a}-2.10\%$
test_compile_add_one_flat[pytree-compile]	0.1847ms	0.1011ms	9.8866 KOps/s	9.9411 KOps/s	$\color{#d91a1a}-0.55\%$
test_compile_add_one_flat[pytree-eager]	0.3456ms	0.2022ms	4.9448 KOps/s	5.0205 KOps/s	$\color{#d91a1a}-1.51\%$
test_compile_add_self_flat[tensordict-eager]	0.4253ms	0.2337ms	4.2788 KOps/s	4.2830 KOps/s	$\color{#d91a1a}-0.10\%$
test_compile_add_self_flat[tensordict-compile]	0.2162ms	0.1122ms	8.9091 KOps/s	9.2443 KOps/s	$\color{#d91a1a}-3.63\%$
test_compile_add_self_flat[tensorclass-eager]	0.3038ms	63.5556μs	15.7343 KOps/s	16.1193 KOps/s	$\color{#d91a1a}-2.39\%$
test_compile_add_self_flat[tensorclass-compile]	0.1749ms	49.6059μs	20.1589 KOps/s	19.9647 KOps/s	$\color{#35bf28}+0.97\%$
test_compile_add_self_flat[pytree-eager]	0.2440ms	0.1583ms	6.3153 KOps/s	6.3949 KOps/s	$\color{#d91a1a}-1.25\%$
test_compile_add_self_flat[pytree-compile]	0.2323ms	0.1026ms	9.7468 KOps/s	9.8907 KOps/s	$\color{#d91a1a}-1.46\%$
test_compile_copy_flat[tensordict-compile]	49.8540μs	22.0536μs	45.3441 KOps/s	46.6687 KOps/s	$\color{#d91a1a}-2.84\%$
test_compile_copy_flat[tensordict-eager]	0.1341ms	69.5944μs	14.3690 KOps/s	15.1530 KOps/s	$\textbf{\color{#d91a1a}-5.17\%}$
test_compile_copy_flat[pytree-compile]	0.1820ms	83.6681μs	11.9520 KOps/s	12.2432 KOps/s	$\color{#d91a1a}-2.38\%$
test_compile_copy_flat[pytree-eager]	0.1587ms	68.3786μs	14.6245 KOps/s	14.8903 KOps/s	$\color{#d91a1a}-1.79\%$
test_compile_assign_and_add[tensordict-compile]	0.3002ms	0.2166ms	4.6176 KOps/s	4.6085 KOps/s	$\color{#35bf28}+0.20\%$
test_compile_assign_and_add[tensordict-eager]	1.9870ms	1.3857ms	721.6512 Ops/s	716.8705 Ops/s	$\color{#35bf28}+0.67\%$
test_compile_assign_and_add[pytree-compile]	0.4880ms	0.2099ms	4.7647 KOps/s	4.6527 KOps/s	$\color{#35bf28}+2.41\%$
test_compile_assign_and_add[pytree-eager]	1.0333ms	0.8231ms	1.2149 KOps/s	1.2293 KOps/s	$\color{#d91a1a}-1.17\%$
test_compile_assign_and_add_stack[compile]	0.8475ms	0.4595ms	2.1763 KOps/s	2.1809 KOps/s	$\color{#d91a1a}-0.21\%$
test_compile_assign_and_add_stack[eager]	3.6995ms	2.8335ms	352.9180 Ops/s	353.1213 Ops/s	$\color{#d91a1a}-0.06\%$
test_compile_indexing[tensor-tensordict-compile]	0.1025ms	38.5586μs	25.9346 KOps/s	25.3787 KOps/s	$\color{#35bf28}+2.19\%$
test_compile_indexing[tensor-tensordict-eager]	0.5307ms	34.1947μs	29.2443 KOps/s	30.0857 KOps/s	$\color{#d91a1a}-2.80\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1005ms	30.8458μs	32.4193 KOps/s	32.3329 KOps/s	$\color{#35bf28}+0.27\%$
test_compile_indexing[tensor-tensorclass-eager]	70.6510μs	23.1574μs	43.1828 KOps/s	41.9026 KOps/s	$\color{#35bf28}+3.06\%$
test_compile_indexing[tensor-pytree-compile]	91.8910μs	31.5819μs	31.6637 KOps/s	31.2978 KOps/s	$\color{#35bf28}+1.17\%$
test_compile_indexing[tensor-pytree-eager]	55.2930μs	23.1212μs	43.2504 KOps/s	41.6993 KOps/s	$\color{#35bf28}+3.72\%$
test_compile_indexing[slice-tensordict-compile]	0.1033ms	53.5708μs	18.6669 KOps/s	18.6865 KOps/s	$\color{#d91a1a}-0.11\%$
test_compile_indexing[slice-tensordict-eager]	0.4695ms	20.1524μs	49.6219 KOps/s	48.4865 KOps/s	$\color{#35bf28}+2.34\%$
test_compile_indexing[slice-tensorclass-compile]	0.1017ms	45.8213μs	21.8239 KOps/s	21.7831 KOps/s	$\color{#35bf28}+0.19\%$
test_compile_indexing[slice-tensorclass-eager]	56.9260μs	19.1201μs	52.3009 KOps/s	52.3075 KOps/s	$\color{#d91a1a}-0.01\%$
test_compile_indexing[slice-pytree-compile]	97.3920μs	46.3834μs	21.5594 KOps/s	21.2538 KOps/s	$\color{#35bf28}+1.44\%$
test_compile_indexing[slice-pytree-eager]	52.6890μs	18.9554μs	52.7553 KOps/s	52.9796 KOps/s	$\color{#d91a1a}-0.42\%$
test_compile_indexing[int-tensordict-compile]	0.1087ms	55.0297μs	18.1720 KOps/s	18.1987 KOps/s	$\color{#d91a1a}-0.15\%$
test_compile_indexing[int-tensordict-eager]	0.9171ms	20.0102μs	49.9744 KOps/s	49.7976 KOps/s	$\color{#35bf28}+0.36\%$
test_compile_indexing[int-tensorclass-compile]	94.9770μs	46.4628μs	21.5226 KOps/s	20.9122 KOps/s	$\color{#35bf28}+2.92\%$
test_compile_indexing[int-tensorclass-eager]	51.4960μs	19.1640μs	52.1811 KOps/s	52.6326 KOps/s	$\color{#d91a1a}-0.86\%$
test_compile_indexing[int-pytree-compile]	95.4580μs	46.3050μs	21.5959 KOps/s	21.0491 KOps/s	$\color{#35bf28}+2.60\%$
test_compile_indexing[int-pytree-eager]	55.2730μs	18.9914μs	52.6554 KOps/s	53.2244 KOps/s	$\color{#d91a1a}-1.07\%$
test_mod_add[eager]	83.8160μs	35.8859μs	27.8661 KOps/s	27.2295 KOps/s	$\color{#35bf28}+2.34\%$
test_mod_add[compile]	0.2084ms	68.3220μs	14.6366 KOps/s	14.8205 KOps/s	$\color{#d91a1a}-1.24\%$
test_mod_add[compile-overhead]	0.1358ms	64.8709μs	15.4152 KOps/s	15.0624 KOps/s	$\color{#35bf28}+2.34\%$
test_mod_wrap[eager]	0.4440ms	0.2197ms	4.5514 KOps/s	4.5288 KOps/s	$\color{#35bf28}+0.50\%$
test_mod_wrap[compile]	2.7032ms	0.2347ms	4.2614 KOps/s	4.2879 KOps/s	$\color{#d91a1a}-0.62\%$
test_mod_wrap[compile-overhead]	0.4460ms	0.2322ms	4.3063 KOps/s	4.3043 KOps/s	$\color{#35bf28}+0.05\%$
test_mod_wrap_and_backward[eager]	16.0338ms	13.2525ms	75.4576 Ops/s	91.2782 Ops/s	$\textbf{\color{#d91a1a}-17.33\%}$
test_mod_wrap_and_backward[compile]	13.0434ms	11.3132ms	88.3921 Ops/s	92.9863 Ops/s	$\color{#d91a1a}-4.94\%$
test_mod_wrap_and_backward[compile-overhead]	12.8760ms	11.1205ms	89.9236 Ops/s	92.6948 Ops/s	$\color{#d91a1a}-2.99\%$
test_seq_add[eager]	0.2000ms	0.1180ms	8.4714 KOps/s	8.2910 KOps/s	$\color{#35bf28}+2.18\%$
test_seq_add[compile]	0.1341ms	79.8150μs	12.5290 KOps/s	12.7388 KOps/s	$\color{#d91a1a}-1.65\%$
test_seq_add[compile-overhead]	0.1503ms	78.0501μs	12.8123 KOps/s	13.0877 KOps/s	$\color{#d91a1a}-2.10\%$
test_seq_wrap[eager]	0.6013ms	0.4466ms	2.2392 KOps/s	2.1528 KOps/s	$\color{#35bf28}+4.01\%$
test_seq_wrap[compile]	0.3388ms	0.2433ms	4.1101 KOps/s	3.9961 KOps/s	$\color{#35bf28}+2.85\%$
test_seq_wrap[compile-overhead]	0.3761ms	0.2429ms	4.1168 KOps/s	4.0083 KOps/s	$\color{#35bf28}+2.71\%$
test_func_call_runtime[False-eager]	0.6485ms	0.5398ms	1.8526 KOps/s	1.8397 KOps/s	$\color{#35bf28}+0.70\%$
test_func_call_runtime[False-compile]	0.8035ms	0.4447ms	2.2486 KOps/s	2.2342 KOps/s	$\color{#35bf28}+0.65\%$
test_func_call_runtime[False-compile-overhead]	0.6141ms	0.4414ms	2.2655 KOps/s	2.2373 KOps/s	$\color{#35bf28}+1.26\%$
test_func_call_runtime[True-eager]	1.1938ms	0.7537ms	1.3269 KOps/s	1.3064 KOps/s	$\color{#35bf28}+1.57\%$
test_func_call_runtime[True-compile]	0.5744ms	0.4627ms	2.1611 KOps/s	2.1255 KOps/s	$\color{#35bf28}+1.68\%$
test_func_call_runtime[True-compile-overhead]	0.9547ms	0.4646ms	2.1523 KOps/s	2.1301 KOps/s	$\color{#35bf28}+1.05\%$
test_func_call_cm_runtime[False-eager]	0.7342ms	0.5357ms	1.8668 KOps/s	1.8532 KOps/s	$\color{#35bf28}+0.74\%$
test_func_call_cm_runtime[False-compile]	0.6183ms	0.4405ms	2.2704 KOps/s	2.2113 KOps/s	$\color{#35bf28}+2.67\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5648ms	0.4408ms	2.2686 KOps/s	2.2209 KOps/s	$\color{#35bf28}+2.15\%$
test_func_call_cm_runtime[True-eager]	1.6005ms	0.8977ms	1.1140 KOps/s	1.1034 KOps/s	$\color{#35bf28}+0.96\%$
test_func_call_cm_runtime[True-compile]	1.3541ms	0.7891ms	1.2672 KOps/s	1.2284 KOps/s	$\color{#35bf28}+3.16\%$
test_func_call_cm_runtime[True-compile-overhead]	0.9016ms	0.7919ms	1.2628 KOps/s	1.2066 KOps/s	$\color{#35bf28}+4.66\%$
test_vmap_func_call_cm_runtime[eager]	2.8874ms	1.9109ms	523.3113 Ops/s	513.9987 Ops/s	$\color{#35bf28}+1.81\%$
test_vmap_func_call_cm_runtime[compile]	1.1331ms	0.5399ms	1.8523 KOps/s	1.7629 KOps/s	$\textbf{\color{#35bf28}+5.07\%}$
test_vmap_func_call_cm_runtime[compile-overhead]	0.9546ms	0.5423ms	1.8438 KOps/s	1.8245 KOps/s	$\color{#35bf28}+1.06\%$
test_distributed	0.2386ms	0.1289ms	7.7588 KOps/s	7.8443 KOps/s	$\color{#d91a1a}-1.09\%$
test_tdmodule	83.1450μs	27.5251μs	36.3304 KOps/s	35.9063 KOps/s	$\color{#35bf28}+1.18\%$
test_tdmodule_dispatch	89.4770μs	54.9102μs	18.2116 KOps/s	19.8699 KOps/s	$\textbf{\color{#d91a1a}-8.35\%}$
test_tdseq	58.9000μs	30.5722μs	32.7094 KOps/s	31.9034 KOps/s	$\color{#35bf28}+2.53\%$
test_tdseq_dispatch	83.9670μs	57.7461μs	17.3172 KOps/s	17.8809 KOps/s	$\color{#d91a1a}-3.15\%$
test_instantiation_functorch	2.3201ms	1.5555ms	642.8891 Ops/s	662.4767 Ops/s	$\color{#d91a1a}-2.96\%$
test_exec_functorch	0.4237ms	0.1828ms	5.4690 KOps/s	5.6156 KOps/s	$\color{#d91a1a}-2.61\%$
test_exec_functional_call	0.2827ms	0.1705ms	5.8653 KOps/s	5.8744 KOps/s	$\color{#d91a1a}-0.15\%$
test_exec_td_decorator	0.4681ms	0.2330ms	4.2927 KOps/s	4.3855 KOps/s	$\color{#d91a1a}-2.12\%$
test_vmap_mlp_speed_decorator[True-True]	1.0276ms	0.6666ms	1.5002 KOps/s	1.5023 KOps/s	$\color{#d91a1a}-0.14\%$
test_vmap_mlp_speed_decorator[True-False]	0.9001ms	0.6619ms	1.5108 KOps/s	1.5057 KOps/s	$\color{#35bf28}+0.34\%$
test_vmap_mlp_speed_decorator[False-True]	0.8563ms	0.5389ms	1.8555 KOps/s	1.8713 KOps/s	$\color{#d91a1a}-0.84\%$
test_vmap_mlp_speed_decorator[False-False]	0.8671ms	0.5333ms	1.8753 KOps/s	1.8701 KOps/s	$\color{#35bf28}+0.28\%$
test_to_module_speed[True]	2.2263ms	1.3814ms	723.8916 Ops/s	753.5332 Ops/s	$\color{#d91a1a}-3.93\%$
test_to_module_speed[False]	1.8452ms	1.3390ms	746.8121 Ops/s	776.1250 Ops/s	$\color{#d91a1a}-3.78\%$
test_tc_init	0.1044ms	47.3964μs	21.0987 KOps/s	20.1085 KOps/s	$\color{#35bf28}+4.92\%$
test_tc_init_nested	0.2028ms	95.9423μs	10.4229 KOps/s	10.1108 KOps/s	$\color{#35bf28}+3.09\%$
test_tc_first_layer_tensor	16.6110μs	1.5540μs	643.5008 KOps/s	580.0745 KOps/s	$\textbf{\color{#35bf28}+10.93\%}$
test_tc_first_layer_nontensor	44.0620μs	4.9823μs	200.7096 KOps/s	201.8775 KOps/s	$\color{#d91a1a}-0.58\%$
test_tc_second_layer_tensor	23.2530μs	2.8655μs	348.9752 KOps/s	311.1409 KOps/s	$\textbf{\color{#35bf28}+12.16\%}$
test_tc_second_layer_nontensor	47.7390μs	6.2784μs	159.2752 KOps/s	154.6483 KOps/s	$\color{#35bf28}+2.99\%$
test_unbind	0.2352s	13.8955ms	71.9658 Ops/s	77.6679 Ops/s	$\textbf{\color{#d91a1a}-7.34\%}$
test_full_like	9.3345ms	7.9109ms	126.4081 Ops/s	128.0069 Ops/s	$\color{#d91a1a}-1.25\%$
test_zeros_like	5.9790ms	2.8308ms	353.2629 Ops/s	360.9436 Ops/s	$\color{#d91a1a}-2.13\%$
test_ones_like	4.6266ms	3.1823ms	314.2426 Ops/s	319.6287 Ops/s	$\color{#d91a1a}-1.69\%$
test_clone	7.0485ms	5.3164ms	188.0975 Ops/s	139.6760 Ops/s	$\textbf{\color{#35bf28}+34.67\%}$
test_squeeze	59.4600μs	12.3594μs	80.9099 KOps/s	81.6699 KOps/s	$\color{#d91a1a}-0.93\%$
test_unsqueeze	0.1841ms	91.4457μs	10.9355 KOps/s	10.9102 KOps/s	$\color{#35bf28}+0.23\%$
test_split	0.4854ms	0.1959ms	5.1046 KOps/s	5.2305 KOps/s	$\color{#d91a1a}-2.41\%$
test_permute	0.3480ms	0.2012ms	4.9693 KOps/s	4.9301 KOps/s	$\color{#35bf28}+0.80\%$
test_stack	32.4199ms	25.7551ms	38.8273 Ops/s	35.7972 Ops/s	$\textbf{\color{#35bf28}+8.46\%}$
test_cat	27.5516ms	25.4399ms	39.3083 Ops/s	38.8349 Ops/s	$\color{#35bf28}+1.22\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}39$. Worsened: $\large\color{#d91a1a}12$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	27.4410μs	11.1697μs	89.5282 KOps/s	75.3457 KOps/s	$\textbf{\color{#35bf28}+18.82\%}$
test_plain_set_stack_nested	35.1100μs	11.2417μs	88.9548 KOps/s	74.5748 KOps/s	$\textbf{\color{#35bf28}+19.28\%}$
test_plain_set_nested_inplace	40.0300μs	12.1366μs	82.3954 KOps/s	70.1996 KOps/s	$\textbf{\color{#35bf28}+17.37\%}$
test_plain_set_stack_nested_inplace	35.3510μs	12.2272μs	81.7849 KOps/s	70.0550 KOps/s	$\textbf{\color{#35bf28}+16.74\%}$
test_items	27.7210μs	2.9220μs	342.2362 KOps/s	347.1277 KOps/s	$\color{#d91a1a}-1.41\%$
test_items_nested	0.4462ms	0.3752ms	2.6654 KOps/s	2.6712 KOps/s	$\color{#d91a1a}-0.22\%$
test_items_nested_locked	0.4481ms	0.3746ms	2.6693 KOps/s	2.6953 KOps/s	$\color{#d91a1a}-0.97\%$
test_items_nested_leaf	86.0600μs	57.7176μs	17.3257 KOps/s	17.1050 KOps/s	$\color{#35bf28}+1.29\%$
test_items_stack_nested	0.5237ms	0.3783ms	2.6437 KOps/s	2.6506 KOps/s	$\color{#d91a1a}-0.26\%$
test_items_stack_nested_leaf	90.0010μs	58.0536μs	17.2255 KOps/s	16.6786 KOps/s	$\color{#35bf28}+3.28\%$
test_items_stack_nested_locked	0.4057ms	0.3781ms	2.6451 KOps/s	2.6671 KOps/s	$\color{#d91a1a}-0.82\%$
test_keys	28.1000μs	3.4359μs	291.0449 KOps/s	290.5446 KOps/s	$\color{#35bf28}+0.17\%$
test_keys_nested	0.1173ms	87.6921μs	11.4035 KOps/s	11.0728 KOps/s	$\color{#35bf28}+2.99\%$
test_keys_nested_locked	0.8381ms	93.6892μs	10.6736 KOps/s	10.3798 KOps/s	$\color{#35bf28}+2.83\%$
test_keys_nested_leaf	0.1216ms	78.2304μs	12.7828 KOps/s	12.3569 KOps/s	$\color{#35bf28}+3.45\%$
test_keys_stack_nested	0.1264ms	87.8747μs	11.3798 KOps/s	10.9458 KOps/s	$\color{#35bf28}+3.96\%$
test_keys_stack_nested_leaf	0.1084ms	78.2725μs	12.7759 KOps/s	12.1726 KOps/s	$\color{#35bf28}+4.96\%$
test_keys_stack_nested_locked	0.1312ms	94.0990μs	10.6271 KOps/s	10.4499 KOps/s	$\color{#35bf28}+1.70\%$
test_values	3.7271μs	0.8399μs	1.1906 MOps/s	750.0695 KOps/s	$\textbf{\color{#35bf28}+58.74\%}$
test_values_nested	65.7100μs	37.6754μs	26.5425 KOps/s	26.2856 KOps/s	$\color{#35bf28}+0.98\%$
test_values_nested_locked	66.9010μs	39.4061μs	25.3768 KOps/s	24.9847 KOps/s	$\color{#35bf28}+1.57\%$
test_values_nested_leaf	66.9700μs	42.0306μs	23.7922 KOps/s	23.1012 KOps/s	$\color{#35bf28}+2.99\%$
test_values_stack_nested	68.3810μs	37.5723μs	26.6153 KOps/s	25.5577 KOps/s	$\color{#35bf28}+4.14\%$
test_values_stack_nested_leaf	67.8400μs	42.3646μs	23.6046 KOps/s	22.9873 KOps/s	$\color{#35bf28}+2.69\%$
test_values_stack_nested_locked	71.6100μs	39.8196μs	25.1132 KOps/s	24.6220 KOps/s	$\color{#35bf28}+2.00\%$
test_membership	1.9035μs	0.5055μs	1.9782 MOps/s	1.9362 MOps/s	$\color{#35bf28}+2.17\%$
test_membership_nested	19.0000μs	2.0242μs	494.0144 KOps/s	473.9095 KOps/s	$\color{#35bf28}+4.24\%$
test_membership_nested_leaf	16.7155μs	2.0572μs	486.0945 KOps/s	488.5031 KOps/s	$\color{#d91a1a}-0.49\%$
test_membership_stacked_nested	27.1210μs	2.1301μs	469.4662 KOps/s	465.1070 KOps/s	$\color{#35bf28}+0.94\%$
test_membership_stacked_nested_leaf	26.9900μs	2.1269μs	470.1583 KOps/s	474.0185 KOps/s	$\color{#d91a1a}-0.81\%$
test_membership_nested_last	39.1400μs	3.1274μs	319.7574 KOps/s	320.8407 KOps/s	$\color{#d91a1a}-0.34\%$
test_membership_nested_leaf_last	38.4400μs	3.0721μs	325.5103 KOps/s	324.1483 KOps/s	$\color{#35bf28}+0.42\%$
test_membership_stacked_nested_last	33.6410μs	3.2043μs	312.0831 KOps/s	182.8469 KOps/s	$\textbf{\color{#35bf28}+70.68\%}$
test_membership_stacked_nested_leaf_last	30.6710μs	3.1618μs	316.2751 KOps/s	185.2401 KOps/s	$\textbf{\color{#35bf28}+70.74\%}$
test_nested_getleaf	41.8400μs	6.0778μs	164.5338 KOps/s	161.3863 KOps/s	$\color{#35bf28}+1.95\%$
test_nested_get	33.3300μs	5.8707μs	170.3380 KOps/s	170.7787 KOps/s	$\color{#d91a1a}-0.26\%$
test_stacked_getleaf	32.6310μs	6.1627μs	162.2662 KOps/s	162.3358 KOps/s	$\color{#d91a1a}-0.04\%$
test_stacked_get	35.1410μs	5.8107μs	172.0969 KOps/s	171.7535 KOps/s	$\color{#35bf28}+0.20\%$
test_nested_getitemleaf	40.5600μs	6.3747μs	156.8696 KOps/s	153.4432 KOps/s	$\color{#35bf28}+2.23\%$
test_nested_getitem	38.0000μs	6.0750μs	164.6085 KOps/s	160.9475 KOps/s	$\color{#35bf28}+2.27\%$
test_stacked_getitemleaf	43.2500μs	6.4579μs	154.8488 KOps/s	154.6110 KOps/s	$\color{#35bf28}+0.15\%$
test_stacked_getitem	31.1700μs	6.0572μs	165.0917 KOps/s	164.1889 KOps/s	$\color{#35bf28}+0.55\%$
test_lock_nested	0.3968ms	0.3320ms	3.0118 KOps/s	2.9335 KOps/s	$\color{#35bf28}+2.67\%$
test_lock_stack_nested	0.3783ms	0.3366ms	2.9713 KOps/s	2.9860 KOps/s	$\color{#d91a1a}-0.49\%$
test_unlock_nested	0.3591ms	0.2726ms	3.6687 KOps/s	3.6422 KOps/s	$\color{#35bf28}+0.73\%$
test_unlock_stack_nested	0.3784ms	0.2757ms	3.6271 KOps/s	3.6425 KOps/s	$\color{#d91a1a}-0.42\%$
test_flatten_speed	0.1144ms	74.4272μs	13.4359 KOps/s	13.0673 KOps/s	$\color{#35bf28}+2.82\%$
test_unflatten_speed	0.3776ms	0.3261ms	3.0669 KOps/s	3.0442 KOps/s	$\color{#35bf28}+0.74\%$
test_common_ops	0.7068ms	0.5626ms	1.7774 KOps/s	1.4871 KOps/s	$\textbf{\color{#35bf28}+19.52\%}$
test_creation	80.5410μs	1.7387μs	575.1429 KOps/s	571.2719 KOps/s	$\color{#35bf28}+0.68\%$
test_creation_empty	30.5700μs	6.4425μs	155.2197 KOps/s	99.8913 KOps/s	$\textbf{\color{#35bf28}+55.39\%}$
test_creation_nested_1	30.2900μs	7.9544μs	125.7158 KOps/s	87.3140 KOps/s	$\textbf{\color{#35bf28}+43.98\%}$
test_creation_nested_2	38.6500μs	10.5840μs	94.4820 KOps/s	69.9811 KOps/s	$\textbf{\color{#35bf28}+35.01\%}$
test_clone	37.8610μs	10.1899μs	98.1360 KOps/s	96.1003 KOps/s	$\color{#35bf28}+2.12\%$
test_getitem[int]	1.4158ms	10.6170μs	94.1882 KOps/s	96.9382 KOps/s	$\color{#d91a1a}-2.84\%$
test_getitem[slice_int]	0.1298ms	20.6536μs	48.4178 KOps/s	49.6060 KOps/s	$\color{#d91a1a}-2.40\%$
test_getitem[range]	0.1235ms	36.7199μs	27.2332 KOps/s	27.7197 KOps/s	$\color{#d91a1a}-1.76\%$
test_getitem[tuple]	0.1050ms	17.9746μs	55.6340 KOps/s	57.0815 KOps/s	$\color{#d91a1a}-2.54\%$
test_getitem[list]	0.1213ms	31.7110μs	31.5348 KOps/s	31.2410 KOps/s	$\color{#35bf28}+0.94\%$
test_setitem_dim[int]	36.8510μs	19.0273μs	52.5561 KOps/s	52.2826 KOps/s	$\color{#35bf28}+0.52\%$
test_setitem_dim[slice_int]	58.9600μs	37.6643μs	26.5503 KOps/s	26.3784 KOps/s	$\color{#35bf28}+0.65\%$
test_setitem_dim[range]	76.4000μs	51.2338μs	19.5184 KOps/s	19.0364 KOps/s	$\color{#35bf28}+2.53\%$
test_setitem_dim[tuple]	54.5900μs	32.2150μs	31.0415 KOps/s	30.9984 KOps/s	$\color{#35bf28}+0.14\%$
test_setitem	73.9610μs	13.7255μs	72.8572 KOps/s	62.7656 KOps/s	$\textbf{\color{#35bf28}+16.08\%}$
test_set	73.2910μs	13.0159μs	76.8289 KOps/s	64.5667 KOps/s	$\textbf{\color{#35bf28}+18.99\%}$
test_set_shared	0.5091ms	0.1572ms	6.3633 KOps/s	6.3553 KOps/s	$\color{#35bf28}+0.12\%$
test_update	0.4067ms	15.0321μs	66.5242 KOps/s	51.4918 KOps/s	$\textbf{\color{#35bf28}+29.19\%}$
test_update_nested	81.8900μs	20.2381μs	49.4117 KOps/s	40.0459 KOps/s	$\textbf{\color{#35bf28}+23.39\%}$
test_update__nested	0.5769ms	24.6458μs	40.5749 KOps/s	39.7688 KOps/s	$\color{#35bf28}+2.03\%$
test_set_nested	87.3200μs	14.5424μs	68.7645 KOps/s	59.6960 KOps/s	$\textbf{\color{#35bf28}+15.19\%}$
test_set_nested_new	90.8300μs	16.6145μs	60.1883 KOps/s	52.0346 KOps/s	$\textbf{\color{#35bf28}+15.67\%}$
test_select	58.0610μs	28.4056μs	35.2043 KOps/s	31.9785 KOps/s	$\textbf{\color{#35bf28}+10.09\%}$
test_select_nested	85.2410μs	45.5571μs	21.9505 KOps/s	22.3122 KOps/s	$\color{#d91a1a}-1.62\%$
test_exclude_nested	88.3910μs	63.9595μs	15.6349 KOps/s	15.7172 KOps/s	$\color{#d91a1a}-0.52\%$
test_empty[True]	0.6890ms	0.2993ms	3.3409 KOps/s	3.3593 KOps/s	$\color{#d91a1a}-0.55\%$
test_empty[False]	3.3141μs	0.8358μs	1.1964 MOps/s	1.1924 MOps/s	$\color{#35bf28}+0.34\%$
test_to	86.4910μs	56.5176μs	17.6936 KOps/s	17.8370 KOps/s	$\color{#d91a1a}-0.80\%$
test_to_nonblocking	90.0710μs	48.4065μs	20.6584 KOps/s	21.3313 KOps/s	$\color{#d91a1a}-3.15\%$
test_unbind_speed	0.2712ms	0.2323ms	4.3049 KOps/s	4.2215 KOps/s	$\color{#35bf28}+1.97\%$
test_unbind_speed_stack0	0.2656ms	0.2349ms	4.2567 KOps/s	4.3003 KOps/s	$\color{#d91a1a}-1.01\%$
test_unbind_speed_stack1	94.0365ms	0.7223ms	1.3845 KOps/s	1.3894 KOps/s	$\color{#d91a1a}-0.36\%$
test_split	94.9062ms	1.5949ms	627.0097 Ops/s	631.5403 Ops/s	$\color{#d91a1a}-0.72\%$
test_chunk	96.9287ms	1.6097ms	621.2372 Ops/s	627.7284 Ops/s	$\color{#d91a1a}-1.03\%$
test_consolidate[False-None]	97.1368ms	2.9735ms	336.3081 Ops/s	368.6059 Ops/s	$\textbf{\color{#d91a1a}-8.76\%}$
test_consolidate[default-None]	1.7922ms	1.6899ms	591.7410 Ops/s	598.9217 Ops/s	$\color{#d91a1a}-1.20\%$
test_consolidate[reduce-overhead-None]	1.8322ms	1.7460ms	572.7241 Ops/s	587.2988 Ops/s	$\color{#d91a1a}-2.48\%$
test_consolidate_njt[False-None]	6.8182ms	6.5004ms	153.8377 Ops/s	155.5010 Ops/s	$\color{#d91a1a}-1.07\%$
test_to[False-False-None]	1.8469ms	1.7604ms	568.0559 Ops/s	573.3153 Ops/s	$\color{#d91a1a}-0.92\%$
test_to[True-False-None]	1.5540ms	1.3239ms	755.3310 Ops/s	781.0233 Ops/s	$\color{#d91a1a}-3.29\%$
test_to[within-False-None]	4.3965ms	4.1636ms	240.1770 Ops/s	178.5545 Ops/s	$\textbf{\color{#35bf28}+34.51\%}$
test_to[True-default-None]	5.5866ms	5.2945ms	188.8745 Ops/s	190.6869 Ops/s	$\color{#d91a1a}-0.95\%$
test_to_njt[False-False-None]	7.1104ms	6.8268ms	146.4824 Ops/s	145.1540 Ops/s	$\color{#35bf28}+0.92\%$
test_to_njt[True-False-None]	5.6310ms	5.4240ms	184.3646 Ops/s	179.7739 Ops/s	$\color{#35bf28}+2.55\%$
test_to_njt[within-False-None]	12.3183ms	12.1423ms	82.3570 Ops/s	82.0778 Ops/s	$\color{#35bf28}+0.34\%$
test_creation[device0]	0.4549ms	78.6757μs	12.7104 KOps/s	12.6673 KOps/s	$\color{#35bf28}+0.34\%$
test_creation_from_tensor	0.6177ms	82.2467μs	12.1585 KOps/s	12.0369 KOps/s	$\color{#35bf28}+1.01\%$
test_add_one[memmap_tensor0]	0.2529ms	6.4319μs	155.4739 KOps/s	154.2897 KOps/s	$\color{#35bf28}+0.77\%$
test_contiguous[memmap_tensor0]	1.8675μs	0.3992μs	2.5052 MOps/s	2.4973 MOps/s	$\color{#35bf28}+0.32\%$
test_stack[memmap_tensor0]	43.4410μs	4.2602μs	234.7289 KOps/s	240.7432 KOps/s	$\color{#d91a1a}-2.50\%$
test_memmaptd_index	1.5017ms	0.2341ms	4.2721 KOps/s	4.3795 KOps/s	$\color{#d91a1a}-2.45\%$
test_memmaptd_index_astensor	0.4417ms	0.2971ms	3.3660 KOps/s	3.3898 KOps/s	$\color{#d91a1a}-0.70\%$
test_memmaptd_index_op	0.7189ms	0.5274ms	1.8960 KOps/s	1.6998 KOps/s	$\textbf{\color{#35bf28}+11.54\%}$
test_serialize_model	0.1324s	0.1305s	7.6603 Ops/s	7.6585 Ops/s	$\color{#35bf28}+0.02\%$
test_serialize_model_pickle	1.3494s	1.1858s	0.8433 Ops/s	0.8263 Ops/s	$\color{#35bf28}+2.06\%$
test_serialize_weights	0.1306s	0.1298s	7.7049 Ops/s	7.7108 Ops/s	$\color{#d91a1a}-0.08\%$
test_serialize_weights_returnearly	0.4292s	69.8852ms	14.3092 Ops/s	23.7892 Ops/s	$\textbf{\color{#d91a1a}-39.85\%}$
test_serialize_weights_pickle	1.3759s	1.2189s	0.8204 Ops/s	0.8236 Ops/s	$\color{#d91a1a}-0.39\%$
test_reshape_pytree	67.2400μs	21.8590μs	45.7477 KOps/s	46.0054 KOps/s	$\color{#d91a1a}-0.56\%$
test_reshape_td	67.7900μs	27.1268μs	36.8639 KOps/s	36.9385 KOps/s	$\color{#d91a1a}-0.20\%$
test_view_pytree	55.5710μs	21.7536μs	45.9695 KOps/s	45.8628 KOps/s	$\color{#35bf28}+0.23\%$
test_view_td	84.8800μs	31.7017μs	31.5440 KOps/s	31.3744 KOps/s	$\color{#35bf28}+0.54\%$
test_unbind_pytree	55.8200μs	27.5697μs	36.2718 KOps/s	36.6240 KOps/s	$\color{#d91a1a}-0.96\%$
test_unbind_td	0.7722ms	35.7984μs	27.9342 KOps/s	28.3139 KOps/s	$\color{#d91a1a}-1.34\%$
test_split_pytree	0.1218ms	29.7880μs	33.5706 KOps/s	34.0007 KOps/s	$\color{#d91a1a}-1.26\%$
test_split_td	0.9405ms	38.2931μs	26.1144 KOps/s	26.1243 KOps/s	$\color{#d91a1a}-0.04\%$
test_add_pytree	74.6910μs	33.5654μs	29.7926 KOps/s	30.0502 KOps/s	$\color{#d91a1a}-0.86\%$
test_add_td	88.6500μs	47.6117μs	21.0032 KOps/s	19.8561 KOps/s	$\textbf{\color{#35bf28}+5.78\%}$
test_compile_add_one_nested[tensordict-compile]	0.1769ms	0.1230ms	8.1327 KOps/s	7.7041 KOps/s	$\textbf{\color{#35bf28}+5.56\%}$
test_compile_add_one_nested[tensordict-eager]	0.2556ms	0.1338ms	7.4712 KOps/s	7.4875 KOps/s	$\color{#d91a1a}-0.22\%$
test_compile_add_one_nested[pytree-compile]	0.1409ms	94.8735μs	10.5404 KOps/s	10.3661 KOps/s	$\color{#35bf28}+1.68\%$
test_compile_add_one_nested[pytree-eager]	0.2165ms	0.1489ms	6.7162 KOps/s	6.7255 KOps/s	$\color{#d91a1a}-0.14\%$
test_compile_copy_nested[tensordict-compile]	57.0510μs	24.4590μs	40.8847 KOps/s	41.9335 KOps/s	$\color{#d91a1a}-2.50\%$
test_compile_copy_nested[tensordict-eager]	54.9710μs	29.1360μs	34.3219 KOps/s	33.6024 KOps/s	$\color{#35bf28}+2.14\%$
test_compile_copy_nested[pytree-compile]	0.1216ms	63.5038μs	15.7471 KOps/s	15.4458 KOps/s	$\color{#35bf28}+1.95\%$
test_compile_copy_nested[pytree-eager]	79.0910μs	48.6915μs	20.5374 KOps/s	20.1245 KOps/s	$\color{#35bf28}+2.05\%$
test_compile_add_one_flat[tensordict-compile]	0.2015ms	0.1411ms	7.0860 KOps/s	7.0892 KOps/s	$\color{#d91a1a}-0.04\%$
test_compile_add_one_flat[tensordict-eager]	0.3341ms	0.2177ms	4.5924 KOps/s	4.6136 KOps/s	$\color{#d91a1a}-0.46\%$
test_compile_add_one_flat[tensorclass-compile]	0.1507ms	97.2148μs	10.2865 KOps/s	9.9613 KOps/s	$\color{#35bf28}+3.26\%$
test_compile_add_one_flat[tensorclass-eager]	0.1185ms	53.9431μs	18.5380 KOps/s	17.5657 KOps/s	$\textbf{\color{#35bf28}+5.54\%}$
test_compile_add_one_flat[pytree-compile]	0.1749ms	0.1346ms	7.4308 KOps/s	7.4062 KOps/s	$\color{#35bf28}+0.33\%$
test_compile_add_one_flat[pytree-eager]	0.6132ms	0.4822ms	2.0738 KOps/s	2.0760 KOps/s	$\color{#d91a1a}-0.11\%$
test_compile_add_self_flat[tensordict-eager]	0.3958ms	0.2609ms	3.8322 KOps/s	3.7987 KOps/s	$\color{#35bf28}+0.88\%$
test_compile_add_self_flat[tensordict-compile]	0.1826ms	0.1433ms	6.9801 KOps/s	7.0075 KOps/s	$\color{#d91a1a}-0.39\%$
test_compile_add_self_flat[tensorclass-eager]	0.1471ms	65.9313μs	15.1673 KOps/s	14.6398 KOps/s	$\color{#35bf28}+3.60\%$
test_compile_add_self_flat[tensorclass-compile]	0.1420ms	99.0031μs	10.1007 KOps/s	10.0451 KOps/s	$\color{#35bf28}+0.55\%$
test_compile_add_self_flat[pytree-eager]	0.4697ms	0.4114ms	2.4305 KOps/s	2.4266 KOps/s	$\color{#35bf28}+0.16\%$
test_compile_add_self_flat[pytree-compile]	0.1734ms	0.1344ms	7.4392 KOps/s	7.3051 KOps/s	$\color{#35bf28}+1.84\%$
test_compile_copy_flat[tensordict-compile]	49.7100μs	18.6694μs	53.5637 KOps/s	53.6566 KOps/s	$\color{#d91a1a}-0.17\%$
test_compile_copy_flat[tensordict-eager]	63.4100μs	31.2058μs	32.0454 KOps/s	31.5155 KOps/s	$\color{#35bf28}+1.68\%$
test_compile_copy_flat[pytree-compile]	0.1258ms	69.8558μs	14.3152 KOps/s	14.3603 KOps/s	$\color{#d91a1a}-0.31\%$
test_compile_copy_flat[pytree-eager]	82.2300μs	51.1754μs	19.5406 KOps/s	19.3033 KOps/s	$\color{#35bf28}+1.23\%$
test_compile_assign_and_add[tensordict-compile]	1.6298ms	0.3915ms	2.5542 KOps/s	2.1978 KOps/s	$\textbf{\color{#35bf28}+16.21\%}$
test_compile_assign_and_add[tensordict-eager]	2.7436ms	2.6245ms	381.0279 Ops/s	371.1404 Ops/s	$\color{#35bf28}+2.66\%$
test_compile_assign_and_add[pytree-compile]	1.5856ms	0.4370ms	2.2884 KOps/s	2.2799 KOps/s	$\color{#35bf28}+0.37\%$
test_compile_assign_and_add[pytree-eager]	2.8462ms	2.6785ms	373.3404 Ops/s	371.3994 Ops/s	$\color{#35bf28}+0.52\%$
test_compile_indexing[tensor-tensordict-compile]	0.1715ms	0.1218ms	8.2080 KOps/s	8.5446 KOps/s	$\color{#d91a1a}-3.94\%$
test_compile_indexing[tensor-tensordict-eager]	0.5618ms	82.1589μs	12.1715 KOps/s	12.6749 KOps/s	$\color{#d91a1a}-3.97\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1701ms	0.1142ms	8.7564 KOps/s	9.3180 KOps/s	$\textbf{\color{#d91a1a}-6.03\%}$
test_compile_indexing[tensor-tensorclass-eager]	0.1206ms	67.4788μs	14.8195 KOps/s	14.7407 KOps/s	$\color{#35bf28}+0.53\%$
test_compile_indexing[tensor-pytree-compile]	0.1773ms	0.1135ms	8.8128 KOps/s	9.3419 KOps/s	$\textbf{\color{#d91a1a}-5.66\%}$
test_compile_indexing[tensor-pytree-eager]	0.1208ms	71.4401μs	13.9977 KOps/s	14.8065 KOps/s	$\textbf{\color{#d91a1a}-5.46\%}$
test_compile_indexing[slice-tensordict-compile]	0.1506ms	0.1055ms	9.4816 KOps/s	9.8664 KOps/s	$\color{#d91a1a}-3.90\%$
test_compile_indexing[slice-tensordict-eager]	0.1455ms	17.1335μs	58.3653 KOps/s	57.0590 KOps/s	$\color{#35bf28}+2.29\%$
test_compile_indexing[slice-tensorclass-compile]	0.1442ms	98.9408μs	10.1071 KOps/s	10.2143 KOps/s	$\color{#d91a1a}-1.05\%$
test_compile_indexing[slice-tensorclass-eager]	54.4300μs	15.7741μs	63.3952 KOps/s	63.9281 KOps/s	$\color{#d91a1a}-0.83\%$
test_compile_indexing[slice-pytree-compile]	0.1822ms	95.5610μs	10.4645 KOps/s	10.2452 KOps/s	$\color{#35bf28}+2.14\%$
test_compile_indexing[slice-pytree-eager]	56.2910μs	16.5159μs	60.5477 KOps/s	63.3007 KOps/s	$\color{#d91a1a}-4.35\%$
test_compile_indexing[int-tensordict-compile]	0.1684ms	0.1056ms	9.4706 KOps/s	9.8496 KOps/s	$\color{#d91a1a}-3.85\%$
test_compile_indexing[int-tensordict-eager]	0.5977ms	17.3693μs	57.5729 KOps/s	58.1931 KOps/s	$\color{#d91a1a}-1.07\%$
test_compile_indexing[int-tensorclass-compile]	0.1467ms	95.6479μs	10.4550 KOps/s	10.2145 KOps/s	$\color{#35bf28}+2.35\%$
test_compile_indexing[int-tensorclass-eager]	43.2700μs	15.6841μs	63.7589 KOps/s	63.8172 KOps/s	$\color{#d91a1a}-0.09\%$
test_compile_indexing[int-pytree-compile]	0.1542ms	95.4416μs	10.4776 KOps/s	10.3028 KOps/s	$\color{#35bf28}+1.70\%$
test_compile_indexing[int-pytree-eager]	53.1010μs	16.5292μs	60.4990 KOps/s	64.3438 KOps/s	$\textbf{\color{#d91a1a}-5.98\%}$
test_mod_add[eager]	89.0600μs	35.5178μs	28.1549 KOps/s	25.7233 KOps/s	$\textbf{\color{#35bf28}+9.45\%}$
test_mod_add[compile]	0.1278ms	78.1809μs	12.7908 KOps/s	11.8328 KOps/s	$\textbf{\color{#35bf28}+8.10\%}$
test_mod_add[compile-overhead]	0.3302ms	0.1676ms	5.9651 KOps/s	5.6940 KOps/s	$\color{#35bf28}+4.76\%$
test_mod_wrap[eager]	0.3301ms	0.2472ms	4.0459 KOps/s	3.8232 KOps/s	$\textbf{\color{#35bf28}+5.82\%}$
test_mod_wrap[compile]	0.3895ms	0.2817ms	3.5497 KOps/s	3.5084 KOps/s	$\color{#35bf28}+1.18\%$
test_mod_wrap[compile-overhead]	7.1334ms	3.7857ms	264.1518 Ops/s	263.7635 Ops/s	$\color{#35bf28}+0.15\%$
test_mod_wrap_and_backward[eager]	1.4596ms	1.3539ms	738.6278 Ops/s	683.6757 Ops/s	$\textbf{\color{#35bf28}+8.04\%}$
test_mod_wrap_and_backward[compile]	1.5969ms	1.2677ms	788.8249 Ops/s	722.6421 Ops/s	$\textbf{\color{#35bf28}+9.16\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3750ms	0.9290ms	1.0765 KOps/s	956.6002 Ops/s	$\textbf{\color{#35bf28}+12.53\%}$
test_seq_add[eager]	0.1580ms	0.1112ms	8.9921 KOps/s	8.4671 KOps/s	$\textbf{\color{#35bf28}+6.20\%}$
test_seq_add[compile]	0.1342ms	90.7204μs	11.0229 KOps/s	11.5442 KOps/s	$\color{#d91a1a}-4.52\%$
test_seq_add[compile-overhead]	0.1698ms	0.1284ms	7.7874 KOps/s	7.4837 KOps/s	$\color{#35bf28}+4.06\%$
test_seq_wrap[eager]	0.5216ms	0.4354ms	2.2965 KOps/s	2.3200 KOps/s	$\color{#d91a1a}-1.01\%$
test_seq_wrap[compile]	0.3655ms	0.3011ms	3.3216 KOps/s	3.1290 KOps/s	$\textbf{\color{#35bf28}+6.15\%}$
test_seq_wrap[compile-overhead]	0.2943ms	0.2220ms	4.5047 KOps/s	4.2576 KOps/s	$\textbf{\color{#35bf28}+5.80\%}$
test_func_call_runtime[False-eager]	0.7871ms	0.7283ms	1.3730 KOps/s	1.3291 KOps/s	$\color{#35bf28}+3.31\%$
test_func_call_runtime[False-compile]	0.8041ms	0.7351ms	1.3604 KOps/s	1.3521 KOps/s	$\color{#35bf28}+0.62\%$
test_func_call_runtime[False-compile-overhead]	0.4433ms	0.3601ms	2.7773 KOps/s	2.7768 KOps/s	$\color{#35bf28}+0.02\%$
test_func_call_runtime[True-eager]	0.9760ms	0.8893ms	1.1245 KOps/s	1.1097 KOps/s	$\color{#35bf28}+1.33\%$
test_func_call_runtime[True-compile]	0.8295ms	0.7586ms	1.3181 KOps/s	1.2673 KOps/s	$\color{#35bf28}+4.01\%$
test_func_call_runtime[True-compile-overhead]	0.4346ms	0.3811ms	2.6239 KOps/s	2.6103 KOps/s	$\color{#35bf28}+0.52\%$
test_func_call_cm_runtime[False-eager]	0.7878ms	0.7295ms	1.3707 KOps/s	1.3625 KOps/s	$\color{#35bf28}+0.60\%$
test_func_call_cm_runtime[False-compile]	0.9030ms	0.7411ms	1.3494 KOps/s	1.3428 KOps/s	$\color{#35bf28}+0.49\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4668ms	0.3652ms	2.7386 KOps/s	2.7660 KOps/s	$\color{#d91a1a}-0.99\%$
test_func_call_cm_runtime[True-eager]	1.0756ms	0.9984ms	1.0016 KOps/s	986.5633 Ops/s	$\color{#35bf28}+1.52\%$
test_func_call_cm_runtime[True-compile]	1.1180ms	0.9856ms	1.0146 KOps/s	1.0150 KOps/s	$\color{#d91a1a}-0.04\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0629ms	0.9795ms	1.0209 KOps/s	1.0093 KOps/s	$\color{#35bf28}+1.16\%$
test_vmap_func_call_cm_runtime[eager]	2.5085ms	2.0845ms	479.7335 Ops/s	470.9893 Ops/s	$\color{#35bf28}+1.86\%$
test_vmap_func_call_cm_runtime[compile]	0.8546ms	0.7992ms	1.2513 KOps/s	1.2306 KOps/s	$\color{#35bf28}+1.68\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4645ms	0.4139ms	2.4158 KOps/s	2.4099 KOps/s	$\color{#35bf28}+0.24\%$
test_distributed	3.0981ms	0.2008ms	4.9792 KOps/s	8.4217 KOps/s	$\textbf{\color{#d91a1a}-40.88\%}$
test_tdmodule	0.5739ms	18.9320μs	52.8206 KOps/s	47.0875 KOps/s	$\textbf{\color{#35bf28}+12.18\%}$
test_tdmodule_dispatch	0.1723ms	33.0443μs	30.2624 KOps/s	26.3316 KOps/s	$\textbf{\color{#35bf28}+14.93\%}$
test_tdseq	41.1010μs	19.5371μs	51.1847 KOps/s	45.6837 KOps/s	$\textbf{\color{#35bf28}+12.04\%}$
test_tdseq_dispatch	63.9510μs	35.9214μs	27.8385 KOps/s	24.3729 KOps/s	$\textbf{\color{#35bf28}+14.22\%}$
test_instantiation_functorch	1.6498ms	1.5463ms	646.6924 Ops/s	646.5730 Ops/s	$\color{#35bf28}+0.02\%$
test_exec_functorch	0.1846ms	0.1435ms	6.9692 KOps/s	6.9945 KOps/s	$\color{#d91a1a}-0.36\%$
test_exec_functional_call	0.1751ms	0.1334ms	7.4965 KOps/s	7.5182 KOps/s	$\color{#d91a1a}-0.29\%$
test_exec_td_decorator	0.3751ms	0.1831ms	5.4613 KOps/s	5.3969 KOps/s	$\color{#35bf28}+1.19\%$
test_vmap_mlp_speed_decorator[True-True]	0.7485ms	0.6751ms	1.4812 KOps/s	1.4468 KOps/s	$\color{#35bf28}+2.38\%$
test_vmap_mlp_speed_decorator[True-False]	0.7952ms	0.6788ms	1.4732 KOps/s	1.4439 KOps/s	$\color{#35bf28}+2.03\%$
test_vmap_mlp_speed_decorator[False-True]	0.7084ms	0.5972ms	1.6744 KOps/s	1.6646 KOps/s	$\color{#35bf28}+0.59\%$
test_vmap_mlp_speed_decorator[False-False]	0.7090ms	0.5956ms	1.6791 KOps/s	1.6667 KOps/s	$\color{#35bf28}+0.75\%$
test_vmap_transformer_speed_decorator[True-True]	19.2919ms	19.1858ms	52.1218 Ops/s	51.7255 Ops/s	$\color{#35bf28}+0.77\%$
test_vmap_transformer_speed_decorator[True-False]	19.2285ms	19.1594ms	52.1937 Ops/s	51.8416 Ops/s	$\color{#35bf28}+0.68\%$
test_vmap_transformer_speed_decorator[False-True]	19.2333ms	19.0298ms	52.5491 Ops/s	52.1104 Ops/s	$\color{#35bf28}+0.84\%$
test_vmap_transformer_speed_decorator[False-False]	19.2681ms	18.9839ms	52.6761 Ops/s	52.2277 Ops/s	$\color{#35bf28}+0.86\%$
test_to_module_speed[True]	1.4445ms	0.9676ms	1.0335 KOps/s	1.0192 KOps/s	$\color{#35bf28}+1.40\%$
test_to_module_speed[False]	1.0135ms	0.9457ms	1.0574 KOps/s	1.0382 KOps/s	$\color{#35bf28}+1.85\%$
test_tc_init	63.1300μs	33.6806μs	29.6907 KOps/s	26.0085 KOps/s	$\textbf{\color{#35bf28}+14.16\%}$
test_tc_init_nested	97.9710μs	68.6676μs	14.5629 KOps/s	12.6657 KOps/s	$\textbf{\color{#35bf28}+14.98\%}$
test_tc_first_layer_tensor	31.6910μs	0.7951μs	1.2578 MOps/s	1.4612 MOps/s	$\textbf{\color{#d91a1a}-13.92\%}$
test_tc_first_layer_nontensor	24.1000μs	2.2287μs	448.7002 KOps/s	452.2342 KOps/s	$\color{#d91a1a}-0.78\%$
test_tc_second_layer_tensor	21.6800μs	1.3809μs	724.1467 KOps/s	713.9297 KOps/s	$\color{#35bf28}+1.43\%$
test_tc_second_layer_nontensor	25.4200μs	2.9270μs	341.6432 KOps/s	338.8124 KOps/s	$\color{#35bf28}+0.84\%$
test_unbind	0.2158s	12.0190ms	83.2016 Ops/s	143.6766 Ops/s	$\textbf{\color{#d91a1a}-42.09\%}$
test_full_like	9.2554ms	9.0940ms	109.9628 Ops/s	107.6753 Ops/s	$\color{#35bf28}+2.12\%$
test_zeros_like	9.2868ms	7.1551ms	139.7601 Ops/s	231.4381 Ops/s	$\textbf{\color{#d91a1a}-39.61\%}$
test_ones_like	9.2139ms	7.2330ms	138.2550 Ops/s	231.0697 Ops/s	$\textbf{\color{#d91a1a}-40.17\%}$
test_clone	6.7601ms	6.3410ms	157.7026 Ops/s	157.2195 Ops/s	$\color{#35bf28}+0.31\%$
test_squeeze	79.0910μs	9.5283μs	104.9506 KOps/s	107.2107 KOps/s	$\color{#d91a1a}-2.11\%$
test_unsqueeze	0.1225ms	71.7254μs	13.9421 KOps/s	13.6734 KOps/s	$\color{#35bf28}+1.97\%$
test_split	0.3695ms	0.1583ms	6.3188 KOps/s	6.2742 KOps/s	$\color{#35bf28}+0.71\%$
test_permute	0.2401ms	0.1869ms	5.3502 KOps/s	5.6490 KOps/s	$\textbf{\color{#d91a1a}-5.29\%}$
test_stack	50.2264ms	50.0182ms	19.9927 Ops/s	19.9692 Ops/s	$\color{#35bf28}+0.12\%$
test_cat	50.2454ms	49.8336ms	20.0668 Ops/s	19.9517 Ops/s	$\color{#35bf28}+0.58\%$