[Refactor] Fix property handling in TC

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• -> [Refactor] Fix property handling in TC #1178

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}15$. Worsened: $\large\color{#d91a1a}15$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	55.7840μs	21.1371μs	47.3101 KOps/s	48.8291 KOps/s	$\color{#d91a1a}-3.11\%$
test_plain_set_stack_nested	60.0010μs	21.1479μs	47.2860 KOps/s	48.7623 KOps/s	$\color{#d91a1a}-3.03\%$
test_plain_set_nested_inplace	61.5840μs	22.8868μs	43.6934 KOps/s	45.2845 KOps/s	$\color{#d91a1a}-3.51\%$
test_plain_set_stack_nested_inplace	86.2300μs	23.1803μs	43.1401 KOps/s	45.4033 KOps/s	$\color{#d91a1a}-4.98\%$
test_items	23.6440μs	4.2871μs	233.2585 KOps/s	232.2122 KOps/s	$\color{#35bf28}+0.45\%$
test_items_nested	0.5340ms	0.3937ms	2.5398 KOps/s	2.5352 KOps/s	$\color{#35bf28}+0.18\%$
test_items_nested_locked	0.6050ms	0.3930ms	2.5443 KOps/s	2.5317 KOps/s	$\color{#35bf28}+0.50\%$
test_items_nested_leaf	0.1748ms	76.8172μs	13.0179 KOps/s	13.0947 KOps/s	$\color{#d91a1a}-0.59\%$
test_items_stack_nested	0.9122ms	0.3987ms	2.5083 KOps/s	2.5255 KOps/s	$\color{#d91a1a}-0.68\%$
test_items_stack_nested_leaf	0.1499ms	77.9788μs	12.8240 KOps/s	13.2199 KOps/s	$\color{#d91a1a}-2.99\%$
test_items_stack_nested_locked	0.7348ms	0.3950ms	2.5314 KOps/s	2.5532 KOps/s	$\color{#d91a1a}-0.85\%$
test_keys	24.7160μs	3.4914μs	286.4220 KOps/s	284.0352 KOps/s	$\color{#35bf28}+0.84\%$
test_keys_nested	0.2472ms	0.1623ms	6.1620 KOps/s	6.0388 KOps/s	$\color{#35bf28}+2.04\%$
test_keys_nested_locked	0.8728ms	0.1686ms	5.9306 KOps/s	5.8010 KOps/s	$\color{#35bf28}+2.23\%$
test_keys_nested_leaf	0.2241ms	0.1415ms	7.0653 KOps/s	6.9266 KOps/s	$\color{#35bf28}+2.00\%$
test_keys_stack_nested	0.2576ms	0.1620ms	6.1713 KOps/s	6.0245 KOps/s	$\color{#35bf28}+2.44\%$
test_keys_stack_nested_leaf	0.2291ms	0.1419ms	7.0471 KOps/s	6.9280 KOps/s	$\color{#35bf28}+1.72\%$
test_keys_stack_nested_locked	0.2651ms	0.1692ms	5.9098 KOps/s	5.7807 KOps/s	$\color{#35bf28}+2.23\%$
test_values	12.2182μs	1.0316μs	969.3534 KOps/s	968.7487 KOps/s	$\color{#35bf28}+0.06\%$
test_values_nested	0.1141ms	62.0899μs	16.1057 KOps/s	15.7492 KOps/s	$\color{#35bf28}+2.26\%$
test_values_nested_locked	0.1142ms	62.0401μs	16.1186 KOps/s	15.8751 KOps/s	$\color{#35bf28}+1.53\%$
test_values_nested_leaf	0.1223ms	70.5280μs	14.1788 KOps/s	12.7146 KOps/s	$\textbf{\color{#35bf28}+11.52\%}$
test_values_stack_nested	0.1165ms	62.7806μs	15.9285 KOps/s	15.8772 KOps/s	$\color{#35bf28}+0.32\%$
test_values_stack_nested_leaf	0.1255ms	70.9429μs	14.0958 KOps/s	13.6993 KOps/s	$\color{#35bf28}+2.89\%$
test_values_stack_nested_locked	0.1100ms	62.8878μs	15.9013 KOps/s	15.8677 KOps/s	$\color{#35bf28}+0.21\%$
test_membership	18.4040μs	0.8740μs	1.1441 MOps/s	1.4018 MOps/s	$\textbf{\color{#d91a1a}-18.38\%}$
test_membership_nested	44.1620μs	2.9951μs	333.8741 KOps/s	343.1624 KOps/s	$\color{#d91a1a}-2.71\%$
test_membership_nested_leaf	42.1280μs	3.0282μs	330.2275 KOps/s	335.3976 KOps/s	$\color{#d91a1a}-1.54\%$
test_membership_stacked_nested	30.2660μs	2.9683μs	336.8879 KOps/s	346.6637 KOps/s	$\color{#d91a1a}-2.82\%$
test_membership_stacked_nested_leaf	24.7160μs	3.0253μs	330.5475 KOps/s	324.8417 KOps/s	$\color{#35bf28}+1.76\%$
test_membership_nested_last	0.1015ms	4.5539μs	219.5938 KOps/s	231.2102 KOps/s	$\textbf{\color{#d91a1a}-5.02\%}$
test_membership_nested_leaf_last	0.1343ms	4.5978μs	217.4943 KOps/s	232.0835 KOps/s	$\textbf{\color{#d91a1a}-6.29\%}$
test_membership_stacked_nested_last	42.2080μs	4.3930μs	227.6336 KOps/s	232.2085 KOps/s	$\color{#d91a1a}-1.97\%$
test_membership_stacked_nested_leaf_last	34.4840μs	4.3632μs	229.1902 KOps/s	231.3675 KOps/s	$\color{#d91a1a}-0.94\%$
test_nested_getleaf	39.5030μs	10.6598μs	93.8107 KOps/s	95.1380 KOps/s	$\color{#d91a1a}-1.40\%$
test_nested_get	54.9020μs	10.0339μs	99.6623 KOps/s	100.1976 KOps/s	$\color{#d91a1a}-0.53\%$
test_stacked_getleaf	30.4370μs	10.5341μs	94.9298 KOps/s	94.5952 KOps/s	$\color{#35bf28}+0.35\%$
test_stacked_get	33.2120μs	10.0953μs	99.0557 KOps/s	100.8129 KOps/s	$\color{#d91a1a}-1.74\%$
test_nested_getitemleaf	0.1011ms	11.2825μs	88.6326 KOps/s	90.4922 KOps/s	$\color{#d91a1a}-2.06\%$
test_nested_getitem	81.3710μs	10.6936μs	93.5140 KOps/s	95.8747 KOps/s	$\color{#d91a1a}-2.46\%$
test_stacked_getitemleaf	37.0290μs	11.1551μs	89.6451 KOps/s	91.5681 KOps/s	$\color{#d91a1a}-2.10\%$
test_stacked_getitem	41.4270μs	10.6618μs	93.7931 KOps/s	94.6362 KOps/s	$\color{#d91a1a}-0.89\%$
test_lock_nested	6.8420ms	0.4598ms	2.1750 KOps/s	1.7820 KOps/s	$\textbf{\color{#35bf28}+22.05\%}$
test_lock_stack_nested	0.6465ms	0.4231ms	2.3633 KOps/s	2.3782 KOps/s	$\color{#d91a1a}-0.63\%$
test_unlock_nested	0.8342ms	0.3757ms	2.6619 KOps/s	2.6488 KOps/s	$\color{#35bf28}+0.49\%$
test_unlock_stack_nested	0.7499ms	0.3429ms	2.9167 KOps/s	2.9190 KOps/s	$\color{#d91a1a}-0.08\%$
test_flatten_speed	0.2066ms	0.1005ms	9.9544 KOps/s	9.9366 KOps/s	$\color{#35bf28}+0.18\%$
test_unflatten_speed	0.7114ms	0.5218ms	1.9166 KOps/s	1.9457 KOps/s	$\color{#d91a1a}-1.49\%$
test_common_ops	1.8049ms	0.8137ms	1.2290 KOps/s	1.2656 KOps/s	$\color{#d91a1a}-2.89\%$
test_creation	26.8600μs	2.5068μs	398.9126 KOps/s	402.5116 KOps/s	$\color{#d91a1a}-0.89\%$
test_creation_empty	46.9880μs	13.2077μs	75.7134 KOps/s	89.2207 KOps/s	$\textbf{\color{#d91a1a}-15.14\%}$
test_creation_nested_1	55.1330μs	16.3487μs	61.1668 KOps/s	70.5575 KOps/s	$\textbf{\color{#d91a1a}-13.31\%}$
test_creation_nested_2	63.0370μs	20.7858μs	48.1098 KOps/s	53.6683 KOps/s	$\textbf{\color{#d91a1a}-10.36\%}$
test_clone	0.1170ms	13.2501μs	75.4709 KOps/s	74.7309 KOps/s	$\color{#35bf28}+0.99\%$
test_getitem[int]	1.1895ms	13.1341μs	76.1379 KOps/s	76.8875 KOps/s	$\color{#d91a1a}-0.97\%$
test_getitem[slice_int]	0.1413ms	25.1703μs	39.7293 KOps/s	39.4542 KOps/s	$\color{#35bf28}+0.70\%$
test_getitem[range]	0.1997ms	49.0460μs	20.3890 KOps/s	20.0793 KOps/s	$\color{#35bf28}+1.54\%$
test_getitem[tuple]	0.1347ms	20.7401μs	48.2158 KOps/s	47.5712 KOps/s	$\color{#35bf28}+1.36\%$
test_getitem[list]	0.3456ms	43.9431μs	22.7567 KOps/s	22.1090 KOps/s	$\color{#35bf28}+2.93\%$
test_setitem_dim[int]	51.2850μs	25.9501μs	38.5355 KOps/s	38.0744 KOps/s	$\color{#35bf28}+1.21\%$
test_setitem_dim[slice_int]	84.4570μs	51.4600μs	19.4326 KOps/s	18.5864 KOps/s	$\color{#35bf28}+4.55\%$
test_setitem_dim[range]	0.1312ms	73.8033μs	13.5495 KOps/s	13.2286 KOps/s	$\color{#35bf28}+2.43\%$
test_setitem_dim[tuple]	86.7520μs	40.9283μs	24.4330 KOps/s	23.4690 KOps/s	$\color{#35bf28}+4.11\%$
test_setitem	0.1333ms	21.1639μs	47.2503 KOps/s	49.2135 KOps/s	$\color{#d91a1a}-3.99\%$
test_set	0.1333ms	20.8757μs	47.9025 KOps/s	51.3996 KOps/s	$\textbf{\color{#d91a1a}-6.80\%}$
test_set_shared	3.6236ms	0.1704ms	5.8691 KOps/s	5.8490 KOps/s	$\color{#35bf28}+0.34\%$
test_update	0.2640ms	24.2838μs	41.1797 KOps/s	44.3744 KOps/s	$\textbf{\color{#d91a1a}-7.20\%}$
test_update_nested	0.1915ms	34.4934μs	28.9911 KOps/s	29.9096 KOps/s	$\color{#d91a1a}-3.07\%$
test_update__nested	0.8270ms	34.0178μs	29.3963 KOps/s	29.4564 KOps/s	$\color{#d91a1a}-0.20\%$
test_set_nested	0.1540ms	23.0841μs	43.3199 KOps/s	45.6106 KOps/s	$\textbf{\color{#d91a1a}-5.02\%}$
test_set_nested_new	0.1625ms	27.4345μs	36.4505 KOps/s	37.6370 KOps/s	$\color{#d91a1a}-3.15\%$
test_select	0.2161ms	43.7309μs	22.8671 KOps/s	23.5294 KOps/s	$\color{#d91a1a}-2.81\%$
test_select_nested	0.1228ms	62.8386μs	15.9138 KOps/s	15.9912 KOps/s	$\color{#d91a1a}-0.48\%$
test_exclude_nested	0.1702ms	81.0858μs	12.3326 KOps/s	12.3310 KOps/s	$\color{#35bf28}+0.01\%$
test_empty[True]	0.6179ms	0.4025ms	2.4843 KOps/s	2.4781 KOps/s	$\color{#35bf28}+0.25\%$
test_empty[False]	9.9210μs	1.3739μs	727.8511 KOps/s	692.3693 KOps/s	$\textbf{\color{#35bf28}+5.12\%}$
test_unbind_speed	0.5158ms	0.2685ms	3.7251 KOps/s	3.7066 KOps/s	$\color{#35bf28}+0.50\%$
test_unbind_speed_stack0	0.5231ms	0.2696ms	3.7093 KOps/s	3.7314 KOps/s	$\color{#d91a1a}-0.59\%$
test_unbind_speed_stack1	0.1162s	0.8221ms	1.2165 KOps/s	1.3321 KOps/s	$\textbf{\color{#d91a1a}-8.68\%}$
test_split	2.5365ms	1.6076ms	622.0416 Ops/s	560.1719 Ops/s	$\textbf{\color{#35bf28}+11.04\%}$
test_chunk	0.1182s	1.9848ms	503.8217 Ops/s	561.2586 Ops/s	$\textbf{\color{#d91a1a}-10.23\%}$
test_consolidate_njt[False-None]	11.3687ms	8.5047ms	117.5820 Ops/s	121.6690 Ops/s	$\color{#d91a1a}-3.36\%$
test_creation[device0]	0.3029ms	92.4164μs	10.8206 KOps/s	10.6728 KOps/s	$\color{#35bf28}+1.38\%$
test_creation_from_tensor	4.0045ms	97.0670μs	10.3022 KOps/s	10.3898 KOps/s	$\color{#d91a1a}-0.84\%$
test_add_one[memmap_tensor0]	0.2668ms	5.0312μs	198.7604 KOps/s	200.9296 KOps/s	$\color{#d91a1a}-1.08\%$
test_contiguous[memmap_tensor0]	10.7300μs	0.5084μs	1.9668 MOps/s	1.9072 MOps/s	$\color{#35bf28}+3.13\%$
test_stack[memmap_tensor0]	50.5640μs	3.4284μs	291.6779 KOps/s	286.1609 KOps/s	$\color{#35bf28}+1.93\%$
test_memmaptd_index	1.0349ms	0.2447ms	4.0867 KOps/s	4.2660 KOps/s	$\color{#d91a1a}-4.20\%$
test_memmaptd_index_astensor	0.6668ms	0.3289ms	3.0408 KOps/s	3.1169 KOps/s	$\color{#d91a1a}-2.44\%$
test_memmaptd_index_op	1.0589ms	0.6245ms	1.6013 KOps/s	1.6989 KOps/s	$\textbf{\color{#d91a1a}-5.75\%}$
test_serialize_model	0.1273s	0.1196s	8.3615 Ops/s	8.6529 Ops/s	$\color{#d91a1a}-3.37\%$
test_serialize_model_pickle	0.5352s	0.4091s	2.4441 Ops/s	2.4782 Ops/s	$\color{#d91a1a}-1.37\%$
test_serialize_weights	0.1271s	0.1175s	8.5106 Ops/s	7.4557 Ops/s	$\textbf{\color{#35bf28}+14.15\%}$
test_serialize_weights_returnearly	0.1616s	0.1561s	6.4044 Ops/s	6.2105 Ops/s	$\color{#35bf28}+3.12\%$
test_serialize_weights_pickle	0.5546s	0.4289s	2.3314 Ops/s	2.5789 Ops/s	$\textbf{\color{#d91a1a}-9.60\%}$
test_serialize_weights_filesystem	0.1513s	0.1466s	6.8231 Ops/s	6.9506 Ops/s	$\color{#d91a1a}-1.84\%$
test_serialize_model_filesystem	0.1550s	0.1522s	6.5721 Ops/s	6.0367 Ops/s	$\textbf{\color{#35bf28}+8.87\%}$
test_reshape_pytree	66.7940μs	26.4825μs	37.7608 KOps/s	37.4194 KOps/s	$\color{#35bf28}+0.91\%$
test_reshape_td	79.9490μs	33.0669μs	30.2417 KOps/s	30.8028 KOps/s	$\color{#d91a1a}-1.82\%$
test_view_pytree	65.2310μs	26.4720μs	37.7757 KOps/s	37.3416 KOps/s	$\color{#35bf28}+1.16\%$
test_view_td	0.1034ms	39.8190μs	25.1136 KOps/s	26.8348 KOps/s	$\textbf{\color{#d91a1a}-6.41\%}$
test_unbind_pytree	66.0630μs	29.5966μs	33.7877 KOps/s	33.1312 KOps/s	$\color{#35bf28}+1.98\%$
test_unbind_td	0.3137ms	39.7948μs	25.1289 KOps/s	25.2762 KOps/s	$\color{#d91a1a}-0.58\%$
test_split_pytree	66.2730μs	29.6247μs	33.7556 KOps/s	33.0873 KOps/s	$\color{#35bf28}+2.02\%$
test_split_td	0.5800ms	45.2224μs	22.1129 KOps/s	21.9842 KOps/s	$\color{#35bf28}+0.59\%$
test_add_pytree	0.1086ms	35.4491μs	28.2095 KOps/s	27.8984 KOps/s	$\color{#35bf28}+1.12\%$
test_add_td	0.1376ms	57.9392μs	17.2595 KOps/s	17.9575 KOps/s	$\color{#d91a1a}-3.89\%$
test_compile_add_one_nested[tensordict-compile]	0.1584ms	62.8514μs	15.9105 KOps/s	15.6504 KOps/s	$\color{#35bf28}+1.66\%$
test_compile_add_one_nested[tensordict-eager]	0.3928ms	0.1705ms	5.8654 KOps/s	5.7759 KOps/s	$\color{#35bf28}+1.55\%$
test_compile_add_one_nested[pytree-compile]	0.1251ms	45.8061μs	21.8311 KOps/s	22.0087 KOps/s	$\color{#d91a1a}-0.81\%$
test_compile_add_one_nested[pytree-eager]	0.2219ms	0.1177ms	8.4946 KOps/s	8.4763 KOps/s	$\color{#35bf28}+0.22\%$
test_compile_copy_nested[tensordict-compile]	71.1520μs	27.0849μs	36.9209 KOps/s	38.2010 KOps/s	$\color{#d91a1a}-3.35\%$
test_compile_copy_nested[tensordict-eager]	0.1181ms	58.2441μs	17.1691 KOps/s	17.1418 KOps/s	$\color{#35bf28}+0.16\%$
test_compile_copy_nested[pytree-compile]	0.1439ms	77.7006μs	12.8699 KOps/s	13.0183 KOps/s	$\color{#d91a1a}-1.14\%$
test_compile_copy_nested[pytree-eager]	0.1324ms	67.1035μs	14.9023 KOps/s	15.1301 KOps/s	$\color{#d91a1a}-1.51\%$
test_compile_add_one_flat[tensordict-compile]	0.1929ms	0.1060ms	9.4352 KOps/s	9.3606 KOps/s	$\color{#35bf28}+0.80\%$
test_compile_add_one_flat[tensordict-eager]	0.4024ms	0.2120ms	4.7175 KOps/s	4.6700 KOps/s	$\color{#35bf28}+1.02\%$
test_compile_add_one_flat[tensorclass-compile]	0.1429ms	46.1481μs	21.6693 KOps/s	21.2690 KOps/s	$\color{#35bf28}+1.88\%$
test_compile_add_one_flat[tensorclass-eager]	0.4716ms	66.9093μs	14.9456 KOps/s	14.6299 KOps/s	$\color{#35bf28}+2.16\%$
test_compile_add_one_flat[pytree-compile]	0.1751ms	0.1043ms	9.5877 KOps/s	9.7832 KOps/s	$\color{#d91a1a}-2.00\%$
test_compile_add_one_flat[pytree-eager]	0.3388ms	0.2014ms	4.9657 KOps/s	4.9678 KOps/s	$\color{#d91a1a}-0.04\%$
test_compile_add_self_flat[tensordict-eager]	0.4281ms	0.2312ms	4.3247 KOps/s	4.2824 KOps/s	$\color{#35bf28}+0.99\%$
test_compile_add_self_flat[tensordict-compile]	0.2352ms	0.1057ms	9.4566 KOps/s	9.4190 KOps/s	$\color{#35bf28}+0.40\%$
test_compile_add_self_flat[tensorclass-eager]	0.2572ms	63.6587μs	15.7088 KOps/s	16.0125 KOps/s	$\color{#d91a1a}-1.90\%$
test_compile_add_self_flat[tensorclass-compile]	0.2295ms	48.9226μs	20.4405 KOps/s	21.5057 KOps/s	$\color{#d91a1a}-4.95\%$
test_compile_add_self_flat[pytree-eager]	0.3371ms	0.1587ms	6.3027 KOps/s	6.3759 KOps/s	$\color{#d91a1a}-1.15\%$
test_compile_add_self_flat[pytree-compile]	0.1812ms	0.1031ms	9.6987 KOps/s	9.7751 KOps/s	$\color{#d91a1a}-0.78\%$
test_compile_copy_flat[tensordict-compile]	70.8220μs	22.1259μs	45.1959 KOps/s	46.4960 KOps/s	$\color{#d91a1a}-2.80\%$
test_compile_copy_flat[tensordict-eager]	0.1365ms	65.6000μs	15.2439 KOps/s	14.6291 KOps/s	$\color{#35bf28}+4.20\%$
test_compile_copy_flat[pytree-compile]	0.1979ms	79.0183μs	12.6553 KOps/s	12.8094 KOps/s	$\color{#d91a1a}-1.20\%$
test_compile_copy_flat[pytree-eager]	0.1358ms	67.8446μs	14.7396 KOps/s	14.9046 KOps/s	$\color{#d91a1a}-1.11\%$
test_compile_assign_and_add[tensordict-compile]	0.3060ms	0.2048ms	4.8816 KOps/s	4.8116 KOps/s	$\color{#35bf28}+1.45\%$
test_compile_assign_and_add[tensordict-eager]	1.4619ms	1.3154ms	760.2240 Ops/s	765.0792 Ops/s	$\color{#d91a1a}-0.63\%$
test_compile_assign_and_add[pytree-compile]	0.3255ms	0.2034ms	4.9169 KOps/s	4.9896 KOps/s	$\color{#d91a1a}-1.46\%$
test_compile_assign_and_add[pytree-eager]	1.6498ms	0.7862ms	1.2719 KOps/s	1.2905 KOps/s	$\color{#d91a1a}-1.43\%$
test_compile_assign_and_add_stack[compile]	0.6239ms	0.4438ms	2.2532 KOps/s	2.2396 KOps/s	$\color{#35bf28}+0.61\%$
test_compile_assign_and_add_stack[eager]	3.4945ms	2.7541ms	363.0943 Ops/s	372.6680 Ops/s	$\color{#d91a1a}-2.57\%$
test_compile_indexing[tensor-tensordict-compile]	0.1046ms	36.5482μs	27.3612 KOps/s	27.6239 KOps/s	$\color{#d91a1a}-0.95\%$
test_compile_indexing[tensor-tensordict-eager]	0.5396ms	33.1730μs	30.1450 KOps/s	30.3158 KOps/s	$\color{#d91a1a}-0.56\%$
test_compile_indexing[tensor-tensorclass-compile]	93.2040μs	29.5056μs	33.8918 KOps/s	34.2202 KOps/s	$\color{#d91a1a}-0.96\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1052ms	22.9329μs	43.6054 KOps/s	42.5862 KOps/s	$\color{#35bf28}+2.39\%$
test_compile_indexing[tensor-pytree-compile]	77.0330μs	29.9021μs	33.4425 KOps/s	33.5314 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_indexing[tensor-pytree-eager]	0.1245ms	22.7395μs	43.9764 KOps/s	43.3300 KOps/s	$\color{#35bf28}+1.49\%$
test_compile_indexing[slice-tensordict-compile]	0.1079ms	51.0421μs	19.5917 KOps/s	19.1593 KOps/s	$\color{#35bf28}+2.26\%$
test_compile_indexing[slice-tensordict-eager]	0.6726ms	20.2053μs	49.4920 KOps/s	49.4389 KOps/s	$\color{#35bf28}+0.11\%$
test_compile_indexing[slice-tensorclass-compile]	0.1002ms	44.2626μs	22.5924 KOps/s	22.1605 KOps/s	$\color{#35bf28}+1.95\%$
test_compile_indexing[slice-tensorclass-eager]	52.5780μs	18.8981μs	52.9154 KOps/s	53.1178 KOps/s	$\color{#d91a1a}-0.38\%$
test_compile_indexing[slice-pytree-compile]	0.1093ms	45.1000μs	22.1729 KOps/s	21.6933 KOps/s	$\color{#35bf28}+2.21\%$
test_compile_indexing[slice-pytree-eager]	53.6600μs	18.7678μs	53.2828 KOps/s	52.8962 KOps/s	$\color{#35bf28}+0.73\%$
test_compile_indexing[int-tensordict-compile]	0.1173ms	51.8985μs	19.2684 KOps/s	18.5026 KOps/s	$\color{#35bf28}+4.14\%$
test_compile_indexing[int-tensordict-eager]	1.1863ms	20.2174μs	49.4625 KOps/s	49.5503 KOps/s	$\color{#d91a1a}-0.18\%$
test_compile_indexing[int-tensorclass-compile]	0.1121ms	45.3905μs	22.0310 KOps/s	21.9091 KOps/s	$\color{#35bf28}+0.56\%$
test_compile_indexing[int-tensorclass-eager]	78.0080μs	18.8864μs	52.9481 KOps/s	53.4157 KOps/s	$\color{#d91a1a}-0.88\%$
test_compile_indexing[int-pytree-compile]	0.1020ms	44.4831μs	22.4804 KOps/s	21.8550 KOps/s	$\color{#35bf28}+2.86\%$
test_compile_indexing[int-pytree-eager]	57.0560μs	19.0030μs	52.6233 KOps/s	53.2760 KOps/s	$\color{#d91a1a}-1.23\%$
test_mod_add[eager]	87.2030μs	35.7222μs	27.9938 KOps/s	28.5550 KOps/s	$\color{#d91a1a}-1.97\%$
test_mod_add[compile]	0.2230ms	49.6873μs	20.1259 KOps/s	20.3864 KOps/s	$\color{#d91a1a}-1.28\%$
test_mod_add[compile-overhead]	0.1203ms	48.4703μs	20.6312 KOps/s	20.2302 KOps/s	$\color{#35bf28}+1.98\%$
test_mod_wrap[eager]	0.3616ms	0.2210ms	4.5259 KOps/s	4.4111 KOps/s	$\color{#35bf28}+2.60\%$
test_mod_wrap[compile]	0.3130ms	0.2063ms	4.8483 KOps/s	4.8380 KOps/s	$\color{#35bf28}+0.21\%$
test_mod_wrap[compile-overhead]	0.3193ms	0.2040ms	4.9027 KOps/s	4.8167 KOps/s	$\color{#35bf28}+1.78\%$
test_mod_wrap_and_backward[eager]	12.3277ms	11.1438ms	89.7361 Ops/s	81.3521 Ops/s	$\textbf{\color{#35bf28}+10.31\%}$
test_mod_wrap_and_backward[compile]	12.8491ms	11.0829ms	90.2291 Ops/s	76.9347 Ops/s	$\textbf{\color{#35bf28}+17.28\%}$
test_mod_wrap_and_backward[compile-overhead]	13.4415ms	11.1312ms	89.8375 Ops/s	75.6392 Ops/s	$\textbf{\color{#35bf28}+18.77\%}$
test_seq_add[eager]	0.2285ms	0.1168ms	8.5589 KOps/s	8.5417 KOps/s	$\color{#35bf28}+0.20\%$
test_seq_add[compile]	0.1520ms	62.5276μs	15.9929 KOps/s	15.6267 KOps/s	$\color{#35bf28}+2.34\%$
test_seq_add[compile-overhead]	0.1299ms	60.4078μs	16.5541 KOps/s	16.1587 KOps/s	$\color{#35bf28}+2.45\%$
test_seq_wrap[eager]	0.7518ms	0.4519ms	2.2131 KOps/s	2.1867 KOps/s	$\color{#35bf28}+1.21\%$
test_seq_wrap[compile]	0.4180ms	0.2288ms	4.3709 KOps/s	4.2090 KOps/s	$\color{#35bf28}+3.84\%$
test_seq_wrap[compile-overhead]	0.4133ms	0.2283ms	4.3808 KOps/s	4.3297 KOps/s	$\color{#35bf28}+1.18\%$
test_func_call_runtime[False-eager]	0.6789ms	0.5345ms	1.8708 KOps/s	1.7945 KOps/s	$\color{#35bf28}+4.25\%$
test_func_call_runtime[False-compile]	0.5661ms	0.4255ms	2.3504 KOps/s	2.3312 KOps/s	$\color{#35bf28}+0.82\%$
test_func_call_runtime[False-compile-overhead]	0.5619ms	0.4277ms	2.3379 KOps/s	2.3131 KOps/s	$\color{#35bf28}+1.07\%$
test_func_call_runtime[True-eager]	1.1544ms	0.7526ms	1.3287 KOps/s	1.2752 KOps/s	$\color{#35bf28}+4.20\%$
test_func_call_runtime[True-compile]	0.8984ms	0.4744ms	2.1078 KOps/s	2.1469 KOps/s	$\color{#d91a1a}-1.82\%$
test_func_call_runtime[True-compile-overhead]	0.8314ms	0.4718ms	2.1195 KOps/s	2.1437 KOps/s	$\color{#d91a1a}-1.13\%$
test_func_call_cm_runtime[False-eager]	0.9291ms	0.5407ms	1.8493 KOps/s	1.7970 KOps/s	$\color{#35bf28}+2.91\%$
test_func_call_cm_runtime[False-compile]	0.6082ms	0.4267ms	2.3438 KOps/s	2.3558 KOps/s	$\color{#d91a1a}-0.51\%$
test_func_call_cm_runtime[False-compile-overhead]	0.8174ms	0.4273ms	2.3405 KOps/s	2.3642 KOps/s	$\color{#d91a1a}-1.00\%$
test_func_call_cm_runtime[True-eager]	1.1130ms	0.8944ms	1.1181 KOps/s	1.0818 KOps/s	$\color{#35bf28}+3.35\%$
test_func_call_cm_runtime[True-compile]	0.6508ms	0.4945ms	2.0224 KOps/s	2.0298 KOps/s	$\color{#d91a1a}-0.36\%$
test_func_call_cm_runtime[True-compile-overhead]	0.6100ms	0.4916ms	2.0342 KOps/s	2.0375 KOps/s	$\color{#d91a1a}-0.16\%$
test_vmap_func_call_cm_runtime[eager]	2.6097ms	1.9130ms	522.7327 Ops/s	507.9864 Ops/s	$\color{#35bf28}+2.90\%$
test_vmap_func_call_cm_runtime[compile]	0.7906ms	0.5264ms	1.8997 KOps/s	1.8048 KOps/s	$\textbf{\color{#35bf28}+5.26\%}$
test_vmap_func_call_cm_runtime[compile-overhead]	0.6480ms	0.5235ms	1.9101 KOps/s	1.8646 KOps/s	$\color{#35bf28}+2.44\%$
test_distributed	0.2687ms	0.1279ms	7.8202 KOps/s	7.4707 KOps/s	$\color{#35bf28}+4.68\%$
test_tdmodule	45.0240μs	26.6981μs	37.4559 KOps/s	38.2915 KOps/s	$\color{#d91a1a}-2.18\%$
test_tdmodule_dispatch	77.3640μs	49.2327μs	20.3117 KOps/s	21.0302 KOps/s	$\color{#d91a1a}-3.42\%$
test_tdseq	60.2320μs	29.8015μs	33.5553 KOps/s	33.2147 KOps/s	$\color{#35bf28}+1.03\%$
test_tdseq_dispatch	96.2600μs	55.6381μs	17.9733 KOps/s	18.2258 KOps/s	$\color{#d91a1a}-1.39\%$
test_instantiation_functorch	1.6815ms	1.5330ms	652.2995 Ops/s	631.6163 Ops/s	$\color{#35bf28}+3.27\%$
test_exec_functorch	0.3233ms	0.1782ms	5.6122 KOps/s	5.5374 KOps/s	$\color{#35bf28}+1.35\%$
test_exec_functional_call	0.2610ms	0.1719ms	5.8162 KOps/s	5.7364 KOps/s	$\color{#35bf28}+1.39\%$
test_exec_td_decorator	0.5197ms	0.2324ms	4.3021 KOps/s	4.1947 KOps/s	$\color{#35bf28}+2.56\%$
test_vmap_mlp_speed_decorator[True-True]	0.9171ms	0.6568ms	1.5226 KOps/s	1.4583 KOps/s	$\color{#35bf28}+4.41\%$
test_vmap_mlp_speed_decorator[True-False]	1.0423ms	0.6558ms	1.5249 KOps/s	1.4950 KOps/s	$\color{#35bf28}+2.00\%$
test_vmap_mlp_speed_decorator[False-True]	0.8212ms	0.5289ms	1.8907 KOps/s	1.8518 KOps/s	$\color{#35bf28}+2.10\%$
test_vmap_mlp_speed_decorator[False-False]	0.8321ms	0.5302ms	1.8862 KOps/s	1.8676 KOps/s	$\color{#35bf28}+0.99\%$
test_to_module_speed[True]	1.7483ms	1.3210ms	757.0192 Ops/s	725.5831 Ops/s	$\color{#35bf28}+4.33\%$
test_to_module_speed[False]	2.0885ms	1.2993ms	769.6181 Ops/s	741.0235 Ops/s	$\color{#35bf28}+3.86\%$
test_tc_init	89.8680μs	47.0798μs	21.2405 KOps/s	20.4582 KOps/s	$\color{#35bf28}+3.82\%$
test_tc_init_nested	0.1774ms	91.5030μs	10.9286 KOps/s	10.0887 KOps/s	$\textbf{\color{#35bf28}+8.33\%}$
test_tc_first_layer_tensor	17.5530μs	1.5574μs	642.0989 KOps/s	659.0196 KOps/s	$\color{#d91a1a}-2.57\%$
test_tc_first_layer_nontensor	41.7580μs	4.7942μs	208.5850 KOps/s	215.1429 KOps/s	$\color{#d91a1a}-3.05\%$
test_tc_second_layer_tensor	40.9360μs	2.8697μs	348.4700 KOps/s	354.0390 KOps/s	$\color{#d91a1a}-1.57\%$
test_tc_second_layer_nontensor	33.0410μs	6.1145μs	163.5460 KOps/s	167.1968 KOps/s	$\color{#d91a1a}-2.18\%$
test_unbind	0.2350s	13.5328ms	73.8943 Ops/s	78.6957 Ops/s	$\textbf{\color{#d91a1a}-6.10\%}$
test_full_like	8.5336ms	7.7915ms	128.3447 Ops/s	72.8023 Ops/s	$\textbf{\color{#35bf28}+76.29\%}$
test_zeros_like	3.7197ms	3.0018ms	333.1373 Ops/s	125.5598 Ops/s	$\textbf{\color{#35bf28}+165.32\%}$
test_ones_like	3.9409ms	3.5519ms	281.5402 Ops/s	125.3765 Ops/s	$\textbf{\color{#35bf28}+124.56\%}$
test_clone	6.0259ms	5.2053ms	192.1122 Ops/s	102.5179 Ops/s	$\textbf{\color{#35bf28}+87.39\%}$
test_squeeze	60.2620μs	11.8147μs	84.6402 KOps/s	82.8546 KOps/s	$\color{#35bf28}+2.16\%$
test_unsqueeze	0.3032ms	90.3668μs	11.0660 KOps/s	11.0386 KOps/s	$\color{#35bf28}+0.25\%$
test_split	0.3257ms	0.1951ms	5.1247 KOps/s	5.0139 KOps/s	$\color{#35bf28}+2.21\%$
test_permute	0.2984ms	0.2004ms	4.9902 KOps/s	5.0495 KOps/s	$\color{#d91a1a}-1.17\%$
test_stack	28.4580ms	24.8341ms	40.2673 Ops/s	38.7454 Ops/s	$\color{#35bf28}+3.93\%$
test_cat	27.8976ms	24.6248ms	40.6094 Ops/s	38.9901 Ops/s	$\color{#35bf28}+4.15\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}31$. Worsened: $\large\color{#d91a1a}10$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	26.0300μs	11.3641μs	87.9966 KOps/s	77.1256 KOps/s	$\textbf{\color{#35bf28}+14.10\%}$
test_plain_set_stack_nested	28.2310μs	11.5727μs	86.4100 KOps/s	76.1548 KOps/s	$\textbf{\color{#35bf28}+13.47\%}$
test_plain_set_nested_inplace	38.2500μs	12.4839μs	80.1034 KOps/s	71.2887 KOps/s	$\textbf{\color{#35bf28}+12.36\%}$
test_plain_set_stack_nested_inplace	77.1420μs	12.4413μs	80.3773 KOps/s	70.8596 KOps/s	$\textbf{\color{#35bf28}+13.43\%}$
test_items	25.6210μs	2.9116μs	343.4494 KOps/s	335.1050 KOps/s	$\color{#35bf28}+2.49\%$
test_items_nested	0.4043ms	0.3737ms	2.6761 KOps/s	2.6301 KOps/s	$\color{#35bf28}+1.75\%$
test_items_nested_locked	0.4394ms	0.3734ms	2.6778 KOps/s	2.6650 KOps/s	$\color{#35bf28}+0.48\%$
test_items_nested_leaf	89.2420μs	62.2365μs	16.0677 KOps/s	16.1339 KOps/s	$\color{#d91a1a}-0.41\%$
test_items_stack_nested	0.4035ms	0.3770ms	2.6527 KOps/s	2.6131 KOps/s	$\color{#35bf28}+1.52\%$
test_items_stack_nested_leaf	94.9620μs	62.6572μs	15.9598 KOps/s	15.8717 KOps/s	$\color{#35bf28}+0.56\%$
test_items_stack_nested_locked	0.4423ms	0.3749ms	2.6674 KOps/s	2.6234 KOps/s	$\color{#35bf28}+1.68\%$
test_keys	28.8900μs	3.4758μs	287.7041 KOps/s	285.8228 KOps/s	$\color{#35bf28}+0.66\%$
test_keys_nested	0.1264ms	88.1189μs	11.3483 KOps/s	11.2285 KOps/s	$\color{#35bf28}+1.07\%$
test_keys_nested_locked	0.7792ms	93.8314μs	10.6574 KOps/s	10.5643 KOps/s	$\color{#35bf28}+0.88\%$
test_keys_nested_leaf	0.1442ms	78.8028μs	12.6899 KOps/s	12.5549 KOps/s	$\color{#35bf28}+1.08\%$
test_keys_stack_nested	0.1211ms	88.8791μs	11.2512 KOps/s	11.0161 KOps/s	$\color{#35bf28}+2.13\%$
test_keys_stack_nested_leaf	0.1127ms	79.3545μs	12.6017 KOps/s	12.2561 KOps/s	$\color{#35bf28}+2.82\%$
test_keys_stack_nested_locked	0.1423ms	94.4548μs	10.5871 KOps/s	10.3834 KOps/s	$\color{#35bf28}+1.96\%$
test_values	6.2485μs	0.8617μs	1.1604 MOps/s	1.1520 MOps/s	$\color{#35bf28}+0.73\%$
test_values_nested	97.9320μs	38.2996μs	26.1100 KOps/s	26.3218 KOps/s	$\color{#d91a1a}-0.80\%$
test_values_nested_locked	68.9210μs	39.5914μs	25.2580 KOps/s	25.4562 KOps/s	$\color{#d91a1a}-0.78\%$
test_values_nested_leaf	73.4410μs	42.4872μs	23.5365 KOps/s	23.6332 KOps/s	$\color{#d91a1a}-0.41\%$
test_values_stack_nested	70.2310μs	38.3404μs	26.0822 KOps/s	25.6010 KOps/s	$\color{#35bf28}+1.88\%$
test_values_stack_nested_leaf	70.2810μs	43.2597μs	23.1162 KOps/s	23.0461 KOps/s	$\color{#35bf28}+0.30\%$
test_values_stack_nested_locked	0.1125ms	39.6488μs	25.2215 KOps/s	24.7858 KOps/s	$\color{#35bf28}+1.76\%$
test_membership	1.6581μs	0.5581μs	1.7916 MOps/s	1.8141 MOps/s	$\color{#d91a1a}-1.24\%$
test_membership_nested	15.7900μs	2.0522μs	487.2793 KOps/s	468.2853 KOps/s	$\color{#35bf28}+4.06\%$
test_membership_nested_leaf	14.6805μs	2.0602μs	485.3793 KOps/s	488.9194 KOps/s	$\color{#d91a1a}-0.72\%$
test_membership_stacked_nested	40.8510μs	2.1262μs	470.3157 KOps/s	468.8351 KOps/s	$\color{#35bf28}+0.32\%$
test_membership_stacked_nested_leaf	26.4600μs	2.1258μs	470.4154 KOps/s	475.5069 KOps/s	$\color{#d91a1a}-1.07\%$
test_membership_nested_last	38.2810μs	3.1552μs	316.9342 KOps/s	316.5543 KOps/s	$\color{#35bf28}+0.12\%$
test_membership_nested_leaf_last	27.6000μs	3.1435μs	318.1214 KOps/s	316.0421 KOps/s	$\color{#35bf28}+0.66\%$
test_membership_stacked_nested_last	28.0610μs	3.6420μs	274.5769 KOps/s	314.2446 KOps/s	$\textbf{\color{#d91a1a}-12.62\%}$
test_membership_stacked_nested_leaf_last	31.7000μs	3.6705μs	272.4393 KOps/s	315.1670 KOps/s	$\textbf{\color{#d91a1a}-13.56\%}$
test_nested_getleaf	35.2310μs	6.2066μs	161.1176 KOps/s	161.6268 KOps/s	$\color{#d91a1a}-0.32\%$
test_nested_get	30.1010μs	5.8986μs	169.5329 KOps/s	169.6707 KOps/s	$\color{#d91a1a}-0.08\%$
test_stacked_getleaf	30.3100μs	6.2076μs	161.0928 KOps/s	161.1698 KOps/s	$\color{#d91a1a}-0.05\%$
test_stacked_get	28.7710μs	5.8836μs	169.9653 KOps/s	171.1834 KOps/s	$\color{#d91a1a}-0.71\%$
test_nested_getitemleaf	30.6310μs	6.5194μs	153.3882 KOps/s	153.3021 KOps/s	$\color{#35bf28}+0.06\%$
test_nested_getitem	26.8710μs	6.1313μs	163.0987 KOps/s	160.7462 KOps/s	$\color{#35bf28}+1.46\%$
test_stacked_getitemleaf	33.0710μs	6.5152μs	153.4872 KOps/s	154.5264 KOps/s	$\color{#d91a1a}-0.67\%$
test_stacked_getitem	38.8610μs	6.1262μs	163.2328 KOps/s	161.9371 KOps/s	$\color{#35bf28}+0.80\%$
test_lock_nested	9.1671ms	0.3833ms	2.6090 KOps/s	2.5970 KOps/s	$\color{#35bf28}+0.46\%$
test_lock_stack_nested	0.3907ms	0.3465ms	2.8857 KOps/s	2.8665 KOps/s	$\color{#35bf28}+0.67\%$
test_unlock_nested	0.7718ms	0.3168ms	3.1567 KOps/s	3.1624 KOps/s	$\color{#d91a1a}-0.18\%$
test_unlock_stack_nested	0.3235ms	0.2863ms	3.4923 KOps/s	3.4895 KOps/s	$\color{#35bf28}+0.08\%$
test_flatten_speed	0.1200ms	78.6205μs	12.7193 KOps/s	12.7368 KOps/s	$\color{#d91a1a}-0.14\%$
test_unflatten_speed	0.4696ms	0.3195ms	3.1302 KOps/s	3.0743 KOps/s	$\color{#35bf28}+1.82\%$
test_common_ops	1.6760ms	0.5728ms	1.7459 KOps/s	1.5619 KOps/s	$\textbf{\color{#35bf28}+11.78\%}$
test_creation	0.1006ms	1.7708μs	564.7243 KOps/s	558.3026 KOps/s	$\color{#35bf28}+1.15\%$
test_creation_empty	44.4510μs	6.3891μs	156.5162 KOps/s	105.9219 KOps/s	$\textbf{\color{#35bf28}+47.77\%}$
test_creation_nested_1	37.3510μs	8.1700μs	122.3991 KOps/s	89.4513 KOps/s	$\textbf{\color{#35bf28}+36.83\%}$
test_creation_nested_2	33.1800μs	10.8349μs	92.2941 KOps/s	71.8689 KOps/s	$\textbf{\color{#35bf28}+28.42\%}$
test_clone	81.6820μs	10.4893μs	95.3348 KOps/s	91.9503 KOps/s	$\color{#35bf28}+3.68\%$
test_getitem[int]	1.8158ms	10.9730μs	91.1331 KOps/s	93.1328 KOps/s	$\color{#d91a1a}-2.15\%$
test_getitem[slice_int]	0.1241ms	20.8775μs	47.8985 KOps/s	47.7077 KOps/s	$\color{#35bf28}+0.40\%$
test_getitem[range]	0.2158ms	37.8165μs	26.4435 KOps/s	26.0945 KOps/s	$\color{#35bf28}+1.34\%$
test_getitem[tuple]	0.1067ms	18.1901μs	54.9750 KOps/s	55.7531 KOps/s	$\color{#d91a1a}-1.40\%$
test_getitem[list]	0.3195ms	33.4193μs	29.9228 KOps/s	29.9571 KOps/s	$\color{#d91a1a}-0.11\%$
test_setitem_dim[int]	39.7410μs	20.0059μs	49.9854 KOps/s	50.1016 KOps/s	$\color{#d91a1a}-0.23\%$
test_setitem_dim[slice_int]	74.8920μs	40.8287μs	24.4926 KOps/s	25.3427 KOps/s	$\color{#d91a1a}-3.35\%$
test_setitem_dim[range]	94.1620μs	58.1118μs	17.2082 KOps/s	18.1563 KOps/s	$\textbf{\color{#d91a1a}-5.22\%}$
test_setitem_dim[tuple]	69.5310μs	34.1936μs	29.2452 KOps/s	30.6284 KOps/s	$\color{#d91a1a}-4.52\%$
test_setitem	97.6730μs	14.1572μs	70.6353 KOps/s	63.2857 KOps/s	$\textbf{\color{#35bf28}+11.61\%}$
test_set	84.9220μs	13.6069μs	73.4920 KOps/s	64.8651 KOps/s	$\textbf{\color{#35bf28}+13.30\%}$
test_set_shared	1.4044ms	0.1534ms	6.5198 KOps/s	6.4908 KOps/s	$\color{#35bf28}+0.45\%$
test_update	1.0085ms	15.5192μs	64.4365 KOps/s	52.9927 KOps/s	$\textbf{\color{#35bf28}+21.60\%}$
test_update_nested	88.1920μs	21.2258μs	47.1124 KOps/s	40.2530 KOps/s	$\textbf{\color{#35bf28}+17.04\%}$
test_update__nested	0.1399ms	25.8606μs	38.6689 KOps/s	38.9582 KOps/s	$\color{#d91a1a}-0.74\%$
test_set_nested	93.6130μs	14.9750μs	66.7781 KOps/s	59.6250 KOps/s	$\textbf{\color{#35bf28}+12.00\%}$
test_set_nested_new	92.1020μs	16.8587μs	59.3167 KOps/s	52.5721 KOps/s	$\textbf{\color{#35bf28}+12.83\%}$
test_select	92.4020μs	28.4939μs	35.0952 KOps/s	31.8688 KOps/s	$\textbf{\color{#35bf28}+10.12\%}$
test_select_nested	70.9420μs	44.1469μs	22.6516 KOps/s	22.6664 KOps/s	$\color{#d91a1a}-0.07\%$
test_exclude_nested	0.1206ms	61.8636μs	16.1646 KOps/s	15.5851 KOps/s	$\color{#35bf28}+3.72\%$
test_empty[True]	0.3668ms	0.2952ms	3.3873 KOps/s	3.3680 KOps/s	$\color{#35bf28}+0.57\%$
test_empty[False]	3.7701μs	0.8465μs	1.1813 MOps/s	1.1608 MOps/s	$\color{#35bf28}+1.77\%$
test_to	0.1007ms	59.2911μs	16.8659 KOps/s	17.0748 KOps/s	$\color{#d91a1a}-1.22\%$
test_to_nonblocking	89.4120μs	48.2730μs	20.7155 KOps/s	19.5697 KOps/s	$\textbf{\color{#35bf28}+5.85\%}$
test_unbind_speed	0.2764ms	0.2353ms	4.2505 KOps/s	4.2369 KOps/s	$\color{#35bf28}+0.32\%$
test_unbind_speed_stack0	0.2921ms	0.2355ms	4.2466 KOps/s	4.2381 KOps/s	$\color{#35bf28}+0.20\%$
test_unbind_speed_stack1	0.6749ms	0.6210ms	1.6103 KOps/s	1.4906 KOps/s	$\textbf{\color{#35bf28}+8.03\%}$
test_split	94.9583ms	1.5781ms	633.6613 Ops/s	578.2829 Ops/s	$\textbf{\color{#35bf28}+9.58\%}$
test_chunk	96.3327ms	1.5814ms	632.3420 Ops/s	687.0053 Ops/s	$\textbf{\color{#d91a1a}-7.96\%}$
test_consolidate[False-None]	96.4715ms	2.9193ms	342.5523 Ops/s	329.0016 Ops/s	$\color{#35bf28}+4.12\%$
test_consolidate[default-None]	1.8395ms	1.7219ms	580.7424 Ops/s	583.2083 Ops/s	$\color{#d91a1a}-0.42\%$
test_consolidate[reduce-overhead-None]	1.8269ms	1.7434ms	573.5915 Ops/s	571.9658 Ops/s	$\color{#35bf28}+0.28\%$
test_consolidate_njt[False-None]	6.9130ms	6.5508ms	152.6539 Ops/s	149.9359 Ops/s	$\color{#35bf28}+1.81\%$
test_to[False-False-None]	1.7979ms	1.7237ms	580.1554 Ops/s	570.3021 Ops/s	$\color{#35bf28}+1.73\%$
test_to[True-False-None]	1.5628ms	1.3351ms	748.9909 Ops/s	751.7799 Ops/s	$\color{#d91a1a}-0.37\%$
test_to[within-False-None]	4.2256ms	4.1079ms	243.4351 Ops/s	243.3795 Ops/s	$\color{#35bf28}+0.02\%$
test_to[True-default-None]	5.5925ms	5.3773ms	185.9657 Ops/s	190.5674 Ops/s	$\color{#d91a1a}-2.41\%$
test_to_njt[False-False-None]	7.1325ms	6.9774ms	143.3194 Ops/s	143.9295 Ops/s	$\color{#d91a1a}-0.42\%$
test_to_njt[True-False-None]	5.6810ms	5.4662ms	182.9417 Ops/s	181.7383 Ops/s	$\color{#35bf28}+0.66\%$
test_to_njt[within-False-None]	12.4365ms	12.3020ms	81.2877 Ops/s	81.6354 Ops/s	$\color{#d91a1a}-0.43\%$
test_creation[device0]	0.4585ms	81.0971μs	12.3309 KOps/s	12.3085 KOps/s	$\color{#35bf28}+0.18\%$
test_creation_from_tensor	0.5061ms	84.5742μs	11.8239 KOps/s	11.5942 KOps/s	$\color{#35bf28}+1.98\%$
test_add_one[memmap_tensor0]	0.4124ms	6.8996μs	144.9367 KOps/s	144.4252 KOps/s	$\color{#35bf28}+0.35\%$
test_contiguous[memmap_tensor0]	1.9001μs	0.4424μs	2.2606 MOps/s	2.3038 MOps/s	$\color{#d91a1a}-1.88\%$
test_stack[memmap_tensor0]	39.1900μs	4.4224μs	226.1218 KOps/s	232.9507 KOps/s	$\color{#d91a1a}-2.93\%$
test_memmaptd_index	1.6586ms	0.2499ms	4.0018 KOps/s	3.9507 KOps/s	$\color{#35bf28}+1.29\%$
test_memmaptd_index_astensor	0.5784ms	0.3140ms	3.1851 KOps/s	3.1765 KOps/s	$\color{#35bf28}+0.27\%$
test_memmaptd_index_op	0.9974ms	0.5608ms	1.7830 KOps/s	1.6278 KOps/s	$\textbf{\color{#35bf28}+9.53\%}$
test_serialize_model	0.1317s	0.1309s	7.6421 Ops/s	7.6770 Ops/s	$\color{#d91a1a}-0.45\%$
test_serialize_model_pickle	1.3499s	1.1868s	0.8426 Ops/s	0.8251 Ops/s	$\color{#35bf28}+2.13\%$
test_serialize_weights	0.1309s	0.1303s	7.6758 Ops/s	7.6935 Ops/s	$\color{#d91a1a}-0.23\%$
test_serialize_weights_returnearly	0.3342s	53.5536ms	18.6729 Ops/s	14.0273 Ops/s	$\textbf{\color{#35bf28}+33.12\%}$
test_serialize_weights_pickle	1.3823s	1.2229s	0.8177 Ops/s	0.8257 Ops/s	$\color{#d91a1a}-0.96\%$
test_reshape_pytree	58.4810μs	22.3891μs	44.6646 KOps/s	44.4645 KOps/s	$\color{#35bf28}+0.45\%$
test_reshape_td	47.6410μs	26.5591μs	37.6519 KOps/s	35.5816 KOps/s	$\textbf{\color{#35bf28}+5.82\%}$
test_view_pytree	80.9320μs	22.3097μs	44.8235 KOps/s	45.2810 KOps/s	$\color{#d91a1a}-1.01\%$
test_view_td	71.4510μs	30.4880μs	32.7998 KOps/s	31.7535 KOps/s	$\color{#35bf28}+3.30\%$
test_unbind_pytree	66.6420μs	28.1505μs	35.5233 KOps/s	35.7436 KOps/s	$\color{#d91a1a}-0.62\%$
test_unbind_td	0.7617ms	36.1326μs	27.6758 KOps/s	27.5141 KOps/s	$\color{#35bf28}+0.59\%$
test_split_pytree	68.3710μs	29.2609μs	34.1752 KOps/s	33.2899 KOps/s	$\color{#35bf28}+2.66\%$
test_split_td	0.9281ms	37.4469μs	26.7044 KOps/s	25.7265 KOps/s	$\color{#35bf28}+3.80\%$
test_add_pytree	72.9820μs	34.4318μs	29.0429 KOps/s	28.9657 KOps/s	$\color{#35bf28}+0.27\%$
test_add_td	0.4467ms	44.3079μs	22.5694 KOps/s	20.1804 KOps/s	$\textbf{\color{#35bf28}+11.84\%}$
test_compile_add_one_nested[tensordict-compile]	0.2314ms	0.1222ms	8.1849 KOps/s	7.8258 KOps/s	$\color{#35bf28}+4.59\%$
test_compile_add_one_nested[tensordict-eager]	0.2381ms	0.1320ms	7.5759 KOps/s	7.4102 KOps/s	$\color{#35bf28}+2.24\%$
test_compile_add_one_nested[pytree-compile]	0.4968ms	95.9723μs	10.4197 KOps/s	10.2983 KOps/s	$\color{#35bf28}+1.18\%$
test_compile_add_one_nested[pytree-eager]	0.5898ms	0.1522ms	6.5710 KOps/s	6.5802 KOps/s	$\color{#d91a1a}-0.14\%$
test_compile_copy_nested[tensordict-compile]	0.4161ms	21.9925μs	45.4700 KOps/s	45.4362 KOps/s	$\color{#35bf28}+0.07\%$
test_compile_copy_nested[tensordict-eager]	0.4358ms	29.6271μs	33.7529 KOps/s	33.3782 KOps/s	$\color{#35bf28}+1.12\%$
test_compile_copy_nested[pytree-compile]	0.4695ms	65.3212μs	15.3090 KOps/s	14.8338 KOps/s	$\color{#35bf28}+3.20\%$
test_compile_copy_nested[pytree-eager]	0.4549ms	50.3204μs	19.8727 KOps/s	19.3531 KOps/s	$\color{#35bf28}+2.68\%$
test_compile_add_one_flat[tensordict-compile]	0.1878ms	0.1431ms	6.9899 KOps/s	6.9680 KOps/s	$\color{#35bf28}+0.31\%$
test_compile_add_one_flat[tensordict-eager]	0.6249ms	0.2204ms	4.5378 KOps/s	4.5711 KOps/s	$\color{#d91a1a}-0.73\%$
test_compile_add_one_flat[tensorclass-compile]	0.1696ms	98.4834μs	10.1540 KOps/s	10.1226 KOps/s	$\color{#35bf28}+0.31\%$
test_compile_add_one_flat[tensorclass-eager]	0.1147ms	56.6085μs	17.6652 KOps/s	17.3973 KOps/s	$\color{#35bf28}+1.54\%$
test_compile_add_one_flat[pytree-compile]	0.2721ms	0.1364ms	7.3299 KOps/s	7.2328 KOps/s	$\color{#35bf28}+1.34\%$
test_compile_add_one_flat[pytree-eager]	0.5906ms	0.4786ms	2.0895 KOps/s	2.0629 KOps/s	$\color{#35bf28}+1.29\%$
test_compile_add_self_flat[tensordict-eager]	0.4047ms	0.2620ms	3.8162 KOps/s	3.8143 KOps/s	$\color{#35bf28}+0.05\%$
test_compile_add_self_flat[tensordict-compile]	0.1830ms	0.1437ms	6.9578 KOps/s	6.7877 KOps/s	$\color{#35bf28}+2.51\%$
test_compile_add_self_flat[tensorclass-eager]	0.1555ms	68.3829μs	14.6235 KOps/s	14.6266 KOps/s	$\color{#d91a1a}-0.02\%$
test_compile_add_self_flat[tensorclass-compile]	0.1552ms	0.1041ms	9.6060 KOps/s	9.6783 KOps/s	$\color{#d91a1a}-0.75\%$
test_compile_add_self_flat[pytree-eager]	0.4447ms	0.4004ms	2.4973 KOps/s	2.4336 KOps/s	$\color{#35bf28}+2.62\%$
test_compile_add_self_flat[pytree-compile]	0.1880ms	0.1427ms	7.0067 KOps/s	7.4415 KOps/s	$\textbf{\color{#d91a1a}-5.84\%}$
test_compile_copy_flat[tensordict-compile]	55.7510μs	19.8763μs	50.3112 KOps/s	55.8602 KOps/s	$\textbf{\color{#d91a1a}-9.93\%}$
test_compile_copy_flat[tensordict-eager]	66.9510μs	31.2038μs	32.0474 KOps/s	31.4124 KOps/s	$\color{#35bf28}+2.02\%$
test_compile_copy_flat[pytree-compile]	0.1256ms	69.6438μs	14.3588 KOps/s	14.1180 KOps/s	$\color{#35bf28}+1.71\%$
test_compile_copy_flat[pytree-eager]	0.1805ms	51.3463μs	19.4756 KOps/s	19.0294 KOps/s	$\color{#35bf28}+2.34\%$
test_compile_assign_and_add[tensordict-compile]	1.6377ms	0.3927ms	2.5463 KOps/s	2.1990 KOps/s	$\textbf{\color{#35bf28}+15.80\%}$
test_compile_assign_and_add[tensordict-eager]	3.1067ms	2.7243ms	367.0651 Ops/s	373.2142 Ops/s	$\color{#d91a1a}-1.65\%$
test_compile_assign_and_add[pytree-compile]	1.6068ms	0.4340ms	2.3040 KOps/s	2.2508 KOps/s	$\color{#35bf28}+2.36\%$
test_compile_assign_and_add[pytree-eager]	3.0955ms	2.6923ms	371.4352 Ops/s	374.9626 Ops/s	$\color{#d91a1a}-0.94\%$
test_compile_indexing[tensor-tensordict-compile]	0.6159ms	0.1216ms	8.2203 KOps/s	8.5609 KOps/s	$\color{#d91a1a}-3.98\%$
test_compile_indexing[tensor-tensordict-eager]	0.5988ms	84.1106μs	11.8891 KOps/s	12.4891 KOps/s	$\color{#d91a1a}-4.80\%$
test_compile_indexing[tensor-tensorclass-compile]	0.6540ms	0.1095ms	9.1346 KOps/s	9.2453 KOps/s	$\color{#d91a1a}-1.20\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1183ms	72.6196μs	13.7704 KOps/s	14.3578 KOps/s	$\color{#d91a1a}-4.09\%$
test_compile_indexing[tensor-pytree-compile]	0.1618ms	0.1124ms	8.8956 KOps/s	8.7190 KOps/s	$\color{#35bf28}+2.03\%$
test_compile_indexing[tensor-pytree-eager]	0.1352ms	71.6051μs	13.9655 KOps/s	13.7117 KOps/s	$\color{#35bf28}+1.85\%$
test_compile_indexing[slice-tensordict-compile]	0.2025ms	0.1027ms	9.7374 KOps/s	9.8407 KOps/s	$\color{#d91a1a}-1.05\%$
test_compile_indexing[slice-tensordict-eager]	0.1699ms	17.0187μs	58.7590 KOps/s	56.6883 KOps/s	$\color{#35bf28}+3.65\%$
test_compile_indexing[slice-tensorclass-compile]	0.1402ms	0.1000ms	9.9982 KOps/s	10.2561 KOps/s	$\color{#d91a1a}-2.51\%$
test_compile_indexing[slice-tensorclass-eager]	59.3620μs	15.7547μs	63.4732 KOps/s	62.6360 KOps/s	$\color{#35bf28}+1.34\%$
test_compile_indexing[slice-pytree-compile]	0.1425ms	98.2368μs	10.1795 KOps/s	10.1320 KOps/s	$\color{#35bf28}+0.47\%$
test_compile_indexing[slice-pytree-eager]	67.9220μs	16.0005μs	62.4979 KOps/s	63.2279 KOps/s	$\color{#d91a1a}-1.15\%$
test_compile_indexing[int-tensordict-compile]	0.1447ms	0.1017ms	9.8349 KOps/s	9.8613 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_indexing[int-tensordict-eager]	0.5798ms	16.9805μs	58.8912 KOps/s	57.5203 KOps/s	$\color{#35bf28}+2.38\%$
test_compile_indexing[int-tensorclass-compile]	0.1512ms	97.7632μs	10.2288 KOps/s	10.1682 KOps/s	$\color{#35bf28}+0.60\%$
test_compile_indexing[int-tensorclass-eager]	47.5010μs	15.9737μs	62.6027 KOps/s	62.2293 KOps/s	$\color{#35bf28}+0.60\%$
test_compile_indexing[int-pytree-compile]	0.1475ms	99.8387μs	10.0162 KOps/s	9.8261 KOps/s	$\color{#35bf28}+1.93\%$
test_compile_indexing[int-pytree-eager]	49.4510μs	15.9860μs	62.5547 KOps/s	63.1826 KOps/s	$\color{#d91a1a}-0.99\%$
test_mod_add[eager]	0.1075ms	36.6067μs	27.3174 KOps/s	25.7108 KOps/s	$\textbf{\color{#35bf28}+6.25\%}$
test_mod_add[compile]	0.3828ms	81.5653μs	12.2601 KOps/s	12.2654 KOps/s	$\color{#d91a1a}-0.04\%$
test_mod_add[compile-overhead]	0.3283ms	0.1671ms	5.9832 KOps/s	5.7135 KOps/s	$\color{#35bf28}+4.72\%$
test_mod_wrap[eager]	0.3332ms	0.2498ms	4.0026 KOps/s	3.8970 KOps/s	$\color{#35bf28}+2.71\%$
test_mod_wrap[compile]	0.3967ms	0.2847ms	3.5129 KOps/s	3.3958 KOps/s	$\color{#35bf28}+3.45\%$
test_mod_wrap[compile-overhead]	7.0233ms	3.7179ms	268.9676 Ops/s	282.9737 Ops/s	$\color{#d91a1a}-4.95\%$
test_mod_wrap_and_backward[eager]	1.5906ms	1.4516ms	688.8792 Ops/s	682.7755 Ops/s	$\color{#35bf28}+0.89\%$
test_mod_wrap_and_backward[compile]	1.4906ms	1.3765ms	726.4935 Ops/s	722.7884 Ops/s	$\color{#35bf28}+0.51\%$
test_mod_wrap_and_backward[compile-overhead]	1.5124ms	1.0434ms	958.3984 Ops/s	950.3611 Ops/s	$\color{#35bf28}+0.85\%$
test_seq_add[eager]	0.1609ms	0.1140ms	8.7709 KOps/s	8.3536 KOps/s	$\color{#35bf28}+5.00\%$
test_seq_add[compile]	0.1573ms	87.9066μs	11.3757 KOps/s	11.3467 KOps/s	$\color{#35bf28}+0.26\%$
test_seq_add[compile-overhead]	0.1695ms	0.1292ms	7.7408 KOps/s	7.7014 KOps/s	$\color{#35bf28}+0.51\%$
test_seq_wrap[eager]	0.4754ms	0.4180ms	2.3923 KOps/s	2.3136 KOps/s	$\color{#35bf28}+3.40\%$
test_seq_wrap[compile]	0.3491ms	0.3010ms	3.3223 KOps/s	3.2634 KOps/s	$\color{#35bf28}+1.81\%$
test_seq_wrap[compile-overhead]	0.2856ms	0.2254ms	4.4361 KOps/s	4.3601 KOps/s	$\color{#35bf28}+1.74\%$
test_func_call_runtime[False-eager]	0.8045ms	0.7456ms	1.3411 KOps/s	1.3212 KOps/s	$\color{#35bf28}+1.51\%$
test_func_call_runtime[False-compile]	0.7979ms	0.7458ms	1.3408 KOps/s	1.3200 KOps/s	$\color{#35bf28}+1.58\%$
test_func_call_runtime[False-compile-overhead]	0.4152ms	0.3668ms	2.7262 KOps/s	2.7182 KOps/s	$\color{#35bf28}+0.30\%$
test_func_call_runtime[True-eager]	0.9835ms	0.9131ms	1.0952 KOps/s	1.0778 KOps/s	$\color{#35bf28}+1.61\%$
test_func_call_runtime[True-compile]	0.8251ms	0.7667ms	1.3042 KOps/s	1.3015 KOps/s	$\color{#35bf28}+0.21\%$
test_func_call_runtime[True-compile-overhead]	0.4317ms	0.3872ms	2.5827 KOps/s	2.5803 KOps/s	$\color{#35bf28}+0.09\%$
test_func_call_cm_runtime[False-eager]	0.8826ms	0.7726ms	1.2943 KOps/s	1.3336 KOps/s	$\color{#d91a1a}-2.95\%$
test_func_call_cm_runtime[False-compile]	0.8302ms	0.7524ms	1.3291 KOps/s	1.3296 KOps/s	$\color{#d91a1a}-0.04\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4347ms	0.3687ms	2.7125 KOps/s	2.6943 KOps/s	$\color{#35bf28}+0.68\%$
test_func_call_cm_runtime[True-eager]	1.1779ms	1.0235ms	977.0415 Ops/s	973.3739 Ops/s	$\color{#35bf28}+0.38\%$
test_func_call_cm_runtime[True-compile]	0.8742ms	0.7950ms	1.2578 KOps/s	1.2435 KOps/s	$\color{#35bf28}+1.15\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4587ms	0.4120ms	2.4269 KOps/s	2.4133 KOps/s	$\color{#35bf28}+0.57\%$
test_vmap_func_call_cm_runtime[eager]	2.6047ms	2.1164ms	472.5114 Ops/s	469.0104 Ops/s	$\color{#35bf28}+0.75\%$
test_vmap_func_call_cm_runtime[compile]	0.8880ms	0.8099ms	1.2348 KOps/s	1.2351 KOps/s	$\color{#d91a1a}-0.03\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4719ms	0.4161ms	2.4031 KOps/s	2.3887 KOps/s	$\color{#35bf28}+0.60\%$
test_distributed	11.4659ms	0.2140ms	4.6738 KOps/s	8.4312 KOps/s	$\textbf{\color{#d91a1a}-44.57\%}$
test_tdmodule	52.7210μs	19.6687μs	50.8421 KOps/s	46.9097 KOps/s	$\textbf{\color{#35bf28}+8.38\%}$
test_tdmodule_dispatch	55.0110μs	34.4916μs	28.9926 KOps/s	26.3862 KOps/s	$\textbf{\color{#35bf28}+9.88\%}$
test_tdseq	39.9710μs	19.9304μs	50.1746 KOps/s	46.3891 KOps/s	$\textbf{\color{#35bf28}+8.16\%}$
test_tdseq_dispatch	57.0710μs	36.7432μs	27.2159 KOps/s	24.8817 KOps/s	$\textbf{\color{#35bf28}+9.38\%}$
test_instantiation_functorch	1.6538ms	1.5887ms	629.4291 Ops/s	632.9240 Ops/s	$\color{#d91a1a}-0.55\%$
test_exec_functorch	0.1909ms	0.1473ms	6.7873 KOps/s	6.8588 KOps/s	$\color{#d91a1a}-1.04\%$
test_exec_functional_call	0.1692ms	0.1386ms	7.2128 KOps/s	7.2631 KOps/s	$\color{#d91a1a}-0.69\%$
test_exec_td_decorator	0.3941ms	0.1880ms	5.3189 KOps/s	5.2810 KOps/s	$\color{#35bf28}+0.72\%$
test_vmap_mlp_speed_decorator[True-True]	0.8019ms	0.6931ms	1.4428 KOps/s	1.4224 KOps/s	$\color{#35bf28}+1.43\%$
test_vmap_mlp_speed_decorator[True-False]	0.8192ms	0.6953ms	1.4382 KOps/s	1.4353 KOps/s	$\color{#35bf28}+0.20\%$
test_vmap_mlp_speed_decorator[False-True]	0.7491ms	0.6171ms	1.6205 KOps/s	1.6329 KOps/s	$\color{#d91a1a}-0.76\%$
test_vmap_mlp_speed_decorator[False-False]	0.7310ms	0.6065ms	1.6487 KOps/s	1.6462 KOps/s	$\color{#35bf28}+0.16\%$
test_vmap_transformer_speed_decorator[True-True]	20.0681ms	19.5369ms	51.1853 Ops/s	51.2133 Ops/s	$\color{#d91a1a}-0.05\%$
test_vmap_transformer_speed_decorator[True-False]	19.6527ms	19.5592ms	51.1269 Ops/s	51.5123 Ops/s	$\color{#d91a1a}-0.75\%$
test_vmap_transformer_speed_decorator[False-True]	19.5581ms	19.4260ms	51.4773 Ops/s	51.7797 Ops/s	$\color{#d91a1a}-0.58\%$
test_vmap_transformer_speed_decorator[False-False]	20.5728ms	19.4054ms	51.5319 Ops/s	51.8730 Ops/s	$\color{#d91a1a}-0.66\%$
test_to_module_speed[True]	1.0863ms	1.0027ms	997.2638 Ops/s	1.0212 KOps/s	$\color{#d91a1a}-2.34\%$
test_to_module_speed[False]	1.5572ms	0.9816ms	1.0188 KOps/s	1.0364 KOps/s	$\color{#d91a1a}-1.71\%$
test_tc_init	66.0920μs	34.2689μs	29.1810 KOps/s	26.3929 KOps/s	$\textbf{\color{#35bf28}+10.56\%}$
test_tc_init_nested	0.1028ms	69.0956μs	14.4727 KOps/s	13.1032 KOps/s	$\textbf{\color{#35bf28}+10.45\%}$
test_tc_first_layer_tensor	29.8100μs	0.8656μs	1.1552 MOps/s	1.1829 MOps/s	$\color{#d91a1a}-2.33\%$
test_tc_first_layer_nontensor	82.6820μs	2.3287μs	429.4226 KOps/s	440.8304 KOps/s	$\color{#d91a1a}-2.59\%$
test_tc_second_layer_tensor	19.5380μs	1.4784μs	676.3931 KOps/s	684.1954 KOps/s	$\color{#d91a1a}-1.14\%$
test_tc_second_layer_nontensor	30.7210μs	3.0907μs	323.5519 KOps/s	327.6794 KOps/s	$\color{#d91a1a}-1.26\%$
test_unbind	0.2258s	10.0812ms	99.1944 Ops/s	140.8735 Ops/s	$\textbf{\color{#d91a1a}-29.59\%}$
test_full_like	10.4500ms	9.2584ms	108.0104 Ops/s	106.7937 Ops/s	$\color{#35bf28}+1.14\%$
test_zeros_like	11.5894ms	8.7757ms	113.9510 Ops/s	233.5947 Ops/s	$\textbf{\color{#d91a1a}-51.22\%}$
test_ones_like	9.1336ms	7.1164ms	140.5196 Ops/s	236.4205 Ops/s	$\textbf{\color{#d91a1a}-40.56\%}$
test_clone	7.1458ms	6.5454ms	152.7788 Ops/s	107.9270 Ops/s	$\textbf{\color{#35bf28}+41.56\%}$
test_squeeze	59.3120μs	9.7554μs	102.5078 KOps/s	102.0103 KOps/s	$\color{#35bf28}+0.49\%$
test_unsqueeze	0.1225ms	71.4169μs	14.0023 KOps/s	13.8372 KOps/s	$\color{#35bf28}+1.19\%$
test_split	0.4119ms	0.1593ms	6.2763 KOps/s	6.2334 KOps/s	$\color{#35bf28}+0.69\%$
test_permute	0.2332ms	0.1777ms	5.6263 KOps/s	5.7244 KOps/s	$\color{#d91a1a}-1.71\%$
test_stack	51.4888ms	51.0898ms	19.5734 Ops/s	19.7533 Ops/s	$\color{#d91a1a}-0.91\%$
test_cat	51.6159ms	51.0431ms	19.5913 Ops/s	19.7154 Ops/s	$\color{#d91a1a}-0.63\%$