[BugFix] Fix serialization of stacks of Tensorclasses

[vmoens]

Stack from ghstack (oldest at bottom):

• [BugFix] Fix compile during _check_keys #1239
• [Feature] Update batch-size #1237
• -> [BugFix] Fix serialization of stacks of Tensorclasses #1236

[github-actions]

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}7$. Worsened: $\large\color{#d91a1a}20$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	68.6270μs	21.1877μs	47.1972 KOps/s	47.4125 KOps/s	$\color{#d91a1a}-0.45\%$
test_plain_set_stack_nested	66.6740μs	21.3683μs	46.7982 KOps/s	47.9190 KOps/s	$\color{#d91a1a}-2.34\%$
test_plain_set_nested_inplace	65.3320μs	23.0791μs	43.3293 KOps/s	44.8219 KOps/s	$\color{#d91a1a}-3.33\%$
test_plain_set_stack_nested_inplace	63.5280μs	22.7969μs	43.8656 KOps/s	44.9595 KOps/s	$\color{#d91a1a}-2.43\%$
test_items	42.8000μs	4.2595μs	234.7670 KOps/s	232.0791 KOps/s	$\color{#35bf28}+1.16\%$
test_items_nested	0.7136ms	0.4069ms	2.4577 KOps/s	2.5198 KOps/s	$\color{#d91a1a}-2.46\%$
test_items_nested_locked	0.7271ms	0.4101ms	2.4385 KOps/s	2.4881 KOps/s	$\color{#d91a1a}-2.00\%$
test_items_nested_leaf	0.1947ms	77.0058μs	12.9860 KOps/s	13.1824 KOps/s	$\color{#d91a1a}-1.49\%$
test_items_stack_nested	0.7172ms	0.4048ms	2.4701 KOps/s	2.4753 KOps/s	$\color{#d91a1a}-0.21\%$
test_items_stack_nested_leaf	0.1581ms	78.0396μs	12.8140 KOps/s	13.1799 KOps/s	$\color{#d91a1a}-2.78\%$
test_items_stack_nested_locked	0.8176ms	0.4054ms	2.4667 KOps/s	2.4856 KOps/s	$\color{#d91a1a}-0.76\%$
test_keys	18.1540μs	3.4630μs	288.7648 KOps/s	285.4286 KOps/s	$\color{#35bf28}+1.17\%$
test_keys_nested	0.2689ms	0.1631ms	6.1312 KOps/s	6.0615 KOps/s	$\color{#35bf28}+1.15\%$
test_keys_nested_locked	0.6743ms	0.1678ms	5.9583 KOps/s	5.8341 KOps/s	$\color{#35bf28}+2.13\%$
test_keys_nested_leaf	0.2444ms	0.1422ms	7.0346 KOps/s	6.9259 KOps/s	$\color{#35bf28}+1.57\%$
test_keys_stack_nested	0.2838ms	0.1632ms	6.1271 KOps/s	6.0592 KOps/s	$\color{#35bf28}+1.12\%$
test_keys_stack_nested_leaf	0.2303ms	0.1417ms	7.0579 KOps/s	6.9596 KOps/s	$\color{#35bf28}+1.41\%$
test_keys_stack_nested_locked	0.2980ms	0.1694ms	5.9048 KOps/s	5.8540 KOps/s	$\color{#35bf28}+0.87\%$
test_values	10.4132μs	1.0525μs	950.1025 KOps/s	945.3966 KOps/s	$\color{#35bf28}+0.50\%$
test_values_nested	0.1123ms	62.4829μs	16.0044 KOps/s	16.1875 KOps/s	$\color{#d91a1a}-1.13\%$
test_values_nested_locked	0.1176ms	62.7452μs	15.9375 KOps/s	16.1262 KOps/s	$\color{#d91a1a}-1.17\%$
test_values_nested_leaf	0.1366ms	71.8473μs	13.9184 KOps/s	14.0695 KOps/s	$\color{#d91a1a}-1.07\%$
test_values_stack_nested	0.1170ms	63.2148μs	15.8191 KOps/s	16.1530 KOps/s	$\color{#d91a1a}-2.07\%$
test_values_stack_nested_leaf	0.1280ms	71.4293μs	13.9998 KOps/s	14.0453 KOps/s	$\color{#d91a1a}-0.32\%$
test_values_stack_nested_locked	0.1155ms	62.6686μs	15.9570 KOps/s	16.2534 KOps/s	$\color{#d91a1a}-1.82\%$
test_membership	16.0700μs	0.8583μs	1.1651 MOps/s	1.1494 MOps/s	$\color{#35bf28}+1.37\%$
test_membership_nested	43.3510μs	2.8789μs	347.3493 KOps/s	345.9851 KOps/s	$\color{#35bf28}+0.39\%$
test_membership_nested_leaf	45.4440μs	2.9265μs	341.7081 KOps/s	343.8202 KOps/s	$\color{#d91a1a}-0.61\%$
test_membership_stacked_nested	26.9300μs	2.8712μs	348.2806 KOps/s	346.5005 KOps/s	$\color{#35bf28}+0.51\%$
test_membership_stacked_nested_leaf	18.2440μs	2.8896μs	346.0641 KOps/s	350.8263 KOps/s	$\color{#d91a1a}-1.36\%$
test_membership_nested_last	46.4070μs	4.2842μs	233.4166 KOps/s	234.2487 KOps/s	$\color{#d91a1a}-0.36\%$
test_membership_nested_leaf_last	27.2610μs	4.2949μs	232.8370 KOps/s	232.3410 KOps/s	$\color{#35bf28}+0.21\%$
test_membership_stacked_nested_last	51.0650μs	4.2841μs	233.4221 KOps/s	234.6809 KOps/s	$\color{#d91a1a}-0.54\%$
test_membership_stacked_nested_leaf_last	20.6880μs	4.2940μs	232.8839 KOps/s	230.2948 KOps/s	$\color{#35bf28}+1.12\%$
test_nested_getleaf	54.5210μs	10.5303μs	94.9644 KOps/s	94.8979 KOps/s	$\color{#35bf28}+0.07\%$
test_nested_get	57.4370μs	9.9926μs	100.0745 KOps/s	98.4952 KOps/s	$\color{#35bf28}+1.60\%$
test_stacked_getleaf	31.8190μs	10.6265μs	94.1039 KOps/s	96.3279 KOps/s	$\color{#d91a1a}-2.31\%$
test_stacked_get	52.7790μs	10.0184μs	99.8165 KOps/s	100.4058 KOps/s	$\color{#d91a1a}-0.59\%$
test_nested_getitemleaf	32.6210μs	11.1541μs	89.6531 KOps/s	89.4379 KOps/s	$\color{#35bf28}+0.24\%$
test_nested_getitem	55.7940μs	10.6071μs	94.2762 KOps/s	94.8007 KOps/s	$\color{#d91a1a}-0.55\%$
test_stacked_getitemleaf	52.8780μs	11.1544μs	89.6511 KOps/s	90.1325 KOps/s	$\color{#d91a1a}-0.53\%$
test_stacked_getitem	35.0650μs	10.6137μs	94.2181 KOps/s	95.2833 KOps/s	$\color{#d91a1a}-1.12\%$
test_lock_nested	0.6004ms	0.4101ms	2.4384 KOps/s	2.4428 KOps/s	$\color{#d91a1a}-0.18\%$
test_lock_stack_nested	0.5271ms	0.4217ms	2.3712 KOps/s	2.3532 KOps/s	$\color{#35bf28}+0.76\%$
test_unlock_nested	0.4221ms	0.3313ms	3.0181 KOps/s	2.9852 KOps/s	$\color{#35bf28}+1.10\%$
test_unlock_stack_nested	0.7135ms	0.3393ms	2.9469 KOps/s	2.9249 KOps/s	$\color{#35bf28}+0.75\%$
test_flatten_speed	0.1899ms	0.1009ms	9.9077 KOps/s	9.9739 KOps/s	$\color{#d91a1a}-0.66\%$
test_unflatten_speed	1.2497ms	0.5147ms	1.9429 KOps/s	1.9319 KOps/s	$\color{#35bf28}+0.57\%$
test_common_ops	4.3503ms	0.8467ms	1.1810 KOps/s	1.2574 KOps/s	$\textbf{\color{#d91a1a}-6.07\%}$
test_creation	48.2100μs	2.5248μs	396.0717 KOps/s	402.1641 KOps/s	$\color{#d91a1a}-1.51\%$
test_creation_empty	72.4150μs	13.0993μs	76.3397 KOps/s	86.2605 KOps/s	$\textbf{\color{#d91a1a}-11.50\%}$
test_creation_nested_1	50.2740μs	15.8611μs	63.0475 KOps/s	68.6295 KOps/s	$\textbf{\color{#d91a1a}-8.13\%}$
test_creation_nested_2	43.9210μs	20.5275μs	48.7153 KOps/s	53.1394 KOps/s	$\textbf{\color{#d91a1a}-8.33\%}$
test_clone	85.5790μs	13.3859μs	74.7055 KOps/s	71.6282 KOps/s	$\color{#35bf28}+4.30\%$
test_getitem[int]	0.8662ms	12.9973μs	76.9391 KOps/s	79.4520 KOps/s	$\color{#d91a1a}-3.16\%$
test_getitem[slice_int]	0.1276ms	24.8290μs	40.2754 KOps/s	41.8876 KOps/s	$\color{#d91a1a}-3.85\%$
test_getitem[range]	0.1583ms	50.3413μs	19.8644 KOps/s	18.2768 KOps/s	$\textbf{\color{#35bf28}+8.69\%}$
test_getitem[tuple]	0.1485ms	20.5637μs	48.6294 KOps/s	47.0832 KOps/s	$\color{#35bf28}+3.28\%$
test_getitem[list]	0.1594ms	45.9831μs	21.7471 KOps/s	21.8449 KOps/s	$\color{#d91a1a}-0.45\%$
test_setitem_dim[int]	51.0550μs	26.4152μs	37.8570 KOps/s	39.4709 KOps/s	$\color{#d91a1a}-4.09\%$
test_setitem_dim[slice_int]	0.1003ms	51.5858μs	19.3852 KOps/s	19.7043 KOps/s	$\color{#d91a1a}-1.62\%$
test_setitem_dim[range]	0.1287ms	76.6056μs	13.0539 KOps/s	13.1431 KOps/s	$\color{#d91a1a}-0.68\%$
test_setitem_dim[tuple]	81.8520μs	41.9900μs	23.8152 KOps/s	24.9752 KOps/s	$\color{#d91a1a}-4.64\%$
test_setitem	0.1034ms	21.5737μs	46.3527 KOps/s	49.4738 KOps/s	$\textbf{\color{#d91a1a}-6.31\%}$
test_set	0.1013ms	21.0418μs	47.5245 KOps/s	48.9950 KOps/s	$\color{#d91a1a}-3.00\%$
test_set_shared	4.2452ms	0.1868ms	5.3536 KOps/s	5.4822 KOps/s	$\color{#d91a1a}-2.35\%$
test_update	0.2872ms	25.9915μs	38.4742 KOps/s	45.1076 KOps/s	$\textbf{\color{#d91a1a}-14.71\%}$
test_update_nested	75.4400μs	36.1942μs	27.6288 KOps/s	30.2695 KOps/s	$\textbf{\color{#d91a1a}-8.72\%}$
test_update__nested	0.4213ms	33.9868μs	29.4232 KOps/s	30.2636 KOps/s	$\color{#d91a1a}-2.78\%$
test_set_nested	0.1216ms	23.3195μs	42.8826 KOps/s	45.8023 KOps/s	$\textbf{\color{#d91a1a}-6.37\%}$
test_set_nested_new	71.3920μs	27.3353μs	36.5828 KOps/s	37.9313 KOps/s	$\color{#d91a1a}-3.56\%$
test_select	0.1100ms	43.3238μs	23.0820 KOps/s	23.4942 KOps/s	$\color{#d91a1a}-1.75\%$
test_select_nested	0.1175ms	61.8263μs	16.1743 KOps/s	16.0707 KOps/s	$\color{#35bf28}+0.65\%$
test_exclude_nested	0.1671ms	79.4677μs	12.5837 KOps/s	12.3459 KOps/s	$\color{#35bf28}+1.93\%$
test_empty[True]	0.5682ms	0.4023ms	2.4859 KOps/s	2.4468 KOps/s	$\color{#35bf28}+1.60\%$
test_empty[False]	35.6437μs	1.3771μs	726.1894 KOps/s	728.3850 KOps/s	$\color{#d91a1a}-0.30\%$
test_unbind_speed	0.5399ms	0.2673ms	3.7406 KOps/s	3.6634 KOps/s	$\color{#35bf28}+2.11\%$
test_unbind_speed_stack0	0.4083ms	0.2658ms	3.7623 KOps/s	3.7130 KOps/s	$\color{#35bf28}+1.33\%$
test_unbind_speed_stack1	0.1001s	0.7214ms	1.3861 KOps/s	1.1924 KOps/s	$\textbf{\color{#35bf28}+16.25\%}$
test_split	0.1055s	1.7776ms	562.5594 Ops/s	559.5183 Ops/s	$\color{#35bf28}+0.54\%$
test_chunk	0.1047s	1.7724ms	564.2086 Ops/s	629.9324 Ops/s	$\textbf{\color{#d91a1a}-10.43\%}$
test_consolidate_njt[False-None]	8.8017ms	8.4427ms	118.4449 Ops/s	108.8788 Ops/s	$\textbf{\color{#35bf28}+8.79\%}$
test_creation[device0]	0.2216ms	91.6641μs	10.9094 KOps/s	10.7933 KOps/s	$\color{#35bf28}+1.08\%$
test_creation_from_tensor	4.2526ms	95.4257μs	10.4794 KOps/s	10.7543 KOps/s	$\color{#d91a1a}-2.56\%$
test_add_one[memmap_tensor0]	0.1097ms	4.8984μs	204.1478 KOps/s	203.9570 KOps/s	$\color{#35bf28}+0.09\%$
test_contiguous[memmap_tensor0]	15.1680μs	0.5147μs	1.9429 MOps/s	1.9556 MOps/s	$\color{#d91a1a}-0.65\%$
test_stack[memmap_tensor0]	26.9500μs	3.3687μs	296.8499 KOps/s	289.6538 KOps/s	$\color{#35bf28}+2.48\%$
test_memmaptd_index	1.2587ms	0.2280ms	4.3861 KOps/s	4.3516 KOps/s	$\color{#35bf28}+0.79\%$
test_memmaptd_index_astensor	0.4926ms	0.3140ms	3.1851 KOps/s	3.1626 KOps/s	$\color{#35bf28}+0.71\%$
test_memmaptd_index_op	0.8673ms	0.6060ms	1.6502 KOps/s	1.7293 KOps/s	$\color{#d91a1a}-4.57\%$
test_serialize_model	0.2180s	0.1332s	7.5060 Ops/s	8.7201 Ops/s	$\textbf{\color{#d91a1a}-13.92\%}$
test_serialize_model_pickle	0.4917s	0.4002s	2.4988 Ops/s	2.5143 Ops/s	$\color{#d91a1a}-0.62\%$
test_serialize_weights	0.1284s	0.1175s	8.5088 Ops/s	8.6989 Ops/s	$\color{#d91a1a}-2.19\%$
test_serialize_weights_returnearly	0.1980s	0.1637s	6.1084 Ops/s	5.5944 Ops/s	$\textbf{\color{#35bf28}+9.19\%}$
test_serialize_weights_pickle	0.5401s	0.4429s	2.2577 Ops/s	2.4510 Ops/s	$\textbf{\color{#d91a1a}-7.89\%}$
test_serialize_weights_filesystem	0.1635s	0.1458s	6.8577 Ops/s	6.7876 Ops/s	$\color{#35bf28}+1.03\%$
test_serialize_model_filesystem	0.1561s	0.1494s	6.6932 Ops/s	6.5300 Ops/s	$\color{#35bf28}+2.50\%$
test_reshape_pytree	61.5240μs	26.0554μs	38.3798 KOps/s	37.9137 KOps/s	$\color{#35bf28}+1.23\%$
test_reshape_td	73.3570μs	33.2443μs	30.0803 KOps/s	30.3319 KOps/s	$\color{#d91a1a}-0.83\%$
test_view_pytree	81.6720μs	26.2261μs	38.1300 KOps/s	36.5874 KOps/s	$\color{#35bf28}+4.22\%$
test_view_td	0.1047ms	41.2923μs	24.2176 KOps/s	22.2917 KOps/s	$\textbf{\color{#35bf28}+8.64\%}$
test_unbind_pytree	68.1660μs	29.3181μs	34.1086 KOps/s	33.8922 KOps/s	$\color{#35bf28}+0.64\%$
test_unbind_td	0.2990ms	39.5918μs	25.2578 KOps/s	25.3619 KOps/s	$\color{#d91a1a}-0.41\%$
test_split_pytree	0.1033ms	29.3451μs	34.0772 KOps/s	34.3473 KOps/s	$\color{#d91a1a}-0.79\%$
test_split_td	0.5066ms	45.1749μs	22.1362 KOps/s	21.9190 KOps/s	$\color{#35bf28}+0.99\%$
test_add_pytree	0.2763ms	35.3067μs	28.3233 KOps/s	28.0579 KOps/s	$\color{#35bf28}+0.95\%$
test_add_td	0.1692ms	59.2697μs	16.8720 KOps/s	18.0738 KOps/s	$\textbf{\color{#d91a1a}-6.65\%}$
test_compile_add_one_nested[tensordict-compile]	0.1939ms	67.6286μs	14.7866 KOps/s	15.2231 KOps/s	$\color{#d91a1a}-2.87\%$
test_compile_add_one_nested[tensordict-eager]	1.2952ms	0.1723ms	5.8028 KOps/s	5.9028 KOps/s	$\color{#d91a1a}-1.69\%$
test_compile_add_one_nested[pytree-compile]	0.2030ms	47.0969μs	21.2328 KOps/s	22.1178 KOps/s	$\color{#d91a1a}-4.00\%$
test_compile_add_one_nested[pytree-eager]	0.2433ms	0.1169ms	8.5562 KOps/s	8.3979 KOps/s	$\color{#35bf28}+1.89\%$
test_compile_copy_nested[tensordict-compile]	0.1042ms	28.8206μs	34.6974 KOps/s	36.3074 KOps/s	$\color{#d91a1a}-4.43\%$
test_compile_copy_nested[tensordict-eager]	0.1217ms	58.2831μs	17.1576 KOps/s	16.5841 KOps/s	$\color{#35bf28}+3.46\%$
test_compile_copy_nested[pytree-compile]	0.1652ms	77.5121μs	12.9012 KOps/s	12.5391 KOps/s	$\color{#35bf28}+2.89\%$
test_compile_copy_nested[pytree-eager]	0.1226ms	65.3761μs	15.2961 KOps/s	15.0415 KOps/s	$\color{#35bf28}+1.69\%$
test_compile_add_one_flat[tensordict-compile]	0.2032ms	0.1069ms	9.3565 KOps/s	9.5089 KOps/s	$\color{#d91a1a}-1.60\%$
test_compile_add_one_flat[tensordict-eager]	0.4030ms	0.2160ms	4.6296 KOps/s	4.6363 KOps/s	$\color{#d91a1a}-0.14\%$
test_compile_add_one_flat[tensorclass-compile]	0.1963ms	48.0967μs	20.7915 KOps/s	21.5145 KOps/s	$\color{#d91a1a}-3.36\%$
test_compile_add_one_flat[tensorclass-eager]	0.1424ms	66.4191μs	15.0559 KOps/s	14.9921 KOps/s	$\color{#35bf28}+0.43\%$
test_compile_add_one_flat[pytree-compile]	0.2164ms	99.7040μs	10.0297 KOps/s	10.0162 KOps/s	$\color{#35bf28}+0.14\%$
test_compile_add_one_flat[pytree-eager]	0.4672ms	0.2024ms	4.9397 KOps/s	4.9553 KOps/s	$\color{#d91a1a}-0.31\%$
test_compile_add_self_flat[tensordict-eager]	0.4952ms	0.2314ms	4.3210 KOps/s	4.3425 KOps/s	$\color{#d91a1a}-0.50\%$
test_compile_add_self_flat[tensordict-compile]	0.2334ms	0.1112ms	8.9902 KOps/s	9.5904 KOps/s	$\textbf{\color{#d91a1a}-6.26\%}$
test_compile_add_self_flat[tensorclass-eager]	0.2609ms	63.9969μs	15.6257 KOps/s	16.2594 KOps/s	$\color{#d91a1a}-3.90\%$
test_compile_add_self_flat[tensorclass-compile]	0.3170ms	48.7509μs	20.5125 KOps/s	21.3754 KOps/s	$\color{#d91a1a}-4.04\%$
test_compile_add_self_flat[pytree-eager]	0.2507ms	0.1573ms	6.3566 KOps/s	6.3883 KOps/s	$\color{#d91a1a}-0.50\%$
test_compile_add_self_flat[pytree-compile]	0.2461ms	0.1014ms	9.8609 KOps/s	10.1082 KOps/s	$\color{#d91a1a}-2.45\%$
test_compile_copy_flat[tensordict-compile]	0.1021ms	21.0833μs	47.4309 KOps/s	48.0320 KOps/s	$\color{#d91a1a}-1.25\%$
test_compile_copy_flat[tensordict-eager]	0.1577ms	66.8219μs	14.9652 KOps/s	15.2502 KOps/s	$\color{#d91a1a}-1.87\%$
test_compile_copy_flat[pytree-compile]	0.1593ms	81.2883μs	12.3019 KOps/s	12.4960 KOps/s	$\color{#d91a1a}-1.55\%$
test_compile_copy_flat[pytree-eager]	0.1540ms	67.1775μs	14.8859 KOps/s	15.0698 KOps/s	$\color{#d91a1a}-1.22\%$
test_compile_assign_and_add[tensordict-compile]	0.2867ms	0.2151ms	4.6491 KOps/s	4.7377 KOps/s	$\color{#d91a1a}-1.87\%$
test_compile_assign_and_add[tensordict-eager]	1.7632ms	1.3818ms	723.6811 Ops/s	722.0411 Ops/s	$\color{#35bf28}+0.23\%$
test_compile_assign_and_add[pytree-compile]	0.3277ms	0.2108ms	4.7445 KOps/s	4.9025 KOps/s	$\color{#d91a1a}-3.22\%$
test_compile_assign_and_add[pytree-eager]	0.9170ms	0.8261ms	1.2104 KOps/s	1.2112 KOps/s	$\color{#d91a1a}-0.06\%$
test_compile_assign_and_add_stack[compile]	0.5842ms	0.4586ms	2.1805 KOps/s	2.2314 KOps/s	$\color{#d91a1a}-2.28\%$
test_compile_assign_and_add_stack[eager]	3.5769ms	2.8235ms	354.1700 Ops/s	370.8073 Ops/s	$\color{#d91a1a}-4.49\%$
test_compile_indexing[tensor-tensordict-compile]	0.1152ms	40.3059μs	24.8103 KOps/s	26.3024 KOps/s	$\textbf{\color{#d91a1a}-5.67\%}$
test_compile_indexing[tensor-tensordict-eager]	0.5659ms	33.7511μs	29.6286 KOps/s	30.1424 KOps/s	$\color{#d91a1a}-1.70\%$
test_compile_indexing[tensor-tensorclass-compile]	76.8130μs	31.5524μs	31.6933 KOps/s	32.7168 KOps/s	$\color{#d91a1a}-3.13\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1181ms	22.5860μs	44.2752 KOps/s	43.2656 KOps/s	$\color{#35bf28}+2.33\%$
test_compile_indexing[tensor-pytree-compile]	0.1154ms	32.6349μs	30.6421 KOps/s	31.7593 KOps/s	$\color{#d91a1a}-3.52\%$
test_compile_indexing[tensor-pytree-eager]	63.2280μs	22.1554μs	45.1356 KOps/s	43.1624 KOps/s	$\color{#35bf28}+4.57\%$
test_compile_indexing[slice-tensordict-compile]	0.1114ms	53.0138μs	18.8630 KOps/s	18.6741 KOps/s	$\color{#35bf28}+1.01\%$
test_compile_indexing[slice-tensordict-eager]	0.4613ms	20.0634μs	49.8420 KOps/s	49.2065 KOps/s	$\color{#35bf28}+1.29\%$
test_compile_indexing[slice-tensorclass-compile]	95.1270μs	45.7950μs	21.8365 KOps/s	22.5420 KOps/s	$\color{#d91a1a}-3.13\%$
test_compile_indexing[slice-tensorclass-eager]	94.5490μs	18.9913μs	52.6558 KOps/s	53.4527 KOps/s	$\color{#d91a1a}-1.49\%$
test_compile_indexing[slice-pytree-compile]	0.1076ms	46.7625μs	21.3847 KOps/s	22.0683 KOps/s	$\color{#d91a1a}-3.10\%$
test_compile_indexing[slice-pytree-eager]	83.8960μs	18.2671μs	54.7433 KOps/s	53.6742 KOps/s	$\color{#35bf28}+1.99\%$
test_compile_indexing[int-tensordict-compile]	0.1324ms	54.6673μs	18.2925 KOps/s	18.8128 KOps/s	$\color{#d91a1a}-2.77\%$
test_compile_indexing[int-tensordict-eager]	0.8534ms	19.8560μs	50.3626 KOps/s	50.6036 KOps/s	$\color{#d91a1a}-0.48\%$
test_compile_indexing[int-tensorclass-compile]	0.1192ms	47.2124μs	21.1809 KOps/s	22.0102 KOps/s	$\color{#d91a1a}-3.77\%$
test_compile_indexing[int-tensorclass-eager]	73.8170μs	18.5568μs	53.8886 KOps/s	53.4697 KOps/s	$\color{#35bf28}+0.78\%$
test_compile_indexing[int-pytree-compile]	0.1169ms	47.2682μs	21.1559 KOps/s	21.9257 KOps/s	$\color{#d91a1a}-3.51\%$
test_compile_indexing[int-pytree-eager]	79.0770μs	18.1244μs	55.1743 KOps/s	53.7966 KOps/s	$\color{#35bf28}+2.56\%$
test_mod_add[eager]	90.1880μs	37.4838μs	26.6782 KOps/s	28.2482 KOps/s	$\textbf{\color{#d91a1a}-5.56\%}$
test_mod_add[compile]	0.1343ms	67.2020μs	14.8805 KOps/s	15.6907 KOps/s	$\textbf{\color{#d91a1a}-5.16\%}$
test_mod_add[compile-overhead]	0.1225ms	63.2403μs	15.8127 KOps/s	15.8378 KOps/s	$\color{#d91a1a}-0.16\%$
test_mod_wrap[eager]	0.4618ms	0.2248ms	4.4481 KOps/s	4.5261 KOps/s	$\color{#d91a1a}-1.72\%$
test_mod_wrap[compile]	2.0559ms	0.2319ms	4.3124 KOps/s	4.4440 KOps/s	$\color{#d91a1a}-2.96\%$
test_mod_wrap[compile-overhead]	0.3531ms	0.2264ms	4.4174 KOps/s	4.5451 KOps/s	$\color{#d91a1a}-2.81\%$
test_mod_wrap_and_backward[eager]	16.7989ms	13.1256ms	76.1872 Ops/s	77.5695 Ops/s	$\color{#d91a1a}-1.78\%$
test_mod_wrap_and_backward[compile]	13.4150ms	11.3727ms	87.9298 Ops/s	88.5616 Ops/s	$\color{#d91a1a}-0.71\%$
test_mod_wrap_and_backward[compile-overhead]	23.5749ms	11.5792ms	86.3618 Ops/s	87.2851 Ops/s	$\color{#d91a1a}-1.06\%$
test_seq_add[eager]	0.2161ms	0.1220ms	8.1979 KOps/s	8.2828 KOps/s	$\color{#d91a1a}-1.02\%$
test_seq_add[compile]	0.1578ms	79.5699μs	12.5676 KOps/s	13.2035 KOps/s	$\color{#d91a1a}-4.82\%$
test_seq_add[compile-overhead]	0.1375ms	78.0119μs	12.8186 KOps/s	13.4170 KOps/s	$\color{#d91a1a}-4.46\%$
test_seq_wrap[eager]	0.7208ms	0.4484ms	2.2301 KOps/s	2.2284 KOps/s	$\color{#35bf28}+0.08\%$
test_seq_wrap[compile]	0.8672ms	0.2471ms	4.0476 KOps/s	4.2309 KOps/s	$\color{#d91a1a}-4.33\%$
test_seq_wrap[compile-overhead]	0.3958ms	0.2437ms	4.1038 KOps/s	4.2260 KOps/s	$\color{#d91a1a}-2.89\%$
test_func_call_runtime[False-eager]	0.9624ms	0.5333ms	1.8750 KOps/s	1.8190 KOps/s	$\color{#35bf28}+3.07\%$
test_func_call_runtime[False-compile]	0.8576ms	0.4461ms	2.2415 KOps/s	2.2973 KOps/s	$\color{#d91a1a}-2.43\%$
test_func_call_runtime[False-compile-overhead]	0.8431ms	0.4454ms	2.2451 KOps/s	2.3153 KOps/s	$\color{#d91a1a}-3.03\%$
test_func_call_runtime[True-eager]	0.8583ms	0.7457ms	1.3410 KOps/s	1.3364 KOps/s	$\color{#35bf28}+0.35\%$
test_func_call_runtime[True-compile]	0.7884ms	0.4666ms	2.1433 KOps/s	2.2272 KOps/s	$\color{#d91a1a}-3.77\%$
test_func_call_runtime[True-compile-overhead]	0.7212ms	0.4666ms	2.1432 KOps/s	2.2284 KOps/s	$\color{#d91a1a}-3.83\%$
test_func_call_cm_runtime[False-eager]	0.8586ms	0.5275ms	1.8958 KOps/s	1.8600 KOps/s	$\color{#35bf28}+1.93\%$
test_func_call_cm_runtime[False-compile]	0.5655ms	0.4417ms	2.2639 KOps/s	2.3147 KOps/s	$\color{#d91a1a}-2.19\%$
test_func_call_cm_runtime[False-compile-overhead]	0.7470ms	0.4448ms	2.2482 KOps/s	2.3240 KOps/s	$\color{#d91a1a}-3.26\%$
test_func_call_cm_runtime[True-eager]	1.4369ms	0.8966ms	1.1154 KOps/s	1.1146 KOps/s	$\color{#35bf28}+0.07\%$
test_func_call_cm_runtime[True-compile]	1.2765ms	0.7944ms	1.2587 KOps/s	1.2538 KOps/s	$\color{#35bf28}+0.40\%$
test_func_call_cm_runtime[True-compile-overhead]	1.1562ms	0.7937ms	1.2600 KOps/s	1.2425 KOps/s	$\color{#35bf28}+1.41\%$
test_vmap_func_call_cm_runtime[eager]	2.6785ms	1.8930ms	528.2569 Ops/s	525.0149 Ops/s	$\color{#35bf28}+0.62\%$
test_vmap_func_call_cm_runtime[compile]	0.6714ms	0.5446ms	1.8363 KOps/s	1.8703 KOps/s	$\color{#d91a1a}-1.82\%$
test_vmap_func_call_cm_runtime[compile-overhead]	1.0250ms	0.5424ms	1.8437 KOps/s	1.8497 KOps/s	$\color{#d91a1a}-0.33\%$
test_distributed	0.2519ms	0.1237ms	8.0861 KOps/s	7.8273 KOps/s	$\color{#35bf28}+3.31\%$
test_tdmodule	65.8830μs	27.9351μs	35.7973 KOps/s	36.5724 KOps/s	$\color{#d91a1a}-2.12\%$
test_tdmodule_dispatch	98.2130μs	51.0001μs	19.6078 KOps/s	20.3048 KOps/s	$\color{#d91a1a}-3.43\%$
test_tdseq	46.8980μs	28.8126μs	34.7071 KOps/s	34.9633 KOps/s	$\color{#d91a1a}-0.73\%$
test_tdseq_dispatch	90.4090μs	55.3411μs	18.0697 KOps/s	18.3816 KOps/s	$\color{#d91a1a}-1.70\%$
test_instantiation_functorch	1.7533ms	1.5169ms	659.2431 Ops/s	660.2769 Ops/s	$\color{#d91a1a}-0.16\%$
test_exec_functorch	0.3873ms	0.1775ms	5.6337 KOps/s	5.6425 KOps/s	$\color{#d91a1a}-0.16\%$
test_exec_functional_call	0.4193ms	0.1701ms	5.8774 KOps/s	5.9593 KOps/s	$\color{#d91a1a}-1.38\%$
test_exec_td_decorator	0.5216ms	0.2319ms	4.3117 KOps/s	4.1910 KOps/s	$\color{#35bf28}+2.88\%$
test_vmap_mlp_speed_decorator[True-True]	0.9217ms	0.6575ms	1.5209 KOps/s	1.5271 KOps/s	$\color{#d91a1a}-0.40\%$
test_vmap_mlp_speed_decorator[True-False]	1.0037ms	0.6666ms	1.5001 KOps/s	1.5321 KOps/s	$\color{#d91a1a}-2.09\%$
test_vmap_mlp_speed_decorator[False-True]	0.7525ms	0.5265ms	1.8992 KOps/s	1.8471 KOps/s	$\color{#35bf28}+2.82\%$
test_vmap_mlp_speed_decorator[False-False]	0.7769ms	0.5293ms	1.8892 KOps/s	1.9017 KOps/s	$\color{#d91a1a}-0.65\%$
test_to_module_speed[True]	2.1472ms	1.3232ms	755.7208 Ops/s	757.5219 Ops/s	$\color{#d91a1a}-0.24\%$
test_to_module_speed[False]	1.4540ms	1.2847ms	778.4065 Ops/s	769.2371 Ops/s	$\color{#35bf28}+1.19\%$
test_tc_init	0.1013ms	48.4820μs	20.6262 KOps/s	22.1269 KOps/s	$\textbf{\color{#d91a1a}-6.78\%}$
test_tc_init_nested	0.2215ms	96.3698μs	10.3767 KOps/s	11.0897 KOps/s	$\textbf{\color{#d91a1a}-6.43\%}$
test_tc_first_layer_tensor	18.8250μs	1.5457μs	646.9390 KOps/s	632.3299 KOps/s	$\color{#35bf28}+2.31\%$
test_tc_first_layer_nontensor	26.2980μs	4.6956μs	212.9650 KOps/s	215.6281 KOps/s	$\color{#d91a1a}-1.24\%$
test_tc_second_layer_tensor	28.1920μs	2.9301μs	341.2892 KOps/s	343.7539 KOps/s	$\color{#d91a1a}-0.72\%$
test_tc_second_layer_nontensor	27.1900μs	6.0048μs	166.5328 KOps/s	166.2796 KOps/s	$\color{#35bf28}+0.15\%$
test_unbind	0.2415s	13.3193ms	75.0792 Ops/s	69.6191 Ops/s	$\textbf{\color{#35bf28}+7.84\%}$
test_full_like	10.0623ms	9.1869ms	108.8508 Ops/s	130.0277 Ops/s	$\textbf{\color{#d91a1a}-16.29\%}$
test_zeros_like	5.4620ms	2.8719ms	348.1979 Ops/s	328.6395 Ops/s	$\textbf{\color{#35bf28}+5.95\%}$
test_ones_like	6.3716ms	3.5266ms	283.5588 Ops/s	277.0852 Ops/s	$\color{#35bf28}+2.34\%$
test_clone	8.7912ms	7.0195ms	142.4597 Ops/s	178.4710 Ops/s	$\textbf{\color{#d91a1a}-20.18\%}$
test_squeeze	60.3630μs	12.7242μs	78.5902 KOps/s	77.1991 KOps/s	$\color{#35bf28}+1.80\%$
test_unsqueeze	0.3020ms	96.2662μs	10.3879 KOps/s	10.6901 KOps/s	$\color{#d91a1a}-2.83\%$
test_split	0.3536ms	0.1984ms	5.0412 KOps/s	5.1385 KOps/s	$\color{#d91a1a}-1.89\%$
test_permute	0.3256ms	0.2030ms	4.9271 KOps/s	4.9457 KOps/s	$\color{#d91a1a}-0.37\%$
test_stack	33.5030ms	25.1353ms	39.7847 Ops/s	38.3561 Ops/s	$\color{#35bf28}+3.72\%$
test_cat	25.6903ms	25.1244ms	39.8019 Ops/s	38.7463 Ops/s	$\color{#35bf28}+2.72\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}13$. Worsened: $\large\color{#d91a1a}42$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	34.3310μs	13.0562μs	76.5917 KOps/s	82.2422 KOps/s	$\textbf{\color{#d91a1a}-6.87\%}$
test_plain_set_stack_nested	46.9210μs	13.2046μs	75.7311 KOps/s	81.8239 KOps/s	$\textbf{\color{#d91a1a}-7.45\%}$
test_plain_set_nested_inplace	45.5710μs	14.2935μs	69.9618 KOps/s	75.1244 KOps/s	$\textbf{\color{#d91a1a}-6.87\%}$
test_plain_set_stack_nested_inplace	43.0810μs	14.1508μs	70.6675 KOps/s	76.2230 KOps/s	$\textbf{\color{#d91a1a}-7.29\%}$
test_items	29.7310μs	2.8711μs	348.3036 KOps/s	341.3312 KOps/s	$\color{#35bf28}+2.04\%$
test_items_nested	0.4136ms	0.3640ms	2.7471 KOps/s	2.7415 KOps/s	$\color{#35bf28}+0.20\%$
test_items_nested_locked	0.4106ms	0.3641ms	2.7465 KOps/s	2.7342 KOps/s	$\color{#35bf28}+0.45\%$
test_items_nested_leaf	82.0420μs	60.1865μs	16.6150 KOps/s	16.5860 KOps/s	$\color{#35bf28}+0.18\%$
test_items_stack_nested	0.4175ms	0.3608ms	2.7713 KOps/s	2.8062 KOps/s	$\color{#d91a1a}-1.24\%$
test_items_stack_nested_leaf	83.7420μs	59.9731μs	16.6742 KOps/s	16.5464 KOps/s	$\color{#35bf28}+0.77\%$
test_items_stack_nested_locked	0.4009ms	0.3630ms	2.7550 KOps/s	2.7567 KOps/s	$\color{#d91a1a}-0.06\%$
test_keys	28.1500μs	3.3980μs	294.2924 KOps/s	292.9632 KOps/s	$\color{#35bf28}+0.45\%$
test_keys_nested	0.1145ms	88.5165μs	11.2973 KOps/s	11.2489 KOps/s	$\color{#35bf28}+0.43\%$
test_keys_nested_locked	0.7802ms	93.9334μs	10.6458 KOps/s	10.6213 KOps/s	$\color{#35bf28}+0.23\%$
test_keys_nested_leaf	0.1114ms	79.5337μs	12.5733 KOps/s	12.5669 KOps/s	$\color{#35bf28}+0.05\%$
test_keys_stack_nested	0.1222ms	87.9784μs	11.3664 KOps/s	11.3551 KOps/s	$\color{#35bf28}+0.10\%$
test_keys_stack_nested_leaf	0.1664ms	78.9582μs	12.6649 KOps/s	12.7020 KOps/s	$\color{#d91a1a}-0.29\%$
test_keys_stack_nested_locked	0.1201ms	93.3872μs	10.7081 KOps/s	10.5933 KOps/s	$\color{#35bf28}+1.08\%$
test_values	5.3550μs	0.8519μs	1.1738 MOps/s	1.1696 MOps/s	$\color{#35bf28}+0.36\%$
test_values_nested	62.8810μs	37.0518μs	26.9892 KOps/s	27.0121 KOps/s	$\color{#d91a1a}-0.08\%$
test_values_nested_locked	66.3120μs	39.0041μs	25.6383 KOps/s	25.4905 KOps/s	$\color{#35bf28}+0.58\%$
test_values_nested_leaf	66.8210μs	42.1176μs	23.7430 KOps/s	23.4027 KOps/s	$\color{#35bf28}+1.45\%$
test_values_stack_nested	0.1312ms	37.0032μs	27.0247 KOps/s	26.7640 KOps/s	$\color{#35bf28}+0.97\%$
test_values_stack_nested_leaf	86.0720μs	41.9533μs	23.8360 KOps/s	23.4783 KOps/s	$\color{#35bf28}+1.52\%$
test_values_stack_nested_locked	63.8810μs	38.7440μs	25.8105 KOps/s	25.6085 KOps/s	$\color{#35bf28}+0.79\%$
test_membership	4.3111μs	0.4986μs	2.0058 MOps/s	1.9871 MOps/s	$\color{#35bf28}+0.94\%$
test_membership_nested	15.8405μs	1.9572μs	510.9226 KOps/s	515.5777 KOps/s	$\color{#d91a1a}-0.90\%$
test_membership_nested_leaf	19.9405μs	1.9644μs	509.0641 KOps/s	514.0159 KOps/s	$\color{#d91a1a}-0.96\%$
test_membership_stacked_nested	28.2510μs	2.0366μs	491.0203 KOps/s	489.1062 KOps/s	$\color{#35bf28}+0.39\%$
test_membership_stacked_nested_leaf	26.6510μs	2.0277μs	493.1680 KOps/s	498.3859 KOps/s	$\color{#d91a1a}-1.05\%$
test_membership_nested_last	30.9210μs	3.0908μs	323.5423 KOps/s	334.1193 KOps/s	$\color{#d91a1a}-3.17\%$
test_membership_nested_leaf_last	29.4810μs	3.0513μs	327.7325 KOps/s	336.2933 KOps/s	$\color{#d91a1a}-2.55\%$
test_membership_stacked_nested_last	35.2410μs	2.9951μs	333.8763 KOps/s	330.6845 KOps/s	$\color{#35bf28}+0.97\%$
test_membership_stacked_nested_leaf_last	24.0400μs	2.9711μs	336.5728 KOps/s	338.8160 KOps/s	$\color{#d91a1a}-0.66\%$
test_nested_getleaf	30.8500μs	6.2098μs	161.0347 KOps/s	160.8394 KOps/s	$\color{#35bf28}+0.12\%$
test_nested_get	26.4700μs	5.9407μs	168.3293 KOps/s	169.3171 KOps/s	$\color{#d91a1a}-0.58\%$
test_stacked_getleaf	34.9110μs	6.1109μs	163.6422 KOps/s	163.7771 KOps/s	$\color{#d91a1a}-0.08\%$
test_stacked_get	31.9110μs	5.7964μs	172.5195 KOps/s	173.7930 KOps/s	$\color{#d91a1a}-0.73\%$
test_nested_getitemleaf	43.9010μs	6.4195μs	155.7764 KOps/s	154.3585 KOps/s	$\color{#35bf28}+0.92\%$
test_nested_getitem	34.9900μs	6.0807μs	164.4549 KOps/s	163.6712 KOps/s	$\color{#35bf28}+0.48\%$
test_stacked_getitemleaf	55.0010μs	6.2938μs	158.8874 KOps/s	156.7052 KOps/s	$\color{#35bf28}+1.39\%$
test_stacked_getitem	35.2610μs	5.9920μs	166.8903 KOps/s	166.4132 KOps/s	$\color{#35bf28}+0.29\%$
test_lock_nested	2.0289ms	0.3381ms	2.9576 KOps/s	3.0154 KOps/s	$\color{#d91a1a}-1.92\%$
test_lock_stack_nested	0.3820ms	0.3407ms	2.9352 KOps/s	2.9437 KOps/s	$\color{#d91a1a}-0.29\%$
test_unlock_nested	0.3499ms	0.2814ms	3.5535 KOps/s	3.6552 KOps/s	$\color{#d91a1a}-2.78\%$
test_unlock_stack_nested	0.3415ms	0.2795ms	3.5782 KOps/s	3.6326 KOps/s	$\color{#d91a1a}-1.50\%$
test_flatten_speed	0.1160ms	76.9065μs	13.0028 KOps/s	13.0102 KOps/s	$\color{#d91a1a}-0.06\%$
test_unflatten_speed	0.3847ms	0.3191ms	3.1335 KOps/s	3.1521 KOps/s	$\color{#d91a1a}-0.59\%$
test_common_ops	0.8062ms	0.6349ms	1.5751 KOps/s	1.7143 KOps/s	$\textbf{\color{#d91a1a}-8.12\%}$
test_creation	0.1391ms	1.6975μs	589.0920 KOps/s	586.7819 KOps/s	$\color{#35bf28}+0.39\%$
test_creation_empty	32.1200μs	9.6446μs	103.6852 KOps/s	132.8862 KOps/s	$\textbf{\color{#d91a1a}-21.97\%}$
test_creation_nested_1	41.9610μs	11.3829μs	87.8513 KOps/s	110.5945 KOps/s	$\textbf{\color{#d91a1a}-20.56\%}$
test_creation_nested_2	40.2010μs	13.9880μs	71.4896 KOps/s	84.2459 KOps/s	$\textbf{\color{#d91a1a}-15.14\%}$
test_clone	56.7310μs	10.9061μs	91.6918 KOps/s	93.3755 KOps/s	$\color{#d91a1a}-1.80\%$
test_getitem[int]	1.2683ms	10.5391μs	94.8848 KOps/s	94.9325 KOps/s	$\color{#d91a1a}-0.05\%$
test_getitem[slice_int]	0.1194ms	20.6078μs	48.5253 KOps/s	49.6242 KOps/s	$\color{#d91a1a}-2.21\%$
test_getitem[range]	0.1281ms	35.9271μs	27.8341 KOps/s	28.1202 KOps/s	$\color{#d91a1a}-1.02\%$
test_getitem[tuple]	0.1113ms	17.7557μs	56.3199 KOps/s	56.3065 KOps/s	$\color{#35bf28}+0.02\%$
test_getitem[list]	0.1256ms	32.0520μs	31.1993 KOps/s	31.5324 KOps/s	$\color{#d91a1a}-1.06\%$
test_setitem_dim[int]	38.7900μs	19.1385μs	52.2506 KOps/s	53.0483 KOps/s	$\color{#d91a1a}-1.50\%$
test_setitem_dim[slice_int]	57.8910μs	36.6035μs	27.3198 KOps/s	26.8280 KOps/s	$\color{#35bf28}+1.83\%$
test_setitem_dim[range]	73.6110μs	50.7867μs	19.6902 KOps/s	19.4834 KOps/s	$\color{#35bf28}+1.06\%$
test_setitem_dim[tuple]	53.9710μs	31.9656μs	31.2837 KOps/s	31.7877 KOps/s	$\color{#d91a1a}-1.59\%$
test_setitem	69.8120μs	16.1835μs	61.7915 KOps/s	68.5281 KOps/s	$\textbf{\color{#d91a1a}-9.83\%}$
test_set	70.6110μs	15.4804μs	64.5976 KOps/s	71.5481 KOps/s	$\textbf{\color{#d91a1a}-9.71\%}$
test_set_shared	0.5099ms	0.1570ms	6.3695 KOps/s	6.4408 KOps/s	$\color{#d91a1a}-1.11\%$
test_update	0.2337ms	19.5079μs	51.2612 KOps/s	59.5093 KOps/s	$\textbf{\color{#d91a1a}-13.86\%}$
test_update_nested	79.9120μs	25.6475μs	38.9901 KOps/s	45.2673 KOps/s	$\textbf{\color{#d91a1a}-13.87\%}$
test_update__nested	0.4973ms	24.9689μs	40.0498 KOps/s	39.6712 KOps/s	$\color{#35bf28}+0.95\%$
test_set_nested	71.6810μs	17.1776μs	58.2154 KOps/s	64.2209 KOps/s	$\textbf{\color{#d91a1a}-9.35\%}$
test_set_nested_new	78.8920μs	19.3755μs	51.6117 KOps/s	55.7376 KOps/s	$\textbf{\color{#d91a1a}-7.40\%}$
test_select	90.7120μs	31.5851μs	31.6605 KOps/s	34.7791 KOps/s	$\textbf{\color{#d91a1a}-8.97\%}$
test_select_nested	72.1510μs	43.4839μs	22.9970 KOps/s	22.8528 KOps/s	$\color{#35bf28}+0.63\%$
test_exclude_nested	92.0320μs	61.5167μs	16.2558 KOps/s	16.4224 KOps/s	$\color{#d91a1a}-1.01\%$
test_empty[True]	0.4003ms	0.2915ms	3.4309 KOps/s	3.4357 KOps/s	$\color{#d91a1a}-0.14\%$
test_empty[False]	4.1220μs	0.8192μs	1.2207 MOps/s	1.2053 MOps/s	$\color{#35bf28}+1.27\%$
test_to	88.0510μs	55.7634μs	17.9329 KOps/s	17.7252 KOps/s	$\color{#35bf28}+1.17\%$
test_to_nonblocking	95.1720μs	47.0498μs	21.2541 KOps/s	21.1172 KOps/s	$\color{#35bf28}+0.65\%$
test_unbind_speed	0.2745ms	0.2394ms	4.1770 KOps/s	4.2636 KOps/s	$\color{#d91a1a}-2.03\%$
test_unbind_speed_stack0	0.2832ms	0.2341ms	4.2711 KOps/s	4.3028 KOps/s	$\color{#d91a1a}-0.74\%$
test_unbind_speed_stack1	92.3942ms	0.7341ms	1.3622 KOps/s	1.3652 KOps/s	$\color{#d91a1a}-0.22\%$
test_split	94.8370ms	1.5754ms	634.7607 Ops/s	642.3276 Ops/s	$\color{#d91a1a}-1.18\%$
test_chunk	94.2265ms	1.5734ms	635.5625 Ops/s	638.8252 Ops/s	$\color{#d91a1a}-0.51\%$
test_consolidate[False-None]	96.3946ms	2.9234ms	342.0616 Ops/s	344.7759 Ops/s	$\color{#d91a1a}-0.79\%$
test_consolidate[default-None]	1.7658ms	1.6923ms	590.9120 Ops/s	607.8961 Ops/s	$\color{#d91a1a}-2.79\%$
test_consolidate[reduce-overhead-None]	1.7539ms	1.6963ms	589.5296 Ops/s	589.6191 Ops/s	$\color{#d91a1a}-0.02\%$
test_consolidate_njt[False-None]	6.7002ms	6.3927ms	156.4295 Ops/s	156.2226 Ops/s	$\color{#35bf28}+0.13\%$
test_to[False-False-None]	1.8348ms	1.7459ms	572.7753 Ops/s	582.5018 Ops/s	$\color{#d91a1a}-1.67\%$
test_to[True-False-None]	1.5569ms	1.3294ms	752.1968 Ops/s	774.7796 Ops/s	$\color{#d91a1a}-2.91\%$
test_to[within-False-None]	4.3408ms	4.1261ms	242.3574 Ops/s	247.5707 Ops/s	$\color{#d91a1a}-2.11\%$
test_to[True-default-None]	5.7207ms	5.2966ms	188.7991 Ops/s	193.2427 Ops/s	$\color{#d91a1a}-2.30\%$
test_to_njt[False-False-None]	6.9073ms	6.7709ms	147.6906 Ops/s	142.1001 Ops/s	$\color{#35bf28}+3.93\%$
test_to_njt[True-False-None]	5.5416ms	5.3551ms	186.7367 Ops/s	177.3835 Ops/s	$\textbf{\color{#35bf28}+5.27\%}$
test_to_njt[within-False-None]	12.0294ms	11.5749ms	86.3936 Ops/s	83.9690 Ops/s	$\color{#35bf28}+2.89\%$
test_creation[device0]	0.5483ms	82.6365μs	12.1012 KOps/s	12.1267 KOps/s	$\color{#d91a1a}-0.21\%$
test_creation_from_tensor	0.5075ms	84.7327μs	11.8018 KOps/s	11.5977 KOps/s	$\color{#35bf28}+1.76\%$
test_add_one[memmap_tensor0]	0.4423ms	6.7959μs	147.1475 KOps/s	150.1190 KOps/s	$\color{#d91a1a}-1.98\%$
test_contiguous[memmap_tensor0]	2.2291μs	0.4634μs	2.1578 MOps/s	2.4155 MOps/s	$\textbf{\color{#d91a1a}-10.67\%}$
test_stack[memmap_tensor0]	43.3610μs	4.2608μs	234.6952 KOps/s	236.5954 KOps/s	$\color{#d91a1a}-0.80\%$
test_memmaptd_index	1.5224ms	0.2402ms	4.1636 KOps/s	4.2226 KOps/s	$\color{#d91a1a}-1.40\%$
test_memmaptd_index_astensor	0.4317ms	0.3027ms	3.3032 KOps/s	3.3801 KOps/s	$\color{#d91a1a}-2.27\%$
test_memmaptd_index_op	0.7168ms	0.5865ms	1.7050 KOps/s	1.8139 KOps/s	$\textbf{\color{#d91a1a}-6.00\%}$
test_serialize_model	0.1315s	0.1307s	7.6489 Ops/s	7.6291 Ops/s	$\color{#35bf28}+0.26\%$
test_serialize_model_pickle	1.3508s	1.2113s	0.8256 Ops/s	0.8441 Ops/s	$\color{#d91a1a}-2.19\%$
test_serialize_weights	0.2818s	0.1516s	6.5953 Ops/s	7.6659 Ops/s	$\textbf{\color{#d91a1a}-13.97\%}$
test_serialize_weights_returnearly	0.3313s	53.4598ms	18.7056 Ops/s	11.7420 Ops/s	$\textbf{\color{#35bf28}+59.30\%}$
test_serialize_weights_pickle	1.3834s	1.1916s	0.8392 Ops/s	0.8219 Ops/s	$\color{#35bf28}+2.11\%$
test_reshape_pytree	68.9110μs	23.3210μs	42.8797 KOps/s	45.8770 KOps/s	$\textbf{\color{#d91a1a}-6.53\%}$
test_reshape_td	62.3310μs	29.5097μs	33.8872 KOps/s	38.1605 KOps/s	$\textbf{\color{#d91a1a}-11.20\%}$
test_view_pytree	57.2510μs	22.9984μs	43.4813 KOps/s	46.9702 KOps/s	$\textbf{\color{#d91a1a}-7.43\%}$
test_view_td	69.9210μs	34.8409μs	28.7019 KOps/s	30.5299 KOps/s	$\textbf{\color{#d91a1a}-5.99\%}$
test_unbind_pytree	60.4510μs	29.3571μs	34.0634 KOps/s	36.1095 KOps/s	$\textbf{\color{#d91a1a}-5.67\%}$
test_unbind_td	0.6892ms	37.2687μs	26.8321 KOps/s	27.1219 KOps/s	$\color{#d91a1a}-1.07\%$
test_split_pytree	64.9910μs	32.1113μs	31.1416 KOps/s	33.6919 KOps/s	$\textbf{\color{#d91a1a}-7.57\%}$
test_split_td	0.8228ms	37.2050μs	26.8781 KOps/s	25.7887 KOps/s	$\color{#35bf28}+4.22\%$
test_add_pytree	73.0420μs	34.7075μs	28.8122 KOps/s	29.6139 KOps/s	$\color{#d91a1a}-2.71\%$
test_add_td	0.1918ms	53.6110μs	18.6529 KOps/s	21.3055 KOps/s	$\textbf{\color{#d91a1a}-12.45\%}$
test_compile_add_one_nested[tensordict-compile]	0.1703ms	0.1187ms	8.4254 KOps/s	8.5080 KOps/s	$\color{#d91a1a}-0.97\%$
test_compile_add_one_nested[tensordict-eager]	0.2225ms	0.1320ms	7.5754 KOps/s	7.5613 KOps/s	$\color{#35bf28}+0.19\%$
test_compile_add_one_nested[pytree-compile]	0.1520ms	92.2934μs	10.8350 KOps/s	10.8608 KOps/s	$\color{#d91a1a}-0.24\%$
test_compile_add_one_nested[pytree-eager]	0.3263ms	0.1460ms	6.8486 KOps/s	6.7671 KOps/s	$\color{#35bf28}+1.20\%$
test_compile_copy_nested[tensordict-compile]	69.3610μs	31.9321μs	31.3165 KOps/s	34.7168 KOps/s	$\textbf{\color{#d91a1a}-9.79\%}$
test_compile_copy_nested[tensordict-eager]	69.8320μs	29.2330μs	34.2079 KOps/s	34.1776 KOps/s	$\color{#35bf28}+0.09\%$
test_compile_copy_nested[pytree-compile]	0.4484ms	62.6460μs	15.9627 KOps/s	15.7978 KOps/s	$\color{#35bf28}+1.04\%$
test_compile_copy_nested[pytree-eager]	94.5720μs	48.2943μs	20.7064 KOps/s	20.4458 KOps/s	$\color{#35bf28}+1.27\%$
test_compile_add_one_flat[tensordict-compile]	0.1757ms	0.1369ms	7.3069 KOps/s	7.2967 KOps/s	$\color{#35bf28}+0.14\%$
test_compile_add_one_flat[tensordict-eager]	0.3071ms	0.2108ms	4.7427 KOps/s	4.6746 KOps/s	$\color{#35bf28}+1.46\%$
test_compile_add_one_flat[tensorclass-compile]	0.1442ms	98.2315μs	10.1800 KOps/s	10.6656 KOps/s	$\color{#d91a1a}-4.55\%$
test_compile_add_one_flat[tensorclass-eager]	0.1185ms	55.5520μs	18.0011 KOps/s	18.5298 KOps/s	$\color{#d91a1a}-2.85\%$
test_compile_add_one_flat[pytree-compile]	0.1737ms	0.1313ms	7.6171 KOps/s	7.5662 KOps/s	$\color{#35bf28}+0.67\%$
test_compile_add_one_flat[pytree-eager]	0.5273ms	0.4745ms	2.1077 KOps/s	2.1031 KOps/s	$\color{#35bf28}+0.22\%$
test_compile_add_self_flat[tensordict-eager]	0.3987ms	0.2582ms	3.8732 KOps/s	3.8748 KOps/s	$\color{#d91a1a}-0.04\%$
test_compile_add_self_flat[tensordict-compile]	0.1855ms	0.1419ms	7.0494 KOps/s	7.2448 KOps/s	$\color{#d91a1a}-2.70\%$
test_compile_add_self_flat[tensorclass-eager]	0.1652ms	68.9438μs	14.5046 KOps/s	15.1002 KOps/s	$\color{#d91a1a}-3.94\%$
test_compile_add_self_flat[tensorclass-compile]	0.1402ms	99.7239μs	10.0277 KOps/s	10.5395 KOps/s	$\color{#d91a1a}-4.86\%$
test_compile_add_self_flat[pytree-eager]	0.4503ms	0.4014ms	2.4912 KOps/s	2.4656 KOps/s	$\color{#35bf28}+1.04\%$
test_compile_add_self_flat[pytree-compile]	0.1683ms	0.1313ms	7.6133 KOps/s	7.5945 KOps/s	$\color{#35bf28}+0.25\%$
test_compile_copy_flat[tensordict-compile]	47.2510μs	18.5092μs	54.0273 KOps/s	39.4582 KOps/s	$\textbf{\color{#35bf28}+36.92\%}$
test_compile_copy_flat[tensordict-eager]	59.5110μs	30.9793μs	32.2796 KOps/s	31.4080 KOps/s	$\color{#35bf28}+2.78\%$
test_compile_copy_flat[pytree-compile]	0.1038ms	68.5864μs	14.5801 KOps/s	14.7650 KOps/s	$\color{#d91a1a}-1.25\%$
test_compile_copy_flat[pytree-eager]	85.8710μs	51.7739μs	19.3148 KOps/s	19.4673 KOps/s	$\color{#d91a1a}-0.78\%$
test_compile_assign_and_add[tensordict-compile]	1.5674ms	0.3816ms	2.6202 KOps/s	2.2026 KOps/s	$\textbf{\color{#35bf28}+18.96\%}$
test_compile_assign_and_add[tensordict-eager]	2.7875ms	2.6284ms	380.4652 Ops/s	369.4972 Ops/s	$\color{#35bf28}+2.97\%$
test_compile_assign_and_add[pytree-compile]	1.5609ms	0.3753ms	2.6646 KOps/s	2.3458 KOps/s	$\textbf{\color{#35bf28}+13.59\%}$
test_compile_assign_and_add[pytree-eager]	2.9763ms	2.7269ms	366.7214 Ops/s	383.4566 Ops/s	$\color{#d91a1a}-4.36\%$
test_compile_indexing[tensor-tensordict-compile]	0.1895ms	0.1183ms	8.4547 KOps/s	9.0064 KOps/s	$\textbf{\color{#d91a1a}-6.13\%}$
test_compile_indexing[tensor-tensordict-eager]	0.5606ms	83.8706μs	11.9231 KOps/s	12.0134 KOps/s	$\color{#d91a1a}-0.75\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1814ms	0.1156ms	8.6529 KOps/s	9.6852 KOps/s	$\textbf{\color{#d91a1a}-10.66\%}$
test_compile_indexing[tensor-tensorclass-eager]	0.1247ms	72.0712μs	13.8752 KOps/s	14.8284 KOps/s	$\textbf{\color{#d91a1a}-6.43\%}$
test_compile_indexing[tensor-pytree-compile]	0.1632ms	0.1141ms	8.7671 KOps/s	9.6096 KOps/s	$\textbf{\color{#d91a1a}-8.77\%}$
test_compile_indexing[tensor-pytree-eager]	0.1160ms	71.6943μs	13.9481 KOps/s	14.9899 KOps/s	$\textbf{\color{#d91a1a}-6.95\%}$
test_compile_indexing[slice-tensordict-compile]	0.1427ms	97.7247μs	10.2328 KOps/s	10.2430 KOps/s	$\color{#d91a1a}-0.10\%$
test_compile_indexing[slice-tensordict-eager]	0.1581ms	17.0170μs	58.7647 KOps/s	58.5538 KOps/s	$\color{#35bf28}+0.36\%$
test_compile_indexing[slice-tensorclass-compile]	0.1397ms	93.9723μs	10.6414 KOps/s	10.6980 KOps/s	$\color{#d91a1a}-0.53\%$
test_compile_indexing[slice-tensorclass-eager]	0.1174ms	19.7042μs	50.7507 KOps/s	65.2124 KOps/s	$\textbf{\color{#d91a1a}-22.18\%}$
test_compile_indexing[slice-pytree-compile]	0.1559ms	97.4108μs	10.2658 KOps/s	10.6556 KOps/s	$\color{#d91a1a}-3.66\%$
test_compile_indexing[slice-pytree-eager]	53.2710μs	16.3605μs	61.1230 KOps/s	65.0199 KOps/s	$\textbf{\color{#d91a1a}-5.99\%}$
test_compile_indexing[int-tensordict-compile]	0.1533ms	0.1052ms	9.5043 KOps/s	9.8452 KOps/s	$\color{#d91a1a}-3.46\%$
test_compile_indexing[int-tensordict-eager]	0.5854ms	17.9651μs	55.6635 KOps/s	60.1399 KOps/s	$\textbf{\color{#d91a1a}-7.44\%}$
test_compile_indexing[int-tensorclass-compile]	0.1519ms	97.8329μs	10.2215 KOps/s	10.6591 KOps/s	$\color{#d91a1a}-4.11\%$
test_compile_indexing[int-tensorclass-eager]	52.4810μs	16.4781μs	60.6868 KOps/s	64.7656 KOps/s	$\textbf{\color{#d91a1a}-6.30\%}$
test_compile_indexing[int-pytree-compile]	0.1574ms	99.1330μs	10.0875 KOps/s	10.6717 KOps/s	$\textbf{\color{#d91a1a}-5.47\%}$
test_compile_indexing[int-pytree-eager]	50.7510μs	16.0335μs	62.3696 KOps/s	64.9530 KOps/s	$\color{#d91a1a}-3.98\%$
test_mod_add[eager]	80.3410μs	38.8662μs	25.7293 KOps/s	26.6322 KOps/s	$\color{#d91a1a}-3.39\%$
test_mod_add[compile]	0.1240ms	78.8060μs	12.6894 KOps/s	12.5547 KOps/s	$\color{#35bf28}+1.07\%$
test_mod_add[compile-overhead]	0.3139ms	0.1635ms	6.1168 KOps/s	5.7059 KOps/s	$\textbf{\color{#35bf28}+7.20\%}$
test_mod_wrap[eager]	0.3205ms	0.2430ms	4.1158 KOps/s	3.8509 KOps/s	$\textbf{\color{#35bf28}+6.88\%}$
test_mod_wrap[compile]	0.3263ms	0.2785ms	3.5908 KOps/s	3.3647 KOps/s	$\textbf{\color{#35bf28}+6.72\%}$
test_mod_wrap[compile-overhead]	7.4311ms	3.8903ms	257.0501 Ops/s	262.1870 Ops/s	$\color{#d91a1a}-1.96\%$
test_mod_wrap_and_backward[eager]	1.5473ms	1.4289ms	699.8575 Ops/s	684.8577 Ops/s	$\color{#35bf28}+2.19\%$
test_mod_wrap_and_backward[compile]	1.4425ms	1.3386ms	747.0351 Ops/s	737.9138 Ops/s	$\color{#35bf28}+1.24\%$
test_mod_wrap_and_backward[compile-overhead]	1.4893ms	1.0128ms	987.3971 Ops/s	964.9581 Ops/s	$\color{#35bf28}+2.33\%$
test_seq_add[eager]	0.1752ms	0.1165ms	8.5872 KOps/s	8.4315 KOps/s	$\color{#35bf28}+1.85\%$
test_seq_add[compile]	0.1460ms	87.5439μs	11.4228 KOps/s	10.7457 KOps/s	$\textbf{\color{#35bf28}+6.30\%}$
test_seq_add[compile-overhead]	0.1838ms	0.1278ms	7.8274 KOps/s	7.6610 KOps/s	$\color{#35bf28}+2.17\%$
test_seq_wrap[eager]	0.4839ms	0.4203ms	2.3794 KOps/s	2.2776 KOps/s	$\color{#35bf28}+4.47\%$
test_seq_wrap[compile]	0.3611ms	0.2967ms	3.3701 KOps/s	3.1571 KOps/s	$\textbf{\color{#35bf28}+6.75\%}$
test_seq_wrap[compile-overhead]	0.2807ms	0.2281ms	4.3846 KOps/s	4.3722 KOps/s	$\color{#35bf28}+0.28\%$
test_func_call_runtime[False-eager]	0.8448ms	0.7550ms	1.3245 KOps/s	1.2584 KOps/s	$\textbf{\color{#35bf28}+5.25\%}$
test_func_call_runtime[False-compile]	0.9176ms	0.7278ms	1.3740 KOps/s	1.3593 KOps/s	$\color{#35bf28}+1.08\%$
test_func_call_runtime[False-compile-overhead]	0.4090ms	0.3560ms	2.8093 KOps/s	2.8177 KOps/s	$\color{#d91a1a}-0.30\%$
test_func_call_runtime[True-eager]	0.9931ms	0.8850ms	1.1300 KOps/s	1.1005 KOps/s	$\color{#35bf28}+2.68\%$
test_func_call_runtime[True-compile]	0.8713ms	0.7868ms	1.2710 KOps/s	1.3216 KOps/s	$\color{#d91a1a}-3.82\%$
test_func_call_runtime[True-compile-overhead]	0.4424ms	0.3745ms	2.6703 KOps/s	2.6910 KOps/s	$\color{#d91a1a}-0.77\%$
test_func_call_cm_runtime[False-eager]	0.7654ms	0.7193ms	1.3902 KOps/s	1.3650 KOps/s	$\color{#35bf28}+1.85\%$
test_func_call_cm_runtime[False-compile]	0.8468ms	0.7411ms	1.3493 KOps/s	1.3580 KOps/s	$\color{#d91a1a}-0.64\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4407ms	0.3562ms	2.8072 KOps/s	2.8273 KOps/s	$\color{#d91a1a}-0.71\%$
test_func_call_cm_runtime[True-eager]	1.0604ms	0.9852ms	1.0150 KOps/s	993.9234 Ops/s	$\color{#35bf28}+2.12\%$
test_func_call_cm_runtime[True-compile]	1.0960ms	0.9755ms	1.0251 KOps/s	1.0114 KOps/s	$\color{#35bf28}+1.36\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0956ms	0.9716ms	1.0292 KOps/s	1.0045 KOps/s	$\color{#35bf28}+2.46\%$
test_vmap_func_call_cm_runtime[eager]	2.4944ms	2.0726ms	482.4938 Ops/s	470.8302 Ops/s	$\color{#35bf28}+2.48\%$
test_vmap_func_call_cm_runtime[compile]	0.8980ms	0.7983ms	1.2527 KOps/s	1.2624 KOps/s	$\color{#d91a1a}-0.77\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5548ms	0.4085ms	2.4480 KOps/s	2.4542 KOps/s	$\color{#d91a1a}-0.26\%$
test_distributed	2.8786ms	0.1872ms	5.3427 KOps/s	8.2695 KOps/s	$\textbf{\color{#d91a1a}-35.39\%}$
test_tdmodule	30.9610μs	21.3521μs	46.8338 KOps/s	49.5152 KOps/s	$\textbf{\color{#d91a1a}-5.42\%}$
test_tdmodule_dispatch	59.9610μs	37.5030μs	26.6645 KOps/s	28.1643 KOps/s	$\textbf{\color{#d91a1a}-5.33\%}$
test_tdseq	41.0510μs	21.1444μs	47.2939 KOps/s	49.2647 KOps/s	$\color{#d91a1a}-4.00\%$
test_tdseq_dispatch	70.9610μs	40.2655μs	24.8352 KOps/s	26.3837 KOps/s	$\textbf{\color{#d91a1a}-5.87\%}$
test_instantiation_functorch	1.6541ms	1.5304ms	653.4300 Ops/s	658.6646 Ops/s	$\color{#d91a1a}-0.79\%$
test_exec_functorch	0.1923ms	0.1426ms	7.0103 KOps/s	7.0900 KOps/s	$\color{#d91a1a}-1.12\%$
test_exec_functional_call	0.2137ms	0.1358ms	7.3625 KOps/s	7.4880 KOps/s	$\color{#d91a1a}-1.68\%$
test_exec_td_decorator	0.3752ms	0.1867ms	5.3553 KOps/s	5.4679 KOps/s	$\color{#d91a1a}-2.06\%$
test_vmap_mlp_speed_decorator[True-True]	0.7476ms	0.6818ms	1.4667 KOps/s	1.4677 KOps/s	$\color{#d91a1a}-0.07\%$
test_vmap_mlp_speed_decorator[True-False]	0.8162ms	0.6811ms	1.4683 KOps/s	1.4726 KOps/s	$\color{#d91a1a}-0.29\%$
test_vmap_mlp_speed_decorator[False-True]	0.7322ms	0.5883ms	1.6998 KOps/s	1.6920 KOps/s	$\color{#35bf28}+0.46\%$
test_vmap_mlp_speed_decorator[False-False]	0.7053ms	0.5906ms	1.6932 KOps/s	1.6894 KOps/s	$\color{#35bf28}+0.23\%$
test_vmap_transformer_speed_decorator[True-True]	19.1390ms	19.0740ms	52.4273 Ops/s	52.1690 Ops/s	$\color{#35bf28}+0.50\%$
test_vmap_transformer_speed_decorator[True-False]	19.9766ms	19.1738ms	52.1544 Ops/s	52.1292 Ops/s	$\color{#35bf28}+0.05\%$
test_vmap_transformer_speed_decorator[False-True]	19.0351ms	18.9221ms	52.8483 Ops/s	52.4749 Ops/s	$\color{#35bf28}+0.71\%$
test_vmap_transformer_speed_decorator[False-False]	19.7953ms	18.9652ms	52.7281 Ops/s	52.5432 Ops/s	$\color{#35bf28}+0.35\%$
test_to_module_speed[True]	1.0605ms	0.9646ms	1.0367 KOps/s	1.0457 KOps/s	$\color{#d91a1a}-0.86\%$
test_to_module_speed[False]	1.2834ms	0.9551ms	1.0470 KOps/s	1.0591 KOps/s	$\color{#d91a1a}-1.15\%$
test_tc_init	62.1910μs	35.7775μs	27.9505 KOps/s	28.1726 KOps/s	$\color{#d91a1a}-0.79\%$
test_tc_init_nested	0.1563ms	72.2190μs	13.8468 KOps/s	14.3370 KOps/s	$\color{#d91a1a}-3.42\%$
test_tc_first_layer_tensor	3.8643μs	0.7071μs	1.4142 MOps/s	1.2606 MOps/s	$\textbf{\color{#35bf28}+12.19\%}$
test_tc_first_layer_nontensor	39.5700μs	2.2217μs	450.1067 KOps/s	450.6666 KOps/s	$\color{#d91a1a}-0.12\%$
test_tc_second_layer_tensor	18.8753μs	1.4151μs	706.6870 KOps/s	706.4613 KOps/s	$\color{#35bf28}+0.03\%$
test_tc_second_layer_nontensor	0.2034ms	2.9569μs	338.1888 KOps/s	339.4571 KOps/s	$\color{#d91a1a}-0.37\%$
test_unbind	0.2180s	10.0211ms	99.7894 Ops/s	145.6810 Ops/s	$\textbf{\color{#d91a1a}-31.50\%}$
test_full_like	10.1893ms	9.0884ms	110.0308 Ops/s	108.7642 Ops/s	$\color{#35bf28}+1.16\%$
test_zeros_like	11.5338ms	8.5979ms	116.3079 Ops/s	234.6017 Ops/s	$\textbf{\color{#d91a1a}-50.42\%}$
test_ones_like	5.1121ms	4.3269ms	231.1121 Ops/s	235.2688 Ops/s	$\color{#d91a1a}-1.77\%$
test_clone	6.6580ms	6.3468ms	157.5607 Ops/s	110.0591 Ops/s	$\textbf{\color{#35bf28}+43.16\%}$
test_squeeze	58.0920μs	9.9025μs	100.9844 KOps/s	105.6169 KOps/s	$\color{#d91a1a}-4.39\%$
test_unsqueeze	0.1691ms	72.2314μs	13.8444 KOps/s	13.5176 KOps/s	$\color{#35bf28}+2.42\%$
test_split	0.3738ms	0.1573ms	6.3584 KOps/s	6.2375 KOps/s	$\color{#35bf28}+1.94\%$
test_permute	0.2324ms	0.1832ms	5.4596 KOps/s	5.4333 KOps/s	$\color{#35bf28}+0.48\%$
test_stack	50.2610ms	50.0133ms	19.9947 Ops/s	19.9679 Ops/s	$\color{#35bf28}+0.13\%$
test_cat	50.4678ms	49.9448ms	20.0221 Ops/s	20.0147 Ops/s	$\color{#35bf28}+0.04\%$