[Refactor] Better compile checks

[vmoens]

Stack from ghstack (oldest at bottom):

• -> [Refactor] Better compile checks #1139

[github-actions]

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}12$. Worsened: $\large\color{#d91a1a}69$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1601ms	21.2751μs	47.0032 KOps/s	60.4768 KOps/s	$\textbf{\color{#d91a1a}-22.28\%}$
test_plain_set_stack_nested	61.6640μs	21.4202μs	46.6849 KOps/s	59.2392 KOps/s	$\textbf{\color{#d91a1a}-21.19\%}$
test_plain_set_nested_inplace	62.8570μs	23.1178μs	43.2567 KOps/s	53.3940 KOps/s	$\textbf{\color{#d91a1a}-18.99\%}$
test_plain_set_stack_nested_inplace	67.1550μs	23.0113μs	43.4569 KOps/s	53.4481 KOps/s	$\textbf{\color{#d91a1a}-18.69\%}$
test_items	45.3040μs	4.1854μs	238.9266 KOps/s	241.6223 KOps/s	$\color{#d91a1a}-1.12\%$
test_items_nested	0.6948ms	0.4389ms	2.2786 KOps/s	2.5095 KOps/s	$\textbf{\color{#d91a1a}-9.20\%}$
test_items_nested_locked	0.9044ms	0.4378ms	2.2842 KOps/s	2.5117 KOps/s	$\textbf{\color{#d91a1a}-9.06\%}$
test_items_nested_leaf	0.1503ms	77.2468μs	12.9455 KOps/s	13.8968 KOps/s	$\textbf{\color{#d91a1a}-6.85\%}$
test_items_stack_nested	0.9527ms	0.4455ms	2.2447 KOps/s	2.4887 KOps/s	$\textbf{\color{#d91a1a}-9.80\%}$
test_items_stack_nested_leaf	0.1709ms	81.0893μs	12.3321 KOps/s	13.4219 KOps/s	$\textbf{\color{#d91a1a}-8.12\%}$
test_items_stack_nested_locked	0.6031ms	0.4411ms	2.2670 KOps/s	2.5049 KOps/s	$\textbf{\color{#d91a1a}-9.50\%}$
test_keys	21.7400μs	3.5013μs	285.6063 KOps/s	266.7866 KOps/s	$\textbf{\color{#35bf28}+7.05\%}$
test_keys_nested	0.3059ms	0.1682ms	5.9451 KOps/s	7.0685 KOps/s	$\textbf{\color{#d91a1a}-15.89\%}$
test_keys_nested_locked	0.5574ms	0.1745ms	5.7322 KOps/s	7.0806 KOps/s	$\textbf{\color{#d91a1a}-19.04\%}$
test_keys_nested_leaf	1.5829ms	0.1475ms	6.7798 KOps/s	8.6060 KOps/s	$\textbf{\color{#d91a1a}-21.22\%}$
test_keys_stack_nested	0.2888ms	0.1656ms	6.0403 KOps/s	7.3496 KOps/s	$\textbf{\color{#d91a1a}-17.81\%}$
test_keys_stack_nested_leaf	0.2687ms	0.1447ms	6.9091 KOps/s	8.6128 KOps/s	$\textbf{\color{#d91a1a}-19.78\%}$
test_keys_stack_nested_locked	0.2845ms	0.1710ms	5.8496 KOps/s	7.1155 KOps/s	$\textbf{\color{#d91a1a}-17.79\%}$
test_values	6.9468μs	1.0378μs	963.5858 KOps/s	953.4912 KOps/s	$\color{#35bf28}+1.06\%$
test_values_nested	0.1033ms	63.0724μs	15.8548 KOps/s	18.0447 KOps/s	$\textbf{\color{#d91a1a}-12.14\%}$
test_values_nested_locked	0.1035ms	62.6917μs	15.9511 KOps/s	18.1903 KOps/s	$\textbf{\color{#d91a1a}-12.31\%}$
test_values_nested_leaf	0.1285ms	72.8137μs	13.7337 KOps/s	16.4306 KOps/s	$\textbf{\color{#d91a1a}-16.41\%}$
test_values_stack_nested	0.1122ms	62.8224μs	15.9179 KOps/s	17.5159 KOps/s	$\textbf{\color{#d91a1a}-9.12\%}$
test_values_stack_nested_leaf	0.1244ms	72.0903μs	13.8715 KOps/s	16.3166 KOps/s	$\textbf{\color{#d91a1a}-14.99\%}$
test_values_stack_nested_locked	0.1453ms	63.4492μs	15.7606 KOps/s	17.5097 KOps/s	$\textbf{\color{#d91a1a}-9.99\%}$
test_membership	20.7190μs	0.8835μs	1.1319 MOps/s	1.0505 MOps/s	$\textbf{\color{#35bf28}+7.75\%}$
test_membership_nested	38.5820μs	3.0259μs	330.4787 KOps/s	335.6853 KOps/s	$\color{#d91a1a}-1.55\%$
test_membership_nested_leaf	27.5110μs	3.0531μs	327.5333 KOps/s	332.3051 KOps/s	$\color{#d91a1a}-1.44\%$
test_membership_stacked_nested	33.6930μs	2.9964μs	333.7381 KOps/s	334.2799 KOps/s	$\color{#d91a1a}-0.16\%$
test_membership_stacked_nested_leaf	38.6120μs	2.9870μs	334.7847 KOps/s	332.9141 KOps/s	$\color{#35bf28}+0.56\%$
test_membership_nested_last	30.3870μs	4.5473μs	219.9127 KOps/s	221.9799 KOps/s	$\color{#d91a1a}-0.93\%$
test_membership_nested_leaf_last	44.7940μs	4.5053μs	221.9622 KOps/s	215.9217 KOps/s	$\color{#35bf28}+2.80\%$
test_membership_stacked_nested_last	65.6000μs	7.7436μs	129.1396 KOps/s	149.0092 KOps/s	$\textbf{\color{#d91a1a}-13.33\%}$
test_membership_stacked_nested_leaf_last	45.7750μs	7.7249μs	129.4509 KOps/s	150.9018 KOps/s	$\textbf{\color{#d91a1a}-14.22\%}$
test_nested_getleaf	32.7810μs	10.9051μs	91.6998 KOps/s	91.3735 KOps/s	$\color{#35bf28}+0.36\%$
test_nested_get	47.8890μs	10.4375μs	95.8087 KOps/s	95.2783 KOps/s	$\color{#35bf28}+0.56\%$
test_stacked_getleaf	52.4280μs	10.8358μs	92.2863 KOps/s	91.1768 KOps/s	$\color{#35bf28}+1.22\%$
test_stacked_get	30.0460μs	10.4899μs	95.3298 KOps/s	95.8264 KOps/s	$\color{#d91a1a}-0.52\%$
test_nested_getitemleaf	53.7600μs	11.4565μs	87.2867 KOps/s	87.0140 KOps/s	$\color{#35bf28}+0.31\%$
test_nested_getitem	53.3390μs	10.5825μs	94.4955 KOps/s	92.2768 KOps/s	$\color{#35bf28}+2.40\%$
test_stacked_getitemleaf	29.8450μs	11.2160μs	89.1583 KOps/s	87.1392 KOps/s	$\color{#35bf28}+2.32\%$
test_stacked_getitem	50.7040μs	10.4045μs	96.1124 KOps/s	93.5930 KOps/s	$\color{#35bf28}+2.69\%$
test_lock_nested	1.9882ms	0.4688ms	2.1330 KOps/s	2.2343 KOps/s	$\color{#d91a1a}-4.54\%$
test_lock_stack_nested	0.6549ms	0.4296ms	2.3277 KOps/s	2.4022 KOps/s	$\color{#d91a1a}-3.10\%$
test_unlock_nested	0.7754ms	0.3824ms	2.6148 KOps/s	2.7116 KOps/s	$\color{#d91a1a}-3.57\%$
test_unlock_stack_nested	0.6658ms	0.3507ms	2.8511 KOps/s	2.9722 KOps/s	$\color{#d91a1a}-4.08\%$
test_flatten_speed	0.1881ms	0.1012ms	9.8859 KOps/s	10.5085 KOps/s	$\textbf{\color{#d91a1a}-5.92\%}$
test_unflatten_speed	0.7024ms	0.5371ms	1.8618 KOps/s	2.0306 KOps/s	$\textbf{\color{#d91a1a}-8.31\%}$
test_common_ops	5.1693ms	0.8583ms	1.1651 KOps/s	1.3433 KOps/s	$\textbf{\color{#d91a1a}-13.27\%}$
test_creation	17.4330μs	2.5474μs	392.5602 KOps/s	475.4615 KOps/s	$\textbf{\color{#d91a1a}-17.44\%}$
test_creation_empty	40.8360μs	12.6333μs	79.1556 KOps/s	112.7130 KOps/s	$\textbf{\color{#d91a1a}-29.77\%}$
test_creation_nested_1	1.3860ms	15.6810μs	63.7716 KOps/s	85.8118 KOps/s	$\textbf{\color{#d91a1a}-25.68\%}$
test_creation_nested_2	44.0220μs	20.5870μs	48.5743 KOps/s	62.1526 KOps/s	$\textbf{\color{#d91a1a}-21.85\%}$
test_clone	0.2292ms	13.4537μs	74.3291 KOps/s	73.6873 KOps/s	$\color{#35bf28}+0.87\%$
test_getitem[int]	0.9355ms	12.9994μs	76.9264 KOps/s	78.1467 KOps/s	$\color{#d91a1a}-1.56\%$
test_getitem[slice_int]	0.1404ms	25.7628μs	38.8157 KOps/s	39.8992 KOps/s	$\color{#d91a1a}-2.72\%$
test_getitem[range]	0.1827ms	49.7482μs	20.1012 KOps/s	19.8761 KOps/s	$\color{#35bf28}+1.13\%$
test_getitem[tuple]	0.1636ms	20.9669μs	47.6942 KOps/s	47.6216 KOps/s	$\color{#35bf28}+0.15\%$
test_getitem[list]	0.1719ms	44.6124μs	22.4153 KOps/s	21.9638 KOps/s	$\color{#35bf28}+2.06\%$
test_setitem_dim[int]	48.6210μs	25.6067μs	39.0523 KOps/s	38.5655 KOps/s	$\color{#35bf28}+1.26\%$
test_setitem_dim[slice_int]	91.1000μs	52.8905μs	18.9070 KOps/s	18.9716 KOps/s	$\color{#d91a1a}-0.34\%$
test_setitem_dim[range]	0.1321ms	73.2438μs	13.6530 KOps/s	13.1858 KOps/s	$\color{#35bf28}+3.54\%$
test_setitem_dim[tuple]	77.9750μs	40.8121μs	24.5025 KOps/s	23.7973 KOps/s	$\color{#35bf28}+2.96\%$
test_setitem	62.8770μs	20.7951μs	48.0883 KOps/s	52.1707 KOps/s	$\textbf{\color{#d91a1a}-7.83\%}$
test_set	0.2402ms	20.3257μs	49.1988 KOps/s	53.3529 KOps/s	$\textbf{\color{#d91a1a}-7.79\%}$
test_set_shared	3.5833ms	0.1738ms	5.7536 KOps/s	5.7818 KOps/s	$\color{#d91a1a}-0.49\%$
test_update	0.4297ms	23.9401μs	41.7709 KOps/s	50.0148 KOps/s	$\textbf{\color{#d91a1a}-16.48\%}$
test_update_nested	0.3857ms	34.5011μs	28.9846 KOps/s	32.0803 KOps/s	$\textbf{\color{#d91a1a}-9.65\%}$
test_update__nested	0.5373ms	34.5379μs	28.9537 KOps/s	29.8909 KOps/s	$\color{#d91a1a}-3.14\%$
test_set_nested	0.3418ms	22.5232μs	44.3987 KOps/s	48.1743 KOps/s	$\textbf{\color{#d91a1a}-7.84\%}$
test_set_nested_new	0.1208ms	27.5077μs	36.3535 KOps/s	39.9675 KOps/s	$\textbf{\color{#d91a1a}-9.04\%}$
test_select	0.4270ms	45.8990μs	21.7870 KOps/s	23.0409 KOps/s	$\textbf{\color{#d91a1a}-5.44\%}$
test_select_nested	0.1244ms	64.7644μs	15.4406 KOps/s	15.8805 KOps/s	$\color{#d91a1a}-2.77\%$
test_exclude_nested	0.1744ms	83.0230μs	12.0449 KOps/s	12.2873 KOps/s	$\color{#d91a1a}-1.97\%$
test_empty[True]	0.5302ms	0.4334ms	2.3072 KOps/s	2.5984 KOps/s	$\textbf{\color{#d91a1a}-11.21\%}$
test_empty[False]	19.1605μs	1.4391μs	694.8950 KOps/s	765.2208 KOps/s	$\textbf{\color{#d91a1a}-9.19\%}$
test_unbind_speed	0.4775ms	0.2782ms	3.5940 KOps/s	3.7772 KOps/s	$\color{#d91a1a}-4.85\%$
test_unbind_speed_stack0	0.4453ms	0.2744ms	3.6447 KOps/s	3.8419 KOps/s	$\textbf{\color{#d91a1a}-5.13\%}$
test_unbind_speed_stack1	0.1128s	0.8223ms	1.2161 KOps/s	1.4123 KOps/s	$\textbf{\color{#d91a1a}-13.89\%}$
test_split	1.8109ms	1.6003ms	624.8825 Ops/s	551.0864 Ops/s	$\textbf{\color{#35bf28}+13.39\%}$
test_chunk	0.1087s	1.7743ms	563.6167 Ops/s	552.1593 Ops/s	$\color{#35bf28}+2.08\%$
test_consolidate_njt[False-None]	0.1178s	9.1142ms	109.7185 Ops/s	121.4908 Ops/s	$\textbf{\color{#d91a1a}-9.69\%}$
test_creation[device0]	0.2371ms	90.7709μs	11.0168 KOps/s	10.8480 KOps/s	$\color{#35bf28}+1.56\%$
test_creation_from_tensor	0.2550ms	93.2986μs	10.7183 KOps/s	9.5541 KOps/s	$\textbf{\color{#35bf28}+12.18\%}$
test_add_one[memmap_tensor0]	0.7275ms	4.8110μs	207.8577 KOps/s	207.3946 KOps/s	$\color{#35bf28}+0.22\%$
test_contiguous[memmap_tensor0]	11.7320μs	0.5123μs	1.9519 MOps/s	1.9247 MOps/s	$\color{#35bf28}+1.42\%$
test_stack[memmap_tensor0]	62.7460μs	3.4663μs	288.4929 KOps/s	302.4127 KOps/s	$\color{#d91a1a}-4.60\%$
test_memmaptd_index	1.0133ms	0.2383ms	4.1964 KOps/s	4.1565 KOps/s	$\color{#35bf28}+0.96\%$
test_memmaptd_index_astensor	0.6021ms	0.3258ms	3.0692 KOps/s	3.1085 KOps/s	$\color{#d91a1a}-1.26\%$
test_memmaptd_index_op	1.0777ms	0.6174ms	1.6196 KOps/s	1.7681 KOps/s	$\textbf{\color{#d91a1a}-8.40\%}$
test_serialize_model	0.1253s	0.1186s	8.4343 Ops/s	8.6634 Ops/s	$\color{#d91a1a}-2.64\%$
test_serialize_model_pickle	0.4585s	0.3896s	2.5665 Ops/s	2.4748 Ops/s	$\color{#35bf28}+3.70\%$
test_serialize_weights	0.1256s	0.1136s	8.8033 Ops/s	7.3756 Ops/s	$\textbf{\color{#35bf28}+19.36\%}$
test_serialize_weights_returnearly	0.1719s	0.1606s	6.2271 Ops/s	6.2076 Ops/s	$\color{#35bf28}+0.31\%$
test_serialize_weights_pickle	0.5524s	0.4468s	2.2381 Ops/s	2.3731 Ops/s	$\textbf{\color{#d91a1a}-5.69\%}$
test_serialize_weights_filesystem	0.2641s	0.1579s	6.3325 Ops/s	6.8523 Ops/s	$\textbf{\color{#d91a1a}-7.59\%}$
test_serialize_model_filesystem	0.1612s	0.1464s	6.8298 Ops/s	6.7044 Ops/s	$\color{#35bf28}+1.87\%$
test_reshape_pytree	62.1660μs	27.4916μs	36.3747 KOps/s	37.3885 KOps/s	$\color{#d91a1a}-2.71\%$
test_reshape_td	85.4690μs	33.9414μs	29.4625 KOps/s	29.7091 KOps/s	$\color{#d91a1a}-0.83\%$
test_view_pytree	0.1056ms	27.3163μs	36.6082 KOps/s	37.3977 KOps/s	$\color{#d91a1a}-2.11\%$
test_view_td	80.1290μs	39.4284μs	25.3625 KOps/s	25.4465 KOps/s	$\color{#d91a1a}-0.33\%$
test_unbind_pytree	67.6860μs	29.7352μs	33.6301 KOps/s	33.3355 KOps/s	$\color{#35bf28}+0.88\%$
test_unbind_td	0.3612ms	40.5888μs	24.6373 KOps/s	25.6660 KOps/s	$\color{#d91a1a}-4.01\%$
test_split_pytree	70.2210μs	29.5767μs	33.8103 KOps/s	34.0714 KOps/s	$\color{#d91a1a}-0.77\%$
test_split_td	0.2807ms	47.1211μs	21.2219 KOps/s	17.4594 KOps/s	$\textbf{\color{#35bf28}+21.55\%}$
test_add_pytree	80.7100μs	36.3403μs	27.5177 KOps/s	28.0306 KOps/s	$\color{#d91a1a}-1.83\%$
test_add_td	0.1281ms	59.8981μs	16.6950 KOps/s	19.0266 KOps/s	$\textbf{\color{#d91a1a}-12.25\%}$
test_compile_add_one_nested[tensordict-compile]	0.1279ms	62.0627μs	16.1127 KOps/s	15.8706 KOps/s	$\color{#35bf28}+1.53\%$
test_compile_add_one_nested[tensordict-eager]	0.6648ms	0.1722ms	5.8066 KOps/s	6.2047 KOps/s	$\textbf{\color{#d91a1a}-6.42\%}$
test_compile_add_one_nested[pytree-compile]	0.1432ms	46.1449μs	21.6709 KOps/s	21.8041 KOps/s	$\color{#d91a1a}-0.61\%$
test_compile_add_one_nested[pytree-eager]	0.2789ms	0.1204ms	8.3071 KOps/s	8.4219 KOps/s	$\color{#d91a1a}-1.36\%$
test_compile_copy_nested[tensordict-compile]	0.1187ms	26.3840μs	37.9018 KOps/s	37.9086 KOps/s	$\color{#d91a1a}-0.02\%$
test_compile_copy_nested[tensordict-eager]	0.1260ms	58.8310μs	16.9978 KOps/s	18.3582 KOps/s	$\textbf{\color{#d91a1a}-7.41\%}$
test_compile_copy_nested[pytree-compile]	0.1609ms	79.9105μs	12.5140 KOps/s	12.6980 KOps/s	$\color{#d91a1a}-1.45\%$
test_compile_copy_nested[pytree-eager]	0.1400ms	68.3961μs	14.6207 KOps/s	14.7726 KOps/s	$\color{#d91a1a}-1.03\%$
test_compile_add_one_flat[tensordict-compile]	0.2381ms	0.1039ms	9.6218 KOps/s	9.4112 KOps/s	$\color{#35bf28}+2.24\%$
test_compile_add_one_flat[tensordict-eager]	0.4321ms	0.2187ms	4.5715 KOps/s	4.9844 KOps/s	$\textbf{\color{#d91a1a}-8.28\%}$
test_compile_add_one_flat[tensorclass-compile]	0.1409ms	44.7953μs	22.3237 KOps/s	21.6021 KOps/s	$\color{#35bf28}+3.34\%$
test_compile_add_one_flat[tensorclass-eager]	0.4611ms	66.5312μs	15.0305 KOps/s	16.0107 KOps/s	$\textbf{\color{#d91a1a}-6.12\%}$
test_compile_add_one_flat[pytree-compile]	0.2355ms	0.1032ms	9.6920 KOps/s	9.6133 KOps/s	$\color{#35bf28}+0.82\%$
test_compile_add_one_flat[pytree-eager]	0.3936ms	0.1990ms	5.0263 KOps/s	4.9665 KOps/s	$\color{#35bf28}+1.20\%$
test_compile_add_self_flat[tensordict-eager]	0.3456ms	0.2343ms	4.2689 KOps/s	4.7001 KOps/s	$\textbf{\color{#d91a1a}-9.17\%}$
test_compile_add_self_flat[tensordict-compile]	0.1892ms	0.1049ms	9.5371 KOps/s	9.4686 KOps/s	$\color{#35bf28}+0.72\%$
test_compile_add_self_flat[tensorclass-eager]	0.2870ms	60.1341μs	16.6295 KOps/s	17.9689 KOps/s	$\textbf{\color{#d91a1a}-7.45\%}$
test_compile_add_self_flat[tensorclass-compile]	0.1902ms	47.2474μs	21.1652 KOps/s	21.9768 KOps/s	$\color{#d91a1a}-3.69\%$
test_compile_add_self_flat[pytree-eager]	0.6279ms	0.1576ms	6.3467 KOps/s	6.2774 KOps/s	$\color{#35bf28}+1.10\%$
test_compile_add_self_flat[pytree-compile]	0.1761ms	0.1034ms	9.6728 KOps/s	9.7048 KOps/s	$\color{#d91a1a}-0.33\%$
test_compile_copy_flat[tensordict-compile]	61.5840μs	21.2245μs	47.1154 KOps/s	48.2441 KOps/s	$\color{#d91a1a}-2.34\%$
test_compile_copy_flat[tensordict-eager]	0.1713ms	65.5768μs	15.2493 KOps/s	17.1214 KOps/s	$\textbf{\color{#d91a1a}-10.93\%}$
test_compile_copy_flat[pytree-compile]	0.1953ms	79.7425μs	12.5404 KOps/s	12.1120 KOps/s	$\color{#35bf28}+3.54\%$
test_compile_copy_flat[pytree-eager]	0.1413ms	67.9685μs	14.7127 KOps/s	14.2827 KOps/s	$\color{#35bf28}+3.01\%$
test_compile_assign_and_add[tensordict-compile]	0.3101ms	0.2083ms	4.8018 KOps/s	4.8843 KOps/s	$\color{#d91a1a}-1.69\%$
test_compile_assign_and_add[tensordict-eager]	1.5105ms	1.3369ms	748.0259 Ops/s	757.1184 Ops/s	$\color{#d91a1a}-1.20\%$
test_compile_assign_and_add[pytree-compile]	0.4140ms	0.2045ms	4.8912 KOps/s	4.8911 KOps/s	$+0.00\%$
test_compile_assign_and_add[pytree-eager]	1.3201ms	0.7694ms	1.2997 KOps/s	1.2944 KOps/s	$\color{#35bf28}+0.41\%$
test_compile_assign_and_add_stack[compile]	0.5626ms	0.4603ms	2.1725 KOps/s	2.1969 KOps/s	$\color{#d91a1a}-1.11\%$
test_compile_assign_and_add_stack[eager]	3.6665ms	2.6798ms	373.1579 Ops/s	391.1088 Ops/s	$\color{#d91a1a}-4.59\%$
test_compile_indexing[tensor-tensordict-compile]	90.0670μs	36.1716μs	27.6460 KOps/s	27.1683 KOps/s	$\color{#35bf28}+1.76\%$
test_compile_indexing[tensor-tensordict-eager]	0.6204ms	34.1692μs	29.2662 KOps/s	29.6785 KOps/s	$\color{#d91a1a}-1.39\%$
test_compile_indexing[tensor-tensorclass-compile]	82.5040μs	29.7559μs	33.6068 KOps/s	32.7780 KOps/s	$\color{#35bf28}+2.53\%$
test_compile_indexing[tensor-tensorclass-eager]	75.3100μs	23.5739μs	42.4198 KOps/s	44.0759 KOps/s	$\color{#d91a1a}-3.76\%$
test_compile_indexing[tensor-pytree-compile]	0.1049ms	30.0236μs	33.3072 KOps/s	31.9779 KOps/s	$\color{#35bf28}+4.16\%$
test_compile_indexing[tensor-pytree-eager]	79.6480μs	23.3686μs	42.7925 KOps/s	43.9666 KOps/s	$\color{#d91a1a}-2.67\%$
test_compile_indexing[slice-tensordict-compile]	0.1116ms	51.5383μs	19.4031 KOps/s	19.3779 KOps/s	$\color{#35bf28}+0.13\%$
test_compile_indexing[slice-tensordict-eager]	0.3897ms	20.5688μs	48.6174 KOps/s	48.6333 KOps/s	$\color{#d91a1a}-0.03\%$
test_compile_indexing[slice-tensorclass-compile]	92.9630μs	43.8041μs	22.8289 KOps/s	22.1708 KOps/s	$\color{#35bf28}+2.97\%$
test_compile_indexing[slice-tensorclass-eager]	64.5200μs	19.2995μs	51.8148 KOps/s	52.1782 KOps/s	$\color{#d91a1a}-0.70\%$
test_compile_indexing[slice-pytree-compile]	0.1047ms	44.9943μs	22.2250 KOps/s	21.9326 KOps/s	$\color{#35bf28}+1.33\%$
test_compile_indexing[slice-pytree-eager]	65.8320μs	18.9428μs	52.7904 KOps/s	52.1073 KOps/s	$\color{#35bf28}+1.31\%$
test_compile_indexing[int-tensordict-compile]	0.1031ms	52.8170μs	18.9333 KOps/s	19.0949 KOps/s	$\color{#d91a1a}-0.85\%$
test_compile_indexing[int-tensordict-eager]	0.9448ms	20.6968μs	48.3167 KOps/s	49.5505 KOps/s	$\color{#d91a1a}-2.49\%$
test_compile_indexing[int-tensorclass-compile]	0.1043ms	45.3989μs	22.0270 KOps/s	21.8768 KOps/s	$\color{#35bf28}+0.69\%$
test_compile_indexing[int-tensorclass-eager]	73.3360μs	19.2296μs	52.0033 KOps/s	52.9081 KOps/s	$\color{#d91a1a}-1.71\%$
test_compile_indexing[int-pytree-compile]	0.1071ms	45.1918μs	22.1279 KOps/s	21.9717 KOps/s	$\color{#35bf28}+0.71\%$
test_compile_indexing[int-pytree-eager]	66.3130μs	19.0273μs	52.5562 KOps/s	52.4245 KOps/s	$\color{#35bf28}+0.25\%$
test_mod_add[eager]	99.0540μs	36.6647μs	27.2742 KOps/s	30.2976 KOps/s	$\textbf{\color{#d91a1a}-9.98\%}$
test_mod_add[compile]	0.1326ms	48.1001μs	20.7900 KOps/s	20.6964 KOps/s	$\color{#35bf28}+0.45\%$
test_mod_add[compile-overhead]	0.1523ms	46.9181μs	21.3137 KOps/s	20.5383 KOps/s	$\color{#35bf28}+3.78\%$
test_mod_wrap[eager]	0.3454ms	0.2285ms	4.3768 KOps/s	4.4511 KOps/s	$\color{#d91a1a}-1.67\%$
test_mod_wrap[compile]	0.4262ms	0.2094ms	4.7757 KOps/s	4.7861 KOps/s	$\color{#d91a1a}-0.22\%$
test_mod_wrap[compile-overhead]	0.4145ms	0.2072ms	4.8267 KOps/s	4.7462 KOps/s	$\color{#35bf28}+1.70\%$
test_mod_wrap_and_backward[eager]	16.7722ms	12.7920ms	78.1738 Ops/s	82.6006 Ops/s	$\textbf{\color{#d91a1a}-5.36\%}$
test_mod_wrap_and_backward[compile]	15.5285ms	12.7445ms	78.4652 Ops/s	77.6706 Ops/s	$\color{#35bf28}+1.02\%$
test_mod_wrap_and_backward[compile-overhead]	19.6406ms	13.4669ms	74.2560 Ops/s	79.6049 Ops/s	$\textbf{\color{#d91a1a}-6.72\%}$
test_seq_add[eager]	0.2116ms	0.1172ms	8.5333 KOps/s	9.0615 KOps/s	$\textbf{\color{#d91a1a}-5.83\%}$
test_seq_add[compile]	0.1166ms	63.2254μs	15.8164 KOps/s	15.8974 KOps/s	$\color{#d91a1a}-0.51\%$
test_seq_add[compile-overhead]	0.1389ms	59.7839μs	16.7269 KOps/s	16.4546 KOps/s	$\color{#35bf28}+1.65\%$
test_seq_wrap[eager]	0.6014ms	0.4541ms	2.2020 KOps/s	2.2488 KOps/s	$\color{#d91a1a}-2.08\%$
test_seq_wrap[compile]	0.4058ms	0.2292ms	4.3634 KOps/s	4.3078 KOps/s	$\color{#35bf28}+1.29\%$
test_seq_wrap[compile-overhead]	0.3720ms	0.2304ms	4.3412 KOps/s	4.3516 KOps/s	$\color{#d91a1a}-0.24\%$
test_func_call_runtime[False-eager]	1.0315ms	0.5666ms	1.7649 KOps/s	1.7908 KOps/s	$\color{#d91a1a}-1.45\%$
test_func_call_runtime[False-compile]	0.7759ms	0.4292ms	2.3301 KOps/s	2.3789 KOps/s	$\color{#d91a1a}-2.05\%$
test_func_call_runtime[False-compile-overhead]	0.5465ms	0.4282ms	2.3354 KOps/s	2.3525 KOps/s	$\color{#d91a1a}-0.73\%$
test_func_call_runtime[True-eager]	1.0524ms	0.7809ms	1.2806 KOps/s	1.2912 KOps/s	$\color{#d91a1a}-0.82\%$
test_func_call_runtime[True-compile]	0.6242ms	0.4685ms	2.1346 KOps/s	2.1515 KOps/s	$\color{#d91a1a}-0.79\%$
test_func_call_runtime[True-compile-overhead]	0.6173ms	0.4649ms	2.1509 KOps/s	2.1603 KOps/s	$\color{#d91a1a}-0.44\%$
test_func_call_cm_runtime[False-eager]	0.9908ms	0.5603ms	1.7849 KOps/s	1.7971 KOps/s	$\color{#d91a1a}-0.68\%$
test_func_call_cm_runtime[False-compile]	0.5704ms	0.4247ms	2.3546 KOps/s	2.3590 KOps/s	$\color{#d91a1a}-0.19\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5372ms	0.4244ms	2.3561 KOps/s	2.3849 KOps/s	$\color{#d91a1a}-1.21\%$
test_func_call_cm_runtime[True-eager]	1.3047ms	0.9283ms	1.0773 KOps/s	1.1073 KOps/s	$\color{#d91a1a}-2.71\%$
test_func_call_cm_runtime[True-compile]	0.6065ms	0.4916ms	2.0343 KOps/s	2.0617 KOps/s	$\color{#d91a1a}-1.33\%$
test_func_call_cm_runtime[True-compile-overhead]	0.5947ms	0.4896ms	2.0423 KOps/s	2.0498 KOps/s	$\color{#d91a1a}-0.37\%$
test_vmap_func_call_cm_runtime[eager]	2.6581ms	1.9147ms	522.2850 Ops/s	528.9813 Ops/s	$\color{#d91a1a}-1.27\%$
test_vmap_func_call_cm_runtime[compile]	0.7006ms	0.5097ms	1.9621 KOps/s	1.9132 KOps/s	$\color{#35bf28}+2.56\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.7902ms	0.5142ms	1.9447 KOps/s	1.9288 KOps/s	$\color{#35bf28}+0.83\%$
test_distributed	0.6070ms	0.1258ms	7.9495 KOps/s	7.7761 KOps/s	$\color{#35bf28}+2.23\%$
test_tdmodule	49.6730μs	27.2910μs	36.6421 KOps/s	39.2321 KOps/s	$\textbf{\color{#d91a1a}-6.60\%}$
test_tdmodule_dispatch	88.1940μs	50.3850μs	19.8472 KOps/s	21.8207 KOps/s	$\textbf{\color{#d91a1a}-9.04\%}$
test_tdseq	48.1200μs	27.4967μs	36.3680 KOps/s	39.4469 KOps/s	$\textbf{\color{#d91a1a}-7.81\%}$
test_tdseq_dispatch	85.3890μs	53.5413μs	18.6772 KOps/s	20.9034 KOps/s	$\textbf{\color{#d91a1a}-10.65\%}$
test_instantiation_functorch	2.3046ms	1.5514ms	644.5874 Ops/s	635.7030 Ops/s	$\color{#35bf28}+1.40\%$
test_exec_functorch	0.3331ms	0.1942ms	5.1495 KOps/s	5.5337 KOps/s	$\textbf{\color{#d91a1a}-6.94\%}$
test_exec_functional_call	0.3324ms	0.1787ms	5.5945 KOps/s	5.8460 KOps/s	$\color{#d91a1a}-4.30\%$
test_exec_td_decorator	0.5659ms	0.2385ms	4.1932 KOps/s	4.3835 KOps/s	$\color{#d91a1a}-4.34\%$
test_vmap_mlp_speed_decorator[True-True]	0.9844ms	0.6677ms	1.4977 KOps/s	1.5405 KOps/s	$\color{#d91a1a}-2.77\%$
test_vmap_mlp_speed_decorator[True-False]	1.1899ms	0.6748ms	1.4818 KOps/s	1.5169 KOps/s	$\color{#d91a1a}-2.31\%$
test_vmap_mlp_speed_decorator[False-True]	2.4612ms	0.5430ms	1.8417 KOps/s	1.8790 KOps/s	$\color{#d91a1a}-1.98\%$
test_vmap_mlp_speed_decorator[False-False]	0.7794ms	0.5416ms	1.8464 KOps/s	1.8885 KOps/s	$\color{#d91a1a}-2.23\%$
test_to_module_speed[True]	1.5806ms	1.3624ms	734.0031 Ops/s	774.3877 Ops/s	$\textbf{\color{#d91a1a}-5.22\%}$
test_to_module_speed[False]	1.5512ms	1.3159ms	759.9560 Ops/s	792.0041 Ops/s	$\color{#d91a1a}-4.05\%$
test_tc_init	89.2860μs	50.2034μs	19.9190 KOps/s	22.5920 KOps/s	$\textbf{\color{#d91a1a}-11.83\%}$
test_tc_init_nested	0.1734ms	99.9034μs	10.0097 KOps/s	11.2331 KOps/s	$\textbf{\color{#d91a1a}-10.89\%}$
test_tc_first_layer_tensor	28.2030μs	1.5523μs	644.2165 KOps/s	656.6603 KOps/s	$\color{#d91a1a}-1.90\%$
test_tc_first_layer_nontensor	36.3370μs	4.6991μs	212.8084 KOps/s	201.7902 KOps/s	$\textbf{\color{#35bf28}+5.46\%}$
test_tc_second_layer_tensor	42.5390μs	2.8942μs	345.5236 KOps/s	353.3794 KOps/s	$\color{#d91a1a}-2.22\%$
test_tc_second_layer_nontensor	26.8790μs	6.1357μs	162.9806 KOps/s	158.1763 KOps/s	$\color{#35bf28}+3.04\%$
test_unbind	0.2498s	16.1309ms	61.9927 Ops/s	76.7332 Ops/s	$\textbf{\color{#d91a1a}-19.21\%}$
test_full_like	8.7453ms	7.5734ms	132.0408 Ops/s	77.9756 Ops/s	$\textbf{\color{#35bf28}+69.34\%}$
test_zeros_like	4.1722ms	3.0279ms	330.2652 Ops/s	133.0278 Ops/s	$\textbf{\color{#35bf28}+148.27\%}$
test_ones_like	4.5101ms	3.4497ms	289.8807 Ops/s	129.4414 Ops/s	$\textbf{\color{#35bf28}+123.95\%}$
test_clone	16.2287ms	8.1020ms	123.4269 Ops/s	103.2108 Ops/s	$\textbf{\color{#35bf28}+19.59\%}$
test_squeeze	87.4430μs	12.4358μs	80.4133 KOps/s	85.8042 KOps/s	$\textbf{\color{#d91a1a}-6.28\%}$
test_unsqueeze	0.1670ms	92.1966μs	10.8464 KOps/s	11.1848 KOps/s	$\color{#d91a1a}-3.03\%$
test_split	0.3678ms	0.1991ms	5.0224 KOps/s	5.1092 KOps/s	$\color{#d91a1a}-1.70\%$
test_permute	0.3678ms	0.2151ms	4.6488 KOps/s	4.9864 KOps/s	$\textbf{\color{#d91a1a}-6.77\%}$
test_stack	32.1051ms	25.8601ms	38.6696 Ops/s	37.0406 Ops/s	$\color{#35bf28}+4.40\%$
test_cat	31.6346ms	25.7211ms	38.8786 Ops/s	36.8797 Ops/s	$\textbf{\color{#35bf28}+5.42\%}$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}32$. Worsened: $\large\color{#d91a1a}41$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	33.4100μs	12.7702μs	78.3074 KOps/s	94.9802 KOps/s	$\textbf{\color{#d91a1a}-17.55\%}$
test_plain_set_stack_nested	42.2100μs	12.7880μs	78.1981 KOps/s	97.2236 KOps/s	$\textbf{\color{#d91a1a}-19.57\%}$
test_plain_set_nested_inplace	40.1110μs	13.8443μs	72.2321 KOps/s	88.1753 KOps/s	$\textbf{\color{#d91a1a}-18.08\%}$
test_plain_set_stack_nested_inplace	36.8810μs	13.7468μs	72.7445 KOps/s	89.2497 KOps/s	$\textbf{\color{#d91a1a}-18.49\%}$
test_items	32.2200μs	2.9351μs	340.7058 KOps/s	342.3528 KOps/s	$\color{#d91a1a}-0.48\%$
test_items_nested	0.4220ms	0.3647ms	2.7418 KOps/s	2.8282 KOps/s	$\color{#d91a1a}-3.05\%$
test_items_nested_locked	0.5129ms	0.3610ms	2.7699 KOps/s	2.8101 KOps/s	$\color{#d91a1a}-1.43\%$
test_items_nested_leaf	90.5420μs	62.0766μs	16.1091 KOps/s	16.7041 KOps/s	$\color{#d91a1a}-3.56\%$
test_items_stack_nested	0.4212ms	0.3656ms	2.7351 KOps/s	2.7627 KOps/s	$\color{#d91a1a}-1.00\%$
test_items_stack_nested_leaf	96.7910μs	62.8445μs	15.9123 KOps/s	16.5794 KOps/s	$\color{#d91a1a}-4.02\%$
test_items_stack_nested_locked	0.4259ms	0.3675ms	2.7212 KOps/s	2.8112 KOps/s	$\color{#d91a1a}-3.20\%$
test_keys	25.3700μs	3.4753μs	287.7452 KOps/s	287.9181 KOps/s	$\color{#d91a1a}-0.06\%$
test_keys_nested	0.1222ms	82.9988μs	12.0484 KOps/s	13.8706 KOps/s	$\textbf{\color{#d91a1a}-13.14\%}$
test_keys_nested_locked	0.7744ms	88.8801μs	11.2511 KOps/s	12.6655 KOps/s	$\textbf{\color{#d91a1a}-11.17\%}$
test_keys_nested_leaf	0.1125ms	73.4958μs	13.6062 KOps/s	15.6792 KOps/s	$\textbf{\color{#d91a1a}-13.22\%}$
test_keys_stack_nested	0.1165ms	84.2001μs	11.8765 KOps/s	13.9999 KOps/s	$\textbf{\color{#d91a1a}-15.17\%}$
test_keys_stack_nested_leaf	0.1770ms	74.7232μs	13.3827 KOps/s	15.5928 KOps/s	$\textbf{\color{#d91a1a}-14.17\%}$
test_keys_stack_nested_locked	0.1253ms	89.1143μs	11.2215 KOps/s	12.6503 KOps/s	$\textbf{\color{#d91a1a}-11.29\%}$
test_values	9.6418μs	0.8676μs	1.1526 MOps/s	1.1585 MOps/s	$\color{#d91a1a}-0.51\%$
test_values_nested	64.3410μs	34.7031μs	28.8159 KOps/s	32.1852 KOps/s	$\textbf{\color{#d91a1a}-10.47\%}$
test_values_nested_locked	85.3810μs	35.7563μs	27.9671 KOps/s	30.4057 KOps/s	$\textbf{\color{#d91a1a}-8.02\%}$
test_values_nested_leaf	69.9410μs	39.6482μs	25.2218 KOps/s	29.2303 KOps/s	$\textbf{\color{#d91a1a}-13.71\%}$
test_values_stack_nested	95.1320μs	35.3759μs	28.2678 KOps/s	30.8504 KOps/s	$\textbf{\color{#d91a1a}-8.37\%}$
test_values_stack_nested_leaf	66.5010μs	40.0030μs	24.9982 KOps/s	28.9424 KOps/s	$\textbf{\color{#d91a1a}-13.63\%}$
test_values_stack_nested_locked	67.0110μs	36.6113μs	27.3140 KOps/s	29.5472 KOps/s	$\textbf{\color{#d91a1a}-7.56\%}$
test_membership	2.7740μs	0.5121μs	1.9527 MOps/s	1.8616 MOps/s	$\color{#35bf28}+4.90\%$
test_membership_nested	52.3210μs	2.0670μs	483.7943 KOps/s	474.2127 KOps/s	$\color{#35bf28}+2.02\%$
test_membership_nested_leaf	14.7905μs	2.0208μs	494.8570 KOps/s	484.5995 KOps/s	$\color{#35bf28}+2.12\%$
test_membership_stacked_nested	20.9600μs	2.1093μs	474.0985 KOps/s	461.1095 KOps/s	$\color{#35bf28}+2.82\%$
test_membership_stacked_nested_leaf	33.8600μs	2.0906μs	478.3253 KOps/s	465.5680 KOps/s	$\color{#35bf28}+2.74\%$
test_membership_nested_last	45.6010μs	3.0739μs	325.3243 KOps/s	328.6244 KOps/s	$\color{#d91a1a}-1.00\%$
test_membership_nested_leaf_last	28.3410μs	3.1278μs	319.7113 KOps/s	328.7420 KOps/s	$\color{#d91a1a}-2.75\%$
test_membership_stacked_nested_last	39.1710μs	3.0644μs	326.3239 KOps/s	330.0151 KOps/s	$\color{#d91a1a}-1.12\%$
test_membership_stacked_nested_leaf_last	24.8200μs	3.0655μs	326.2060 KOps/s	331.5572 KOps/s	$\color{#d91a1a}-1.61\%$
test_nested_getleaf	47.4610μs	6.1438μs	162.7652 KOps/s	157.2476 KOps/s	$\color{#35bf28}+3.51\%$
test_nested_get	38.4010μs	5.8355μs	171.3660 KOps/s	165.1974 KOps/s	$\color{#35bf28}+3.73\%$
test_stacked_getleaf	29.5000μs	6.1367μs	162.9530 KOps/s	160.3164 KOps/s	$\color{#35bf28}+1.64\%$
test_stacked_get	28.5510μs	5.8423μs	171.1652 KOps/s	166.5217 KOps/s	$\color{#35bf28}+2.79\%$
test_nested_getitemleaf	31.4410μs	6.2839μs	159.1361 KOps/s	154.7002 KOps/s	$\color{#35bf28}+2.87\%$
test_nested_getitem	40.2400μs	5.9254μs	168.7640 KOps/s	166.7390 KOps/s	$\color{#35bf28}+1.21\%$
test_stacked_getitemleaf	40.4310μs	6.2714μs	159.4532 KOps/s	157.1397 KOps/s	$\color{#35bf28}+1.47\%$
test_stacked_getitem	31.3600μs	5.9309μs	168.6088 KOps/s	163.7026 KOps/s	$\color{#35bf28}+3.00\%$
test_lock_nested	1.1208ms	0.3741ms	2.6728 KOps/s	2.5712 KOps/s	$\color{#35bf28}+3.95\%$
test_lock_stack_nested	0.4240ms	0.3490ms	2.8655 KOps/s	2.8474 KOps/s	$\color{#35bf28}+0.64\%$
test_unlock_nested	0.6795ms	0.3168ms	3.1562 KOps/s	3.0682 KOps/s	$\color{#35bf28}+2.87\%$
test_unlock_stack_nested	0.3636ms	0.2875ms	3.4781 KOps/s	3.4278 KOps/s	$\color{#35bf28}+1.47\%$
test_flatten_speed	0.1298ms	78.1367μs	12.7981 KOps/s	13.3723 KOps/s	$\color{#d91a1a}-4.29\%$
test_unflatten_speed	0.4002ms	0.3301ms	3.0293 KOps/s	3.2554 KOps/s	$\textbf{\color{#d91a1a}-6.95\%}$
test_common_ops	1.5884ms	0.6294ms	1.5888 KOps/s	1.6487 KOps/s	$\color{#d91a1a}-3.63\%$
test_creation	0.1053ms	1.7682μs	565.5322 KOps/s	661.3696 KOps/s	$\textbf{\color{#d91a1a}-14.49\%}$
test_creation_empty	28.8810μs	8.9199μs	112.1086 KOps/s	146.7376 KOps/s	$\textbf{\color{#d91a1a}-23.60\%}$
test_creation_nested_1	37.8910μs	10.7207μs	93.2774 KOps/s	120.1179 KOps/s	$\textbf{\color{#d91a1a}-22.35\%}$
test_creation_nested_2	44.8300μs	13.4249μs	74.4885 KOps/s	90.8115 KOps/s	$\textbf{\color{#d91a1a}-17.97\%}$
test_clone	0.1220ms	10.9457μs	91.3599 KOps/s	86.4203 KOps/s	$\textbf{\color{#35bf28}+5.72\%}$
test_getitem[int]	1.7520ms	10.6828μs	93.6081 KOps/s	87.1197 KOps/s	$\textbf{\color{#35bf28}+7.45\%}$
test_getitem[slice_int]	0.1090ms	20.9910μs	47.6394 KOps/s	44.0688 KOps/s	$\textbf{\color{#35bf28}+8.10\%}$
test_getitem[range]	0.1368ms	39.2152μs	25.5003 KOps/s	24.8989 KOps/s	$\color{#35bf28}+2.42\%$
test_getitem[tuple]	0.1271ms	18.3903μs	54.3764 KOps/s	50.2955 KOps/s	$\textbf{\color{#35bf28}+8.11\%}$
test_getitem[list]	0.1455ms	33.5030μs	29.8481 KOps/s	28.5334 KOps/s	$\color{#35bf28}+4.61\%$
test_setitem_dim[int]	38.3910μs	18.7706μs	53.2748 KOps/s	49.6523 KOps/s	$\textbf{\color{#35bf28}+7.30\%}$
test_setitem_dim[slice_int]	58.7310μs	38.5802μs	25.9200 KOps/s	24.4292 KOps/s	$\textbf{\color{#35bf28}+6.10\%}$
test_setitem_dim[range]	95.3720μs	56.9753μs	17.5515 KOps/s	18.1715 KOps/s	$\color{#d91a1a}-3.41\%$
test_setitem_dim[tuple]	71.7110μs	33.7851μs	29.5989 KOps/s	29.8639 KOps/s	$\color{#d91a1a}-0.89\%$
test_setitem	0.1312ms	16.1165μs	62.0480 KOps/s	64.2920 KOps/s	$\color{#d91a1a}-3.49\%$
test_set	0.1331ms	15.1291μs	66.0977 KOps/s	64.7493 KOps/s	$\color{#35bf28}+2.08\%$
test_set_shared	1.5744ms	0.1516ms	6.5972 KOps/s	6.5463 KOps/s	$\color{#35bf28}+0.78\%$
test_update	0.2485ms	18.4473μs	54.2083 KOps/s	57.0281 KOps/s	$\color{#d91a1a}-4.94\%$
test_update_nested	0.1419ms	23.8098μs	41.9995 KOps/s	44.3927 KOps/s	$\textbf{\color{#d91a1a}-5.39\%}$
test_update__nested	1.2569ms	25.5365μs	39.1597 KOps/s	38.6332 KOps/s	$\color{#35bf28}+1.36\%$
test_set_nested	0.1403ms	16.9202μs	59.1010 KOps/s	60.8005 KOps/s	$\color{#d91a1a}-2.80\%$
test_set_nested_new	0.1348ms	19.3798μs	51.6000 KOps/s	53.2783 KOps/s	$\color{#d91a1a}-3.15\%$
test_select	0.1441ms	32.1895μs	31.0660 KOps/s	32.6681 KOps/s	$\color{#d91a1a}-4.90\%$
test_select_nested	80.2310μs	43.6008μs	22.9354 KOps/s	23.3428 KOps/s	$\color{#d91a1a}-1.75\%$
test_exclude_nested	94.4910μs	63.1670μs	15.8311 KOps/s	15.8718 KOps/s	$\color{#d91a1a}-0.26\%$
test_empty[True]	0.3608ms	0.2954ms	3.3856 KOps/s	3.6003 KOps/s	$\textbf{\color{#d91a1a}-5.96\%}$
test_empty[False]	4.7661μs	0.8328μs	1.2007 MOps/s	1.3148 MOps/s	$\textbf{\color{#d91a1a}-8.67\%}$
test_to	87.7410μs	57.0937μs	17.5151 KOps/s	17.8096 KOps/s	$\color{#d91a1a}-1.65\%$
test_to_nonblocking	99.6310μs	49.3781μs	20.2519 KOps/s	20.5775 KOps/s	$\color{#d91a1a}-1.58\%$
test_unbind_speed	0.8189ms	0.2349ms	4.2575 KOps/s	4.0703 KOps/s	$\color{#35bf28}+4.60\%$
test_unbind_speed_stack0	0.3421ms	0.2442ms	4.0942 KOps/s	4.0615 KOps/s	$\color{#35bf28}+0.80\%$
test_unbind_speed_stack1	95.2797ms	0.6798ms	1.4710 KOps/s	1.4664 KOps/s	$\color{#35bf28}+0.31\%$
test_split	95.0024ms	1.6256ms	615.1755 Ops/s	591.9639 Ops/s	$\color{#35bf28}+3.92\%$
test_chunk	95.9126ms	1.6182ms	617.9616 Ops/s	590.3613 Ops/s	$\color{#35bf28}+4.68\%$
test_consolidate[False-None]	97.4550ms	3.0399ms	328.9544 Ops/s	336.7065 Ops/s	$\color{#d91a1a}-2.30\%$
test_consolidate[default-None]	1.8520ms	1.7404ms	574.5898 Ops/s	551.2569 Ops/s	$\color{#35bf28}+4.23\%$
test_consolidate[reduce-overhead-None]	1.8892ms	1.7743ms	563.5982 Ops/s	539.2642 Ops/s	$\color{#35bf28}+4.51\%$
test_consolidate_njt[False-None]	6.9065ms	6.6419ms	150.5601 Ops/s	148.6335 Ops/s	$\color{#35bf28}+1.30\%$
test_to[False-False-None]	1.9138ms	1.7851ms	560.1840 Ops/s	572.3375 Ops/s	$\color{#d91a1a}-2.12\%$
test_to[True-False-None]	1.4907ms	1.3617ms	734.3678 Ops/s	711.7779 Ops/s	$\color{#35bf28}+3.17\%$
test_to[within-False-None]	4.4107ms	4.2404ms	235.8257 Ops/s	238.5648 Ops/s	$\color{#d91a1a}-1.15\%$
test_to[True-default-None]	5.7922ms	5.4148ms	184.6777 Ops/s	184.7076 Ops/s	$\color{#d91a1a}-0.02\%$
test_to_njt[False-False-None]	7.3211ms	7.0863ms	141.1174 Ops/s	142.2231 Ops/s	$\color{#d91a1a}-0.78\%$
test_to_njt[True-False-None]	5.8400ms	5.5989ms	178.6054 Ops/s	180.4009 Ops/s	$\color{#d91a1a}-1.00\%$
test_to_njt[within-False-None]	12.7418ms	12.4513ms	80.3127 Ops/s	80.0480 Ops/s	$\color{#35bf28}+0.33\%$
test_creation[device0]	0.4561ms	80.4050μs	12.4370 KOps/s	12.2681 KOps/s	$\color{#35bf28}+1.38\%$
test_creation_from_tensor	0.5593ms	85.0230μs	11.7615 KOps/s	11.5543 KOps/s	$\color{#35bf28}+1.79\%$
test_add_one[memmap_tensor0]	0.4429ms	7.0705μs	141.4329 KOps/s	126.0567 KOps/s	$\textbf{\color{#35bf28}+12.20\%}$
test_contiguous[memmap_tensor0]	3.1321μs	0.4244μs	2.3561 MOps/s	2.4227 MOps/s	$\color{#d91a1a}-2.75\%$
test_stack[memmap_tensor0]	38.5310μs	4.4551μs	224.4595 KOps/s	199.6745 KOps/s	$\textbf{\color{#35bf28}+12.41\%}$
test_memmaptd_index	1.6503ms	0.2586ms	3.8666 KOps/s	3.6256 KOps/s	$\textbf{\color{#35bf28}+6.65\%}$
test_memmaptd_index_astensor	0.6116ms	0.3207ms	3.1185 KOps/s	3.0446 KOps/s	$\color{#35bf28}+2.43\%$
test_memmaptd_index_op	1.0535ms	0.6193ms	1.6148 KOps/s	1.6425 KOps/s	$\color{#d91a1a}-1.68\%$
test_serialize_model	0.1325s	0.1312s	7.6208 Ops/s	7.5680 Ops/s	$\color{#35bf28}+0.70\%$
test_serialize_model_pickle	1.3503s	1.2173s	0.8215 Ops/s	0.8393 Ops/s	$\color{#d91a1a}-2.12\%$
test_serialize_weights	0.1327s	0.1306s	7.6573 Ops/s	7.6863 Ops/s	$\color{#d91a1a}-0.38\%$
test_serialize_weights_returnearly	0.4226s	68.3957ms	14.6208 Ops/s	14.3411 Ops/s	$\color{#35bf28}+1.95\%$
test_serialize_weights_pickle	1.3792s	1.1923s	0.8387 Ops/s	0.8379 Ops/s	$\color{#35bf28}+0.10\%$
test_reshape_pytree	54.4510μs	22.7528μs	43.9507 KOps/s	42.8722 KOps/s	$\color{#35bf28}+2.52\%$
test_reshape_td	54.8210μs	27.0139μs	37.0180 KOps/s	33.8452 KOps/s	$\textbf{\color{#35bf28}+9.37\%}$
test_view_pytree	54.6310μs	23.0423μs	43.3985 KOps/s	43.3809 KOps/s	$\color{#35bf28}+0.04\%$
test_view_td	94.6610μs	31.4306μs	31.8161 KOps/s	31.1678 KOps/s	$\color{#35bf28}+2.08\%$
test_unbind_pytree	92.7610μs	28.8517μs	34.6600 KOps/s	33.2513 KOps/s	$\color{#35bf28}+4.24\%$
test_unbind_td	0.7683ms	36.0847μs	27.7125 KOps/s	27.2373 KOps/s	$\color{#35bf28}+1.74\%$
test_split_pytree	62.4810μs	30.8040μs	32.4633 KOps/s	32.0720 KOps/s	$\color{#35bf28}+1.22\%$
test_split_td	0.9507ms	39.0221μs	25.6265 KOps/s	24.1281 KOps/s	$\textbf{\color{#35bf28}+6.21\%}$
test_add_pytree	88.8110μs	34.7900μs	28.7439 KOps/s	27.1096 KOps/s	$\textbf{\color{#35bf28}+6.03\%}$
test_add_td	77.3010μs	48.6865μs	20.5396 KOps/s	20.6672 KOps/s	$\color{#d91a1a}-0.62\%$
test_compile_add_one_nested[tensordict-compile]	0.1760ms	0.1232ms	8.1158 KOps/s	7.9707 KOps/s	$\color{#35bf28}+1.82\%$
test_compile_add_one_nested[tensordict-eager]	0.2373ms	0.1306ms	7.6583 KOps/s	7.8328 KOps/s	$\color{#d91a1a}-2.23\%$
test_compile_add_one_nested[pytree-compile]	0.2956ms	97.4549μs	10.2612 KOps/s	10.1563 KOps/s	$\color{#35bf28}+1.03\%$
test_compile_add_one_nested[pytree-eager]	0.2172ms	0.1499ms	6.6692 KOps/s	6.3092 KOps/s	$\textbf{\color{#35bf28}+5.71\%}$
test_compile_copy_nested[tensordict-compile]	71.5310μs	23.7362μs	42.1297 KOps/s	31.5450 KOps/s	$\textbf{\color{#35bf28}+33.55\%}$
test_compile_copy_nested[tensordict-eager]	70.6210μs	29.5202μs	33.8751 KOps/s	35.8583 KOps/s	$\textbf{\color{#d91a1a}-5.53\%}$
test_compile_copy_nested[pytree-compile]	0.3350ms	65.9795μs	15.1562 KOps/s	15.4409 KOps/s	$\color{#d91a1a}-1.84\%$
test_compile_copy_nested[pytree-eager]	81.4810μs	49.5706μs	20.1733 KOps/s	19.6945 KOps/s	$\color{#35bf28}+2.43\%$
test_compile_add_one_flat[tensordict-compile]	0.1889ms	0.1460ms	6.8487 KOps/s	6.8371 KOps/s	$\color{#35bf28}+0.17\%$
test_compile_add_one_flat[tensordict-eager]	0.3583ms	0.2191ms	4.5648 KOps/s	4.7101 KOps/s	$\color{#d91a1a}-3.08\%$
test_compile_add_one_flat[tensorclass-compile]	0.2337ms	0.1074ms	9.3130 KOps/s	9.5634 KOps/s	$\color{#d91a1a}-2.62\%$
test_compile_add_one_flat[tensorclass-eager]	0.1428ms	56.8089μs	17.6029 KOps/s	18.7853 KOps/s	$\textbf{\color{#d91a1a}-6.29\%}$
test_compile_add_one_flat[pytree-compile]	0.1792ms	0.1388ms	7.2026 KOps/s	7.2229 KOps/s	$\color{#d91a1a}-0.28\%$
test_compile_add_one_flat[pytree-eager]	0.5540ms	0.4880ms	2.0490 KOps/s	1.9300 KOps/s	$\textbf{\color{#35bf28}+6.17\%}$
test_compile_add_self_flat[tensordict-eager]	0.3999ms	0.2656ms	3.7646 KOps/s	3.9564 KOps/s	$\color{#d91a1a}-4.85\%$
test_compile_add_self_flat[tensordict-compile]	0.2283ms	0.1578ms	6.3356 KOps/s	6.9679 KOps/s	$\textbf{\color{#d91a1a}-9.07\%}$
test_compile_add_self_flat[tensorclass-eager]	0.1984ms	69.6334μs	14.3609 KOps/s	15.4247 KOps/s	$\textbf{\color{#d91a1a}-6.90\%}$
test_compile_add_self_flat[tensorclass-compile]	0.2054ms	0.1061ms	9.4217 KOps/s	10.0548 KOps/s	$\textbf{\color{#d91a1a}-6.30\%}$
test_compile_add_self_flat[pytree-eager]	0.5830ms	0.4277ms	2.3382 KOps/s	2.3103 KOps/s	$\color{#35bf28}+1.21\%$
test_compile_add_self_flat[pytree-compile]	0.2278ms	0.1416ms	7.0630 KOps/s	7.2791 KOps/s	$\color{#d91a1a}-2.97\%$
test_compile_copy_flat[tensordict-compile]	0.1112ms	21.1035μs	47.3854 KOps/s	52.6410 KOps/s	$\textbf{\color{#d91a1a}-9.98\%}$
test_compile_copy_flat[tensordict-eager]	0.1171ms	31.1034μs	32.1509 KOps/s	36.7809 KOps/s	$\textbf{\color{#d91a1a}-12.59\%}$
test_compile_copy_flat[pytree-compile]	0.1665ms	71.5292μs	13.9803 KOps/s	14.0271 KOps/s	$\color{#d91a1a}-0.33\%$
test_compile_copy_flat[pytree-eager]	89.7120μs	52.1881μs	19.1615 KOps/s	18.7684 KOps/s	$\color{#35bf28}+2.09\%$
test_compile_assign_and_add[tensordict-compile]	1.7831ms	0.4217ms	2.3715 KOps/s	2.1698 KOps/s	$\textbf{\color{#35bf28}+9.29\%}$
test_compile_assign_and_add[tensordict-eager]	3.0859ms	2.7932ms	358.0118 Ops/s	369.1028 Ops/s	$\color{#d91a1a}-3.00\%$
test_compile_assign_and_add[pytree-compile]	1.6854ms	0.4603ms	2.1724 KOps/s	2.1417 KOps/s	$\color{#35bf28}+1.43\%$
test_compile_assign_and_add[pytree-eager]	2.7841ms	2.6714ms	374.3385 Ops/s	344.4674 Ops/s	$\textbf{\color{#35bf28}+8.67\%}$
test_compile_indexing[tensor-tensordict-compile]	0.6743ms	0.1163ms	8.5969 KOps/s	8.1395 KOps/s	$\textbf{\color{#35bf28}+5.62\%}$
test_compile_indexing[tensor-tensordict-eager]	0.5552ms	80.4096μs	12.4363 KOps/s	11.6037 KOps/s	$\textbf{\color{#35bf28}+7.18\%}$
test_compile_indexing[tensor-tensorclass-compile]	0.5047ms	0.1117ms	8.9490 KOps/s	8.7854 KOps/s	$\color{#35bf28}+1.86\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1444ms	68.3671μs	14.6269 KOps/s	13.9402 KOps/s	$\color{#35bf28}+4.93\%$
test_compile_indexing[tensor-pytree-compile]	0.2005ms	0.1097ms	9.1133 KOps/s	9.1394 KOps/s	$\color{#d91a1a}-0.29\%$
test_compile_indexing[tensor-pytree-eager]	0.1201ms	68.1339μs	14.6770 KOps/s	14.2721 KOps/s	$\color{#35bf28}+2.84\%$
test_compile_indexing[slice-tensordict-compile]	0.1548ms	0.1028ms	9.7283 KOps/s	9.5121 KOps/s	$\color{#35bf28}+2.27\%$
test_compile_indexing[slice-tensordict-eager]	0.1449ms	17.9003μs	55.8649 KOps/s	50.6696 KOps/s	$\textbf{\color{#35bf28}+10.25\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1564ms	98.6346μs	10.1384 KOps/s	10.0737 KOps/s	$\color{#35bf28}+0.64\%$
test_compile_indexing[slice-tensorclass-eager]	47.0410μs	15.9966μs	62.5133 KOps/s	50.8888 KOps/s	$\textbf{\color{#35bf28}+22.84\%}$
test_compile_indexing[slice-pytree-compile]	0.1544ms	98.8590μs	10.1154 KOps/s	9.4806 KOps/s	$\textbf{\color{#35bf28}+6.70\%}$
test_compile_indexing[slice-pytree-eager]	50.2710μs	15.9641μs	62.6407 KOps/s	59.2574 KOps/s	$\textbf{\color{#35bf28}+5.71\%}$
test_compile_indexing[int-tensordict-compile]	0.1457ms	0.1039ms	9.6221 KOps/s	9.5414 KOps/s	$\color{#35bf28}+0.85\%$
test_compile_indexing[int-tensordict-eager]	0.6377ms	17.4311μs	57.3688 KOps/s	53.4373 KOps/s	$\textbf{\color{#35bf28}+7.36\%}$
test_compile_indexing[int-tensorclass-compile]	0.1556ms	99.3926μs	10.0611 KOps/s	9.9750 KOps/s	$\color{#35bf28}+0.86\%$
test_compile_indexing[int-tensorclass-eager]	56.0710μs	16.0093μs	62.4638 KOps/s	57.6447 KOps/s	$\textbf{\color{#35bf28}+8.36\%}$
test_compile_indexing[int-pytree-compile]	0.2034ms	99.7593μs	10.0241 KOps/s	10.0147 KOps/s	$\color{#35bf28}+0.09\%$
test_compile_indexing[int-pytree-eager]	0.3879ms	15.9823μs	62.5691 KOps/s	60.7889 KOps/s	$\color{#35bf28}+2.93\%$
test_mod_add[eager]	82.7810μs	39.0159μs	25.6305 KOps/s	26.1643 KOps/s	$\color{#d91a1a}-2.04\%$
test_mod_add[compile]	0.3558ms	83.7414μs	11.9415 KOps/s	11.9919 KOps/s	$\color{#d91a1a}-0.42\%$
test_mod_add[compile-overhead]	0.3317ms	0.1701ms	5.8801 KOps/s	5.5860 KOps/s	$\textbf{\color{#35bf28}+5.26\%}$
test_mod_wrap[eager]	0.3312ms	0.2551ms	3.9197 KOps/s	3.8794 KOps/s	$\color{#35bf28}+1.04\%$
test_mod_wrap[compile]	0.8106ms	0.3006ms	3.3262 KOps/s	3.3955 KOps/s	$\color{#d91a1a}-2.04\%$
test_mod_wrap[compile-overhead]	7.0813ms	3.7553ms	266.2900 Ops/s	269.3785 Ops/s	$\color{#d91a1a}-1.15\%$
test_mod_wrap_and_backward[eager]	1.5237ms	1.3838ms	722.6359 Ops/s	704.2817 Ops/s	$\color{#35bf28}+2.61\%$
test_mod_wrap_and_backward[compile]	1.3926ms	1.2793ms	781.6905 Ops/s	755.0722 Ops/s	$\color{#35bf28}+3.53\%$
test_mod_wrap_and_backward[compile-overhead]	1.3723ms	0.9403ms	1.0635 KOps/s	1.0478 KOps/s	$\color{#35bf28}+1.50\%$
test_seq_add[eager]	0.2097ms	0.1168ms	8.5602 KOps/s	8.6771 KOps/s	$\color{#d91a1a}-1.35\%$
test_seq_add[compile]	0.1599ms	94.1626μs	10.6199 KOps/s	10.8749 KOps/s	$\color{#d91a1a}-2.34\%$
test_seq_add[compile-overhead]	0.2343ms	0.1339ms	7.4689 KOps/s	7.5709 KOps/s	$\color{#d91a1a}-1.35\%$
test_seq_wrap[eager]	0.5728ms	0.4281ms	2.3361 KOps/s	2.3429 KOps/s	$\color{#d91a1a}-0.29\%$
test_seq_wrap[compile]	0.4283ms	0.3102ms	3.2236 KOps/s	3.2303 KOps/s	$\color{#d91a1a}-0.21\%$
test_seq_wrap[compile-overhead]	0.3750ms	0.2308ms	4.3332 KOps/s	4.3001 KOps/s	$\color{#35bf28}+0.77\%$
test_func_call_runtime[False-eager]	0.8162ms	0.7399ms	1.3515 KOps/s	1.2427 KOps/s	$\textbf{\color{#35bf28}+8.76\%}$
test_func_call_runtime[False-compile]	0.8587ms	0.7555ms	1.3236 KOps/s	1.2489 KOps/s	$\textbf{\color{#35bf28}+5.98\%}$
test_func_call_runtime[False-compile-overhead]	0.4657ms	0.3796ms	2.6346 KOps/s	2.6977 KOps/s	$\color{#d91a1a}-2.34\%$
test_func_call_runtime[True-eager]	1.0743ms	0.9694ms	1.0316 KOps/s	1.0602 KOps/s	$\color{#d91a1a}-2.70\%$
test_func_call_runtime[True-compile]	0.9143ms	0.7774ms	1.2863 KOps/s	1.2377 KOps/s	$\color{#35bf28}+3.93\%$
test_func_call_runtime[True-compile-overhead]	0.4702ms	0.3930ms	2.5445 KOps/s	2.5619 KOps/s	$\color{#d91a1a}-0.68\%$
test_func_call_cm_runtime[False-eager]	0.9544ms	0.7857ms	1.2728 KOps/s	1.2835 KOps/s	$\color{#d91a1a}-0.83\%$
test_func_call_cm_runtime[False-compile]	1.3580ms	0.7659ms	1.3056 KOps/s	1.2940 KOps/s	$\color{#35bf28}+0.89\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4501ms	0.3785ms	2.6423 KOps/s	2.6653 KOps/s	$\color{#d91a1a}-0.86\%$
test_func_call_cm_runtime[True-eager]	1.2370ms	1.0735ms	931.5708 Ops/s	961.9666 Ops/s	$\color{#d91a1a}-3.16\%$
test_func_call_cm_runtime[True-compile]	0.8721ms	0.8019ms	1.2470 KOps/s	1.2147 KOps/s	$\color{#35bf28}+2.66\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4783ms	0.4156ms	2.4060 KOps/s	2.4021 KOps/s	$\color{#35bf28}+0.17\%$
test_vmap_func_call_cm_runtime[eager]	2.6671ms	2.1381ms	467.6956 Ops/s	473.0842 Ops/s	$\color{#d91a1a}-1.14\%$
test_vmap_func_call_cm_runtime[compile]	0.8936ms	0.8220ms	1.2165 KOps/s	1.1951 KOps/s	$\color{#35bf28}+1.79\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5037ms	0.4203ms	2.3794 KOps/s	2.3939 KOps/s	$\color{#d91a1a}-0.61\%$
test_distributed	3.0150ms	0.1826ms	5.4759 KOps/s	8.2448 KOps/s	$\textbf{\color{#d91a1a}-33.58\%}$
test_tdmodule	41.7700μs	19.8335μs	50.4197 KOps/s	54.6574 KOps/s	$\textbf{\color{#d91a1a}-7.75\%}$
test_tdmodule_dispatch	75.6210μs	35.8824μs	27.8688 KOps/s	30.3058 KOps/s	$\textbf{\color{#d91a1a}-8.04\%}$
test_tdseq	33.6300μs	19.9755μs	50.0614 KOps/s	55.9266 KOps/s	$\textbf{\color{#d91a1a}-10.49\%}$
test_tdseq_dispatch	60.7710μs	37.9953μs	26.3190 KOps/s	28.8713 KOps/s	$\textbf{\color{#d91a1a}-8.84\%}$
test_instantiation_functorch	1.7152ms	1.5797ms	633.0336 Ops/s	629.4091 Ops/s	$\color{#35bf28}+0.58\%$
test_exec_functorch	0.2538ms	0.1466ms	6.8190 KOps/s	6.5866 KOps/s	$\color{#35bf28}+3.53\%$
test_exec_functional_call	0.1974ms	0.1386ms	7.2142 KOps/s	6.8697 KOps/s	$\textbf{\color{#35bf28}+5.01\%}$
test_exec_td_decorator	0.4017ms	0.1935ms	5.1682 KOps/s	5.2296 KOps/s	$\color{#d91a1a}-1.17\%$
test_vmap_mlp_speed_decorator[True-True]	0.8176ms	0.7056ms	1.4173 KOps/s	1.4412 KOps/s	$\color{#d91a1a}-1.65\%$
test_vmap_mlp_speed_decorator[True-False]	0.8472ms	0.7065ms	1.4155 KOps/s	1.4341 KOps/s	$\color{#d91a1a}-1.30\%$
test_vmap_mlp_speed_decorator[False-True]	0.7380ms	0.6082ms	1.6442 KOps/s	1.6476 KOps/s	$\color{#d91a1a}-0.21\%$
test_vmap_mlp_speed_decorator[False-False]	0.7366ms	0.6126ms	1.6324 KOps/s	1.6535 KOps/s	$\color{#d91a1a}-1.28\%$
test_vmap_transformer_speed_decorator[True-True]	20.9042ms	19.7724ms	50.5755 Ops/s	51.1565 Ops/s	$\color{#d91a1a}-1.14\%$
test_vmap_transformer_speed_decorator[True-False]	20.2292ms	19.7298ms	50.6848 Ops/s	51.1834 Ops/s	$\color{#d91a1a}-0.97\%$
test_vmap_transformer_speed_decorator[False-True]	19.8349ms	19.4554ms	51.3996 Ops/s	51.3035 Ops/s	$\color{#35bf28}+0.19\%$
test_vmap_transformer_speed_decorator[False-False]	19.8995ms	19.6240ms	50.9580 Ops/s	51.1823 Ops/s	$\color{#d91a1a}-0.44\%$
test_to_module_speed[True]	1.1094ms	0.9885ms	1.0117 KOps/s	1.0553 KOps/s	$\color{#d91a1a}-4.13\%$
test_to_module_speed[False]	1.0819ms	0.9642ms	1.0371 KOps/s	1.0864 KOps/s	$\color{#d91a1a}-4.53\%$
test_tc_init	76.5610μs	39.1614μs	25.5353 KOps/s	28.0883 KOps/s	$\textbf{\color{#d91a1a}-9.09\%}$
test_tc_init_nested	0.1203ms	79.5853μs	12.5651 KOps/s	14.1039 KOps/s	$\textbf{\color{#d91a1a}-10.91\%}$
test_tc_first_layer_tensor	6.2844μs	0.7018μs	1.4249 MOps/s	1.4162 MOps/s	$\color{#35bf28}+0.62\%$
test_tc_first_layer_nontensor	32.2210μs	2.3223μs	430.6046 KOps/s	434.8643 KOps/s	$\color{#d91a1a}-0.98\%$
test_tc_second_layer_tensor	21.6110μs	1.4952μs	668.7876 KOps/s	709.7880 KOps/s	$\textbf{\color{#d91a1a}-5.78\%}$
test_tc_second_layer_nontensor	51.7510μs	2.9882μs	334.6454 KOps/s	333.1105 KOps/s	$\color{#35bf28}+0.46\%$
test_unbind	0.2223s	12.4299ms	80.4510 Ops/s	151.3654 Ops/s	$\textbf{\color{#d91a1a}-46.85\%}$
test_full_like	9.3327ms	9.1299ms	109.5307 Ops/s	108.7212 Ops/s	$\color{#35bf28}+0.74\%$
test_zeros_like	4.9736ms	4.3323ms	230.8232 Ops/s	235.8628 Ops/s	$\color{#d91a1a}-2.14\%$
test_ones_like	4.4819ms	4.3293ms	230.9830 Ops/s	231.1349 Ops/s	$\color{#d91a1a}-0.07\%$
test_clone	6.5080ms	6.3876ms	156.5533 Ops/s	109.4972 Ops/s	$\textbf{\color{#35bf28}+42.97\%}$
test_squeeze	61.4010μs	10.8420μs	92.2341 KOps/s	103.7391 KOps/s	$\textbf{\color{#d91a1a}-11.09\%}$
test_unsqueeze	0.1531ms	72.9781μs	13.7027 KOps/s	12.9282 KOps/s	$\textbf{\color{#35bf28}+5.99\%}$
test_split	0.3676ms	0.1602ms	6.2435 KOps/s	5.8298 KOps/s	$\textbf{\color{#35bf28}+7.10\%}$
test_permute	0.2435ms	0.1833ms	5.4563 KOps/s	5.4875 KOps/s	$\color{#d91a1a}-0.57\%$
test_stack	51.5269ms	50.9897ms	19.6118 Ops/s	19.7146 Ops/s	$\color{#d91a1a}-0.52\%$
test_cat	51.2405ms	50.6564ms	19.7408 Ops/s	19.8026 Ops/s	$\color{#d91a1a}-0.31\%$