[Feature] TensorDict.tolist()

[vmoens]

Stack from ghstack (oldest at bottom):

• -> [Feature] TensorDict.tolist() #1229

[github-actions]

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}21$. Worsened: $\large\color{#d91a1a}4$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	43.0900μs	20.5139μs	48.7474 KOps/s	47.7119 KOps/s	$\color{#35bf28}+2.17\%$
test_plain_set_stack_nested	51.4060μs	20.6341μs	48.4634 KOps/s	48.4366 KOps/s	$\color{#35bf28}+0.06\%$
test_plain_set_nested_inplace	73.2570μs	22.5122μs	44.4203 KOps/s	44.0450 KOps/s	$\color{#35bf28}+0.85\%$
test_plain_set_stack_nested_inplace	86.5220μs	22.3741μs	44.6945 KOps/s	44.3501 KOps/s	$\color{#35bf28}+0.78\%$
test_items	32.1700μs	4.1947μs	238.3977 KOps/s	234.4762 KOps/s	$\color{#35bf28}+1.67\%$
test_items_nested	0.5056ms	0.4051ms	2.4686 KOps/s	2.4831 KOps/s	$\color{#d91a1a}-0.58\%$
test_items_nested_locked	0.4927ms	0.4044ms	2.4730 KOps/s	2.4878 KOps/s	$\color{#d91a1a}-0.59\%$
test_items_nested_leaf	0.1600ms	75.7799μs	13.1961 KOps/s	13.0206 KOps/s	$\color{#35bf28}+1.35\%$
test_items_stack_nested	0.7088ms	0.4082ms	2.4495 KOps/s	2.4404 KOps/s	$\color{#35bf28}+0.37\%$
test_items_stack_nested_leaf	0.1357ms	79.2184μs	12.6233 KOps/s	12.5714 KOps/s	$\color{#35bf28}+0.41\%$
test_items_stack_nested_locked	0.7455ms	0.4085ms	2.4478 KOps/s	2.4711 KOps/s	$\color{#d91a1a}-0.94\%$
test_keys	31.7790μs	3.4322μs	291.3542 KOps/s	285.5378 KOps/s	$\color{#35bf28}+2.04\%$
test_keys_nested	0.2244ms	0.1647ms	6.0719 KOps/s	5.9936 KOps/s	$\color{#35bf28}+1.31\%$
test_keys_nested_locked	0.7119ms	0.1711ms	5.8434 KOps/s	5.8219 KOps/s	$\color{#35bf28}+0.37\%$
test_keys_nested_leaf	0.2812ms	0.1439ms	6.9505 KOps/s	6.8755 KOps/s	$\color{#35bf28}+1.09\%$
test_keys_stack_nested	0.2840ms	0.1629ms	6.1379 KOps/s	5.9892 KOps/s	$\color{#35bf28}+2.48\%$
test_keys_stack_nested_leaf	0.2589ms	0.1408ms	7.1006 KOps/s	6.8667 KOps/s	$\color{#35bf28}+3.41\%$
test_keys_stack_nested_locked	0.2652ms	0.1697ms	5.8928 KOps/s	5.7974 KOps/s	$\color{#35bf28}+1.64\%$
test_values	9.2334μs	1.0372μs	964.1170 KOps/s	915.8121 KOps/s	$\textbf{\color{#35bf28}+5.27\%}$
test_values_nested	0.1403ms	62.3614μs	16.0356 KOps/s	15.6862 KOps/s	$\color{#35bf28}+2.23\%$
test_values_nested_locked	0.2025ms	62.0722μs	16.1103 KOps/s	16.0497 KOps/s	$\color{#35bf28}+0.38\%$
test_values_nested_leaf	0.1362ms	71.2983μs	14.0256 KOps/s	13.4086 KOps/s	$\color{#35bf28}+4.60\%$
test_values_stack_nested	0.1305ms	63.8698μs	15.6568 KOps/s	15.9779 KOps/s	$\color{#d91a1a}-2.01\%$
test_values_stack_nested_leaf	0.1569ms	70.3452μs	14.2156 KOps/s	14.0325 KOps/s	$\color{#35bf28}+1.30\%$
test_values_stack_nested_locked	0.1340ms	63.6383μs	15.7138 KOps/s	15.9561 KOps/s	$\color{#d91a1a}-1.52\%$
test_membership	14.4570μs	0.8436μs	1.1855 MOps/s	1.0969 MOps/s	$\textbf{\color{#35bf28}+8.07\%}$
test_membership_nested	47.7090μs	2.9295μs	341.3583 KOps/s	340.5671 KOps/s	$\color{#35bf28}+0.23\%$
test_membership_nested_leaf	28.8440μs	2.9260μs	341.7609 KOps/s	342.0937 KOps/s	$\color{#d91a1a}-0.10\%$
test_membership_stacked_nested	46.6670μs	2.9048μs	344.2628 KOps/s	342.7079 KOps/s	$\color{#35bf28}+0.45\%$
test_membership_stacked_nested_leaf	30.2660μs	2.9355μs	340.6535 KOps/s	344.5154 KOps/s	$\color{#d91a1a}-1.12\%$
test_membership_nested_last	46.8570μs	4.3277μs	231.0711 KOps/s	225.0887 KOps/s	$\color{#35bf28}+2.66\%$
test_membership_nested_leaf_last	22.3220μs	4.3542μs	229.6652 KOps/s	223.4677 KOps/s	$\color{#35bf28}+2.77\%$
test_membership_stacked_nested_last	33.5530μs	4.3273μs	231.0935 KOps/s	223.0402 KOps/s	$\color{#35bf28}+3.61\%$
test_membership_stacked_nested_leaf_last	34.5450μs	4.3606μs	229.3282 KOps/s	223.0053 KOps/s	$\color{#35bf28}+2.84\%$
test_nested_getleaf	62.5870μs	10.7972μs	92.6164 KOps/s	93.9008 KOps/s	$\color{#d91a1a}-1.37\%$
test_nested_get	39.6740μs	10.2205μs	97.8428 KOps/s	99.2400 KOps/s	$\color{#d91a1a}-1.41\%$
test_stacked_getleaf	46.0860μs	10.6843μs	93.5955 KOps/s	96.0111 KOps/s	$\color{#d91a1a}-2.52\%$
test_stacked_get	65.7950μs	10.1447μs	98.5741 KOps/s	99.4892 KOps/s	$\color{#d91a1a}-0.92\%$
test_nested_getitemleaf	34.7250μs	11.1537μs	89.6560 KOps/s	89.6341 KOps/s	$\color{#35bf28}+0.02\%$
test_nested_getitem	35.8770μs	10.6218μs	94.1458 KOps/s	93.2901 KOps/s	$\color{#35bf28}+0.92\%$
test_stacked_getitemleaf	52.0870μs	11.1332μs	89.8215 KOps/s	88.6456 KOps/s	$\color{#35bf28}+1.33\%$
test_stacked_getitem	37.7510μs	10.6435μs	93.9539 KOps/s	93.8293 KOps/s	$\color{#35bf28}+0.13\%$
test_lock_nested	0.5456ms	0.4059ms	2.4637 KOps/s	2.4411 KOps/s	$\color{#35bf28}+0.93\%$
test_lock_stack_nested	0.7389ms	0.4159ms	2.4047 KOps/s	2.3486 KOps/s	$\color{#35bf28}+2.39\%$
test_unlock_nested	0.5949ms	0.3293ms	3.0369 KOps/s	2.9460 KOps/s	$\color{#35bf28}+3.08\%$
test_unlock_stack_nested	0.5372ms	0.3365ms	2.9718 KOps/s	2.8678 KOps/s	$\color{#35bf28}+3.63\%$
test_flatten_speed	0.2484ms	99.3820μs	10.0622 KOps/s	9.7066 KOps/s	$\color{#35bf28}+3.66\%$
test_unflatten_speed	0.7261ms	0.5257ms	1.9024 KOps/s	1.8978 KOps/s	$\color{#35bf28}+0.24\%$
test_common_ops	4.4867ms	0.8465ms	1.1813 KOps/s	1.2136 KOps/s	$\color{#d91a1a}-2.66\%$
test_creation	65.5220μs	2.5071μs	398.8632 KOps/s	400.2693 KOps/s	$\color{#d91a1a}-0.35\%$
test_creation_empty	40.6260μs	11.9807μs	83.4672 KOps/s	84.1618 KOps/s	$\color{#d91a1a}-0.83\%$
test_creation_nested_1	44.2520μs	14.8814μs	67.1981 KOps/s	68.0328 KOps/s	$\color{#d91a1a}-1.23\%$
test_creation_nested_2	61.1240μs	19.4347μs	51.4543 KOps/s	51.8743 KOps/s	$\color{#d91a1a}-0.81\%$
test_clone	0.1102ms	13.3642μs	74.8270 KOps/s	75.1658 KOps/s	$\color{#d91a1a}-0.45\%$
test_getitem[int]	0.7923ms	12.5114μs	79.9271 KOps/s	78.1541 KOps/s	$\color{#35bf28}+2.27\%$
test_getitem[slice_int]	0.1249ms	23.9800μs	41.7013 KOps/s	40.2540 KOps/s	$\color{#35bf28}+3.60\%$
test_getitem[range]	0.1590ms	50.4231μs	19.8322 KOps/s	19.0574 KOps/s	$\color{#35bf28}+4.07\%$
test_getitem[tuple]	0.1350ms	19.9003μs	50.2505 KOps/s	49.2143 KOps/s	$\color{#35bf28}+2.11\%$
test_getitem[list]	0.1648ms	45.3747μs	22.0387 KOps/s	21.3026 KOps/s	$\color{#35bf28}+3.46\%$
test_setitem_dim[int]	59.1500μs	25.3378μs	39.4667 KOps/s	38.7238 KOps/s	$\color{#35bf28}+1.92\%$
test_setitem_dim[slice_int]	0.1140ms	51.5881μs	19.3843 KOps/s	19.5384 KOps/s	$\color{#d91a1a}-0.79\%$
test_setitem_dim[range]	0.1483ms	76.5727μs	13.0595 KOps/s	12.8006 KOps/s	$\color{#35bf28}+2.02\%$
test_setitem_dim[tuple]	91.6910μs	40.7250μs	24.5550 KOps/s	24.1638 KOps/s	$\color{#35bf28}+1.62\%$
test_setitem	0.1058ms	20.3146μs	49.2257 KOps/s	48.0153 KOps/s	$\color{#35bf28}+2.52\%$
test_set	0.1906ms	19.8185μs	50.4580 KOps/s	49.7044 KOps/s	$\color{#35bf28}+1.52\%$
test_set_shared	0.3927ms	0.1823ms	5.4857 KOps/s	5.3419 KOps/s	$\color{#35bf28}+2.69\%$
test_update	0.1903ms	22.8580μs	43.7483 KOps/s	43.2543 KOps/s	$\color{#35bf28}+1.14\%$
test_update_nested	0.2078ms	33.7871μs	29.5971 KOps/s	29.7790 KOps/s	$\color{#d91a1a}-0.61\%$
test_update__nested	0.5729ms	33.7790μs	29.6042 KOps/s	28.7896 KOps/s	$\color{#35bf28}+2.83\%$
test_set_nested	85.2190μs	22.0304μs	45.3917 KOps/s	44.1772 KOps/s	$\color{#35bf28}+2.75\%$
test_set_nested_new	71.4840μs	27.0502μs	36.9683 KOps/s	37.0850 KOps/s	$\color{#d91a1a}-0.31\%$
test_select	98.4840μs	43.8823μs	22.7883 KOps/s	23.1609 KOps/s	$\color{#d91a1a}-1.61\%$
test_select_nested	0.1199ms	62.2775μs	16.0572 KOps/s	15.6016 KOps/s	$\color{#35bf28}+2.92\%$
test_exclude_nested	0.3954ms	81.2185μs	12.3125 KOps/s	12.4060 KOps/s	$\color{#d91a1a}-0.75\%$
test_empty[True]	0.5583ms	0.4157ms	2.4057 KOps/s	2.4413 KOps/s	$\color{#d91a1a}-1.46\%$
test_empty[False]	11.2985μs	1.3688μs	730.5629 KOps/s	716.8171 KOps/s	$\color{#35bf28}+1.92\%$
test_unbind_speed	0.3066ms	0.2642ms	3.7855 KOps/s	3.7045 KOps/s	$\color{#35bf28}+2.19\%$
test_unbind_speed_stack0	0.4320ms	0.2596ms	3.8524 KOps/s	3.6750 KOps/s	$\color{#35bf28}+4.83\%$
test_unbind_speed_stack1	0.1130s	0.7140ms	1.4005 KOps/s	1.1912 KOps/s	$\textbf{\color{#35bf28}+17.57\%}$
test_split	0.1118s	1.7334ms	576.9011 Ops/s	631.6566 Ops/s	$\textbf{\color{#d91a1a}-8.67\%}$
test_chunk	0.1182s	1.7447ms	573.1536 Ops/s	562.3844 Ops/s	$\color{#35bf28}+1.91\%$
test_consolidate_njt[False-None]	8.7619ms	8.3457ms	119.8225 Ops/s	106.8119 Ops/s	$\textbf{\color{#35bf28}+12.18\%}$
test_creation[device0]	4.6684ms	94.7574μs	10.5533 KOps/s	10.6992 KOps/s	$\color{#d91a1a}-1.36\%$
test_creation_from_tensor	0.3119ms	98.5806μs	10.1440 KOps/s	10.1987 KOps/s	$\color{#d91a1a}-0.54\%$
test_add_one[memmap_tensor0]	0.1598ms	4.9737μs	201.0591 KOps/s	201.0079 KOps/s	$\color{#35bf28}+0.03\%$
test_contiguous[memmap_tensor0]	14.0060μs	0.4993μs	2.0030 MOps/s	1.8852 MOps/s	$\textbf{\color{#35bf28}+6.25\%}$
test_stack[memmap_tensor0]	58.0590μs	3.3954μs	294.5160 KOps/s	290.7922 KOps/s	$\color{#35bf28}+1.28\%$
test_memmaptd_index	1.2712ms	0.2287ms	4.3720 KOps/s	4.2984 KOps/s	$\color{#35bf28}+1.71\%$
test_memmaptd_index_astensor	0.4880ms	0.3157ms	3.1676 KOps/s	3.1093 KOps/s	$\color{#35bf28}+1.87\%$
test_memmaptd_index_op	0.7951ms	0.5786ms	1.7283 KOps/s	1.7188 KOps/s	$\color{#35bf28}+0.55\%$
test_serialize_model	0.2380s	0.1323s	7.5599 Ops/s	8.4817 Ops/s	$\textbf{\color{#d91a1a}-10.87\%}$
test_serialize_model_pickle	0.4812s	0.3910s	2.5575 Ops/s	2.5323 Ops/s	$\color{#35bf28}+1.00\%$
test_serialize_weights	0.1287s	0.1174s	8.5158 Ops/s	8.6795 Ops/s	$\color{#d91a1a}-1.89\%$
test_serialize_weights_returnearly	0.1799s	0.1624s	6.1574 Ops/s	6.2025 Ops/s	$\color{#d91a1a}-0.73\%$
test_serialize_weights_pickle	0.5753s	0.4406s	2.2697 Ops/s	2.5020 Ops/s	$\textbf{\color{#d91a1a}-9.28\%}$
test_serialize_weights_filesystem	0.1520s	0.1476s	6.7737 Ops/s	6.8983 Ops/s	$\color{#d91a1a}-1.81\%$
test_serialize_model_filesystem	0.1562s	0.1455s	6.8741 Ops/s	6.4798 Ops/s	$\textbf{\color{#35bf28}+6.09\%}$
test_reshape_pytree	61.0430μs	25.8221μs	38.7265 KOps/s	37.7650 KOps/s	$\color{#35bf28}+2.55\%$
test_reshape_td	92.9830μs	33.0268μs	30.2784 KOps/s	30.1720 KOps/s	$\color{#35bf28}+0.35\%$
test_view_pytree	83.0850μs	26.0004μs	38.4610 KOps/s	38.3864 KOps/s	$\color{#35bf28}+0.19\%$
test_view_td	0.1015ms	39.5958μs	25.2552 KOps/s	24.6958 KOps/s	$\color{#35bf28}+2.27\%$
test_unbind_pytree	88.7350μs	29.2041μs	34.2418 KOps/s	33.5336 KOps/s	$\color{#35bf28}+2.11\%$
test_unbind_td	0.3798ms	39.5285μs	25.2982 KOps/s	25.0529 KOps/s	$\color{#35bf28}+0.98\%$
test_split_pytree	75.4810μs	28.6431μs	34.9124 KOps/s	34.3292 KOps/s	$\color{#35bf28}+1.70\%$
test_split_td	0.2389ms	44.7523μs	22.3452 KOps/s	21.8281 KOps/s	$\color{#35bf28}+2.37\%$
test_add_pytree	95.6190μs	35.6216μs	28.0729 KOps/s	28.0642 KOps/s	$\color{#35bf28}+0.03\%$
test_add_td	0.1534ms	55.3177μs	18.0774 KOps/s	16.5103 KOps/s	$\textbf{\color{#35bf28}+9.49\%}$
test_compile_add_one_nested[tensordict-compile]	0.1475ms	67.2074μs	14.8793 KOps/s	14.3497 KOps/s	$\color{#35bf28}+3.69\%$
test_compile_add_one_nested[tensordict-eager]	0.4469ms	0.1745ms	5.7314 KOps/s	5.8014 KOps/s	$\color{#d91a1a}-1.21\%$
test_compile_add_one_nested[pytree-compile]	0.1110ms	45.4200μs	22.0167 KOps/s	20.9861 KOps/s	$\color{#35bf28}+4.91\%$
test_compile_add_one_nested[pytree-eager]	0.2648ms	0.1171ms	8.5415 KOps/s	8.3710 KOps/s	$\color{#35bf28}+2.04\%$
test_compile_copy_nested[tensordict-compile]	83.8970μs	28.8045μs	34.7168 KOps/s	33.6916 KOps/s	$\color{#35bf28}+3.04\%$
test_compile_copy_nested[tensordict-eager]	0.1215ms	57.4607μs	17.4032 KOps/s	17.1537 KOps/s	$\color{#35bf28}+1.45\%$
test_compile_copy_nested[pytree-compile]	0.1476ms	79.5870μs	12.5649 KOps/s	12.3131 KOps/s	$\color{#35bf28}+2.04\%$
test_compile_copy_nested[pytree-eager]	0.1411ms	65.8851μs	15.1779 KOps/s	14.8690 KOps/s	$\color{#35bf28}+2.08\%$
test_compile_add_one_flat[tensordict-compile]	0.2013ms	0.1074ms	9.3110 KOps/s	9.2066 KOps/s	$\color{#35bf28}+1.13\%$
test_compile_add_one_flat[tensordict-eager]	0.3841ms	0.2175ms	4.5967 KOps/s	4.5908 KOps/s	$\color{#35bf28}+0.13\%$
test_compile_add_one_flat[tensorclass-compile]	0.1098ms	47.2630μs	21.1582 KOps/s	20.4896 KOps/s	$\color{#35bf28}+3.26\%$
test_compile_add_one_flat[tensorclass-eager]	0.2348ms	67.3148μs	14.8556 KOps/s	14.7711 KOps/s	$\color{#35bf28}+0.57\%$
test_compile_add_one_flat[pytree-compile]	0.1719ms	0.1004ms	9.9567 KOps/s	9.8304 KOps/s	$\color{#35bf28}+1.28\%$
test_compile_add_one_flat[pytree-eager]	0.4158ms	0.2047ms	4.8859 KOps/s	5.0242 KOps/s	$\color{#d91a1a}-2.75\%$
test_compile_add_self_flat[tensordict-eager]	0.4204ms	0.2351ms	4.2526 KOps/s	4.2553 KOps/s	$\color{#d91a1a}-0.06\%$
test_compile_add_self_flat[tensordict-compile]	0.2593ms	0.1098ms	9.1074 KOps/s	9.0841 KOps/s	$\color{#35bf28}+0.26\%$
test_compile_add_self_flat[tensorclass-eager]	0.1521ms	63.0437μs	15.8620 KOps/s	15.8473 KOps/s	$\color{#35bf28}+0.09\%$
test_compile_add_self_flat[tensorclass-compile]	0.1379ms	49.4000μs	20.2429 KOps/s	19.1017 KOps/s	$\textbf{\color{#35bf28}+5.97\%}$
test_compile_add_self_flat[pytree-eager]	0.2806ms	0.1584ms	6.3146 KOps/s	6.3950 KOps/s	$\color{#d91a1a}-1.26\%$
test_compile_add_self_flat[pytree-compile]	0.2080ms	0.1019ms	9.8104 KOps/s	9.7233 KOps/s	$\color{#35bf28}+0.90\%$
test_compile_copy_flat[tensordict-compile]	74.9300μs	21.8050μs	45.8611 KOps/s	44.7411 KOps/s	$\color{#35bf28}+2.50\%$
test_compile_copy_flat[tensordict-eager]	0.1291ms	66.2216μs	15.1008 KOps/s	15.1411 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_copy_flat[pytree-compile]	0.1594ms	83.4020μs	11.9901 KOps/s	12.0985 KOps/s	$\color{#d91a1a}-0.90\%$
test_compile_copy_flat[pytree-eager]	0.1277ms	67.0061μs	14.9240 KOps/s	14.7174 KOps/s	$\color{#35bf28}+1.40\%$
test_compile_assign_and_add[tensordict-compile]	0.3056ms	0.2161ms	4.6280 KOps/s	4.5900 KOps/s	$\color{#35bf28}+0.83\%$
test_compile_assign_and_add[tensordict-eager]	2.3290ms	1.3954ms	716.6626 Ops/s	704.7332 Ops/s	$\color{#35bf28}+1.69\%$
test_compile_assign_and_add[pytree-compile]	0.2910ms	0.2067ms	4.8373 KOps/s	4.7243 KOps/s	$\color{#35bf28}+2.39\%$
test_compile_assign_and_add[pytree-eager]	1.0329ms	0.8147ms	1.2274 KOps/s	1.2077 KOps/s	$\color{#35bf28}+1.64\%$
test_compile_assign_and_add_stack[compile]	0.5983ms	0.4512ms	2.2162 KOps/s	2.1766 KOps/s	$\color{#35bf28}+1.82\%$
test_compile_assign_and_add_stack[eager]	3.4004ms	2.7334ms	365.8440 Ops/s	369.6227 Ops/s	$\color{#d91a1a}-1.02\%$
test_compile_indexing[tensor-tensordict-compile]	0.1064ms	38.6020μs	25.9054 KOps/s	24.6883 KOps/s	$\color{#35bf28}+4.93\%$
test_compile_indexing[tensor-tensordict-eager]	0.6713ms	32.5433μs	30.7283 KOps/s	30.2212 KOps/s	$\color{#35bf28}+1.68\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1144ms	30.2401μs	33.0686 KOps/s	31.1357 KOps/s	$\textbf{\color{#35bf28}+6.21\%}$
test_compile_indexing[tensor-tensorclass-eager]	0.1050ms	23.2985μs	42.9213 KOps/s	44.1824 KOps/s	$\color{#d91a1a}-2.85\%$
test_compile_indexing[tensor-pytree-compile]	0.1080ms	31.1918μs	32.0597 KOps/s	30.6782 KOps/s	$\color{#35bf28}+4.50\%$
test_compile_indexing[tensor-pytree-eager]	0.1417ms	23.5653μs	42.4353 KOps/s	43.6011 KOps/s	$\color{#d91a1a}-2.67\%$
test_compile_indexing[slice-tensordict-compile]	0.1737ms	53.3991μs	18.7269 KOps/s	18.2791 KOps/s	$\color{#35bf28}+2.45\%$
test_compile_indexing[slice-tensordict-eager]	0.3825ms	19.7324μs	50.6782 KOps/s	48.8373 KOps/s	$\color{#35bf28}+3.77\%$
test_compile_indexing[slice-tensorclass-compile]	0.1650ms	44.5417μs	22.4509 KOps/s	21.3766 KOps/s	$\textbf{\color{#35bf28}+5.03\%}$
test_compile_indexing[slice-tensorclass-eager]	76.4300μs	18.2480μs	54.8004 KOps/s	53.3619 KOps/s	$\color{#35bf28}+2.70\%$
test_compile_indexing[slice-pytree-compile]	0.1139ms	46.0232μs	21.7282 KOps/s	20.7465 KOps/s	$\color{#35bf28}+4.73\%$
test_compile_indexing[slice-pytree-eager]	53.1290μs	18.2785μs	54.7092 KOps/s	53.2639 KOps/s	$\color{#35bf28}+2.71\%$
test_compile_indexing[int-tensordict-compile]	0.1255ms	54.2280μs	18.4407 KOps/s	17.8112 KOps/s	$\color{#35bf28}+3.53\%$
test_compile_indexing[int-tensordict-eager]	1.0830ms	19.4972μs	51.2894 KOps/s	48.8137 KOps/s	$\textbf{\color{#35bf28}+5.07\%}$
test_compile_indexing[int-tensorclass-compile]	0.1212ms	46.0280μs	21.7259 KOps/s	20.8372 KOps/s	$\color{#35bf28}+4.27\%$
test_compile_indexing[int-tensorclass-eager]	69.4900μs	18.3027μs	54.6366 KOps/s	52.9897 KOps/s	$\color{#35bf28}+3.11\%$
test_compile_indexing[int-pytree-compile]	0.1117ms	45.6635μs	21.8993 KOps/s	20.7763 KOps/s	$\textbf{\color{#35bf28}+5.41\%}$
test_compile_indexing[int-pytree-eager]	64.0290μs	18.2794μs	54.7064 KOps/s	53.6552 KOps/s	$\color{#35bf28}+1.96\%$
test_mod_add[eager]	98.4940μs	35.2414μs	28.3757 KOps/s	26.9849 KOps/s	$\textbf{\color{#35bf28}+5.15\%}$
test_mod_add[compile]	0.1836ms	66.5902μs	15.0172 KOps/s	14.5832 KOps/s	$\color{#35bf28}+2.98\%$
test_mod_add[compile-overhead]	0.1300ms	64.9539μs	15.3955 KOps/s	14.3893 KOps/s	$\textbf{\color{#35bf28}+6.99\%}$
test_mod_wrap[eager]	0.3355ms	0.2242ms	4.4603 KOps/s	4.4062 KOps/s	$\color{#35bf28}+1.23\%$
test_mod_wrap[compile]	2.1302ms	0.2293ms	4.3619 KOps/s	4.1819 KOps/s	$\color{#35bf28}+4.30\%$
test_mod_wrap[compile-overhead]	0.3692ms	0.2244ms	4.4567 KOps/s	4.3226 KOps/s	$\color{#35bf28}+3.10\%$
test_mod_wrap_and_backward[eager]	12.5393ms	11.0707ms	90.3287 Ops/s	72.9216 Ops/s	$\textbf{\color{#35bf28}+23.87\%}$
test_mod_wrap_and_backward[compile]	12.7481ms	11.1015ms	90.0781 Ops/s	85.6028 Ops/s	$\textbf{\color{#35bf28}+5.23\%}$
test_mod_wrap_and_backward[compile-overhead]	12.7026ms	11.1417ms	89.7527 Ops/s	88.2031 Ops/s	$\color{#35bf28}+1.76\%$
test_seq_add[eager]	0.2011ms	0.1179ms	8.4810 KOps/s	8.0912 KOps/s	$\color{#35bf28}+4.82\%$
test_seq_add[compile]	0.1742ms	79.9048μs	12.5149 KOps/s	11.9834 KOps/s	$\color{#35bf28}+4.44\%$
test_seq_add[compile-overhead]	0.1733ms	77.1783μs	12.9570 KOps/s	12.5637 KOps/s	$\color{#35bf28}+3.13\%$
test_seq_wrap[eager]	0.8358ms	0.4575ms	2.1858 KOps/s	2.1233 KOps/s	$\color{#35bf28}+2.94\%$
test_seq_wrap[compile]	0.4401ms	0.2474ms	4.0415 KOps/s	4.0178 KOps/s	$\color{#35bf28}+0.59\%$
test_seq_wrap[compile-overhead]	0.4657ms	0.2496ms	4.0064 KOps/s	3.9911 KOps/s	$\color{#35bf28}+0.39\%$
test_func_call_runtime[False-eager]	0.8308ms	0.5350ms	1.8691 KOps/s	1.8506 KOps/s	$\color{#35bf28}+1.00\%$
test_func_call_runtime[False-compile]	0.6156ms	0.4464ms	2.2400 KOps/s	2.1868 KOps/s	$\color{#35bf28}+2.43\%$
test_func_call_runtime[False-compile-overhead]	0.6147ms	0.4488ms	2.2281 KOps/s	2.2118 KOps/s	$\color{#35bf28}+0.74\%$
test_func_call_runtime[True-eager]	1.0959ms	0.7576ms	1.3200 KOps/s	1.3167 KOps/s	$\color{#35bf28}+0.25\%$
test_func_call_runtime[True-compile]	0.7522ms	0.4674ms	2.1394 KOps/s	2.1098 KOps/s	$\color{#35bf28}+1.40\%$
test_func_call_runtime[True-compile-overhead]	0.8446ms	0.4744ms	2.1081 KOps/s	2.0895 KOps/s	$\color{#35bf28}+0.89\%$
test_func_call_cm_runtime[False-eager]	0.7827ms	0.5373ms	1.8611 KOps/s	1.8499 KOps/s	$\color{#35bf28}+0.60\%$
test_func_call_cm_runtime[False-compile]	0.5815ms	0.4566ms	2.1902 KOps/s	2.2309 KOps/s	$\color{#d91a1a}-1.82\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6224ms	0.4487ms	2.2286 KOps/s	2.2051 KOps/s	$\color{#35bf28}+1.07\%$
test_func_call_cm_runtime[True-eager]	1.3825ms	0.9045ms	1.1056 KOps/s	1.1037 KOps/s	$\color{#35bf28}+0.17\%$
test_func_call_cm_runtime[True-compile]	1.0467ms	0.8021ms	1.2467 KOps/s	1.2265 KOps/s	$\color{#35bf28}+1.65\%$
test_func_call_cm_runtime[True-compile-overhead]	1.2803ms	0.8109ms	1.2332 KOps/s	1.2069 KOps/s	$\color{#35bf28}+2.18\%$
test_vmap_func_call_cm_runtime[eager]	2.7860ms	1.9202ms	520.7861 Ops/s	514.7588 Ops/s	$\color{#35bf28}+1.17\%$
test_vmap_func_call_cm_runtime[compile]	0.7593ms	0.5477ms	1.8258 KOps/s	1.8297 KOps/s	$\color{#d91a1a}-0.21\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.7516ms	0.5504ms	1.8170 KOps/s	1.8214 KOps/s	$\color{#d91a1a}-0.24\%$
test_distributed	0.2498ms	0.1246ms	8.0266 KOps/s	7.6679 KOps/s	$\color{#35bf28}+4.68\%$
test_tdmodule	58.4590μs	28.2308μs	35.4223 KOps/s	33.9340 KOps/s	$\color{#35bf28}+4.39\%$
test_tdmodule_dispatch	80.0590μs	50.7941μs	19.6873 KOps/s	19.3961 KOps/s	$\color{#35bf28}+1.50\%$
test_tdseq	73.2760μs	30.0899μs	33.2338 KOps/s	32.5507 KOps/s	$\color{#35bf28}+2.10\%$
test_tdseq_dispatch	92.1020μs	56.2543μs	17.7764 KOps/s	17.5482 KOps/s	$\color{#35bf28}+1.30\%$
test_instantiation_functorch	2.1277ms	1.5428ms	648.1629 Ops/s	631.1859 Ops/s	$\color{#35bf28}+2.69\%$
test_exec_functorch	0.3395ms	0.1798ms	5.5625 KOps/s	5.4768 KOps/s	$\color{#35bf28}+1.57\%$
test_exec_functional_call	0.3331ms	0.1723ms	5.8026 KOps/s	5.7206 KOps/s	$\color{#35bf28}+1.43\%$
test_exec_td_decorator	0.5157ms	0.2362ms	4.2332 KOps/s	4.2427 KOps/s	$\color{#d91a1a}-0.22\%$
test_vmap_mlp_speed_decorator[True-True]	0.8294ms	0.6582ms	1.5193 KOps/s	1.4966 KOps/s	$\color{#35bf28}+1.52\%$
test_vmap_mlp_speed_decorator[True-False]	1.0598ms	0.6676ms	1.4980 KOps/s	1.5030 KOps/s	$\color{#d91a1a}-0.33\%$
test_vmap_mlp_speed_decorator[False-True]	0.8716ms	0.5360ms	1.8657 KOps/s	1.8468 KOps/s	$\color{#35bf28}+1.02\%$
test_vmap_mlp_speed_decorator[False-False]	0.9417ms	0.5366ms	1.8636 KOps/s	1.8424 KOps/s	$\color{#35bf28}+1.15\%$
test_to_module_speed[True]	2.1944ms	1.3426ms	744.8141 Ops/s	743.4786 Ops/s	$\color{#35bf28}+0.18\%$
test_to_module_speed[False]	1.8788ms	1.3030ms	767.4839 Ops/s	750.7431 Ops/s	$\color{#35bf28}+2.23\%$
test_tc_init	82.8750μs	46.7886μs	21.3727 KOps/s	21.2816 KOps/s	$\color{#35bf28}+0.43\%$
test_tc_init_nested	0.1910ms	90.8167μs	11.0112 KOps/s	10.8947 KOps/s	$\color{#35bf28}+1.07\%$
test_tc_first_layer_tensor	16.3000μs	1.5093μs	662.5394 KOps/s	644.3362 KOps/s	$\color{#35bf28}+2.83\%$
test_tc_first_layer_nontensor	30.2870μs	4.6477μs	215.1584 KOps/s	204.4022 KOps/s	$\textbf{\color{#35bf28}+5.26\%}$
test_tc_second_layer_tensor	23.9440μs	2.8023μs	356.8471 KOps/s	346.7791 KOps/s	$\color{#35bf28}+2.90\%$
test_tc_second_layer_nontensor	39.1220μs	5.9418μs	168.2985 KOps/s	164.3296 KOps/s	$\color{#35bf28}+2.42\%$
test_unbind	0.2554s	13.9350ms	71.7619 Ops/s	65.7394 Ops/s	$\textbf{\color{#35bf28}+9.16\%}$
test_full_like	11.0787ms	8.7162ms	114.7283 Ops/s	101.5576 Ops/s	$\textbf{\color{#35bf28}+12.97\%}$
test_zeros_like	11.0329ms	5.5516ms	180.1275 Ops/s	295.3502 Ops/s	$\textbf{\color{#d91a1a}-39.01\%}$
test_ones_like	6.2309ms	3.8616ms	258.9596 Ops/s	177.9484 Ops/s	$\textbf{\color{#35bf28}+45.53\%}$
test_clone	7.5683ms	5.9230ms	168.8342 Ops/s	167.4963 Ops/s	$\color{#35bf28}+0.80\%$
test_squeeze	65.6230μs	12.5589μs	79.6246 KOps/s	74.5982 KOps/s	$\textbf{\color{#35bf28}+6.74\%}$
test_unsqueeze	0.4493ms	94.4333μs	10.5895 KOps/s	10.3046 KOps/s	$\color{#35bf28}+2.76\%$
test_split	0.3270ms	0.1911ms	5.2320 KOps/s	5.0412 KOps/s	$\color{#35bf28}+3.78\%$
test_permute	0.3401ms	0.2052ms	4.8744 KOps/s	4.9478 KOps/s	$\color{#d91a1a}-1.48\%$
test_stack	35.0437ms	26.7495ms	37.3839 Ops/s	36.7157 Ops/s	$\color{#35bf28}+1.82\%$
test_cat	33.0697ms	26.6343ms	37.5456 Ops/s	37.1603 Ops/s	$\color{#35bf28}+1.04\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}35$. Worsened: $\large\color{#d91a1a}17$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	42.4410μs	12.9473μs	77.2361 KOps/s	82.1069 KOps/s	$\textbf{\color{#d91a1a}-5.93\%}$
test_plain_set_stack_nested	41.2400μs	13.0755μs	76.4792 KOps/s	81.2972 KOps/s	$\textbf{\color{#d91a1a}-5.93\%}$
test_plain_set_nested_inplace	46.8310μs	14.1269μs	70.7868 KOps/s	74.9224 KOps/s	$\textbf{\color{#d91a1a}-5.52\%}$
test_plain_set_stack_nested_inplace	45.9310μs	13.9597μs	71.6349 KOps/s	75.5762 KOps/s	$\textbf{\color{#d91a1a}-5.22\%}$
test_items	29.2400μs	2.8779μs	347.4743 KOps/s	347.2678 KOps/s	$\color{#35bf28}+0.06\%$
test_items_nested	0.4427ms	0.3655ms	2.7363 KOps/s	2.7283 KOps/s	$\color{#35bf28}+0.29\%$
test_items_nested_locked	0.4326ms	0.3667ms	2.7267 KOps/s	2.7399 KOps/s	$\color{#d91a1a}-0.48\%$
test_items_nested_leaf	0.1111ms	60.3494μs	16.5702 KOps/s	16.4128 KOps/s	$\color{#35bf28}+0.96\%$
test_items_stack_nested	0.4037ms	0.3638ms	2.7485 KOps/s	2.7320 KOps/s	$\color{#35bf28}+0.60\%$
test_items_stack_nested_leaf	90.8810μs	61.8287μs	16.1737 KOps/s	16.2567 KOps/s	$\color{#d91a1a}-0.51\%$
test_items_stack_nested_locked	0.4222ms	0.3649ms	2.7402 KOps/s	2.7209 KOps/s	$\color{#35bf28}+0.71\%$
test_keys	36.2010μs	3.4152μs	292.8103 KOps/s	290.9762 KOps/s	$\color{#35bf28}+0.63\%$
test_keys_nested	0.2453ms	88.8748μs	11.2518 KOps/s	11.3805 KOps/s	$\color{#d91a1a}-1.13\%$
test_keys_nested_locked	0.7229ms	94.5386μs	10.5777 KOps/s	10.6354 KOps/s	$\color{#d91a1a}-0.54\%$
test_keys_nested_leaf	0.1074ms	79.3613μs	12.6006 KOps/s	12.6612 KOps/s	$\color{#d91a1a}-0.48\%$
test_keys_stack_nested	0.1309ms	89.0176μs	11.2337 KOps/s	11.3035 KOps/s	$\color{#d91a1a}-0.62\%$
test_keys_stack_nested_leaf	0.1609ms	80.4155μs	12.4354 KOps/s	12.5701 KOps/s	$\color{#d91a1a}-1.07\%$
test_keys_stack_nested_locked	0.1323ms	95.1855μs	10.5058 KOps/s	10.5310 KOps/s	$\color{#d91a1a}-0.24\%$
test_values	4.9535μs	0.8531μs	1.1722 MOps/s	1.1744 MOps/s	$\color{#d91a1a}-0.18\%$
test_values_nested	68.1600μs	37.2055μs	26.8778 KOps/s	27.0871 KOps/s	$\color{#d91a1a}-0.77\%$
test_values_nested_locked	69.2910μs	40.0546μs	24.9659 KOps/s	25.8114 KOps/s	$\color{#d91a1a}-3.28\%$
test_values_nested_leaf	84.3510μs	42.2594μs	23.6634 KOps/s	23.6128 KOps/s	$\color{#35bf28}+0.21\%$
test_values_stack_nested	69.7900μs	37.9125μs	26.3765 KOps/s	26.6431 KOps/s	$\color{#d91a1a}-1.00\%$
test_values_stack_nested_leaf	70.4200μs	42.5369μs	23.5090 KOps/s	23.4741 KOps/s	$\color{#35bf28}+0.15\%$
test_values_stack_nested_locked	66.3410μs	40.1199μs	24.9253 KOps/s	25.3988 KOps/s	$\color{#d91a1a}-1.86\%$
test_membership	1.6150μs	0.5007μs	1.9974 MOps/s	1.9942 MOps/s	$\color{#35bf28}+0.16\%$
test_membership_nested	15.7400μs	1.9956μs	501.1022 KOps/s	499.7053 KOps/s	$\color{#35bf28}+0.28\%$
test_membership_nested_leaf	14.0550μs	1.9948μs	501.3142 KOps/s	496.2357 KOps/s	$\color{#35bf28}+1.02\%$
test_membership_stacked_nested	29.1900μs	2.0720μs	482.6207 KOps/s	479.9690 KOps/s	$\color{#35bf28}+0.55\%$
test_membership_stacked_nested_leaf	41.1410μs	2.0880μs	478.9242 KOps/s	475.0712 KOps/s	$\color{#35bf28}+0.81\%$
test_membership_nested_last	30.3900μs	3.0775μs	324.9422 KOps/s	329.6866 KOps/s	$\color{#d91a1a}-1.44\%$
test_membership_nested_leaf_last	33.1800μs	3.0788μs	324.8007 KOps/s	327.8268 KOps/s	$\color{#d91a1a}-0.92\%$
test_membership_stacked_nested_last	52.2810μs	3.0266μs	330.4071 KOps/s	325.9607 KOps/s	$\color{#35bf28}+1.36\%$
test_membership_stacked_nested_leaf_last	32.3900μs	3.0463μs	328.2674 KOps/s	329.3716 KOps/s	$\color{#d91a1a}-0.34\%$
test_nested_getleaf	34.7700μs	6.2157μs	160.8835 KOps/s	161.7774 KOps/s	$\color{#d91a1a}-0.55\%$
test_nested_get	38.7610μs	5.9585μs	167.8269 KOps/s	168.8545 KOps/s	$\color{#d91a1a}-0.61\%$
test_stacked_getleaf	75.2300μs	6.1469μs	162.6837 KOps/s	163.6826 KOps/s	$\color{#d91a1a}-0.61\%$
test_stacked_get	36.8010μs	5.8273μs	171.6071 KOps/s	173.2578 KOps/s	$\color{#d91a1a}-0.95\%$
test_nested_getitemleaf	37.1100μs	6.4701μs	154.5578 KOps/s	155.4923 KOps/s	$\color{#d91a1a}-0.60\%$
test_nested_getitem	35.9600μs	6.1662μs	162.1752 KOps/s	165.3959 KOps/s	$\color{#d91a1a}-1.95\%$
test_stacked_getitemleaf	37.8200μs	6.3943μs	156.3895 KOps/s	157.3554 KOps/s	$\color{#d91a1a}-0.61\%$
test_stacked_getitem	39.7010μs	5.9797μs	167.2325 KOps/s	167.8932 KOps/s	$\color{#d91a1a}-0.39\%$
test_lock_nested	0.3964ms	0.3370ms	2.9674 KOps/s	2.8654 KOps/s	$\color{#35bf28}+3.56\%$
test_lock_stack_nested	0.3808ms	0.3440ms	2.9073 KOps/s	2.8266 KOps/s	$\color{#35bf28}+2.86\%$
test_unlock_nested	0.3571ms	0.2843ms	3.5175 KOps/s	3.4142 KOps/s	$\color{#35bf28}+3.02\%$
test_unlock_stack_nested	0.3419ms	0.2848ms	3.5110 KOps/s	3.4019 KOps/s	$\color{#35bf28}+3.21\%$
test_flatten_speed	0.1145ms	77.0069μs	12.9858 KOps/s	12.7422 KOps/s	$\color{#35bf28}+1.91\%$
test_unflatten_speed	0.3736ms	0.3200ms	3.1249 KOps/s	3.0754 KOps/s	$\color{#35bf28}+1.61\%$
test_common_ops	0.7488ms	0.6253ms	1.5993 KOps/s	1.6016 KOps/s	$\color{#d91a1a}-0.14\%$
test_creation	59.0810μs	1.7002μs	588.1681 KOps/s	571.8884 KOps/s	$\color{#35bf28}+2.85\%$
test_creation_empty	40.0500μs	9.2531μs	108.0714 KOps/s	128.5504 KOps/s	$\textbf{\color{#d91a1a}-15.93\%}$
test_creation_nested_1	45.4500μs	10.9246μs	91.5365 KOps/s	106.5388 KOps/s	$\textbf{\color{#d91a1a}-14.08\%}$
test_creation_nested_2	32.8900μs	13.5067μs	74.0373 KOps/s	82.7286 KOps/s	$\textbf{\color{#d91a1a}-10.51\%}$
test_clone	30.4600μs	10.3971μs	96.1807 KOps/s	85.7913 KOps/s	$\textbf{\color{#35bf28}+12.11\%}$
test_getitem[int]	1.1569ms	10.4169μs	95.9977 KOps/s	90.9073 KOps/s	$\textbf{\color{#35bf28}+5.60\%}$
test_getitem[slice_int]	0.1108ms	20.6476μs	48.4317 KOps/s	45.5889 KOps/s	$\textbf{\color{#35bf28}+6.24\%}$
test_getitem[range]	0.1373ms	37.1506μs	26.9175 KOps/s	25.4275 KOps/s	$\textbf{\color{#35bf28}+5.86\%}$
test_getitem[tuple]	0.1054ms	17.7939μs	56.1990 KOps/s	52.9626 KOps/s	$\textbf{\color{#35bf28}+6.11\%}$
test_getitem[list]	0.1208ms	33.6572μs	29.7113 KOps/s	28.6919 KOps/s	$\color{#35bf28}+3.55\%$
test_setitem_dim[int]	38.8100μs	19.1940μs	52.0996 KOps/s	47.7122 KOps/s	$\textbf{\color{#35bf28}+9.20\%}$
test_setitem_dim[slice_int]	62.2210μs	38.7780μs	25.7878 KOps/s	24.3369 KOps/s	$\textbf{\color{#35bf28}+5.96\%}$
test_setitem_dim[range]	86.1500μs	53.8706μs	18.5630 KOps/s	18.2684 KOps/s	$\color{#35bf28}+1.61\%$
test_setitem_dim[tuple]	67.4100μs	32.7989μs	30.4888 KOps/s	29.5790 KOps/s	$\color{#35bf28}+3.08\%$
test_setitem	82.6510μs	15.5318μs	64.3839 KOps/s	63.0476 KOps/s	$\color{#35bf28}+2.12\%$
test_set	74.4900μs	15.2481μs	65.5820 KOps/s	63.9710 KOps/s	$\color{#35bf28}+2.52\%$
test_set_shared	0.6095ms	0.1579ms	6.3314 KOps/s	6.1650 KOps/s	$\color{#35bf28}+2.70\%$
test_update	0.4321ms	18.6941μs	53.4929 KOps/s	55.0318 KOps/s	$\color{#d91a1a}-2.80\%$
test_update_nested	85.5710μs	24.3766μs	41.0229 KOps/s	42.5963 KOps/s	$\color{#d91a1a}-3.69\%$
test_update__nested	0.4677ms	25.1550μs	39.7535 KOps/s	37.9752 KOps/s	$\color{#35bf28}+4.68\%$
test_set_nested	85.2410μs	16.6335μs	60.1197 KOps/s	59.7823 KOps/s	$\color{#35bf28}+0.56\%$
test_set_nested_new	83.2800μs	18.6391μs	53.6506 KOps/s	51.8797 KOps/s	$\color{#35bf28}+3.41\%$
test_select	61.8800μs	30.3506μs	32.9483 KOps/s	32.7000 KOps/s	$\color{#35bf28}+0.76\%$
test_select_nested	72.3510μs	43.2949μs	23.0974 KOps/s	22.7087 KOps/s	$\color{#35bf28}+1.71\%$
test_exclude_nested	98.3510μs	62.2705μs	16.0590 KOps/s	15.5931 KOps/s	$\color{#35bf28}+2.99\%$
test_empty[True]	0.3537ms	0.2929ms	3.4137 KOps/s	3.3822 KOps/s	$\color{#35bf28}+0.93\%$
test_empty[False]	3.3310μs	0.8241μs	1.2135 MOps/s	1.1873 MOps/s	$\color{#35bf28}+2.21\%$
test_to	87.3400μs	56.0704μs	17.8347 KOps/s	17.3326 KOps/s	$\color{#35bf28}+2.90\%$
test_to_nonblocking	80.1710μs	47.4707μs	21.0656 KOps/s	20.8722 KOps/s	$\color{#35bf28}+0.93\%$
test_unbind_speed	0.3013ms	0.2386ms	4.1913 KOps/s	3.9254 KOps/s	$\textbf{\color{#35bf28}+6.77\%}$
test_unbind_speed_stack0	0.2870ms	0.2414ms	4.1419 KOps/s	3.9847 KOps/s	$\color{#35bf28}+3.94\%$
test_unbind_speed_stack1	93.8256ms	0.7379ms	1.3553 KOps/s	1.3170 KOps/s	$\color{#35bf28}+2.91\%$
test_split	94.9586ms	1.5945ms	627.1508 Ops/s	601.5373 Ops/s	$\color{#35bf28}+4.26\%$
test_chunk	97.1292ms	1.6108ms	620.8248 Ops/s	602.1929 Ops/s	$\color{#35bf28}+3.09\%$
test_consolidate[False-None]	96.9469ms	3.0475ms	328.1386 Ops/s	357.9728 Ops/s	$\textbf{\color{#d91a1a}-8.33\%}$
test_consolidate[default-None]	1.8280ms	1.7178ms	582.1477 Ops/s	553.9440 Ops/s	$\textbf{\color{#35bf28}+5.09\%}$
test_consolidate[reduce-overhead-None]	1.8365ms	1.7609ms	567.8864 Ops/s	542.5081 Ops/s	$\color{#35bf28}+4.68\%$
test_consolidate_njt[False-None]	0.2990s	8.5374ms	117.1322 Ops/s	147.1212 Ops/s	$\textbf{\color{#d91a1a}-20.38\%}$
test_to[False-False-None]	1.9169ms	1.7365ms	575.8585 Ops/s	555.8849 Ops/s	$\color{#35bf28}+3.59\%$
test_to[True-False-None]	1.5811ms	1.3342ms	749.5263 Ops/s	703.8173 Ops/s	$\textbf{\color{#35bf28}+6.49\%}$
test_to[within-False-None]	4.2540ms	4.1764ms	239.4425 Ops/s	229.6034 Ops/s	$\color{#35bf28}+4.29\%$
test_to[True-default-None]	5.5548ms	5.3500ms	186.9172 Ops/s	183.6667 Ops/s	$\color{#35bf28}+1.77\%$
test_to_njt[False-False-None]	7.0518ms	6.9406ms	144.0799 Ops/s	140.7829 Ops/s	$\color{#35bf28}+2.34\%$
test_to_njt[True-False-None]	5.9258ms	5.5194ms	181.1805 Ops/s	180.7354 Ops/s	$\color{#35bf28}+0.25\%$
test_to_njt[within-False-None]	12.2543ms	12.0997ms	82.6467 Ops/s	79.1606 Ops/s	$\color{#35bf28}+4.40\%$
test_creation[device0]	0.4580ms	81.2535μs	12.3072 KOps/s	12.1969 KOps/s	$\color{#35bf28}+0.90\%$
test_creation_from_tensor	0.4705ms	84.4361μs	11.8433 KOps/s	11.7775 KOps/s	$\color{#35bf28}+0.56\%$
test_add_one[memmap_tensor0]	0.5592ms	6.8223μs	146.5787 KOps/s	138.4580 KOps/s	$\textbf{\color{#35bf28}+5.87\%}$
test_contiguous[memmap_tensor0]	1.8420μs	0.4223μs	2.3679 MOps/s	2.3607 MOps/s	$\color{#35bf28}+0.31\%$
test_stack[memmap_tensor0]	36.7600μs	4.2627μs	234.5939 KOps/s	199.8985 KOps/s	$\textbf{\color{#35bf28}+17.36\%}$
test_memmaptd_index	1.6184ms	0.2440ms	4.0984 KOps/s	3.8298 KOps/s	$\textbf{\color{#35bf28}+7.01\%}$
test_memmaptd_index_astensor	0.4340ms	0.3027ms	3.3035 KOps/s	3.1147 KOps/s	$\textbf{\color{#35bf28}+6.06\%}$
test_memmaptd_index_op	0.7348ms	0.5948ms	1.6812 KOps/s	1.6548 KOps/s	$\color{#35bf28}+1.60\%$
test_serialize_model	0.1311s	0.1305s	7.6607 Ops/s	7.6885 Ops/s	$\color{#d91a1a}-0.36\%$
test_serialize_model_pickle	1.3496s	1.2124s	0.8248 Ops/s	0.8258 Ops/s	$\color{#d91a1a}-0.12\%$
test_serialize_weights	0.2736s	0.1507s	6.6367 Ops/s	7.7209 Ops/s	$\textbf{\color{#d91a1a}-14.04\%}$
test_serialize_weights_returnearly	0.3358s	54.5353ms	18.3367 Ops/s	14.3548 Ops/s	$\textbf{\color{#35bf28}+27.74\%}$
test_serialize_weights_pickle	1.3974s	1.2202s	0.8196 Ops/s	0.8373 Ops/s	$\color{#d91a1a}-2.12\%$
test_reshape_pytree	53.3600μs	22.0457μs	45.3604 KOps/s	43.8497 KOps/s	$\color{#35bf28}+3.45\%$
test_reshape_td	64.8100μs	26.8934μs	37.1839 KOps/s	35.6497 KOps/s	$\color{#35bf28}+4.30\%$
test_view_pytree	55.1510μs	22.0100μs	45.4340 KOps/s	44.7874 KOps/s	$\color{#35bf28}+1.44\%$
test_view_td	58.8400μs	30.8270μs	32.4391 KOps/s	30.1721 KOps/s	$\textbf{\color{#35bf28}+7.51\%}$
test_unbind_pytree	62.0010μs	27.8686μs	35.8826 KOps/s	33.9435 KOps/s	$\textbf{\color{#35bf28}+5.71\%}$
test_unbind_td	0.5745ms	36.9867μs	27.0368 KOps/s	25.6974 KOps/s	$\textbf{\color{#35bf28}+5.21\%}$
test_split_pytree	76.4310μs	29.6784μs	33.6945 KOps/s	32.4407 KOps/s	$\color{#35bf28}+3.86\%$
test_split_td	0.7102ms	38.2555μs	26.1400 KOps/s	24.8686 KOps/s	$\textbf{\color{#35bf28}+5.11\%}$
test_add_pytree	74.0800μs	36.3927μs	27.4780 KOps/s	27.6077 KOps/s	$\color{#d91a1a}-0.47\%$
test_add_td	0.1026ms	51.5359μs	19.4040 KOps/s	20.2402 KOps/s	$\color{#d91a1a}-4.13\%$
test_compile_add_one_nested[tensordict-compile]	0.1737ms	0.1204ms	8.3052 KOps/s	7.7502 KOps/s	$\textbf{\color{#35bf28}+7.16\%}$
test_compile_add_one_nested[tensordict-eager]	0.2335ms	0.1337ms	7.4779 KOps/s	7.4313 KOps/s	$\color{#35bf28}+0.63\%$
test_compile_add_one_nested[pytree-compile]	0.1500ms	95.5183μs	10.4692 KOps/s	10.0731 KOps/s	$\color{#35bf28}+3.93\%$
test_compile_add_one_nested[pytree-eager]	1.0753ms	0.1505ms	6.6438 KOps/s	6.4145 KOps/s	$\color{#35bf28}+3.58\%$
test_compile_copy_nested[tensordict-compile]	59.0600μs	25.2455μs	39.6109 KOps/s	30.0015 KOps/s	$\textbf{\color{#35bf28}+32.03\%}$
test_compile_copy_nested[tensordict-eager]	63.7200μs	29.4712μs	33.9314 KOps/s	33.7904 KOps/s	$\color{#35bf28}+0.42\%$
test_compile_copy_nested[pytree-compile]	0.1337ms	63.4312μs	15.7651 KOps/s	15.3807 KOps/s	$\color{#35bf28}+2.50\%$
test_compile_copy_nested[pytree-eager]	88.3010μs	48.6563μs	20.5523 KOps/s	20.1061 KOps/s	$\color{#35bf28}+2.22\%$
test_compile_add_one_flat[tensordict-compile]	0.1961ms	0.1433ms	6.9806 KOps/s	6.9179 KOps/s	$\color{#35bf28}+0.91\%$
test_compile_add_one_flat[tensordict-eager]	0.3374ms	0.2183ms	4.5816 KOps/s	4.6299 KOps/s	$\color{#d91a1a}-1.04\%$
test_compile_add_one_flat[tensorclass-compile]	0.1508ms	98.6128μs	10.1407 KOps/s	10.0595 KOps/s	$\color{#35bf28}+0.81\%$
test_compile_add_one_flat[tensorclass-eager]	0.1446ms	54.9015μs	18.2144 KOps/s	17.2229 KOps/s	$\textbf{\color{#35bf28}+5.76\%}$
test_compile_add_one_flat[pytree-compile]	0.2454ms	0.1374ms	7.2781 KOps/s	7.2692 KOps/s	$\color{#35bf28}+0.12\%$
test_compile_add_one_flat[pytree-eager]	0.5558ms	0.4878ms	2.0501 KOps/s	1.9790 KOps/s	$\color{#35bf28}+3.59\%$
test_compile_add_self_flat[tensordict-eager]	0.3962ms	0.2613ms	3.8269 KOps/s	3.7995 KOps/s	$\color{#35bf28}+0.72\%$
test_compile_add_self_flat[tensordict-compile]	0.1898ms	0.1452ms	6.8874 KOps/s	7.0152 KOps/s	$\color{#d91a1a}-1.82\%$
test_compile_add_self_flat[tensorclass-eager]	0.1655ms	66.9530μs	14.9359 KOps/s	14.5863 KOps/s	$\color{#35bf28}+2.40\%$
test_compile_add_self_flat[tensorclass-compile]	0.1614ms	0.1021ms	9.7927 KOps/s	10.0572 KOps/s	$\color{#d91a1a}-2.63\%$
test_compile_add_self_flat[pytree-eager]	0.7659ms	0.4144ms	2.4132 KOps/s	2.3418 KOps/s	$\color{#35bf28}+3.05\%$
test_compile_add_self_flat[pytree-compile]	0.1853ms	0.1363ms	7.3384 KOps/s	7.3467 KOps/s	$\color{#d91a1a}-0.11\%$
test_compile_copy_flat[tensordict-compile]	56.1310μs	18.9235μs	52.8445 KOps/s	52.9804 KOps/s	$\color{#d91a1a}-0.26\%$
test_compile_copy_flat[tensordict-eager]	0.1072ms	31.1341μs	32.1191 KOps/s	32.1674 KOps/s	$\color{#d91a1a}-0.15\%$
test_compile_copy_flat[pytree-compile]	0.1771ms	69.5201μs	14.3843 KOps/s	14.6334 KOps/s	$\color{#d91a1a}-1.70\%$
test_compile_copy_flat[pytree-eager]	85.1410μs	51.7291μs	19.3315 KOps/s	19.2392 KOps/s	$\color{#35bf28}+0.48\%$
test_compile_assign_and_add[tensordict-compile]	1.6402ms	0.3943ms	2.5359 KOps/s	2.1355 KOps/s	$\textbf{\color{#35bf28}+18.75\%}$
test_compile_assign_and_add[tensordict-eager]	2.9011ms	2.6828ms	372.7394 Ops/s	350.6977 Ops/s	$\textbf{\color{#35bf28}+6.29\%}$
test_compile_assign_and_add[pytree-compile]	1.5930ms	0.3818ms	2.6190 KOps/s	2.1714 KOps/s	$\textbf{\color{#35bf28}+20.61\%}$
test_compile_assign_and_add[pytree-eager]	3.0666ms	2.6610ms	375.8039 Ops/s	361.6411 Ops/s	$\color{#35bf28}+3.92\%$
test_compile_indexing[tensor-tensordict-compile]	0.5338ms	0.1162ms	8.6050 KOps/s	8.2345 KOps/s	$\color{#35bf28}+4.50\%$
test_compile_indexing[tensor-tensordict-eager]	0.5929ms	86.1244μs	11.6111 KOps/s	11.9350 KOps/s	$\color{#d91a1a}-2.71\%$
test_compile_indexing[tensor-tensorclass-compile]	0.5400ms	0.1176ms	8.5066 KOps/s	8.8393 KOps/s	$\color{#d91a1a}-3.76\%$
test_compile_indexing[tensor-tensorclass-eager]	0.4609ms	68.9560μs	14.5020 KOps/s	13.8015 KOps/s	$\textbf{\color{#35bf28}+5.08\%}$
test_compile_indexing[tensor-pytree-compile]	0.5553ms	0.1155ms	8.6596 KOps/s	8.6876 KOps/s	$\color{#d91a1a}-0.32\%$
test_compile_indexing[tensor-pytree-eager]	0.4910ms	73.5635μs	13.5937 KOps/s	13.9208 KOps/s	$\color{#d91a1a}-2.35\%$
test_compile_indexing[slice-tensordict-compile]	0.5042ms	0.1032ms	9.6890 KOps/s	9.8639 KOps/s	$\color{#d91a1a}-1.77\%$
test_compile_indexing[slice-tensordict-eager]	0.4320ms	20.3690μs	49.0943 KOps/s	51.5429 KOps/s	$\color{#d91a1a}-4.75\%$
test_compile_indexing[slice-tensorclass-compile]	0.1427ms	0.1003ms	9.9729 KOps/s	10.3110 KOps/s	$\color{#d91a1a}-3.28\%$
test_compile_indexing[slice-tensorclass-eager]	0.4111ms	18.0733μs	55.3303 KOps/s	61.2564 KOps/s	$\textbf{\color{#d91a1a}-9.67\%}$
test_compile_indexing[slice-pytree-compile]	0.5101ms	0.1016ms	9.8403 KOps/s	9.3999 KOps/s	$\color{#35bf28}+4.69\%$
test_compile_indexing[slice-pytree-eager]	0.4090ms	17.9971μs	55.5645 KOps/s	61.6225 KOps/s	$\textbf{\color{#d91a1a}-9.83\%}$
test_compile_indexing[int-tensordict-compile]	0.5228ms	0.1095ms	9.1350 KOps/s	9.5225 KOps/s	$\color{#d91a1a}-4.07\%$
test_compile_indexing[int-tensordict-eager]	0.5422ms	20.6330μs	48.4661 KOps/s	50.9475 KOps/s	$\color{#d91a1a}-4.87\%$
test_compile_indexing[int-tensorclass-compile]	0.5239ms	0.1052ms	9.5099 KOps/s	9.4628 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_indexing[int-tensorclass-eager]	55.8200μs	18.1618μs	55.0605 KOps/s	62.1849 KOps/s	$\textbf{\color{#d91a1a}-11.46\%}$
test_compile_indexing[int-pytree-compile]	0.5189ms	0.1053ms	9.4941 KOps/s	9.8768 KOps/s	$\color{#d91a1a}-3.87\%$
test_compile_indexing[int-pytree-eager]	0.4138ms	18.0792μs	55.3121 KOps/s	57.6873 KOps/s	$\color{#d91a1a}-4.12\%$
test_mod_add[eager]	0.4552ms	40.1310μs	24.9184 KOps/s	25.0001 KOps/s	$\color{#d91a1a}-0.33\%$
test_mod_add[compile]	0.1256ms	82.1697μs	12.1699 KOps/s	11.8217 KOps/s	$\color{#35bf28}+2.95\%$
test_mod_add[compile-overhead]	0.3242ms	0.1686ms	5.9312 KOps/s	5.4280 KOps/s	$\textbf{\color{#35bf28}+9.27\%}$
test_mod_wrap[eager]	0.6701ms	0.2533ms	3.9475 KOps/s	3.7767 KOps/s	$\color{#35bf28}+4.52\%$
test_mod_wrap[compile]	0.3410ms	0.2902ms	3.4456 KOps/s	3.3945 KOps/s	$\color{#35bf28}+1.51\%$
test_mod_wrap[compile-overhead]	7.4575ms	3.8465ms	259.9785 Ops/s	262.9542 Ops/s	$\color{#d91a1a}-1.13\%$
test_mod_wrap_and_backward[eager]	1.5971ms	1.3907ms	719.0693 Ops/s	685.2285 Ops/s	$\color{#35bf28}+4.94\%$
test_mod_wrap_and_backward[compile]	1.3601ms	1.2851ms	778.1365 Ops/s	758.5909 Ops/s	$\color{#35bf28}+2.58\%$
test_mod_wrap_and_backward[compile-overhead]	1.3754ms	0.9258ms	1.0801 KOps/s	1.0408 KOps/s	$\color{#35bf28}+3.78\%$
test_seq_add[eager]	0.1714ms	0.1190ms	8.4046 KOps/s	7.8992 KOps/s	$\textbf{\color{#35bf28}+6.40\%}$
test_seq_add[compile]	0.2247ms	91.0752μs	10.9799 KOps/s	10.3289 KOps/s	$\textbf{\color{#35bf28}+6.30\%}$
test_seq_add[compile-overhead]	0.2285ms	0.1294ms	7.7286 KOps/s	7.2283 KOps/s	$\textbf{\color{#35bf28}+6.92\%}$
test_seq_wrap[eager]	0.4946ms	0.4294ms	2.3291 KOps/s	2.1416 KOps/s	$\textbf{\color{#35bf28}+8.75\%}$
test_seq_wrap[compile]	0.3630ms	0.3080ms	3.2463 KOps/s	3.1852 KOps/s	$\color{#35bf28}+1.92\%$
test_seq_wrap[compile-overhead]	0.2781ms	0.2268ms	4.4089 KOps/s	4.3264 KOps/s	$\color{#35bf28}+1.91\%$
test_func_call_runtime[False-eager]	0.8145ms	0.7520ms	1.3297 KOps/s	1.2874 KOps/s	$\color{#35bf28}+3.28\%$
test_func_call_runtime[False-compile]	0.9195ms	0.7587ms	1.3181 KOps/s	1.2931 KOps/s	$\color{#35bf28}+1.93\%$
test_func_call_runtime[False-compile-overhead]	0.4229ms	0.3657ms	2.7346 KOps/s	2.6999 KOps/s	$\color{#35bf28}+1.28\%$
test_func_call_runtime[True-eager]	0.9810ms	0.9078ms	1.1015 KOps/s	1.0294 KOps/s	$\textbf{\color{#35bf28}+7.00\%}$
test_func_call_runtime[True-compile]	0.8438ms	0.7816ms	1.2794 KOps/s	1.2133 KOps/s	$\textbf{\color{#35bf28}+5.45\%}$
test_func_call_runtime[True-compile-overhead]	0.5101ms	0.3897ms	2.5660 KOps/s	2.5453 KOps/s	$\color{#35bf28}+0.82\%$
test_func_call_cm_runtime[False-eager]	0.9298ms	0.7874ms	1.2700 KOps/s	1.3109 KOps/s	$\color{#d91a1a}-3.12\%$
test_func_call_cm_runtime[False-compile]	0.8325ms	0.7569ms	1.3212 KOps/s	1.2946 KOps/s	$\color{#35bf28}+2.06\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4318ms	0.3704ms	2.6997 KOps/s	2.6843 KOps/s	$\color{#35bf28}+0.57\%$
test_func_call_cm_runtime[True-eager]	1.1487ms	1.0227ms	977.7663 Ops/s	960.7579 Ops/s	$\color{#35bf28}+1.77\%$
test_func_call_cm_runtime[True-compile]	1.5235ms	1.0291ms	971.6946 Ops/s	914.0805 Ops/s	$\textbf{\color{#35bf28}+6.30\%}$
test_func_call_cm_runtime[True-compile-overhead]	1.1365ms	1.0280ms	972.7168 Ops/s	972.2771 Ops/s	$\color{#35bf28}+0.05\%$
test_vmap_func_call_cm_runtime[eager]	2.5203ms	2.1266ms	470.2331 Ops/s	464.4808 Ops/s	$\color{#35bf28}+1.24\%$
test_vmap_func_call_cm_runtime[compile]	1.0278ms	0.8398ms	1.1908 KOps/s	1.1788 KOps/s	$\color{#35bf28}+1.02\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5203ms	0.4185ms	2.3897 KOps/s	2.3409 KOps/s	$\color{#35bf28}+2.08\%$
test_distributed	3.2312ms	0.1949ms	5.1302 KOps/s	8.6953 KOps/s	$\textbf{\color{#d91a1a}-41.00\%}$
test_tdmodule	31.9700μs	20.8733μs	47.9082 KOps/s	47.3973 KOps/s	$\color{#35bf28}+1.08\%$
test_tdmodule_dispatch	59.3210μs	37.4589μs	26.6960 KOps/s	27.9691 KOps/s	$\color{#d91a1a}-4.55\%$
test_tdseq	45.1710μs	21.4475μs	46.6256 KOps/s	47.7505 KOps/s	$\color{#d91a1a}-2.36\%$
test_tdseq_dispatch	81.5410μs	40.2693μs	24.8328 KOps/s	25.8168 KOps/s	$\color{#d91a1a}-3.81\%$
test_instantiation_functorch	1.6088ms	1.5249ms	655.7649 Ops/s	620.7215 Ops/s	$\textbf{\color{#35bf28}+5.65\%}$
test_exec_functorch	0.1865ms	0.1425ms	7.0158 KOps/s	6.7631 KOps/s	$\color{#35bf28}+3.74\%$
test_exec_functional_call	0.2111ms	0.1375ms	7.2732 KOps/s	6.9756 KOps/s	$\color{#35bf28}+4.27\%$
test_exec_td_decorator	0.3716ms	0.1895ms	5.2762 KOps/s	5.1319 KOps/s	$\color{#35bf28}+2.81\%$
test_vmap_mlp_speed_decorator[True-True]	0.8113ms	0.6951ms	1.4387 KOps/s	1.4265 KOps/s	$\color{#35bf28}+0.86\%$
test_vmap_mlp_speed_decorator[True-False]	0.8302ms	0.6945ms	1.4399 KOps/s	1.4273 KOps/s	$\color{#35bf28}+0.89\%$
test_vmap_mlp_speed_decorator[False-True]	0.7145ms	0.6033ms	1.6574 KOps/s	1.6377 KOps/s	$\color{#35bf28}+1.20\%$
test_vmap_mlp_speed_decorator[False-False]	0.7202ms	0.6055ms	1.6516 KOps/s	1.6370 KOps/s	$\color{#35bf28}+0.89\%$
test_vmap_transformer_speed_decorator[True-True]	19.8965ms	19.5147ms	51.2434 Ops/s	50.9864 Ops/s	$\color{#35bf28}+0.50\%$
test_vmap_transformer_speed_decorator[True-False]	19.5788ms	19.4937ms	51.2985 Ops/s	51.0114 Ops/s	$\color{#35bf28}+0.56\%$
test_vmap_transformer_speed_decorator[False-True]	19.4242ms	19.3217ms	51.7554 Ops/s	51.3189 Ops/s	$\color{#35bf28}+0.85\%$
test_vmap_transformer_speed_decorator[False-False]	19.8124ms	19.3431ms	51.6981 Ops/s	51.3617 Ops/s	$\color{#35bf28}+0.66\%$
test_to_module_speed[True]	1.4429ms	0.9821ms	1.0182 KOps/s	1.0187 KOps/s	$\color{#d91a1a}-0.05\%$
test_to_module_speed[False]	1.0343ms	0.9666ms	1.0346 KOps/s	1.0442 KOps/s	$\color{#d91a1a}-0.92\%$
test_tc_init	65.4810μs	36.8882μs	27.1089 KOps/s	28.1651 KOps/s	$\color{#d91a1a}-3.75\%$
test_tc_init_nested	0.1750ms	75.7878μs	13.1947 KOps/s	14.0747 KOps/s	$\textbf{\color{#d91a1a}-6.25\%}$
test_tc_first_layer_tensor	20.5400μs	0.7998μs	1.2504 MOps/s	1.3960 MOps/s	$\textbf{\color{#d91a1a}-10.43\%}$
test_tc_first_layer_nontensor	24.5400μs	2.2266μs	449.1173 KOps/s	446.9738 KOps/s	$\color{#35bf28}+0.48\%$
test_tc_second_layer_tensor	9.8033μs	1.4298μs	699.4066 KOps/s	698.4161 KOps/s	$\color{#35bf28}+0.14\%$
test_tc_second_layer_nontensor	32.4010μs	3.0064μs	332.6271 KOps/s	334.5884 KOps/s	$\color{#d91a1a}-0.59\%$
test_unbind	0.2148s	11.8998ms	84.0353 Ops/s	143.2505 Ops/s	$\textbf{\color{#d91a1a}-41.34\%}$
test_full_like	10.2990ms	9.2956ms	107.5783 Ops/s	107.6571 Ops/s	$\color{#d91a1a}-0.07\%$
test_zeros_like	9.2567ms	7.2593ms	137.7538 Ops/s	137.2764 Ops/s	$\color{#35bf28}+0.35\%$
test_ones_like	4.8533ms	4.3220ms	231.3728 Ops/s	231.4124 Ops/s	$\color{#d91a1a}-0.02\%$
test_clone	6.8005ms	6.3960ms	156.3482 Ops/s	155.6658 Ops/s	$\color{#35bf28}+0.44\%$
test_squeeze	63.8300μs	9.9175μs	100.8314 KOps/s	101.5363 KOps/s	$\color{#d91a1a}-0.69\%$
test_unsqueeze	0.1323ms	75.4804μs	13.2485 KOps/s	13.3566 KOps/s	$\color{#d91a1a}-0.81\%$
test_split	0.3725ms	0.1618ms	6.1805 KOps/s	6.1409 KOps/s	$\color{#35bf28}+0.65\%$
test_permute	0.3361ms	0.1886ms	5.3013 KOps/s	5.3691 KOps/s	$\color{#d91a1a}-1.26\%$
test_stack	50.9244ms	50.4311ms	19.8290 Ops/s	19.8367 Ops/s	$\color{#d91a1a}-0.04\%$
test_cat	50.6767ms	49.8701ms	20.0521 Ops/s	19.6941 Ops/s	$\color{#35bf28}+1.82\%$