[BugFix] densify non tensor stack is a no-op

[vmoens]

Stack from ghstack (oldest at bottom):

• -> [BugFix] densify non tensor stack is a no-op #1194

[github-actions]

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}22$. Worsened: $\large\color{#d91a1a}8$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	42.0780μs	20.5420μs	48.6807 KOps/s	49.2307 KOps/s	$\color{#d91a1a}-1.12\%$
test_plain_set_stack_nested	51.7060μs	20.6883μs	48.3364 KOps/s	48.1049 KOps/s	$\color{#35bf28}+0.48\%$
test_plain_set_nested_inplace	57.9470μs	22.4154μs	44.6123 KOps/s	44.5354 KOps/s	$\color{#35bf28}+0.17\%$
test_plain_set_stack_nested_inplace	83.3650μs	23.0036μs	43.4714 KOps/s	44.3241 KOps/s	$\color{#d91a1a}-1.92\%$
test_items	23.2940μs	4.1756μs	239.4883 KOps/s	244.0561 KOps/s	$\color{#d91a1a}-1.87\%$
test_items_nested	0.4726ms	0.3969ms	2.5196 KOps/s	2.4930 KOps/s	$\color{#35bf28}+1.07\%$
test_items_nested_locked	0.8309ms	0.3953ms	2.5300 KOps/s	2.4702 KOps/s	$\color{#35bf28}+2.42\%$
test_items_nested_leaf	0.1156ms	76.8433μs	13.0135 KOps/s	13.1258 KOps/s	$\color{#d91a1a}-0.86\%$
test_items_stack_nested	0.4694ms	0.3999ms	2.5007 KOps/s	2.4987 KOps/s	$\color{#35bf28}+0.08\%$
test_items_stack_nested_leaf	0.1341ms	78.6739μs	12.7107 KOps/s	12.7460 KOps/s	$\color{#d91a1a}-0.28\%$
test_items_stack_nested_locked	0.7223ms	0.4002ms	2.4985 KOps/s	2.4821 KOps/s	$\color{#35bf28}+0.66\%$
test_keys	25.6580μs	3.5251μs	283.6810 KOps/s	286.9621 KOps/s	$\color{#d91a1a}-1.14\%$
test_keys_nested	0.2790ms	0.1659ms	6.0289 KOps/s	6.0971 KOps/s	$\color{#d91a1a}-1.12\%$
test_keys_nested_locked	1.8038ms	0.1710ms	5.8472 KOps/s	5.8360 KOps/s	$\color{#35bf28}+0.19\%$
test_keys_nested_leaf	0.2224ms	0.1450ms	6.8975 KOps/s	6.9891 KOps/s	$\color{#d91a1a}-1.31\%$
test_keys_stack_nested	0.2996ms	0.1661ms	6.0192 KOps/s	6.0634 KOps/s	$\color{#d91a1a}-0.73\%$
test_keys_stack_nested_leaf	0.2195ms	0.1438ms	6.9557 KOps/s	6.9842 KOps/s	$\color{#d91a1a}-0.41\%$
test_keys_stack_nested_locked	0.3011ms	0.1714ms	5.8343 KOps/s	5.8400 KOps/s	$\color{#d91a1a}-0.10\%$
test_values	5.4782μs	1.0427μs	959.0921 KOps/s	967.2685 KOps/s	$\color{#d91a1a}-0.85\%$
test_values_nested	0.1273ms	62.3202μs	16.0462 KOps/s	15.6764 KOps/s	$\color{#35bf28}+2.36\%$
test_values_nested_locked	0.5786ms	64.0450μs	15.6140 KOps/s	15.6876 KOps/s	$\color{#d91a1a}-0.47\%$
test_values_nested_leaf	0.1307ms	70.8077μs	14.1228 KOps/s	13.9851 KOps/s	$\color{#35bf28}+0.98\%$
test_values_stack_nested	0.1210ms	62.3439μs	16.0401 KOps/s	15.6959 KOps/s	$\color{#35bf28}+2.19\%$
test_values_stack_nested_leaf	0.1355ms	71.0061μs	14.0833 KOps/s	13.9133 KOps/s	$\color{#35bf28}+1.22\%$
test_values_stack_nested_locked	0.1206ms	62.2792μs	16.0567 KOps/s	15.6869 KOps/s	$\color{#35bf28}+2.36\%$
test_membership	1.9376μs	0.6810μs	1.4684 MOps/s	1.4544 MOps/s	$\color{#35bf28}+0.97\%$
test_membership_nested	23.1130μs	2.9190μs	342.5828 KOps/s	345.9014 KOps/s	$\color{#d91a1a}-0.96\%$
test_membership_nested_leaf	25.5280μs	2.9041μs	344.3377 KOps/s	349.8750 KOps/s	$\color{#d91a1a}-1.58\%$
test_membership_stacked_nested	25.6170μs	2.9091μs	343.7456 KOps/s	341.9289 KOps/s	$\color{#35bf28}+0.53\%$
test_membership_stacked_nested_leaf	0.1356ms	2.9334μs	340.9065 KOps/s	343.4669 KOps/s	$\color{#d91a1a}-0.75\%$
test_membership_nested_last	25.8780μs	4.2912μs	233.0344 KOps/s	236.0595 KOps/s	$\color{#d91a1a}-1.28\%$
test_membership_nested_leaf_last	29.2940μs	4.3677μs	228.9514 KOps/s	230.5072 KOps/s	$\color{#d91a1a}-0.67\%$
test_membership_stacked_nested_last	19.8270μs	4.3735μs	228.6513 KOps/s	233.4568 KOps/s	$\color{#d91a1a}-2.06\%$
test_membership_stacked_nested_leaf_last	21.2090μs	4.3309μs	230.8981 KOps/s	231.5667 KOps/s	$\color{#d91a1a}-0.29\%$
test_nested_getleaf	33.3920μs	10.5635μs	94.6652 KOps/s	93.6274 KOps/s	$\color{#35bf28}+1.11\%$
test_nested_get	43.2910μs	10.0405μs	99.5965 KOps/s	96.2331 KOps/s	$\color{#35bf28}+3.50\%$
test_stacked_getleaf	35.3960μs	10.5123μs	95.1263 KOps/s	93.7971 KOps/s	$\color{#35bf28}+1.42\%$
test_stacked_get	41.3470μs	9.9793μs	100.2070 KOps/s	97.9029 KOps/s	$\color{#35bf28}+2.35\%$
test_nested_getitemleaf	40.1140μs	11.2755μs	88.6877 KOps/s	89.0383 KOps/s	$\color{#d91a1a}-0.39\%$
test_nested_getitem	34.7550μs	10.6676μs	93.7422 KOps/s	93.4886 KOps/s	$\color{#35bf28}+0.27\%$
test_stacked_getitemleaf	34.5540μs	11.2267μs	89.0734 KOps/s	89.3241 KOps/s	$\color{#d91a1a}-0.28\%$
test_stacked_getitem	30.9480μs	10.6406μs	93.9800 KOps/s	93.6978 KOps/s	$\color{#35bf28}+0.30\%$
test_lock_nested	0.7417ms	0.4194ms	2.3844 KOps/s	2.4412 KOps/s	$\color{#d91a1a}-2.32\%$
test_lock_stack_nested	0.8430ms	0.4229ms	2.3648 KOps/s	2.3534 KOps/s	$\color{#35bf28}+0.49\%$
test_unlock_nested	0.4508ms	0.3367ms	2.9703 KOps/s	2.9498 KOps/s	$\color{#35bf28}+0.70\%$
test_unlock_stack_nested	0.6258ms	0.3415ms	2.9279 KOps/s	2.9104 KOps/s	$\color{#35bf28}+0.60\%$
test_flatten_speed	0.2010ms	0.1009ms	9.9125 KOps/s	10.0051 KOps/s	$\color{#d91a1a}-0.93\%$
test_unflatten_speed	0.8228ms	0.5240ms	1.9086 KOps/s	1.9043 KOps/s	$\color{#35bf28}+0.22\%$
test_common_ops	0.9965ms	0.7925ms	1.2618 KOps/s	1.2215 KOps/s	$\color{#35bf28}+3.31\%$
test_creation	38.7520μs	2.5680μs	389.4121 KOps/s	403.0307 KOps/s	$\color{#d91a1a}-3.38\%$
test_creation_empty	61.4740μs	12.2275μs	81.7826 KOps/s	82.3257 KOps/s	$\color{#d91a1a}-0.66\%$
test_creation_nested_1	40.2650μs	15.1992μs	65.7929 KOps/s	65.2725 KOps/s	$\color{#35bf28}+0.80\%$
test_creation_nested_2	49.6130μs	19.8607μs	50.3507 KOps/s	50.6994 KOps/s	$\color{#d91a1a}-0.69\%$
test_clone	67.5060μs	13.2198μs	75.6443 KOps/s	74.0525 KOps/s	$\color{#35bf28}+2.15\%$
test_getitem[int]	0.7760ms	12.8779μs	77.6524 KOps/s	79.0666 KOps/s	$\color{#d91a1a}-1.79\%$
test_getitem[slice_int]	0.1298ms	25.0378μs	39.9396 KOps/s	41.0050 KOps/s	$\color{#d91a1a}-2.60\%$
test_getitem[range]	0.1950ms	50.9518μs	19.6264 KOps/s	20.5744 KOps/s	$\color{#d91a1a}-4.61\%$
test_getitem[tuple]	0.1240ms	20.3900μs	49.0435 KOps/s	49.8198 KOps/s	$\color{#d91a1a}-1.56\%$
test_getitem[list]	0.1570ms	46.0524μs	21.7144 KOps/s	23.0805 KOps/s	$\textbf{\color{#d91a1a}-5.92\%}$
test_setitem_dim[int]	60.9130μs	25.7540μs	38.8289 KOps/s	39.8006 KOps/s	$\color{#d91a1a}-2.44\%$
test_setitem_dim[slice_int]	86.3410μs	50.5667μs	19.7758 KOps/s	19.8073 KOps/s	$\color{#d91a1a}-0.16\%$
test_setitem_dim[range]	0.1197ms	77.3776μs	12.9236 KOps/s	13.3828 KOps/s	$\color{#d91a1a}-3.43\%$
test_setitem_dim[tuple]	76.0920μs	41.3501μs	24.1837 KOps/s	25.3214 KOps/s	$\color{#d91a1a}-4.49\%$
test_setitem	68.3170μs	20.7443μs	48.2061 KOps/s	47.7801 KOps/s	$\color{#35bf28}+0.89\%$
test_set	78.2550μs	20.3021μs	49.2560 KOps/s	49.1484 KOps/s	$\color{#35bf28}+0.22\%$
test_set_shared	4.4078ms	0.1774ms	5.6354 KOps/s	5.4107 KOps/s	$\color{#35bf28}+4.15\%$
test_update	0.1300ms	23.6139μs	42.3479 KOps/s	43.3118 KOps/s	$\color{#d91a1a}-2.23\%$
test_update_nested	71.6840μs	33.4229μs	29.9196 KOps/s	29.6130 KOps/s	$\color{#35bf28}+1.04\%$
test_update__nested	0.4299ms	33.1948μs	30.1252 KOps/s	30.0525 KOps/s	$\color{#35bf28}+0.24\%$
test_set_nested	64.4600μs	22.3898μs	44.6632 KOps/s	44.3388 KOps/s	$\color{#35bf28}+0.73\%$
test_set_nested_new	94.7660μs	27.5926μs	36.2416 KOps/s	36.1910 KOps/s	$\color{#35bf28}+0.14\%$
test_select	90.0280μs	44.9377μs	22.2530 KOps/s	23.3152 KOps/s	$\color{#d91a1a}-4.56\%$
test_select_nested	0.1141ms	62.4450μs	16.0141 KOps/s	15.8480 KOps/s	$\color{#35bf28}+1.05\%$
test_exclude_nested	0.1537ms	80.6628μs	12.3973 KOps/s	12.4629 KOps/s	$\color{#d91a1a}-0.53\%$
test_empty[True]	0.7569ms	0.4050ms	2.4689 KOps/s	2.4680 KOps/s	$\color{#35bf28}+0.04\%$
test_empty[False]	11.3735μs	1.3704μs	729.7301 KOps/s	711.5959 KOps/s	$\color{#35bf28}+2.55\%$
test_unbind_speed	0.4464ms	0.2701ms	3.7020 KOps/s	3.7080 KOps/s	$\color{#d91a1a}-0.16\%$
test_unbind_speed_stack0	0.3464ms	0.2696ms	3.7095 KOps/s	3.7233 KOps/s	$\color{#d91a1a}-0.37\%$
test_unbind_speed_stack1	0.7407ms	0.6625ms	1.5094 KOps/s	1.2489 KOps/s	$\textbf{\color{#35bf28}+20.86\%}$
test_split	95.4970ms	1.7320ms	577.3639 Ops/s	581.4807 Ops/s	$\color{#d91a1a}-0.71\%$
test_chunk	99.7360ms	1.7560ms	569.4829 Ops/s	636.9851 Ops/s	$\textbf{\color{#d91a1a}-10.60\%}$
test_consolidate_njt[False-None]	8.5092ms	8.1135ms	123.2507 Ops/s	110.8625 Ops/s	$\textbf{\color{#35bf28}+11.17\%}$
test_creation[device0]	0.2205ms	90.9459μs	10.9955 KOps/s	10.9841 KOps/s	$\color{#35bf28}+0.10\%$
test_creation_from_tensor	3.8544ms	94.4793μs	10.5843 KOps/s	10.4486 KOps/s	$\color{#35bf28}+1.30\%$
test_add_one[memmap_tensor0]	77.3840μs	4.7539μs	210.3545 KOps/s	195.1737 KOps/s	$\textbf{\color{#35bf28}+7.78\%}$
test_contiguous[memmap_tensor0]	14.2870μs	0.5133μs	1.9483 MOps/s	1.9715 MOps/s	$\color{#d91a1a}-1.18\%$
test_stack[memmap_tensor0]	29.0640μs	3.3446μs	298.9922 KOps/s	296.1761 KOps/s	$\color{#35bf28}+0.95\%$
test_memmaptd_index	0.9715ms	0.2295ms	4.3576 KOps/s	4.4272 KOps/s	$\color{#d91a1a}-1.57\%$
test_memmaptd_index_astensor	0.4641ms	0.3131ms	3.1935 KOps/s	3.2316 KOps/s	$\color{#d91a1a}-1.18\%$
test_memmaptd_index_op	1.4338ms	0.5775ms	1.7316 KOps/s	1.6569 KOps/s	$\color{#35bf28}+4.51\%$
test_serialize_model	0.1258s	0.1182s	8.4574 Ops/s	8.6028 Ops/s	$\color{#d91a1a}-1.69\%$
test_serialize_model_pickle	0.4890s	0.3891s	2.5702 Ops/s	2.4965 Ops/s	$\color{#35bf28}+2.95\%$
test_serialize_weights	0.1326s	0.1173s	8.5285 Ops/s	8.8824 Ops/s	$\color{#d91a1a}-3.98\%$
test_serialize_weights_returnearly	0.1714s	0.1603s	6.2373 Ops/s	5.8087 Ops/s	$\textbf{\color{#35bf28}+7.38\%}$
test_serialize_weights_pickle	0.5711s	0.4401s	2.2722 Ops/s	2.5027 Ops/s	$\textbf{\color{#d91a1a}-9.21\%}$
test_serialize_weights_filesystem	0.2624s	0.1572s	6.3594 Ops/s	7.1057 Ops/s	$\textbf{\color{#d91a1a}-10.50\%}$
test_serialize_model_filesystem	0.1530s	0.1460s	6.8477 Ops/s	6.6708 Ops/s	$\color{#35bf28}+2.65\%$
test_reshape_pytree	61.5440μs	25.8539μs	38.6790 KOps/s	38.7824 KOps/s	$\color{#d91a1a}-0.27\%$
test_reshape_td	69.2190μs	32.6355μs	30.6414 KOps/s	30.5798 KOps/s	$\color{#35bf28}+0.20\%$
test_view_pytree	67.9270μs	26.1116μs	38.2972 KOps/s	38.7207 KOps/s	$\color{#d91a1a}-1.09\%$
test_view_td	77.0030μs	39.4637μs	25.3398 KOps/s	26.3183 KOps/s	$\color{#d91a1a}-3.72\%$
test_unbind_pytree	55.4430μs	29.2128μs	34.2316 KOps/s	34.9967 KOps/s	$\color{#d91a1a}-2.19\%$
test_unbind_td	0.3286ms	39.4631μs	25.3401 KOps/s	24.7071 KOps/s	$\color{#35bf28}+2.56\%$
test_split_pytree	67.4660μs	28.9304μs	34.5657 KOps/s	35.1847 KOps/s	$\color{#d91a1a}-1.76\%$
test_split_td	0.5152ms	45.1425μs	22.1521 KOps/s	22.3423 KOps/s	$\color{#d91a1a}-0.85\%$
test_add_pytree	74.8990μs	34.8435μs	28.6998 KOps/s	28.6610 KOps/s	$\color{#35bf28}+0.14\%$
test_add_td	0.1260ms	58.4817μs	17.0994 KOps/s	16.5785 KOps/s	$\color{#35bf28}+3.14\%$
test_compile_add_one_nested[tensordict-compile]	0.1412ms	66.4022μs	15.0598 KOps/s	15.1203 KOps/s	$\color{#d91a1a}-0.40\%$
test_compile_add_one_nested[tensordict-eager]	0.7648ms	0.1742ms	5.7403 KOps/s	5.7523 KOps/s	$\color{#d91a1a}-0.21\%$
test_compile_add_one_nested[pytree-compile]	0.1097ms	45.5842μs	21.9374 KOps/s	21.9514 KOps/s	$\color{#d91a1a}-0.06\%$
test_compile_add_one_nested[pytree-eager]	0.2288ms	0.1165ms	8.5845 KOps/s	8.5398 KOps/s	$\color{#35bf28}+0.52\%$
test_compile_copy_nested[tensordict-compile]	81.6290μs	27.7596μs	36.0236 KOps/s	35.5155 KOps/s	$\color{#35bf28}+1.43\%$
test_compile_copy_nested[tensordict-eager]	0.1130ms	57.8835μs	17.2761 KOps/s	16.7840 KOps/s	$\color{#35bf28}+2.93\%$
test_compile_copy_nested[pytree-compile]	0.1383ms	77.7572μs	12.8605 KOps/s	12.5843 KOps/s	$\color{#35bf28}+2.20\%$
test_compile_copy_nested[pytree-eager]	0.1291ms	65.1778μs	15.3426 KOps/s	15.0238 KOps/s	$\color{#35bf28}+2.12\%$
test_compile_add_one_flat[tensordict-compile]	0.1750ms	0.1077ms	9.2886 KOps/s	9.3925 KOps/s	$\color{#d91a1a}-1.11\%$
test_compile_add_one_flat[tensordict-eager]	0.4338ms	0.2159ms	4.6311 KOps/s	4.6506 KOps/s	$\color{#d91a1a}-0.42\%$
test_compile_add_one_flat[tensorclass-compile]	0.1132ms	47.9392μs	20.8597 KOps/s	21.8745 KOps/s	$\color{#d91a1a}-4.64\%$
test_compile_add_one_flat[tensorclass-eager]	0.5695ms	67.4615μs	14.8233 KOps/s	14.8253 KOps/s	$\color{#d91a1a}-0.01\%$
test_compile_add_one_flat[pytree-compile]	0.2062ms	0.1008ms	9.9251 KOps/s	10.0399 KOps/s	$\color{#d91a1a}-1.14\%$
test_compile_add_one_flat[pytree-eager]	0.3632ms	0.1975ms	5.0620 KOps/s	5.0209 KOps/s	$\color{#35bf28}+0.82\%$
test_compile_add_self_flat[tensordict-eager]	1.4331ms	0.2313ms	4.3241 KOps/s	4.2904 KOps/s	$\color{#35bf28}+0.78\%$
test_compile_add_self_flat[tensordict-compile]	0.3088ms	0.1128ms	8.8664 KOps/s	9.2196 KOps/s	$\color{#d91a1a}-3.83\%$
test_compile_add_self_flat[tensorclass-eager]	0.1392ms	63.7208μs	15.6935 KOps/s	16.3934 KOps/s	$\color{#d91a1a}-4.27\%$
test_compile_add_self_flat[tensorclass-compile]	97.0110μs	49.2443μs	20.3069 KOps/s	20.8323 KOps/s	$\color{#d91a1a}-2.52\%$
test_compile_add_self_flat[pytree-eager]	0.2693ms	0.1542ms	6.4857 KOps/s	6.3786 KOps/s	$\color{#35bf28}+1.68\%$
test_compile_add_self_flat[pytree-compile]	0.1751ms	0.1012ms	9.8832 KOps/s	10.0383 KOps/s	$\color{#d91a1a}-1.54\%$
test_compile_copy_flat[tensordict-compile]	75.5970μs	21.0117μs	47.5926 KOps/s	46.4130 KOps/s	$\color{#35bf28}+2.54\%$
test_compile_copy_flat[tensordict-eager]	0.1273ms	67.3495μs	14.8479 KOps/s	14.6116 KOps/s	$\color{#35bf28}+1.62\%$
test_compile_copy_flat[pytree-compile]	0.1596ms	80.2127μs	12.4669 KOps/s	12.3831 KOps/s	$\color{#35bf28}+0.68\%$
test_compile_copy_flat[pytree-eager]	0.1422ms	66.1957μs	15.1067 KOps/s	14.8778 KOps/s	$\color{#35bf28}+1.54\%$
test_compile_assign_and_add[tensordict-compile]	0.2997ms	0.2174ms	4.6006 KOps/s	4.6812 KOps/s	$\color{#d91a1a}-1.72\%$
test_compile_assign_and_add[tensordict-eager]	1.9480ms	1.3488ms	741.4193 Ops/s	705.5486 Ops/s	$\textbf{\color{#35bf28}+5.08\%}$
test_compile_assign_and_add[pytree-compile]	0.2951ms	0.2121ms	4.7149 KOps/s	4.7631 KOps/s	$\color{#d91a1a}-1.01\%$
test_compile_assign_and_add[pytree-eager]	1.0257ms	0.8102ms	1.2342 KOps/s	1.2160 KOps/s	$\color{#35bf28}+1.50\%$
test_compile_assign_and_add_stack[compile]	0.5747ms	0.4599ms	2.1743 KOps/s	2.2087 KOps/s	$\color{#d91a1a}-1.56\%$
test_compile_assign_and_add_stack[eager]	4.0417ms	2.6440ms	378.2192 Ops/s	359.8874 Ops/s	$\textbf{\color{#35bf28}+5.09\%}$
test_compile_indexing[tensor-tensordict-compile]	0.1032ms	37.6479μs	26.5619 KOps/s	26.1251 KOps/s	$\color{#35bf28}+1.67\%$
test_compile_indexing[tensor-tensordict-eager]	0.5718ms	34.4948μs	28.9899 KOps/s	31.7348 KOps/s	$\textbf{\color{#d91a1a}-8.65\%}$
test_compile_indexing[tensor-tensorclass-compile]	0.1257ms	30.4221μs	32.8709 KOps/s	33.3916 KOps/s	$\color{#d91a1a}-1.56\%$
test_compile_indexing[tensor-tensorclass-eager]	88.0640μs	22.8027μs	43.8545 KOps/s	44.8045 KOps/s	$\color{#d91a1a}-2.12\%$
test_compile_indexing[tensor-pytree-compile]	81.4020μs	32.3403μs	30.9212 KOps/s	32.2578 KOps/s	$\color{#d91a1a}-4.14\%$
test_compile_indexing[tensor-pytree-eager]	0.5778ms	22.8448μs	43.7736 KOps/s	44.1349 KOps/s	$\color{#d91a1a}-0.82\%$
test_compile_indexing[slice-tensordict-compile]	0.1156ms	52.7731μs	18.9490 KOps/s	18.2659 KOps/s	$\color{#35bf28}+3.74\%$
test_compile_indexing[slice-tensordict-eager]	0.2661ms	19.9069μs	50.2338 KOps/s	49.2297 KOps/s	$\color{#35bf28}+2.04\%$
test_compile_indexing[slice-tensorclass-compile]	0.1216ms	45.2485μs	22.1002 KOps/s	21.8410 KOps/s	$\color{#35bf28}+1.19\%$
test_compile_indexing[slice-tensorclass-eager]	77.8340μs	18.5976μs	53.7703 KOps/s	54.9960 KOps/s	$\color{#d91a1a}-2.23\%$
test_compile_indexing[slice-pytree-compile]	0.1357ms	45.5732μs	21.9427 KOps/s	21.5626 KOps/s	$\color{#35bf28}+1.76\%$
test_compile_indexing[slice-pytree-eager]	48.9410μs	18.3903μs	54.3766 KOps/s	54.9960 KOps/s	$\color{#d91a1a}-1.13\%$
test_compile_indexing[int-tensordict-compile]	0.1321ms	54.7549μs	18.2632 KOps/s	17.8311 KOps/s	$\color{#35bf28}+2.42\%$
test_compile_indexing[int-tensordict-eager]	0.9556ms	19.7961μs	50.5150 KOps/s	50.2486 KOps/s	$\color{#35bf28}+0.53\%$
test_compile_indexing[int-tensorclass-compile]	0.1054ms	45.1024μs	22.1718 KOps/s	21.4364 KOps/s	$\color{#35bf28}+3.43\%$
test_compile_indexing[int-tensorclass-eager]	0.2679ms	18.3337μs	54.5443 KOps/s	54.4305 KOps/s	$\color{#35bf28}+0.21\%$
test_compile_indexing[int-pytree-compile]	0.1145ms	45.1644μs	22.1413 KOps/s	21.4922 KOps/s	$\color{#35bf28}+3.02\%$
test_compile_indexing[int-pytree-eager]	72.4750μs	18.3455μs	54.5093 KOps/s	55.3277 KOps/s	$\color{#d91a1a}-1.48\%$
test_mod_add[eager]	0.1074ms	35.2018μs	28.4076 KOps/s	28.2585 KOps/s	$\color{#35bf28}+0.53\%$
test_mod_add[compile]	0.1196ms	64.2159μs	15.5725 KOps/s	15.0718 KOps/s	$\color{#35bf28}+3.32\%$
test_mod_add[compile-overhead]	0.1273ms	63.1371μs	15.8386 KOps/s	15.3925 KOps/s	$\color{#35bf28}+2.90\%$
test_mod_wrap[eager]	0.4162ms	0.2136ms	4.6823 KOps/s	4.3908 KOps/s	$\textbf{\color{#35bf28}+6.64\%}$
test_mod_wrap[compile]	1.3248ms	0.2214ms	4.5159 KOps/s	4.2856 KOps/s	$\textbf{\color{#35bf28}+5.38\%}$
test_mod_wrap[compile-overhead]	0.4199ms	0.2207ms	4.5320 KOps/s	4.3236 KOps/s	$\color{#35bf28}+4.82\%$
test_mod_wrap_and_backward[eager]	20.3302ms	13.3221ms	75.0635 Ops/s	75.9755 Ops/s	$\color{#d91a1a}-1.20\%$
test_mod_wrap_and_backward[compile]	15.4556ms	11.9407ms	83.7470 Ops/s	87.3052 Ops/s	$\color{#d91a1a}-4.08\%$
test_mod_wrap_and_backward[compile-overhead]	22.7734ms	11.4755ms	87.1425 Ops/s	85.5330 Ops/s	$\color{#35bf28}+1.88\%$
test_seq_add[eager]	0.1916ms	0.1130ms	8.8477 KOps/s	8.2946 KOps/s	$\textbf{\color{#35bf28}+6.67\%}$
test_seq_add[compile]	0.1600ms	77.6522μs	12.8779 KOps/s	13.0122 KOps/s	$\color{#d91a1a}-1.03\%$
test_seq_add[compile-overhead]	0.1479ms	74.0385μs	13.5065 KOps/s	13.1446 KOps/s	$\color{#35bf28}+2.75\%$
test_seq_wrap[eager]	0.7111ms	0.4271ms	2.3416 KOps/s	2.2181 KOps/s	$\textbf{\color{#35bf28}+5.57\%}$
test_seq_wrap[compile]	0.5028ms	0.2361ms	4.2349 KOps/s	4.1095 KOps/s	$\color{#35bf28}+3.05\%$
test_seq_wrap[compile-overhead]	0.3903ms	0.2394ms	4.1772 KOps/s	4.1016 KOps/s	$\color{#35bf28}+1.84\%$
test_func_call_runtime[False-eager]	0.9543ms	0.5189ms	1.9271 KOps/s	1.8575 KOps/s	$\color{#35bf28}+3.75\%$
test_func_call_runtime[False-compile]	0.8066ms	0.4384ms	2.2810 KOps/s	2.2358 KOps/s	$\color{#35bf28}+2.02\%$
test_func_call_runtime[False-compile-overhead]	0.5104ms	0.4337ms	2.3058 KOps/s	2.2371 KOps/s	$\color{#35bf28}+3.07\%$
test_func_call_runtime[True-eager]	0.8527ms	0.7383ms	1.3544 KOps/s	1.3262 KOps/s	$\color{#35bf28}+2.13\%$
test_func_call_runtime[True-compile]	0.5880ms	0.4586ms	2.1806 KOps/s	2.1328 KOps/s	$\color{#35bf28}+2.24\%$
test_func_call_runtime[True-compile-overhead]	0.6293ms	0.4545ms	2.2004 KOps/s	2.1491 KOps/s	$\color{#35bf28}+2.38\%$
test_func_call_cm_runtime[False-eager]	0.7447ms	0.5119ms	1.9534 KOps/s	1.8498 KOps/s	$\textbf{\color{#35bf28}+5.60\%}$
test_func_call_cm_runtime[False-compile]	0.6025ms	0.4350ms	2.2988 KOps/s	2.2497 KOps/s	$\color{#35bf28}+2.19\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5891ms	0.4330ms	2.3097 KOps/s	2.2375 KOps/s	$\color{#35bf28}+3.23\%$
test_func_call_cm_runtime[True-eager]	0.9717ms	0.8687ms	1.1511 KOps/s	1.1221 KOps/s	$\color{#35bf28}+2.59\%$
test_func_call_cm_runtime[True-compile]	0.8911ms	0.7562ms	1.3223 KOps/s	1.2591 KOps/s	$\textbf{\color{#35bf28}+5.02\%}$
test_func_call_cm_runtime[True-compile-overhead]	3.0442ms	0.8076ms	1.2383 KOps/s	1.2390 KOps/s	$\color{#d91a1a}-0.06\%$
test_vmap_func_call_cm_runtime[eager]	2.7040ms	1.8649ms	536.2168 Ops/s	518.6968 Ops/s	$\color{#35bf28}+3.38\%$
test_vmap_func_call_cm_runtime[compile]	1.0269ms	0.5274ms	1.8962 KOps/s	1.8483 KOps/s	$\color{#35bf28}+2.59\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.9171ms	0.5226ms	1.9134 KOps/s	1.8624 KOps/s	$\color{#35bf28}+2.74\%$
test_distributed	0.3177ms	0.1261ms	7.9280 KOps/s	7.7388 KOps/s	$\color{#35bf28}+2.44\%$
test_tdmodule	64.9210μs	26.0683μs	38.3608 KOps/s	35.6740 KOps/s	$\textbf{\color{#35bf28}+7.53\%}$
test_tdmodule_dispatch	91.2300μs	50.6190μs	19.7554 KOps/s	19.9632 KOps/s	$\color{#d91a1a}-1.04\%$
test_tdseq	60.2120μs	28.2641μs	35.3805 KOps/s	31.5195 KOps/s	$\textbf{\color{#35bf28}+12.25\%}$
test_tdseq_dispatch	84.4470μs	53.3203μs	18.7546 KOps/s	17.9543 KOps/s	$\color{#35bf28}+4.46\%$
test_instantiation_functorch	2.3326ms	1.5115ms	661.6124 Ops/s	658.2012 Ops/s	$\color{#35bf28}+0.52\%$
test_exec_functorch	0.3255ms	0.1737ms	5.7563 KOps/s	5.5484 KOps/s	$\color{#35bf28}+3.75\%$
test_exec_functional_call	0.5928ms	0.1651ms	6.0579 KOps/s	5.7023 KOps/s	$\textbf{\color{#35bf28}+6.24\%}$
test_exec_td_decorator	0.4860ms	0.2229ms	4.4867 KOps/s	4.2888 KOps/s	$\color{#35bf28}+4.62\%$
test_vmap_mlp_speed_decorator[True-True]	0.7791ms	0.6340ms	1.5774 KOps/s	1.4707 KOps/s	$\textbf{\color{#35bf28}+7.25\%}$
test_vmap_mlp_speed_decorator[True-False]	1.0575ms	0.6535ms	1.5302 KOps/s	1.5001 KOps/s	$\color{#35bf28}+2.01\%$
test_vmap_mlp_speed_decorator[False-True]	0.7403ms	0.5114ms	1.9553 KOps/s	1.8566 KOps/s	$\textbf{\color{#35bf28}+5.32\%}$
test_vmap_mlp_speed_decorator[False-False]	0.8749ms	0.5142ms	1.9447 KOps/s	1.8457 KOps/s	$\textbf{\color{#35bf28}+5.36\%}$
test_to_module_speed[True]	2.1308ms	1.3258ms	754.2366 Ops/s	756.3345 Ops/s	$\color{#d91a1a}-0.28\%$
test_to_module_speed[False]	1.4408ms	1.2800ms	781.2447 Ops/s	778.8247 Ops/s	$\color{#35bf28}+0.31\%$
test_tc_init	80.9310μs	46.4482μs	21.5294 KOps/s	20.4397 KOps/s	$\textbf{\color{#35bf28}+5.33\%}$
test_tc_init_nested	0.1599ms	90.8019μs	11.0130 KOps/s	10.3856 KOps/s	$\textbf{\color{#35bf28}+6.04\%}$
test_tc_first_layer_tensor	18.0330μs	1.5135μs	660.7041 KOps/s	662.5785 KOps/s	$\color{#d91a1a}-0.28\%$
test_tc_first_layer_nontensor	21.6500μs	4.7247μs	211.6533 KOps/s	205.0571 KOps/s	$\color{#35bf28}+3.22\%$
test_tc_second_layer_tensor	46.3660μs	2.7726μs	360.6741 KOps/s	358.9494 KOps/s	$\color{#35bf28}+0.48\%$
test_tc_second_layer_nontensor	28.4830μs	5.9542μs	167.9493 KOps/s	167.9377 KOps/s	$+0.01\%$
test_unbind	0.2235s	12.5537ms	79.6579 Ops/s	69.3513 Ops/s	$\textbf{\color{#35bf28}+14.86\%}$
test_full_like	9.2849ms	7.2931ms	137.1161 Ops/s	146.0094 Ops/s	$\textbf{\color{#d91a1a}-6.09\%}$
test_zeros_like	7.5893ms	4.5004ms	222.2012 Ops/s	367.1241 Ops/s	$\textbf{\color{#d91a1a}-39.48\%}$
test_ones_like	9.1951ms	4.9202ms	203.2440 Ops/s	324.4400 Ops/s	$\textbf{\color{#d91a1a}-37.36\%}$
test_clone	6.4520ms	4.7847ms	208.9997 Ops/s	207.3918 Ops/s	$\color{#35bf28}+0.78\%$
test_squeeze	62.7570μs	12.1171μs	82.5279 KOps/s	77.8473 KOps/s	$\textbf{\color{#35bf28}+6.01\%}$
test_unsqueeze	0.2986ms	91.6247μs	10.9141 KOps/s	11.0036 KOps/s	$\color{#d91a1a}-0.81\%$
test_split	0.3216ms	0.1931ms	5.1780 KOps/s	5.1701 KOps/s	$\color{#35bf28}+0.15\%$
test_permute	0.3451ms	0.1987ms	5.0325 KOps/s	5.0453 KOps/s	$\color{#d91a1a}-0.25\%$
test_stack	29.3558ms	25.0065ms	39.9897 Ops/s	39.8499 Ops/s	$\color{#35bf28}+0.35\%$
test_cat	28.5185ms	25.0511ms	39.9185 Ops/s	40.1779 Ops/s	$\color{#d91a1a}-0.65\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}19$. Worsened: $\large\color{#d91a1a}10$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	37.9010μs	13.3730μs	74.7777 KOps/s	76.1648 KOps/s	$\color{#d91a1a}-1.82\%$
test_plain_set_stack_nested	39.3810μs	13.4625μs	74.2802 KOps/s	75.3731 KOps/s	$\color{#d91a1a}-1.45\%$
test_plain_set_nested_inplace	86.1520μs	14.5447μs	68.7537 KOps/s	70.3086 KOps/s	$\color{#d91a1a}-2.21\%$
test_plain_set_stack_nested_inplace	0.1750ms	14.4241μs	69.3285 KOps/s	70.5856 KOps/s	$\color{#d91a1a}-1.78\%$
test_items	0.1608ms	2.8790μs	347.3475 KOps/s	339.3105 KOps/s	$\color{#35bf28}+2.37\%$
test_items_nested	0.5483ms	0.3682ms	2.7162 KOps/s	2.6724 KOps/s	$\color{#35bf28}+1.64\%$
test_items_nested_locked	0.5556ms	0.3707ms	2.6973 KOps/s	2.7072 KOps/s	$\color{#d91a1a}-0.37\%$
test_items_nested_leaf	0.2480ms	58.9803μs	16.9548 KOps/s	17.2259 KOps/s	$\color{#d91a1a}-1.57\%$
test_items_stack_nested	0.5555ms	0.3726ms	2.6835 KOps/s	2.6823 KOps/s	$\color{#35bf28}+0.04\%$
test_items_stack_nested_leaf	0.1138ms	59.4790μs	16.8127 KOps/s	16.4950 KOps/s	$\color{#35bf28}+1.93\%$
test_items_stack_nested_locked	0.4036ms	0.3664ms	2.7296 KOps/s	2.6781 KOps/s	$\color{#35bf28}+1.92\%$
test_keys	58.1610μs	3.4736μs	287.8863 KOps/s	287.7451 KOps/s	$\color{#35bf28}+0.05\%$
test_keys_nested	0.1240ms	90.2279μs	11.0830 KOps/s	11.2132 KOps/s	$\color{#d91a1a}-1.16\%$
test_keys_nested_locked	0.6822ms	95.8840μs	10.4293 KOps/s	10.5133 KOps/s	$\color{#d91a1a}-0.80\%$
test_keys_nested_leaf	0.1151ms	80.1586μs	12.4753 KOps/s	12.4260 KOps/s	$\color{#35bf28}+0.40\%$
test_keys_stack_nested	0.1471ms	90.2327μs	11.0825 KOps/s	11.0851 KOps/s	$\color{#d91a1a}-0.02\%$
test_keys_stack_nested_leaf	0.1367ms	81.0802μs	12.3335 KOps/s	12.2934 KOps/s	$\color{#35bf28}+0.33\%$
test_keys_stack_nested_locked	0.1597ms	97.6261μs	10.2432 KOps/s	10.5014 KOps/s	$\color{#d91a1a}-2.46\%$
test_values	6.0800μs	0.8628μs	1.1590 MOps/s	1.1643 MOps/s	$\color{#d91a1a}-0.46\%$
test_values_nested	0.1059ms	37.7457μs	26.4931 KOps/s	26.3681 KOps/s	$\color{#35bf28}+0.47\%$
test_values_nested_locked	0.1874ms	39.5196μs	25.3039 KOps/s	25.2691 KOps/s	$\color{#35bf28}+0.14\%$
test_values_nested_leaf	0.2384ms	42.0798μs	23.7644 KOps/s	23.2239 KOps/s	$\color{#35bf28}+2.33\%$
test_values_stack_nested	0.2430ms	38.0532μs	26.2790 KOps/s	26.2711 KOps/s	$\color{#35bf28}+0.03\%$
test_values_stack_nested_leaf	0.1705ms	42.9504μs	23.2827 KOps/s	23.1623 KOps/s	$\color{#35bf28}+0.52\%$
test_values_stack_nested_locked	78.7810μs	39.9118μs	25.0552 KOps/s	25.4543 KOps/s	$\color{#d91a1a}-1.57\%$
test_membership	2.1280μs	0.5000μs	2.0000 MOps/s	1.9509 MOps/s	$\color{#35bf28}+2.51\%$
test_membership_nested	40.9600μs	2.0640μs	484.4872 KOps/s	478.0273 KOps/s	$\color{#35bf28}+1.35\%$
test_membership_nested_leaf	17.2905μs	2.0705μs	482.9645 KOps/s	489.9925 KOps/s	$\color{#d91a1a}-1.43\%$
test_membership_stacked_nested	35.6500μs	2.1048μs	475.0959 KOps/s	483.3106 KOps/s	$\color{#d91a1a}-1.70\%$
test_membership_stacked_nested_leaf	29.5310μs	2.1557μs	463.8891 KOps/s	484.0093 KOps/s	$\color{#d91a1a}-4.16\%$
test_membership_nested_last	40.0010μs	3.1368μs	318.7988 KOps/s	323.4532 KOps/s	$\color{#d91a1a}-1.44\%$
test_membership_nested_leaf_last	29.3700μs	3.1223μs	320.2751 KOps/s	321.0464 KOps/s	$\color{#d91a1a}-0.24\%$
test_membership_stacked_nested_last	31.6500μs	8.3227μs	120.1540 KOps/s	217.7753 KOps/s	$\textbf{\color{#d91a1a}-44.83\%}$
test_membership_stacked_nested_leaf_last	30.4210μs	8.3045μs	120.4163 KOps/s	216.9448 KOps/s	$\textbf{\color{#d91a1a}-44.49\%}$
test_nested_getleaf	34.0710μs	6.2416μs	160.2150 KOps/s	162.6819 KOps/s	$\color{#d91a1a}-1.52\%$
test_nested_get	29.1100μs	5.9581μs	167.8396 KOps/s	170.6432 KOps/s	$\color{#d91a1a}-1.64\%$
test_stacked_getleaf	46.3400μs	6.2057μs	161.1426 KOps/s	161.7118 KOps/s	$\color{#d91a1a}-0.35\%$
test_stacked_get	41.3910μs	5.9131μs	169.1164 KOps/s	170.7467 KOps/s	$\color{#d91a1a}-0.95\%$
test_nested_getitemleaf	27.2400μs	6.4787μs	154.3515 KOps/s	155.1406 KOps/s	$\color{#d91a1a}-0.51\%$
test_nested_getitem	35.2710μs	6.2954μs	158.8455 KOps/s	162.4313 KOps/s	$\color{#d91a1a}-2.21\%$
test_stacked_getitemleaf	44.6900μs	6.5207μs	153.3589 KOps/s	156.1997 KOps/s	$\color{#d91a1a}-1.82\%$
test_stacked_getitem	54.8710μs	6.2176μs	160.8350 KOps/s	165.3718 KOps/s	$\color{#d91a1a}-2.74\%$
test_lock_nested	9.4367ms	0.3543ms	2.8228 KOps/s	2.8192 KOps/s	$\color{#35bf28}+0.13\%$
test_lock_stack_nested	0.4445ms	0.3426ms	2.9186 KOps/s	2.8419 KOps/s	$\color{#35bf28}+2.70\%$
test_unlock_nested	0.4661ms	0.2853ms	3.5054 KOps/s	3.4977 KOps/s	$\color{#35bf28}+0.22\%$
test_unlock_stack_nested	0.3206ms	0.2792ms	3.5813 KOps/s	3.5064 KOps/s	$\color{#35bf28}+2.14\%$
test_flatten_speed	0.1110ms	77.1485μs	12.9620 KOps/s	13.0805 KOps/s	$\color{#d91a1a}-0.91\%$
test_unflatten_speed	0.3957ms	0.3250ms	3.0772 KOps/s	3.0678 KOps/s	$\color{#35bf28}+0.31\%$
test_common_ops	0.8238ms	0.6653ms	1.5032 KOps/s	1.5141 KOps/s	$\color{#d91a1a}-0.72\%$
test_creation	72.0810μs	1.7839μs	560.5747 KOps/s	568.8532 KOps/s	$\color{#d91a1a}-1.46\%$
test_creation_empty	0.1864ms	10.5017μs	95.2228 KOps/s	99.0776 KOps/s	$\color{#d91a1a}-3.89\%$
test_creation_nested_1	0.1854ms	12.1512μs	82.2967 KOps/s	85.4093 KOps/s	$\color{#d91a1a}-3.64\%$
test_creation_nested_2	41.9000μs	14.9647μs	66.8239 KOps/s	68.7652 KOps/s	$\color{#d91a1a}-2.82\%$
test_clone	46.5910μs	11.1422μs	89.7488 KOps/s	93.6653 KOps/s	$\color{#d91a1a}-4.18\%$
test_getitem[int]	1.1185ms	10.8868μs	91.8543 KOps/s	92.1324 KOps/s	$\color{#d91a1a}-0.30\%$
test_getitem[slice_int]	0.1818ms	21.6237μs	46.2455 KOps/s	47.2226 KOps/s	$\color{#d91a1a}-2.07\%$
test_getitem[range]	0.1392ms	38.0161μs	26.3046 KOps/s	26.5473 KOps/s	$\color{#d91a1a}-0.91\%$
test_getitem[tuple]	0.1931ms	18.8045μs	53.1787 KOps/s	54.1508 KOps/s	$\color{#d91a1a}-1.80\%$
test_getitem[list]	0.2270ms	33.8289μs	29.5605 KOps/s	30.0767 KOps/s	$\color{#d91a1a}-1.72\%$
test_setitem_dim[int]	0.1650ms	20.6111μs	48.5176 KOps/s	51.1451 KOps/s	$\textbf{\color{#d91a1a}-5.14\%}$
test_setitem_dim[slice_int]	0.1611ms	40.1178μs	24.9266 KOps/s	25.4888 KOps/s	$\color{#d91a1a}-2.21\%$
test_setitem_dim[range]	93.9610μs	53.9018μs	18.5523 KOps/s	18.5587 KOps/s	$\color{#d91a1a}-0.03\%$
test_setitem_dim[tuple]	51.7010μs	33.2861μs	30.0426 KOps/s	30.7522 KOps/s	$\color{#d91a1a}-2.31\%$
test_setitem	0.1856ms	16.7265μs	59.7855 KOps/s	62.3861 KOps/s	$\color{#d91a1a}-4.17\%$
test_set	0.2072ms	16.1304μs	61.9948 KOps/s	65.4916 KOps/s	$\textbf{\color{#d91a1a}-5.34\%}$
test_set_shared	0.6091ms	0.1607ms	6.2221 KOps/s	6.1271 KOps/s	$\color{#35bf28}+1.55\%$
test_update	0.2175ms	20.4181μs	48.9762 KOps/s	51.3900 KOps/s	$\color{#d91a1a}-4.70\%$
test_update_nested	0.1723ms	26.4281μs	37.8385 KOps/s	39.3734 KOps/s	$\color{#d91a1a}-3.90\%$
test_update__nested	0.4547ms	26.7260μs	37.4168 KOps/s	38.3923 KOps/s	$\color{#d91a1a}-2.54\%$
test_set_nested	54.9510μs	17.5691μs	56.9180 KOps/s	58.5710 KOps/s	$\color{#d91a1a}-2.82\%$
test_set_nested_new	56.2300μs	19.9677μs	50.0808 KOps/s	51.5779 KOps/s	$\color{#d91a1a}-2.90\%$
test_select	0.1254ms	32.2705μs	30.9880 KOps/s	32.2265 KOps/s	$\color{#d91a1a}-3.84\%$
test_select_nested	88.8410μs	43.9159μs	22.7708 KOps/s	22.6620 KOps/s	$\color{#35bf28}+0.48\%$
test_exclude_nested	94.0820μs	64.2019μs	15.5759 KOps/s	15.7244 KOps/s	$\color{#d91a1a}-0.94\%$
test_empty[True]	0.3303ms	0.2974ms	3.3623 KOps/s	3.3432 KOps/s	$\color{#35bf28}+0.57\%$
test_empty[False]	10.3301μs	0.8285μs	1.2070 MOps/s	1.1986 MOps/s	$\color{#35bf28}+0.70\%$
test_to	87.2420μs	60.5637μs	16.5115 KOps/s	17.9785 KOps/s	$\textbf{\color{#d91a1a}-8.16\%}$
test_to_nonblocking	0.2056ms	51.2008μs	19.5309 KOps/s	20.5415 KOps/s	$\color{#d91a1a}-4.92\%$
test_unbind_speed	0.3118ms	0.2463ms	4.0597 KOps/s	4.0782 KOps/s	$\color{#d91a1a}-0.45\%$
test_unbind_speed_stack0	0.2927ms	0.2395ms	4.1754 KOps/s	4.1572 KOps/s	$\color{#35bf28}+0.44\%$
test_unbind_speed_stack1	93.4356ms	0.7359ms	1.3588 KOps/s	1.3762 KOps/s	$\color{#d91a1a}-1.26\%$
test_split	94.6099ms	1.6175ms	618.2533 Ops/s	626.2152 Ops/s	$\color{#d91a1a}-1.27\%$
test_chunk	96.7445ms	1.6281ms	614.2177 Ops/s	631.0836 Ops/s	$\color{#d91a1a}-2.67\%$
test_consolidate[False-None]	3.3253ms	2.6537ms	376.8254 Ops/s	377.1785 Ops/s	$\color{#d91a1a}-0.09\%$
test_consolidate[default-None]	2.0754ms	1.6584ms	602.9897 Ops/s	590.7521 Ops/s	$\color{#35bf28}+2.07\%$
test_consolidate[reduce-overhead-None]	1.8693ms	1.7056ms	586.2940 Ops/s	573.2517 Ops/s	$\color{#35bf28}+2.28\%$
test_consolidate_njt[False-None]	6.8401ms	6.6019ms	151.4715 Ops/s	153.1792 Ops/s	$\color{#d91a1a}-1.11\%$
test_to[False-False-None]	1.9431ms	1.7050ms	586.5048 Ops/s	592.7012 Ops/s	$\color{#d91a1a}-1.05\%$
test_to[True-False-None]	1.5970ms	1.3361ms	748.4216 Ops/s	772.5013 Ops/s	$\color{#d91a1a}-3.12\%$
test_to[within-False-None]	4.4048ms	4.1906ms	238.6317 Ops/s	242.9627 Ops/s	$\color{#d91a1a}-1.78\%$
test_to[True-default-None]	5.8605ms	5.3887ms	185.5721 Ops/s	188.5870 Ops/s	$\color{#d91a1a}-1.60\%$
test_to_njt[False-False-None]	7.2994ms	6.9765ms	143.3388 Ops/s	146.3708 Ops/s	$\color{#d91a1a}-2.07\%$
test_to_njt[True-False-None]	5.7940ms	5.5522ms	180.1090 Ops/s	174.0736 Ops/s	$\color{#35bf28}+3.47\%$
test_to_njt[within-False-None]	12.6836ms	12.2585ms	81.5763 Ops/s	81.1129 Ops/s	$\color{#35bf28}+0.57\%$
test_creation[device0]	0.4545ms	80.3571μs	12.4445 KOps/s	11.7125 KOps/s	$\textbf{\color{#35bf28}+6.25\%}$
test_creation_from_tensor	0.5762ms	84.3729μs	11.8521 KOps/s	11.3150 KOps/s	$\color{#35bf28}+4.75\%$
test_add_one[memmap_tensor0]	0.3617ms	6.8685μs	145.5918 KOps/s	149.3842 KOps/s	$\color{#d91a1a}-2.54\%$
test_contiguous[memmap_tensor0]	1.8350μs	0.4209μs	2.3760 MOps/s	2.3528 MOps/s	$\color{#35bf28}+0.99\%$
test_stack[memmap_tensor0]	39.8100μs	4.5877μs	217.9762 KOps/s	223.7463 KOps/s	$\color{#d91a1a}-2.58\%$
test_memmaptd_index	1.4298ms	0.2430ms	4.1156 KOps/s	3.6518 KOps/s	$\textbf{\color{#35bf28}+12.70\%}$
test_memmaptd_index_astensor	0.4610ms	0.3023ms	3.3080 KOps/s	3.0964 KOps/s	$\textbf{\color{#35bf28}+6.83\%}$
test_memmaptd_index_op	0.7774ms	0.6178ms	1.6186 KOps/s	1.6456 KOps/s	$\color{#d91a1a}-1.64\%$
test_serialize_model	0.4190s	0.1718s	5.8206 Ops/s	7.6541 Ops/s	$\textbf{\color{#d91a1a}-23.95\%}$
test_serialize_model_pickle	1.3485s	1.2106s	0.8261 Ops/s	0.8234 Ops/s	$\color{#35bf28}+0.32\%$
test_serialize_weights	0.1318s	0.1307s	7.6503 Ops/s	7.7204 Ops/s	$\color{#d91a1a}-0.91\%$
test_serialize_weights_returnearly	0.3200s	55.4791ms	18.0248 Ops/s	15.2478 Ops/s	$\textbf{\color{#35bf28}+18.21\%}$
test_serialize_weights_pickle	1.3761s	1.2188s	0.8205 Ops/s	0.8429 Ops/s	$\color{#d91a1a}-2.66\%$
test_reshape_pytree	0.1156ms	22.2442μs	44.9556 KOps/s	44.4980 KOps/s	$\color{#35bf28}+1.03\%$
test_reshape_td	51.6800μs	26.9477μs	37.1090 KOps/s	32.6088 KOps/s	$\textbf{\color{#35bf28}+13.80\%}$
test_view_pytree	0.1809ms	23.1739μs	43.1520 KOps/s	44.9611 KOps/s	$\color{#d91a1a}-4.02\%$
test_view_td	0.1652ms	34.3912μs	29.0772 KOps/s	30.6487 KOps/s	$\textbf{\color{#d91a1a}-5.13\%}$
test_unbind_pytree	0.1452ms	28.2018μs	35.4587 KOps/s	35.1284 KOps/s	$\color{#35bf28}+0.94\%$
test_unbind_td	0.7291ms	37.9994μs	26.3162 KOps/s	26.9564 KOps/s	$\color{#d91a1a}-2.37\%$
test_split_pytree	0.1665ms	30.4372μs	32.8546 KOps/s	31.9632 KOps/s	$\color{#35bf28}+2.79\%$
test_split_td	0.9081ms	39.7476μs	25.1588 KOps/s	25.5536 KOps/s	$\color{#d91a1a}-1.55\%$
test_add_pytree	0.2314ms	35.7060μs	28.0065 KOps/s	28.5543 KOps/s	$\color{#d91a1a}-1.92\%$
test_add_td	0.2242ms	54.1243μs	18.4760 KOps/s	18.1073 KOps/s	$\color{#35bf28}+2.04\%$
test_compile_add_one_nested[tensordict-compile]	0.2736ms	0.1250ms	8.0029 KOps/s	7.5217 KOps/s	$\textbf{\color{#35bf28}+6.40\%}$
test_compile_add_one_nested[tensordict-eager]	0.3411ms	0.1366ms	7.3207 KOps/s	7.4908 KOps/s	$\color{#d91a1a}-2.27\%$
test_compile_add_one_nested[pytree-compile]	0.2728ms	99.1319μs	10.0876 KOps/s	10.2505 KOps/s	$\color{#d91a1a}-1.59\%$
test_compile_add_one_nested[pytree-eager]	1.3000ms	0.1502ms	6.6599 KOps/s	6.7545 KOps/s	$\color{#d91a1a}-1.40\%$
test_compile_copy_nested[tensordict-compile]	0.1922ms	25.2953μs	39.5330 KOps/s	34.8154 KOps/s	$\textbf{\color{#35bf28}+13.55\%}$
test_compile_copy_nested[tensordict-eager]	0.1749ms	29.4633μs	33.9406 KOps/s	34.1049 KOps/s	$\color{#d91a1a}-0.48\%$
test_compile_copy_nested[pytree-compile]	0.3795ms	64.7050μs	15.4547 KOps/s	15.1579 KOps/s	$\color{#35bf28}+1.96\%$
test_compile_copy_nested[pytree-eager]	0.1798ms	49.8508μs	20.0599 KOps/s	19.9884 KOps/s	$\color{#35bf28}+0.36\%$
test_compile_add_one_flat[tensordict-compile]	0.2912ms	0.1426ms	7.0113 KOps/s	7.1095 KOps/s	$\color{#d91a1a}-1.38\%$
test_compile_add_one_flat[tensordict-eager]	0.3593ms	0.2183ms	4.5800 KOps/s	4.7097 KOps/s	$\color{#d91a1a}-2.76\%$
test_compile_add_one_flat[tensorclass-compile]	0.2489ms	97.8352μs	10.2213 KOps/s	10.3532 KOps/s	$\color{#d91a1a}-1.27\%$
test_compile_add_one_flat[tensorclass-eager]	0.2075ms	56.0556μs	17.8394 KOps/s	17.8924 KOps/s	$\color{#d91a1a}-0.30\%$
test_compile_add_one_flat[pytree-compile]	0.2842ms	0.1363ms	7.3352 KOps/s	7.4335 KOps/s	$\color{#d91a1a}-1.32\%$
test_compile_add_one_flat[pytree-eager]	0.6468ms	0.4769ms	2.0969 KOps/s	2.1273 KOps/s	$\color{#d91a1a}-1.42\%$
test_compile_add_self_flat[tensordict-eager]	0.3974ms	0.2612ms	3.8288 KOps/s	3.8655 KOps/s	$\color{#d91a1a}-0.95\%$
test_compile_add_self_flat[tensordict-compile]	0.2953ms	0.1494ms	6.6926 KOps/s	6.7953 KOps/s	$\color{#d91a1a}-1.51\%$
test_compile_add_self_flat[tensorclass-eager]	0.2431ms	69.1276μs	14.4660 KOps/s	14.1524 KOps/s	$\color{#35bf28}+2.22\%$
test_compile_add_self_flat[tensorclass-compile]	0.2421ms	99.2874μs	10.0718 KOps/s	10.1876 KOps/s	$\color{#d91a1a}-1.14\%$
test_compile_add_self_flat[pytree-eager]	0.5560ms	0.3956ms	2.5276 KOps/s	2.5336 KOps/s	$\color{#d91a1a}-0.24\%$
test_compile_add_self_flat[pytree-compile]	0.2919ms	0.1350ms	7.4064 KOps/s	7.2738 KOps/s	$\color{#35bf28}+1.82\%$
test_compile_copy_flat[tensordict-compile]	0.2159ms	25.5147μs	39.1931 KOps/s	54.9095 KOps/s	$\textbf{\color{#d91a1a}-28.62\%}$
test_compile_copy_flat[tensordict-eager]	98.4310μs	31.0415μs	32.2149 KOps/s	31.9662 KOps/s	$\color{#35bf28}+0.78\%$
test_compile_copy_flat[pytree-compile]	0.1484ms	70.2484μs	14.2352 KOps/s	14.1743 KOps/s	$\color{#35bf28}+0.43\%$
test_compile_copy_flat[pytree-eager]	0.1463ms	51.4979μs	19.4183 KOps/s	19.4710 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_assign_and_add[tensordict-compile]	1.5943ms	0.3846ms	2.6000 KOps/s	2.1949 KOps/s	$\textbf{\color{#35bf28}+18.45\%}$
test_compile_assign_and_add[tensordict-eager]	2.9982ms	2.6702ms	374.5070 Ops/s	390.8065 Ops/s	$\color{#d91a1a}-4.17\%$
test_compile_assign_and_add[pytree-compile]	1.6111ms	0.4352ms	2.2978 KOps/s	2.1444 KOps/s	$\textbf{\color{#35bf28}+7.15\%}$
test_compile_assign_and_add[pytree-eager]	2.9863ms	2.6388ms	378.9668 Ops/s	390.2352 Ops/s	$\color{#d91a1a}-2.89\%$
test_compile_indexing[tensor-tensordict-compile]	0.5690ms	0.1127ms	8.8761 KOps/s	8.4126 KOps/s	$\textbf{\color{#35bf28}+5.51\%}$
test_compile_indexing[tensor-tensordict-eager]	0.5936ms	79.0110μs	12.6565 KOps/s	11.7907 KOps/s	$\textbf{\color{#35bf28}+7.34\%}$
test_compile_indexing[tensor-tensorclass-compile]	0.4533ms	0.1065ms	9.3904 KOps/s	9.6730 KOps/s	$\color{#d91a1a}-2.92\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2517ms	67.4147μs	14.8336 KOps/s	14.3644 KOps/s	$\color{#35bf28}+3.27\%$
test_compile_indexing[tensor-pytree-compile]	0.2923ms	0.1044ms	9.5754 KOps/s	9.5402 KOps/s	$\color{#35bf28}+0.37\%$
test_compile_indexing[tensor-pytree-eager]	0.2761ms	69.7663μs	14.3336 KOps/s	15.0086 KOps/s	$\color{#d91a1a}-4.50\%$
test_compile_indexing[slice-tensordict-compile]	0.2692ms	99.9981μs	10.0002 KOps/s	9.9698 KOps/s	$\color{#35bf28}+0.31\%$
test_compile_indexing[slice-tensordict-eager]	0.2167ms	17.3341μs	57.6896 KOps/s	55.5642 KOps/s	$\color{#35bf28}+3.83\%$
test_compile_indexing[slice-tensorclass-compile]	0.2465ms	96.6857μs	10.3428 KOps/s	10.3754 KOps/s	$\color{#d91a1a}-0.31\%$
test_compile_indexing[slice-tensorclass-eager]	0.1458ms	15.9856μs	62.5562 KOps/s	62.5715 KOps/s	$\color{#d91a1a}-0.02\%$
test_compile_indexing[slice-pytree-compile]	0.2477ms	97.2665μs	10.2810 KOps/s	10.3661 KOps/s	$\color{#d91a1a}-0.82\%$
test_compile_indexing[slice-pytree-eager]	0.1564ms	16.0099μs	62.4612 KOps/s	62.7867 KOps/s	$\color{#d91a1a}-0.52\%$
test_compile_indexing[int-tensordict-compile]	0.2510ms	0.1017ms	9.8307 KOps/s	9.8898 KOps/s	$\color{#d91a1a}-0.60\%$
test_compile_indexing[int-tensordict-eager]	0.6010ms	17.6630μs	56.6154 KOps/s	56.4579 KOps/s	$\color{#35bf28}+0.28\%$
test_compile_indexing[int-tensorclass-compile]	0.2471ms	96.9655μs	10.3129 KOps/s	10.0389 KOps/s	$\color{#35bf28}+2.73\%$
test_compile_indexing[int-tensorclass-eager]	0.2082ms	16.1653μs	61.8610 KOps/s	62.7000 KOps/s	$\color{#d91a1a}-1.34\%$
test_compile_indexing[int-pytree-compile]	0.2686ms	0.1011ms	9.8921 KOps/s	10.3439 KOps/s	$\color{#d91a1a}-4.37\%$
test_compile_indexing[int-pytree-eager]	0.1056ms	15.9462μs	62.7107 KOps/s	62.2687 KOps/s	$\color{#35bf28}+0.71\%$
test_mod_add[eager]	0.1894ms	39.8440μs	25.0979 KOps/s	25.3164 KOps/s	$\color{#d91a1a}-0.86\%$
test_mod_add[compile]	0.2980ms	79.6275μs	12.5585 KOps/s	12.3349 KOps/s	$\color{#35bf28}+1.81\%$
test_mod_add[compile-overhead]	0.3263ms	0.1676ms	5.9677 KOps/s	5.6618 KOps/s	$\textbf{\color{#35bf28}+5.40\%}$
test_mod_wrap[eager]	0.3980ms	0.2509ms	3.9849 KOps/s	3.8250 KOps/s	$\color{#35bf28}+4.18\%$
test_mod_wrap[compile]	0.4291ms	0.2852ms	3.5068 KOps/s	3.4755 KOps/s	$\color{#35bf28}+0.90\%$
test_mod_wrap[compile-overhead]	7.0727ms	3.8169ms	261.9905 Ops/s	272.1282 Ops/s	$\color{#d91a1a}-3.73\%$
test_mod_wrap_and_backward[eager]	1.5558ms	1.3710ms	729.3822 Ops/s	687.0618 Ops/s	$\textbf{\color{#35bf28}+6.16\%}$
test_mod_wrap_and_backward[compile]	1.4967ms	1.2658ms	789.9848 Ops/s	732.8737 Ops/s	$\textbf{\color{#35bf28}+7.79\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3895ms	0.9205ms	1.0864 KOps/s	1.0804 KOps/s	$\color{#35bf28}+0.55\%$
test_seq_add[eager]	0.5122ms	0.1185ms	8.4357 KOps/s	7.8980 KOps/s	$\textbf{\color{#35bf28}+6.81\%}$
test_seq_add[compile]	0.5177ms	88.7147μs	11.2721 KOps/s	10.6848 KOps/s	$\textbf{\color{#35bf28}+5.50\%}$
test_seq_add[compile-overhead]	0.2767ms	0.1297ms	7.7088 KOps/s	7.6743 KOps/s	$\color{#35bf28}+0.45\%$
test_seq_wrap[eager]	0.8431ms	0.4281ms	2.3361 KOps/s	2.2899 KOps/s	$\color{#35bf28}+2.02\%$
test_seq_wrap[compile]	0.4917ms	0.3017ms	3.3142 KOps/s	3.1994 KOps/s	$\color{#35bf28}+3.59\%$
test_seq_wrap[compile-overhead]	0.3709ms	0.2253ms	4.4390 KOps/s	4.4354 KOps/s	$\color{#35bf28}+0.08\%$
test_func_call_runtime[False-eager]	1.1952ms	0.7707ms	1.2974 KOps/s	1.2866 KOps/s	$\color{#35bf28}+0.84\%$
test_func_call_runtime[False-compile]	1.1569ms	0.7460ms	1.3405 KOps/s	1.3494 KOps/s	$\color{#d91a1a}-0.66\%$
test_func_call_runtime[False-compile-overhead]	0.5138ms	0.3608ms	2.7715 KOps/s	2.7479 KOps/s	$\color{#35bf28}+0.86\%$
test_func_call_runtime[True-eager]	1.3171ms	0.9035ms	1.1069 KOps/s	1.0876 KOps/s	$\color{#35bf28}+1.77\%$
test_func_call_runtime[True-compile]	0.9560ms	0.7648ms	1.3075 KOps/s	1.2978 KOps/s	$\color{#35bf28}+0.75\%$
test_func_call_runtime[True-compile-overhead]	0.7883ms	0.3830ms	2.6109 KOps/s	2.5933 KOps/s	$\color{#35bf28}+0.68\%$
test_func_call_cm_runtime[False-eager]	1.1426ms	0.7345ms	1.3615 KOps/s	1.3092 KOps/s	$\color{#35bf28}+4.00\%$
test_func_call_cm_runtime[False-compile]	1.1418ms	0.7493ms	1.3345 KOps/s	1.3086 KOps/s	$\color{#35bf28}+1.98\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5119ms	0.3631ms	2.7544 KOps/s	2.7319 KOps/s	$\color{#35bf28}+0.82\%$
test_func_call_cm_runtime[True-eager]	1.3914ms	1.0087ms	991.4114 Ops/s	984.4480 Ops/s	$\color{#35bf28}+0.71\%$
test_func_call_cm_runtime[True-compile]	1.4964ms	0.9919ms	1.0082 KOps/s	995.4480 Ops/s	$\color{#35bf28}+1.28\%$
test_func_call_cm_runtime[True-compile-overhead]	1.1505ms	0.9898ms	1.0103 KOps/s	994.1787 Ops/s	$\color{#35bf28}+1.62\%$
test_vmap_func_call_cm_runtime[eager]	2.5546ms	2.1143ms	472.9779 Ops/s	472.6084 Ops/s	$\color{#35bf28}+0.08\%$
test_vmap_func_call_cm_runtime[compile]	0.9973ms	0.8119ms	1.2317 KOps/s	1.2218 KOps/s	$\color{#35bf28}+0.81\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5648ms	0.4135ms	2.4182 KOps/s	2.3999 KOps/s	$\color{#35bf28}+0.76\%$
test_distributed	4.6896ms	0.1772ms	5.6435 KOps/s	8.5193 KOps/s	$\textbf{\color{#d91a1a}-33.76\%}$
test_tdmodule	0.3465ms	21.6575μs	46.1734 KOps/s	46.2880 KOps/s	$\color{#d91a1a}-0.25\%$
test_tdmodule_dispatch	68.8910μs	38.8325μs	25.7516 KOps/s	26.1425 KOps/s	$\color{#d91a1a}-1.50\%$
test_tdseq	41.8600μs	22.1019μs	45.2449 KOps/s	44.0489 KOps/s	$\color{#35bf28}+2.72\%$
test_tdseq_dispatch	64.3600μs	41.6625μs	24.0024 KOps/s	23.3701 KOps/s	$\color{#35bf28}+2.71\%$
test_instantiation_functorch	1.7246ms	1.5774ms	633.9368 Ops/s	639.9383 Ops/s	$\color{#d91a1a}-0.94\%$
test_exec_functorch	0.2894ms	0.1496ms	6.6830 KOps/s	6.8115 KOps/s	$\color{#d91a1a}-1.89\%$
test_exec_functional_call	0.2520ms	0.1431ms	6.9871 KOps/s	7.2643 KOps/s	$\color{#d91a1a}-3.82\%$
test_exec_td_decorator	0.3770ms	0.1940ms	5.1543 KOps/s	5.3557 KOps/s	$\color{#d91a1a}-3.76\%$
test_vmap_mlp_speed_decorator[True-True]	0.8651ms	0.6968ms	1.4352 KOps/s	1.4177 KOps/s	$\color{#35bf28}+1.24\%$
test_vmap_mlp_speed_decorator[True-False]	0.8611ms	0.6940ms	1.4409 KOps/s	1.3707 KOps/s	$\textbf{\color{#35bf28}+5.13\%}$
test_vmap_mlp_speed_decorator[False-True]	0.7780ms	0.6017ms	1.6620 KOps/s	1.6273 KOps/s	$\color{#35bf28}+2.13\%$
test_vmap_mlp_speed_decorator[False-False]	0.7656ms	0.6025ms	1.6596 KOps/s	1.5843 KOps/s	$\color{#35bf28}+4.76\%$
test_vmap_transformer_speed_decorator[True-True]	19.8726ms	19.2928ms	51.8328 Ops/s	51.5442 Ops/s	$\color{#35bf28}+0.56\%$
test_vmap_transformer_speed_decorator[True-False]	20.2403ms	19.3681ms	51.6313 Ops/s	51.8778 Ops/s	$\color{#d91a1a}-0.48\%$
test_vmap_transformer_speed_decorator[False-True]	20.2899ms	19.6614ms	50.8611 Ops/s	51.8772 Ops/s	$\color{#d91a1a}-1.96\%$
test_vmap_transformer_speed_decorator[False-False]	19.7732ms	19.1411ms	52.2436 Ops/s	51.7595 Ops/s	$\color{#35bf28}+0.94\%$
test_to_module_speed[True]	1.4940ms	0.9743ms	1.0263 KOps/s	1.0257 KOps/s	$\color{#35bf28}+0.06\%$
test_to_module_speed[False]	1.1118ms	0.9626ms	1.0389 KOps/s	1.0433 KOps/s	$\color{#d91a1a}-0.43\%$
test_tc_init	68.7610μs	38.9512μs	25.6732 KOps/s	25.9773 KOps/s	$\color{#d91a1a}-1.17\%$
test_tc_init_nested	0.1715ms	79.5040μs	12.5780 KOps/s	13.0459 KOps/s	$\color{#d91a1a}-3.59\%$
test_tc_first_layer_tensor	4.9001μs	0.7060μs	1.4165 MOps/s	1.2096 MOps/s	$\textbf{\color{#35bf28}+17.10\%}$
test_tc_first_layer_nontensor	26.3400μs	2.2635μs	441.7900 KOps/s	436.8048 KOps/s	$\color{#35bf28}+1.14\%$
test_tc_second_layer_tensor	29.2770μs	1.4478μs	690.6995 KOps/s	662.6664 KOps/s	$\color{#35bf28}+4.23\%$
test_tc_second_layer_nontensor	24.2300μs	2.9936μs	334.0425 KOps/s	335.1573 KOps/s	$\color{#d91a1a}-0.33\%$
test_unbind	0.2182s	12.2132ms	81.8784 Ops/s	140.5989 Ops/s	$\textbf{\color{#d91a1a}-41.76\%}$
test_full_like	9.7176ms	9.2804ms	107.7542 Ops/s	105.8721 Ops/s	$\color{#35bf28}+1.78\%$
test_zeros_like	5.3121ms	4.3625ms	229.2248 Ops/s	232.7111 Ops/s	$\color{#d91a1a}-1.50\%$
test_ones_like	5.0148ms	4.3792ms	228.3547 Ops/s	229.3277 Ops/s	$\color{#d91a1a}-0.42\%$
test_clone	7.1334ms	6.5445ms	152.7996 Ops/s	107.1599 Ops/s	$\textbf{\color{#35bf28}+42.59\%}$
test_squeeze	0.1519ms	9.7750μs	102.3014 KOps/s	103.6555 KOps/s	$\color{#d91a1a}-1.31\%$
test_unsqueeze	0.2192ms	73.0767μs	13.6843 KOps/s	13.8746 KOps/s	$\color{#d91a1a}-1.37\%$
test_split	0.3760ms	0.1621ms	6.1708 KOps/s	6.0872 KOps/s	$\color{#35bf28}+1.37\%$
test_permute	0.5704ms	0.1769ms	5.6520 KOps/s	5.6087 KOps/s	$\color{#35bf28}+0.77\%$
test_stack	51.1600ms	50.7411ms	19.7079 Ops/s	19.5860 Ops/s	$\color{#35bf28}+0.62\%$
test_cat	53.4453ms	50.9004ms	19.6462 Ops/s	19.5119 Ops/s	$\color{#35bf28}+0.69\%$