[BE] Better warning for composite_lp_aggregate value

[vmoens]

Stack from ghstack (oldest at bottom):

• [Versioning] v0.7 version and deprecations #1202
• -> [BE] Better warning for composite_lp_aggregate value #1201

[github-actions]

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}16$. Worsened: $\large\color{#d91a1a}13$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	69.8300μs	20.2566μs	49.3666 KOps/s	47.1086 KOps/s	$\color{#35bf28}+4.79\%$
test_plain_set_stack_nested	41.0560μs	20.6276μs	48.4788 KOps/s	46.6557 KOps/s	$\color{#35bf28}+3.91\%$
test_plain_set_nested_inplace	54.0710μs	22.1401μs	45.1669 KOps/s	43.3248 KOps/s	$\color{#35bf28}+4.25\%$
test_plain_set_stack_nested_inplace	60.4430μs	22.2204μs	45.0038 KOps/s	43.5230 KOps/s	$\color{#35bf28}+3.40\%$
test_items	22.3810μs	4.2421μs	235.7345 KOps/s	238.2533 KOps/s	$\color{#d91a1a}-1.06\%$
test_items_nested	0.6137ms	0.3991ms	2.5055 KOps/s	2.4310 KOps/s	$\color{#35bf28}+3.06\%$
test_items_nested_locked	0.5736ms	0.3965ms	2.5224 KOps/s	2.4417 KOps/s	$\color{#35bf28}+3.30\%$
test_items_nested_leaf	0.1397ms	76.2608μs	13.1129 KOps/s	13.0911 KOps/s	$\color{#35bf28}+0.17\%$
test_items_stack_nested	0.7166ms	0.4028ms	2.4824 KOps/s	2.4216 KOps/s	$\color{#35bf28}+2.51\%$
test_items_stack_nested_leaf	0.1462ms	78.6149μs	12.7202 KOps/s	13.0746 KOps/s	$\color{#d91a1a}-2.71\%$
test_items_stack_nested_locked	0.6942ms	0.3991ms	2.5054 KOps/s	2.4176 KOps/s	$\color{#35bf28}+3.63\%$
test_keys	23.3040μs	3.4632μs	288.7485 KOps/s	288.5053 KOps/s	$\color{#35bf28}+0.08\%$
test_keys_nested	0.2237ms	0.1629ms	6.1392 KOps/s	6.0842 KOps/s	$\color{#35bf28}+0.90\%$
test_keys_nested_locked	3.8872ms	0.1743ms	5.7383 KOps/s	5.8248 KOps/s	$\color{#d91a1a}-1.48\%$
test_keys_nested_leaf	0.2362ms	0.1429ms	7.0003 KOps/s	6.9024 KOps/s	$\color{#35bf28}+1.42\%$
test_keys_stack_nested	0.3018ms	0.1628ms	6.1436 KOps/s	5.9894 KOps/s	$\color{#35bf28}+2.58\%$
test_keys_stack_nested_leaf	0.2763ms	0.1422ms	7.0303 KOps/s	6.8801 KOps/s	$\color{#35bf28}+2.18\%$
test_keys_stack_nested_locked	1.0325ms	0.1711ms	5.8436 KOps/s	5.7538 KOps/s	$\color{#35bf28}+1.56\%$
test_values	29.4788μs	1.0564μs	946.5801 KOps/s	939.1601 KOps/s	$\color{#35bf28}+0.79\%$
test_values_nested	0.1146ms	62.9268μs	15.8915 KOps/s	15.2026 KOps/s	$\color{#35bf28}+4.53\%$
test_values_nested_locked	0.5687ms	64.2595μs	15.5619 KOps/s	15.2650 KOps/s	$\color{#35bf28}+1.94\%$
test_values_nested_leaf	0.2355ms	71.6335μs	13.9600 KOps/s	13.4127 KOps/s	$\color{#35bf28}+4.08\%$
test_values_stack_nested	0.1365ms	63.2779μs	15.8033 KOps/s	15.9669 KOps/s	$\color{#d91a1a}-1.02\%$
test_values_stack_nested_leaf	0.1273ms	71.7101μs	13.9450 KOps/s	13.7769 KOps/s	$\color{#35bf28}+1.22\%$
test_values_stack_nested_locked	0.1101ms	62.5714μs	15.9817 KOps/s	16.0129 KOps/s	$\color{#d91a1a}-0.19\%$
test_membership	31.1780μs	0.8657μs	1.1551 MOps/s	1.1355 MOps/s	$\color{#35bf28}+1.73\%$
test_membership_nested	43.1200μs	2.8514μs	350.7038 KOps/s	328.1171 KOps/s	$\textbf{\color{#35bf28}+6.88\%}$
test_membership_nested_leaf	0.1335ms	2.8935μs	345.6044 KOps/s	341.1862 KOps/s	$\color{#35bf28}+1.29\%$
test_membership_stacked_nested	38.6120μs	2.8566μs	350.0705 KOps/s	342.5015 KOps/s	$\color{#35bf28}+2.21\%$
test_membership_stacked_nested_leaf	46.8770μs	2.8696μs	348.4849 KOps/s	345.5286 KOps/s	$\color{#35bf28}+0.86\%$
test_membership_nested_last	36.5780μs	4.2530μs	235.1278 KOps/s	226.6910 KOps/s	$\color{#35bf28}+3.72\%$
test_membership_nested_leaf_last	39.5130μs	4.3020μs	232.4498 KOps/s	225.4202 KOps/s	$\color{#35bf28}+3.12\%$
test_membership_stacked_nested_last	27.6410μs	4.2660μs	234.4126 KOps/s	227.0042 KOps/s	$\color{#35bf28}+3.26\%$
test_membership_stacked_nested_leaf_last	42.1890μs	4.2641μs	234.5142 KOps/s	225.8147 KOps/s	$\color{#35bf28}+3.85\%$
test_nested_getleaf	64.7310μs	10.3529μs	96.5914 KOps/s	94.0030 KOps/s	$\color{#35bf28}+2.75\%$
test_nested_get	42.5890μs	9.9022μs	100.9880 KOps/s	99.6325 KOps/s	$\color{#35bf28}+1.36\%$
test_stacked_getleaf	44.8730μs	10.2971μs	97.1149 KOps/s	94.6848 KOps/s	$\color{#35bf28}+2.57\%$
test_stacked_get	30.1660μs	9.7557μs	102.5042 KOps/s	98.3351 KOps/s	$\color{#35bf28}+4.24\%$
test_nested_getitemleaf	0.2785ms	11.8879μs	84.1192 KOps/s	90.0850 KOps/s	$\textbf{\color{#d91a1a}-6.62\%}$
test_nested_getitem	60.1740μs	10.2104μs	97.9390 KOps/s	94.3636 KOps/s	$\color{#35bf28}+3.79\%$
test_stacked_getitemleaf	36.5580μs	10.8965μs	91.7724 KOps/s	90.4514 KOps/s	$\color{#35bf28}+1.46\%$
test_stacked_getitem	30.1160μs	10.3944μs	96.2052 KOps/s	94.9791 KOps/s	$\color{#35bf28}+1.29\%$
test_lock_nested	0.8614ms	0.4065ms	2.4601 KOps/s	2.4873 KOps/s	$\color{#d91a1a}-1.09\%$
test_lock_stack_nested	0.5832ms	0.4188ms	2.3878 KOps/s	2.4137 KOps/s	$\color{#d91a1a}-1.07\%$
test_unlock_nested	0.5241ms	0.3362ms	2.9743 KOps/s	3.0445 KOps/s	$\color{#d91a1a}-2.31\%$
test_unlock_stack_nested	0.6119ms	0.3413ms	2.9304 KOps/s	2.9707 KOps/s	$\color{#d91a1a}-1.36\%$
test_flatten_speed	0.1799ms	98.3125μs	10.1716 KOps/s	10.0295 KOps/s	$\color{#35bf28}+1.42\%$
test_unflatten_speed	0.6812ms	0.5038ms	1.9850 KOps/s	1.9424 KOps/s	$\color{#35bf28}+2.19\%$
test_common_ops	5.3475ms	0.7983ms	1.2527 KOps/s	1.2475 KOps/s	$\color{#35bf28}+0.42\%$
test_creation	25.5580μs	2.4346μs	410.7368 KOps/s	396.8136 KOps/s	$\color{#35bf28}+3.51\%$
test_creation_empty	45.8050μs	11.9080μs	83.9769 KOps/s	77.9587 KOps/s	$\textbf{\color{#35bf28}+7.72\%}$
test_creation_nested_1	40.2150μs	14.6407μs	68.3025 KOps/s	63.1048 KOps/s	$\textbf{\color{#35bf28}+8.24\%}$
test_creation_nested_2	45.0840μs	19.2310μs	51.9995 KOps/s	49.4307 KOps/s	$\textbf{\color{#35bf28}+5.20\%}$
test_clone	57.0270μs	13.3235μs	75.0553 KOps/s	74.7731 KOps/s	$\color{#35bf28}+0.38\%$
test_getitem[int]	0.7468ms	13.0340μs	76.7222 KOps/s	79.4960 KOps/s	$\color{#d91a1a}-3.49\%$
test_getitem[slice_int]	0.1289ms	24.5081μs	40.8029 KOps/s	42.3812 KOps/s	$\color{#d91a1a}-3.72\%$
test_getitem[range]	0.1677ms	49.5740μs	20.1719 KOps/s	19.9415 KOps/s	$\color{#35bf28}+1.16\%$
test_getitem[tuple]	0.1201ms	19.9739μs	50.0652 KOps/s	51.2974 KOps/s	$\color{#d91a1a}-2.40\%$
test_getitem[list]	0.1534ms	45.1459μs	22.1504 KOps/s	21.9173 KOps/s	$\color{#35bf28}+1.06\%$
test_setitem_dim[int]	61.2740μs	26.1958μs	38.1740 KOps/s	39.8124 KOps/s	$\color{#d91a1a}-4.12\%$
test_setitem_dim[slice_int]	90.4180μs	51.3031μs	19.4920 KOps/s	19.7100 KOps/s	$\color{#d91a1a}-1.11\%$
test_setitem_dim[range]	0.1277ms	74.5475μs	13.4143 KOps/s	12.6873 KOps/s	$\textbf{\color{#35bf28}+5.73\%}$
test_setitem_dim[tuple]	73.2670μs	40.6320μs	24.6112 KOps/s	24.4217 KOps/s	$\color{#35bf28}+0.78\%$
test_setitem	62.0260μs	20.2697μs	49.3346 KOps/s	48.4633 KOps/s	$\color{#35bf28}+1.80\%$
test_set	69.4900μs	19.9025μs	50.2449 KOps/s	50.0933 KOps/s	$\color{#35bf28}+0.30\%$
test_set_shared	0.3046ms	0.1790ms	5.5879 KOps/s	5.6206 KOps/s	$\color{#d91a1a}-0.58\%$
test_update	0.1217ms	22.8444μs	43.7745 KOps/s	43.2971 KOps/s	$\color{#35bf28}+1.10\%$
test_update_nested	79.7590μs	32.0217μs	31.2289 KOps/s	29.7404 KOps/s	$\textbf{\color{#35bf28}+5.00\%}$
test_update__nested	0.5599ms	33.0141μs	30.2901 KOps/s	30.7594 KOps/s	$\color{#d91a1a}-1.53\%$
test_set_nested	83.9970μs	21.8055μs	45.8599 KOps/s	44.3435 KOps/s	$\color{#35bf28}+3.42\%$
test_set_nested_new	70.5010μs	26.3327μs	37.9756 KOps/s	36.5713 KOps/s	$\color{#35bf28}+3.84\%$
test_select	0.1615ms	42.8274μs	23.3495 KOps/s	22.9088 KOps/s	$\color{#35bf28}+1.92\%$
test_select_nested	0.1195ms	63.3477μs	15.7859 KOps/s	16.0169 KOps/s	$\color{#d91a1a}-1.44\%$
test_exclude_nested	0.1582ms	79.9221μs	12.5122 KOps/s	12.4028 KOps/s	$\color{#35bf28}+0.88\%$
test_empty[True]	0.6120ms	0.4029ms	2.4822 KOps/s	2.4278 KOps/s	$\color{#35bf28}+2.24\%$
test_empty[False]	8.5410μs	1.3732μs	728.2473 KOps/s	731.0845 KOps/s	$\color{#d91a1a}-0.39\%$
test_unbind_speed	0.3205ms	0.2712ms	3.6877 KOps/s	3.7606 KOps/s	$\color{#d91a1a}-1.94\%$
test_unbind_speed_stack0	0.3942ms	0.2683ms	3.7277 KOps/s	3.7956 KOps/s	$\color{#d91a1a}-1.79\%$
test_unbind_speed_stack1	99.5713ms	0.7334ms	1.3635 KOps/s	1.2439 KOps/s	$\textbf{\color{#35bf28}+9.61\%}$
test_split	0.1014s	1.7367ms	575.8191 Ops/s	640.1314 Ops/s	$\textbf{\color{#d91a1a}-10.05\%}$
test_chunk	0.1059s	1.7526ms	570.5942 Ops/s	527.7032 Ops/s	$\textbf{\color{#35bf28}+8.13\%}$
test_consolidate_njt[False-None]	8.4711ms	8.2241ms	121.5940 Ops/s	124.6436 Ops/s	$\color{#d91a1a}-2.45\%$
test_creation[device0]	0.2174ms	89.6966μs	11.1487 KOps/s	11.2040 KOps/s	$\color{#d91a1a}-0.49\%$
test_creation_from_tensor	4.2409ms	96.8119μs	10.3293 KOps/s	10.5989 KOps/s	$\color{#d91a1a}-2.54\%$
test_add_one[memmap_tensor0]	0.1079ms	4.9027μs	203.9706 KOps/s	202.3848 KOps/s	$\color{#35bf28}+0.78\%$
test_contiguous[memmap_tensor0]	20.7690μs	0.5154μs	1.9402 MOps/s	1.9344 MOps/s	$\color{#35bf28}+0.30\%$
test_stack[memmap_tensor0]	36.2070μs	3.2446μs	308.2085 KOps/s	297.4687 KOps/s	$\color{#35bf28}+3.61\%$
test_memmaptd_index	1.2545ms	0.2267ms	4.4109 KOps/s	3.5530 KOps/s	$\textbf{\color{#35bf28}+24.14\%}$
test_memmaptd_index_astensor	0.6673ms	0.3106ms	3.2191 KOps/s	3.1999 KOps/s	$\color{#35bf28}+0.60\%$
test_memmaptd_index_op	1.2956ms	0.5834ms	1.7142 KOps/s	1.7032 KOps/s	$\color{#35bf28}+0.64\%$
test_serialize_model	0.2184s	0.1307s	7.6516 Ops/s	8.7348 Ops/s	$\textbf{\color{#d91a1a}-12.40\%}$
test_serialize_model_pickle	0.4908s	0.4020s	2.4876 Ops/s	2.5045 Ops/s	$\color{#d91a1a}-0.68\%$
test_serialize_weights	0.1165s	0.1114s	8.9761 Ops/s	8.5440 Ops/s	$\textbf{\color{#35bf28}+5.06\%}$
test_serialize_weights_returnearly	0.1861s	0.1655s	6.0419 Ops/s	6.1815 Ops/s	$\color{#d91a1a}-2.26\%$
test_serialize_weights_pickle	1.2068s	0.7024s	1.4237 Ops/s	2.4991 Ops/s	$\textbf{\color{#d91a1a}-43.03\%}$
test_serialize_weights_filesystem	0.1564s	0.1428s	7.0031 Ops/s	6.7401 Ops/s	$\color{#35bf28}+3.90\%$
test_serialize_model_filesystem	0.2457s	0.1559s	6.4155 Ops/s	6.7567 Ops/s	$\textbf{\color{#d91a1a}-5.05\%}$
test_reshape_pytree	69.3400μs	25.8458μs	38.6910 KOps/s	38.5721 KOps/s	$\color{#35bf28}+0.31\%$
test_reshape_td	87.2520μs	31.8019μs	31.4447 KOps/s	31.4531 KOps/s	$\color{#d91a1a}-0.03\%$
test_view_pytree	67.1250μs	25.9470μs	38.5400 KOps/s	38.9485 KOps/s	$\color{#d91a1a}-1.05\%$
test_view_td	81.9130μs	37.4003μs	26.7377 KOps/s	26.9014 KOps/s	$\color{#d91a1a}-0.61\%$
test_unbind_pytree	91.1000μs	29.1224μs	34.3378 KOps/s	34.5368 KOps/s	$\color{#d91a1a}-0.58\%$
test_unbind_td	0.3288ms	39.4711μs	25.3350 KOps/s	25.1418 KOps/s	$\color{#35bf28}+0.77\%$
test_split_pytree	79.6990μs	28.6166μs	34.9448 KOps/s	35.0411 KOps/s	$\color{#d91a1a}-0.27\%$
test_split_td	0.2054ms	45.6424μs	21.9095 KOps/s	22.7167 KOps/s	$\color{#d91a1a}-3.55\%$
test_add_pytree	79.7890μs	35.8691μs	27.8791 KOps/s	29.2534 KOps/s	$\color{#d91a1a}-4.70\%$
test_add_td	0.1132ms	57.3151μs	17.4474 KOps/s	17.5396 KOps/s	$\color{#d91a1a}-0.53\%$
test_compile_add_one_nested[tensordict-compile]	0.1266ms	66.3180μs	15.0789 KOps/s	15.0877 KOps/s	$\color{#d91a1a}-0.06\%$
test_compile_add_one_nested[tensordict-eager]	0.3746ms	0.1714ms	5.8328 KOps/s	5.7245 KOps/s	$\color{#35bf28}+1.89\%$
test_compile_add_one_nested[pytree-compile]	0.1051ms	45.3226μs	22.0641 KOps/s	22.2090 KOps/s	$\color{#d91a1a}-0.65\%$
test_compile_add_one_nested[pytree-eager]	0.2179ms	0.1188ms	8.4191 KOps/s	8.5711 KOps/s	$\color{#d91a1a}-1.77\%$
test_compile_copy_nested[tensordict-compile]	78.8470μs	27.9650μs	35.7589 KOps/s	36.1417 KOps/s	$\color{#d91a1a}-1.06\%$
test_compile_copy_nested[tensordict-eager]	0.1153ms	58.3346μs	17.1425 KOps/s	17.2820 KOps/s	$\color{#d91a1a}-0.81\%$
test_compile_copy_nested[pytree-compile]	0.1756ms	79.4765μs	12.5823 KOps/s	12.8184 KOps/s	$\color{#d91a1a}-1.84\%$
test_compile_copy_nested[pytree-eager]	0.1311ms	66.3720μs	15.0666 KOps/s	15.2773 KOps/s	$\color{#d91a1a}-1.38\%$
test_compile_add_one_flat[tensordict-compile]	0.2312ms	0.1058ms	9.4522 KOps/s	8.7975 KOps/s	$\textbf{\color{#35bf28}+7.44\%}$
test_compile_add_one_flat[tensordict-eager]	0.4406ms	0.2157ms	4.6354 KOps/s	4.5740 KOps/s	$\color{#35bf28}+1.34\%$
test_compile_add_one_flat[tensorclass-compile]	0.1398ms	46.0191μs	21.7301 KOps/s	22.0227 KOps/s	$\color{#d91a1a}-1.33\%$
test_compile_add_one_flat[tensorclass-eager]	0.1933ms	65.0666μs	15.3689 KOps/s	15.2190 KOps/s	$\color{#35bf28}+0.98\%$
test_compile_add_one_flat[pytree-compile]	0.2227ms	0.1004ms	9.9598 KOps/s	10.0641 KOps/s	$\color{#d91a1a}-1.04\%$
test_compile_add_one_flat[pytree-eager]	0.4030ms	0.2053ms	4.8698 KOps/s	5.0474 KOps/s	$\color{#d91a1a}-3.52\%$
test_compile_add_self_flat[tensordict-eager]	0.4210ms	0.2310ms	4.3289 KOps/s	4.2768 KOps/s	$\color{#35bf28}+1.22\%$
test_compile_add_self_flat[tensordict-compile]	0.3175ms	0.1105ms	9.0524 KOps/s	9.2936 KOps/s	$\color{#d91a1a}-2.60\%$
test_compile_add_self_flat[tensorclass-eager]	0.1988ms	61.4326μs	16.2780 KOps/s	16.0552 KOps/s	$\color{#35bf28}+1.39\%$
test_compile_add_self_flat[tensorclass-compile]	98.0630μs	47.9096μs	20.8727 KOps/s	21.1308 KOps/s	$\color{#d91a1a}-1.22\%$
test_compile_add_self_flat[pytree-eager]	0.2957ms	0.1601ms	6.2470 KOps/s	6.3848 KOps/s	$\color{#d91a1a}-2.16\%$
test_compile_add_self_flat[pytree-compile]	0.1891ms	0.1006ms	9.9356 KOps/s	10.0082 KOps/s	$\color{#d91a1a}-0.73\%$
test_compile_copy_flat[tensordict-compile]	58.8090μs	21.1383μs	47.3076 KOps/s	48.6310 KOps/s	$\color{#d91a1a}-2.72\%$
test_compile_copy_flat[tensordict-eager]	0.1293ms	67.2783μs	14.8636 KOps/s	14.8624 KOps/s	$+0.01\%$
test_compile_copy_flat[pytree-compile]	0.1523ms	82.1456μs	12.1735 KOps/s	11.9505 KOps/s	$\color{#35bf28}+1.87\%$
test_compile_copy_flat[pytree-eager]	0.1320ms	69.2277μs	14.4451 KOps/s	14.4028 KOps/s	$\color{#35bf28}+0.29\%$
test_compile_assign_and_add[tensordict-compile]	0.3136ms	0.2173ms	4.6016 KOps/s	4.6940 KOps/s	$\color{#d91a1a}-1.97\%$
test_compile_assign_and_add[tensordict-eager]	2.7110ms	1.3617ms	734.3954 Ops/s	728.0485 Ops/s	$\color{#35bf28}+0.87\%$
test_compile_assign_and_add[pytree-compile]	1.1629ms	0.2152ms	4.6459 KOps/s	4.7951 KOps/s	$\color{#d91a1a}-3.11\%$
test_compile_assign_and_add[pytree-eager]	2.7409ms	0.8337ms	1.1995 KOps/s	1.2215 KOps/s	$\color{#d91a1a}-1.79\%$
test_compile_assign_and_add_stack[compile]	0.8315ms	0.4643ms	2.1537 KOps/s	2.2463 KOps/s	$\color{#d91a1a}-4.12\%$
test_compile_assign_and_add_stack[eager]	2.9598ms	2.6535ms	376.8584 Ops/s	366.9328 Ops/s	$\color{#35bf28}+2.71\%$
test_compile_indexing[tensor-tensordict-compile]	0.1240ms	37.0594μs	26.9837 KOps/s	27.0560 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_indexing[tensor-tensordict-eager]	0.5475ms	32.8864μs	30.4077 KOps/s	30.3769 KOps/s	$\color{#35bf28}+0.10\%$
test_compile_indexing[tensor-tensorclass-compile]	89.4260μs	30.3951μs	32.9001 KOps/s	33.1529 KOps/s	$\color{#d91a1a}-0.76\%$
test_compile_indexing[tensor-tensorclass-eager]	57.9380μs	22.3648μs	44.7132 KOps/s	44.7095 KOps/s	$+0.01\%$
test_compile_indexing[tensor-pytree-compile]	81.6120μs	31.4961μs	31.7500 KOps/s	32.9708 KOps/s	$\color{#d91a1a}-3.70\%$
test_compile_indexing[tensor-pytree-eager]	59.8620μs	22.2418μs	44.9604 KOps/s	44.9405 KOps/s	$\color{#35bf28}+0.04\%$
test_compile_indexing[slice-tensordict-compile]	0.4385ms	52.1957μs	19.1587 KOps/s	19.4888 KOps/s	$\color{#d91a1a}-1.69\%$
test_compile_indexing[slice-tensordict-eager]	0.2248s	26.3643μs	37.9301 KOps/s	49.8311 KOps/s	$\textbf{\color{#d91a1a}-23.88\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1696ms	46.5204μs	21.4960 KOps/s	22.2578 KOps/s	$\color{#d91a1a}-3.42\%$
test_compile_indexing[slice-tensorclass-eager]	97.1490μs	18.3394μs	54.5273 KOps/s	55.0041 KOps/s	$\color{#d91a1a}-0.87\%$
test_compile_indexing[slice-pytree-compile]	98.5840μs	45.4024μs	22.0253 KOps/s	21.9508 KOps/s	$\color{#35bf28}+0.34\%$
test_compile_indexing[slice-pytree-eager]	81.3210μs	18.1911μs	54.9718 KOps/s	54.7467 KOps/s	$\color{#35bf28}+0.41\%$
test_compile_indexing[int-tensordict-compile]	0.1107ms	52.4015μs	19.0834 KOps/s	18.9871 KOps/s	$\color{#35bf28}+0.51\%$
test_compile_indexing[int-tensordict-eager]	0.9352ms	20.1262μs	49.6864 KOps/s	50.9355 KOps/s	$\color{#d91a1a}-2.45\%$
test_compile_indexing[int-tensorclass-compile]	98.2530μs	45.3637μs	22.0440 KOps/s	21.5386 KOps/s	$\color{#35bf28}+2.35\%$
test_compile_indexing[int-tensorclass-eager]	66.9550μs	18.2094μs	54.9166 KOps/s	54.6448 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_indexing[int-pytree-compile]	0.1136ms	45.8507μs	21.8099 KOps/s	22.0132 KOps/s	$\color{#d91a1a}-0.92\%$
test_compile_indexing[int-pytree-eager]	57.1660μs	18.1360μs	55.1390 KOps/s	54.9107 KOps/s	$\color{#35bf28}+0.42\%$
test_mod_add[eager]	77.9950μs	33.0742μs	30.2351 KOps/s	29.0243 KOps/s	$\color{#35bf28}+4.17\%$
test_mod_add[compile]	0.1293ms	64.0990μs	15.6009 KOps/s	15.5008 KOps/s	$\color{#35bf28}+0.65\%$
test_mod_add[compile-overhead]	0.1245ms	63.3433μs	15.7870 KOps/s	15.5322 KOps/s	$\color{#35bf28}+1.64\%$
test_mod_wrap[eager]	0.3276ms	0.2153ms	4.6442 KOps/s	4.5850 KOps/s	$\color{#35bf28}+1.29\%$
test_mod_wrap[compile]	1.7390ms	0.2253ms	4.4388 KOps/s	4.4189 KOps/s	$\color{#35bf28}+0.45\%$
test_mod_wrap[compile-overhead]	0.3415ms	0.2222ms	4.5009 KOps/s	4.5107 KOps/s	$\color{#d91a1a}-0.22\%$
test_mod_wrap_and_backward[eager]	17.0517ms	12.3957ms	80.6732 Ops/s	91.8233 Ops/s	$\textbf{\color{#d91a1a}-12.14\%}$
test_mod_wrap_and_backward[compile]	18.5079ms	12.8598ms	77.7615 Ops/s	91.7155 Ops/s	$\textbf{\color{#d91a1a}-15.21\%}$
test_mod_wrap_and_backward[compile-overhead]	15.2461ms	12.6567ms	79.0096 Ops/s	91.9253 Ops/s	$\textbf{\color{#d91a1a}-14.05\%}$
test_seq_add[eager]	0.2199ms	0.1114ms	8.9807 KOps/s	8.4172 KOps/s	$\textbf{\color{#35bf28}+6.69\%}$
test_seq_add[compile]	0.1319ms	76.4060μs	13.0880 KOps/s	13.5189 KOps/s	$\color{#d91a1a}-3.19\%$
test_seq_add[compile-overhead]	0.1318ms	75.0317μs	13.3277 KOps/s	13.7446 KOps/s	$\color{#d91a1a}-3.03\%$
test_seq_wrap[eager]	0.8414ms	0.4291ms	2.3303 KOps/s	2.2572 KOps/s	$\color{#35bf28}+3.24\%$
test_seq_wrap[compile]	0.4641ms	0.2384ms	4.1939 KOps/s	4.2301 KOps/s	$\color{#d91a1a}-0.85\%$
test_seq_wrap[compile-overhead]	0.4054ms	0.2385ms	4.1925 KOps/s	4.2314 KOps/s	$\color{#d91a1a}-0.92\%$
test_func_call_runtime[False-eager]	0.6668ms	0.5129ms	1.9497 KOps/s	1.8793 KOps/s	$\color{#35bf28}+3.75\%$
test_func_call_runtime[False-compile]	0.5465ms	0.4314ms	2.3182 KOps/s	2.2635 KOps/s	$\color{#35bf28}+2.42\%$
test_func_call_runtime[False-compile-overhead]	1.6819ms	0.4510ms	2.2171 KOps/s	2.2978 KOps/s	$\color{#d91a1a}-3.51\%$
test_func_call_runtime[True-eager]	1.5726ms	0.7329ms	1.3644 KOps/s	1.3480 KOps/s	$\color{#35bf28}+1.21\%$
test_func_call_runtime[True-compile]	0.7418ms	0.4521ms	2.2120 KOps/s	2.1853 KOps/s	$\color{#35bf28}+1.22\%$
test_func_call_runtime[True-compile-overhead]	0.5653ms	0.4526ms	2.2096 KOps/s	2.1874 KOps/s	$\color{#35bf28}+1.02\%$
test_func_call_cm_runtime[False-eager]	0.9447ms	0.5135ms	1.9476 KOps/s	1.8995 KOps/s	$\color{#35bf28}+2.53\%$
test_func_call_cm_runtime[False-compile]	0.5688ms	0.4311ms	2.3196 KOps/s	2.2884 KOps/s	$\color{#35bf28}+1.37\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5567ms	0.4289ms	2.3313 KOps/s	2.2931 KOps/s	$\color{#35bf28}+1.67\%$
test_func_call_cm_runtime[True-eager]	1.4683ms	0.8857ms	1.1290 KOps/s	1.1243 KOps/s	$\color{#35bf28}+0.42\%$
test_func_call_cm_runtime[True-compile]	1.2549ms	0.7698ms	1.2991 KOps/s	1.2749 KOps/s	$\color{#35bf28}+1.90\%$
test_func_call_cm_runtime[True-compile-overhead]	1.1545ms	0.7748ms	1.2906 KOps/s	1.2778 KOps/s	$\color{#35bf28}+1.00\%$
test_vmap_func_call_cm_runtime[eager]	2.5906ms	1.8850ms	530.5178 Ops/s	523.4671 Ops/s	$\color{#35bf28}+1.35\%$
test_vmap_func_call_cm_runtime[compile]	2.0073ms	0.5497ms	1.8191 KOps/s	1.8902 KOps/s	$\color{#d91a1a}-3.76\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.7558ms	0.5320ms	1.8798 KOps/s	1.8897 KOps/s	$\color{#d91a1a}-0.53\%$
test_distributed	1.2656ms	0.1296ms	7.7182 KOps/s	7.8362 KOps/s	$\color{#d91a1a}-1.51\%$
test_tdmodule	0.1207ms	26.1987μs	38.1699 KOps/s	37.0815 KOps/s	$\color{#35bf28}+2.94\%$
test_tdmodule_dispatch	77.9660μs	47.7383μs	20.9475 KOps/s	20.2674 KOps/s	$\color{#35bf28}+3.36\%$
test_tdseq	59.5610μs	28.1277μs	35.5522 KOps/s	34.7276 KOps/s	$\color{#35bf28}+2.37\%$
test_tdseq_dispatch	80.0390μs	52.4941μs	19.0498 KOps/s	18.2508 KOps/s	$\color{#35bf28}+4.38\%$
test_instantiation_functorch	2.3646ms	1.5300ms	653.5946 Ops/s	661.1600 Ops/s	$\color{#d91a1a}-1.14\%$
test_exec_functorch	0.2809ms	0.1740ms	5.7477 KOps/s	5.7718 KOps/s	$\color{#d91a1a}-0.42\%$
test_exec_functional_call	0.2311ms	0.1666ms	6.0020 KOps/s	6.0219 KOps/s	$\color{#d91a1a}-0.33\%$
test_exec_td_decorator	0.4942ms	0.2279ms	4.3880 KOps/s	4.3111 KOps/s	$\color{#35bf28}+1.79\%$
test_vmap_mlp_speed_decorator[True-True]	0.9974ms	0.6540ms	1.5291 KOps/s	1.5140 KOps/s	$\color{#35bf28}+0.99\%$
test_vmap_mlp_speed_decorator[True-False]	0.8711ms	0.6485ms	1.5421 KOps/s	1.5250 KOps/s	$\color{#35bf28}+1.12\%$
test_vmap_mlp_speed_decorator[False-True]	0.7045ms	0.5216ms	1.9170 KOps/s	1.8830 KOps/s	$\color{#35bf28}+1.81\%$
test_vmap_mlp_speed_decorator[False-False]	0.8475ms	0.5261ms	1.9008 KOps/s	1.8848 KOps/s	$\color{#35bf28}+0.85\%$
test_to_module_speed[True]	2.0862ms	1.3196ms	757.8018 Ops/s	748.6850 Ops/s	$\color{#35bf28}+1.22\%$
test_to_module_speed[False]	1.5376ms	1.2864ms	777.3379 Ops/s	759.9319 Ops/s	$\color{#35bf28}+2.29\%$
test_tc_init	79.3580μs	47.5019μs	21.0518 KOps/s	20.8213 KOps/s	$\color{#35bf28}+1.11\%$
test_tc_init_nested	0.1683ms	93.0625μs	10.7455 KOps/s	10.1461 KOps/s	$\textbf{\color{#35bf28}+5.91\%}$
test_tc_first_layer_tensor	25.9180μs	1.5082μs	663.0410 KOps/s	635.7216 KOps/s	$\color{#35bf28}+4.30\%$
test_tc_first_layer_nontensor	0.2060ms	5.0076μs	199.6968 KOps/s	215.2957 KOps/s	$\textbf{\color{#d91a1a}-7.25\%}$
test_tc_second_layer_tensor	0.3684ms	3.2265μs	309.9361 KOps/s	339.9101 KOps/s	$\textbf{\color{#d91a1a}-8.82\%}$
test_tc_second_layer_nontensor	30.4770μs	5.9721μs	167.4462 KOps/s	168.2376 KOps/s	$\color{#d91a1a}-0.47\%$
test_unbind	0.2546s	13.5753ms	73.6631 Ops/s	81.7649 Ops/s	$\textbf{\color{#d91a1a}-9.91\%}$
test_full_like	9.0484ms	7.1978ms	138.9305 Ops/s	142.6106 Ops/s	$\color{#d91a1a}-2.58\%$
test_zeros_like	4.9374ms	2.8657ms	348.9555 Ops/s	222.1784 Ops/s	$\textbf{\color{#35bf28}+57.06\%}$
test_ones_like	3.7164ms	3.2165ms	310.8947 Ops/s	204.4477 Ops/s	$\textbf{\color{#35bf28}+52.07\%}$
test_clone	5.5062ms	4.9358ms	202.5996 Ops/s	147.9028 Ops/s	$\textbf{\color{#35bf28}+36.98\%}$
test_squeeze	60.6230μs	12.2156μs	81.8628 KOps/s	81.3757 KOps/s	$\color{#35bf28}+0.60\%$
test_unsqueeze	0.2687ms	90.2570μs	11.0795 KOps/s	11.2015 KOps/s	$\color{#d91a1a}-1.09\%$
test_split	0.3084ms	0.1947ms	5.1348 KOps/s	5.2377 KOps/s	$\color{#d91a1a}-1.96\%$
test_permute	0.3098ms	0.1953ms	5.1191 KOps/s	5.0376 KOps/s	$\color{#35bf28}+1.62\%$
test_stack	49.9477ms	26.6900ms	37.4672 Ops/s	39.5401 Ops/s	$\textbf{\color{#d91a1a}-5.24\%}$
test_cat	25.8069ms	24.8441ms	40.2511 Ops/s	38.4649 Ops/s	$\color{#35bf28}+4.64\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}51$. Worsened: $\large\color{#d91a1a}6$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	31.6110μs	11.4952μs	86.9928 KOps/s	78.2552 KOps/s	$\textbf{\color{#35bf28}+11.17\%}$
test_plain_set_stack_nested	31.7000μs	11.7673μs	84.9812 KOps/s	76.6846 KOps/s	$\textbf{\color{#35bf28}+10.82\%}$
test_plain_set_nested_inplace	44.1210μs	12.6418μs	79.1029 KOps/s	72.1756 KOps/s	$\textbf{\color{#35bf28}+9.60\%}$
test_plain_set_stack_nested_inplace	35.7300μs	12.6987μs	78.7485 KOps/s	72.1966 KOps/s	$\textbf{\color{#35bf28}+9.08\%}$
test_items	26.5400μs	2.8936μs	345.5852 KOps/s	342.9162 KOps/s	$\color{#35bf28}+0.78\%$
test_items_nested	0.4191ms	0.3719ms	2.6892 KOps/s	2.7532 KOps/s	$\color{#d91a1a}-2.33\%$
test_items_nested_locked	0.4325ms	0.3722ms	2.6868 KOps/s	2.7655 KOps/s	$\color{#d91a1a}-2.84\%$
test_items_nested_leaf	84.9510μs	59.8359μs	16.7124 KOps/s	17.2652 KOps/s	$\color{#d91a1a}-3.20\%$
test_items_stack_nested	0.4325ms	0.3765ms	2.6559 KOps/s	2.7131 KOps/s	$\color{#d91a1a}-2.11\%$
test_items_stack_nested_leaf	92.8320μs	60.8325μs	16.4386 KOps/s	16.6767 KOps/s	$\color{#d91a1a}-1.43\%$
test_items_stack_nested_locked	0.4181ms	0.3776ms	2.6484 KOps/s	2.7515 KOps/s	$\color{#d91a1a}-3.75\%$
test_keys	28.5600μs	3.4847μs	286.9673 KOps/s	288.7771 KOps/s	$\color{#d91a1a}-0.63\%$
test_keys_nested	0.1217ms	89.4770μs	11.1761 KOps/s	11.4351 KOps/s	$\color{#d91a1a}-2.27\%$
test_keys_nested_locked	0.6988ms	95.9537μs	10.4217 KOps/s	10.7673 KOps/s	$\color{#d91a1a}-3.21\%$
test_keys_nested_leaf	0.1084ms	80.1683μs	12.4738 KOps/s	12.7928 KOps/s	$\color{#d91a1a}-2.49\%$
test_keys_stack_nested	0.1248ms	91.1640μs	10.9692 KOps/s	11.2014 KOps/s	$\color{#d91a1a}-2.07\%$
test_keys_stack_nested_leaf	0.1182ms	82.6655μs	12.0969 KOps/s	12.5951 KOps/s	$\color{#d91a1a}-3.96\%$
test_keys_stack_nested_locked	0.1385ms	97.8862μs	10.2159 KOps/s	10.5581 KOps/s	$\color{#d91a1a}-3.24\%$
test_values	6.8485μs	0.8478μs	1.1796 MOps/s	1.0833 MOps/s	$\textbf{\color{#35bf28}+8.89\%}$
test_values_nested	63.1820μs	38.1095μs	26.2402 KOps/s	26.5583 KOps/s	$\color{#d91a1a}-1.20\%$
test_values_nested_locked	70.9910μs	39.4412μs	25.3542 KOps/s	25.3033 KOps/s	$\color{#35bf28}+0.20\%$
test_values_nested_leaf	68.9020μs	42.8616μs	23.3309 KOps/s	23.9325 KOps/s	$\color{#d91a1a}-2.51\%$
test_values_stack_nested	73.1510μs	38.4930μs	25.9787 KOps/s	26.1109 KOps/s	$\color{#d91a1a}-0.51\%$
test_values_stack_nested_leaf	77.7120μs	43.0410μs	23.2337 KOps/s	23.5295 KOps/s	$\color{#d91a1a}-1.26\%$
test_values_stack_nested_locked	68.3410μs	40.1952μs	24.8786 KOps/s	24.9477 KOps/s	$\color{#d91a1a}-0.28\%$
test_membership	1.9985μs	0.5070μs	1.9725 MOps/s	1.9628 MOps/s	$\color{#35bf28}+0.49\%$
test_membership_nested	17.6650μs	2.0007μs	499.8256 KOps/s	478.2226 KOps/s	$\color{#35bf28}+4.52\%$
test_membership_nested_leaf	21.2855μs	1.9919μs	502.0281 KOps/s	501.1068 KOps/s	$\color{#35bf28}+0.18\%$
test_membership_stacked_nested	34.2710μs	2.0936μs	477.6459 KOps/s	483.9733 KOps/s	$\color{#d91a1a}-1.31\%$
test_membership_stacked_nested_leaf	39.4110μs	2.1031μs	475.4931 KOps/s	478.5690 KOps/s	$\color{#d91a1a}-0.64\%$
test_membership_nested_last	38.5610μs	3.0973μs	322.8573 KOps/s	320.6019 KOps/s	$\color{#35bf28}+0.70\%$
test_membership_nested_leaf_last	32.6610μs	3.1050μs	322.0611 KOps/s	321.4022 KOps/s	$\color{#35bf28}+0.21\%$
test_membership_stacked_nested_last	39.9610μs	3.8500μs	259.7428 KOps/s	321.3608 KOps/s	$\textbf{\color{#d91a1a}-19.17\%}$
test_membership_stacked_nested_leaf_last	28.8400μs	3.8450μs	260.0757 KOps/s	316.6925 KOps/s	$\textbf{\color{#d91a1a}-17.88\%}$
test_nested_getleaf	32.1510μs	6.1388μs	162.8986 KOps/s	160.0720 KOps/s	$\color{#35bf28}+1.77\%$
test_nested_get	35.0510μs	5.9478μs	168.1283 KOps/s	171.5358 KOps/s	$\color{#d91a1a}-1.99\%$
test_stacked_getleaf	28.2610μs	6.1664μs	162.1682 KOps/s	162.6914 KOps/s	$\color{#d91a1a}-0.32\%$
test_stacked_get	48.3610μs	5.9026μs	169.4167 KOps/s	172.2735 KOps/s	$\color{#d91a1a}-1.66\%$
test_nested_getitemleaf	48.4100μs	6.5518μs	152.6295 KOps/s	155.6226 KOps/s	$\color{#d91a1a}-1.92\%$
test_nested_getitem	77.7520μs	6.0365μs	165.6587 KOps/s	164.2387 KOps/s	$\color{#35bf28}+0.86\%$
test_stacked_getitemleaf	32.8200μs	6.4217μs	155.7211 KOps/s	155.0086 KOps/s	$\color{#35bf28}+0.46\%$
test_stacked_getitem	31.3700μs	6.1570μs	162.4162 KOps/s	164.1631 KOps/s	$\color{#d91a1a}-1.06\%$
test_lock_nested	8.7416ms	0.3445ms	2.9024 KOps/s	2.8736 KOps/s	$\color{#35bf28}+1.00\%$
test_lock_stack_nested	0.3842ms	0.3424ms	2.9207 KOps/s	2.8873 KOps/s	$\color{#35bf28}+1.16\%$
test_unlock_nested	0.4207ms	0.2814ms	3.5535 KOps/s	3.5415 KOps/s	$\color{#35bf28}+0.34\%$
test_unlock_stack_nested	0.3520ms	0.2820ms	3.5459 KOps/s	3.5019 KOps/s	$\color{#35bf28}+1.26\%$
test_flatten_speed	0.1090ms	77.6201μs	12.8833 KOps/s	13.0343 KOps/s	$\color{#d91a1a}-1.16\%$
test_unflatten_speed	0.4060ms	0.3281ms	3.0476 KOps/s	3.0709 KOps/s	$\color{#d91a1a}-0.76\%$
test_common_ops	0.7423ms	0.5780ms	1.7301 KOps/s	1.5978 KOps/s	$\textbf{\color{#35bf28}+8.28\%}$
test_creation	74.0610μs	1.7935μs	557.5687 KOps/s	567.1840 KOps/s	$\color{#d91a1a}-1.70\%$
test_creation_empty	34.8810μs	7.0632μs	141.5782 KOps/s	105.3758 KOps/s	$\textbf{\color{#35bf28}+34.36\%}$
test_creation_nested_1	38.7810μs	8.7765μs	113.9407 KOps/s	90.5613 KOps/s	$\textbf{\color{#35bf28}+25.82\%}$
test_creation_nested_2	39.9700μs	11.5689μs	86.4389 KOps/s	71.4851 KOps/s	$\textbf{\color{#35bf28}+20.92\%}$
test_clone	51.9710μs	10.0553μs	99.4503 KOps/s	100.0110 KOps/s	$\color{#d91a1a}-0.56\%$
test_getitem[int]	1.2791ms	10.6562μs	93.8423 KOps/s	92.8896 KOps/s	$\color{#35bf28}+1.03\%$
test_getitem[slice_int]	0.1133ms	20.6128μs	48.5135 KOps/s	48.8718 KOps/s	$\color{#d91a1a}-0.73\%$
test_getitem[range]	0.1315ms	36.3402μs	27.5178 KOps/s	25.2489 KOps/s	$\textbf{\color{#35bf28}+8.99\%}$
test_getitem[tuple]	0.1066ms	18.1154μs	55.2016 KOps/s	53.0295 KOps/s	$\color{#35bf28}+4.10\%$
test_getitem[list]	0.1380ms	31.8544μs	31.3928 KOps/s	27.8096 KOps/s	$\textbf{\color{#35bf28}+12.88\%}$
test_setitem_dim[int]	38.4110μs	17.6384μs	56.6944 KOps/s	49.3068 KOps/s	$\textbf{\color{#35bf28}+14.98\%}$
test_setitem_dim[slice_int]	65.9220μs	36.6597μs	27.2779 KOps/s	24.9532 KOps/s	$\textbf{\color{#35bf28}+9.32\%}$
test_setitem_dim[range]	0.1182ms	51.1931μs	19.5339 KOps/s	17.7962 KOps/s	$\textbf{\color{#35bf28}+9.76\%}$
test_setitem_dim[tuple]	57.5310μs	31.0413μs	32.2151 KOps/s	29.9986 KOps/s	$\textbf{\color{#35bf28}+7.39\%}$
test_setitem	47.5410μs	13.7232μs	72.8694 KOps/s	59.4986 KOps/s	$\textbf{\color{#35bf28}+22.47\%}$
test_set	39.7510μs	13.2032μs	75.7394 KOps/s	62.9779 KOps/s	$\textbf{\color{#35bf28}+20.26\%}$
test_set_shared	0.5056ms	0.1554ms	6.4353 KOps/s	6.2831 KOps/s	$\color{#35bf28}+2.42\%$
test_update	0.2372ms	15.4405μs	64.7648 KOps/s	55.0780 KOps/s	$\textbf{\color{#35bf28}+17.59\%}$
test_update_nested	58.3510μs	21.0019μs	47.6148 KOps/s	41.6231 KOps/s	$\textbf{\color{#35bf28}+14.39\%}$
test_update__nested	0.5183ms	24.7353μs	40.4280 KOps/s	41.1561 KOps/s	$\color{#d91a1a}-1.77\%$
test_set_nested	54.0110μs	14.4115μs	69.3890 KOps/s	62.3321 KOps/s	$\textbf{\color{#35bf28}+11.32\%}$
test_set_nested_new	52.6910μs	17.0830μs	58.5377 KOps/s	54.6843 KOps/s	$\textbf{\color{#35bf28}+7.05\%}$
test_select	78.2520μs	28.7764μs	34.7507 KOps/s	32.6749 KOps/s	$\textbf{\color{#35bf28}+6.35\%}$
test_select_nested	74.9810μs	44.0094μs	22.7224 KOps/s	22.7702 KOps/s	$\color{#d91a1a}-0.21\%$
test_exclude_nested	95.5720μs	64.7409μs	15.4462 KOps/s	15.7183 KOps/s	$\color{#d91a1a}-1.73\%$
test_empty[True]	0.3476ms	0.2958ms	3.3803 KOps/s	3.3840 KOps/s	$\color{#d91a1a}-0.11\%$
test_empty[False]	3.5531μs	0.8417μs	1.1881 MOps/s	1.2078 MOps/s	$\color{#d91a1a}-1.63\%$
test_to	83.8420μs	55.5340μs	18.0070 KOps/s	18.1792 KOps/s	$\color{#d91a1a}-0.95\%$
test_to_nonblocking	0.1090ms	47.5497μs	21.0306 KOps/s	20.1680 KOps/s	$\color{#35bf28}+4.28\%$
test_unbind_speed	0.2873ms	0.2411ms	4.1469 KOps/s	4.2115 KOps/s	$\color{#d91a1a}-1.53\%$
test_unbind_speed_stack0	0.2827ms	0.2428ms	4.1183 KOps/s	4.1918 KOps/s	$\color{#d91a1a}-1.75\%$
test_unbind_speed_stack1	92.1207ms	0.7298ms	1.3703 KOps/s	1.3753 KOps/s	$\color{#d91a1a}-0.36\%$
test_split	95.0847ms	1.6031ms	623.7805 Ops/s	623.3996 Ops/s	$\color{#35bf28}+0.06\%$
test_chunk	93.9495ms	1.5889ms	629.3695 Ops/s	626.2557 Ops/s	$\color{#35bf28}+0.50\%$
test_consolidate[False-None]	3.5112ms	2.6831ms	372.7075 Ops/s	373.3947 Ops/s	$\color{#d91a1a}-0.18\%$
test_consolidate[default-None]	1.7504ms	1.6650ms	600.5834 Ops/s	596.2902 Ops/s	$\color{#35bf28}+0.72\%$
test_consolidate[reduce-overhead-None]	1.7854ms	1.7205ms	581.2391 Ops/s	584.0982 Ops/s	$\color{#d91a1a}-0.49\%$
test_consolidate_njt[False-None]	6.9316ms	6.7419ms	148.3252 Ops/s	151.3883 Ops/s	$\color{#d91a1a}-2.02\%$
test_to[False-False-None]	1.9478ms	1.7200ms	581.4122 Ops/s	595.6532 Ops/s	$\color{#d91a1a}-2.39\%$
test_to[True-False-None]	1.6488ms	1.3642ms	733.0375 Ops/s	736.4438 Ops/s	$\color{#d91a1a}-0.46\%$
test_to[within-False-None]	4.4657ms	4.2494ms	235.3249 Ops/s	243.2118 Ops/s	$\color{#d91a1a}-3.24\%$
test_to[True-default-None]	5.7559ms	5.5330ms	180.7353 Ops/s	186.6429 Ops/s	$\color{#d91a1a}-3.17\%$
test_to_njt[False-False-None]	7.0492ms	6.8757ms	145.4400 Ops/s	146.3719 Ops/s	$\color{#d91a1a}-0.64\%$
test_to_njt[True-False-None]	5.9777ms	5.5411ms	180.4711 Ops/s	181.5499 Ops/s	$\color{#d91a1a}-0.59\%$
test_to_njt[within-False-None]	12.3676ms	12.2379ms	81.7135 Ops/s	82.1910 Ops/s	$\color{#d91a1a}-0.58\%$
test_creation[device0]	0.4688ms	78.8328μs	12.6851 KOps/s	12.7401 KOps/s	$\color{#d91a1a}-0.43\%$
test_creation_from_tensor	0.6558ms	82.7323μs	12.0872 KOps/s	12.0081 KOps/s	$\color{#35bf28}+0.66\%$
test_add_one[memmap_tensor0]	0.3387ms	6.2882μs	159.0271 KOps/s	158.2128 KOps/s	$\color{#35bf28}+0.51\%$
test_contiguous[memmap_tensor0]	2.0275μs	0.4100μs	2.4391 MOps/s	2.4328 MOps/s	$\color{#35bf28}+0.26\%$
test_stack[memmap_tensor0]	41.8310μs	4.3380μs	230.5234 KOps/s	222.4854 KOps/s	$\color{#35bf28}+3.61\%$
test_memmaptd_index	1.6146ms	0.2362ms	4.2334 KOps/s	4.0939 KOps/s	$\color{#35bf28}+3.41\%$
test_memmaptd_index_astensor	0.5827ms	0.2967ms	3.3701 KOps/s	3.2589 KOps/s	$\color{#35bf28}+3.41\%$
test_memmaptd_index_op	0.6743ms	0.5319ms	1.8801 KOps/s	1.7046 KOps/s	$\textbf{\color{#35bf28}+10.30\%}$
test_serialize_model	0.4145s	0.1710s	5.8492 Ops/s	7.6900 Ops/s	$\textbf{\color{#d91a1a}-23.94\%}$
test_serialize_model_pickle	1.3461s	1.1902s	0.8402 Ops/s	0.8250 Ops/s	$\color{#35bf28}+1.84\%$
test_serialize_weights	0.1311s	0.1292s	7.7413 Ops/s	7.7381 Ops/s	$\color{#35bf28}+0.04\%$
test_serialize_weights_returnearly	0.3254s	53.9446ms	18.5375 Ops/s	23.2166 Ops/s	$\textbf{\color{#d91a1a}-20.15\%}$
test_serialize_weights_pickle	1.3891s	1.1921s	0.8389 Ops/s	0.8222 Ops/s	$\color{#35bf28}+2.03\%$
test_reshape_pytree	61.4020μs	22.3252μs	44.7925 KOps/s	44.6414 KOps/s	$\color{#35bf28}+0.34\%$
test_reshape_td	58.6910μs	26.9340μs	37.1278 KOps/s	35.5758 KOps/s	$\color{#35bf28}+4.36\%$
test_view_pytree	50.3710μs	21.9460μs	45.5663 KOps/s	45.6305 KOps/s	$\color{#d91a1a}-0.14\%$
test_view_td	57.8310μs	30.6677μs	32.6076 KOps/s	29.8381 KOps/s	$\textbf{\color{#35bf28}+9.28\%}$
test_unbind_pytree	62.1410μs	27.9630μs	35.7616 KOps/s	35.4421 KOps/s	$\color{#35bf28}+0.90\%$
test_unbind_td	0.7527ms	36.4363μs	27.4451 KOps/s	26.7658 KOps/s	$\color{#35bf28}+2.54\%$
test_split_pytree	70.0210μs	29.8793μs	33.4680 KOps/s	33.2707 KOps/s	$\color{#35bf28}+0.59\%$
test_split_td	0.9589ms	38.2484μs	26.1449 KOps/s	25.6035 KOps/s	$\color{#35bf28}+2.11\%$
test_add_pytree	72.6110μs	32.3405μs	30.9209 KOps/s	29.7143 KOps/s	$\color{#35bf28}+4.06\%$
test_add_td	76.5120μs	45.1087μs	22.1687 KOps/s	20.4414 KOps/s	$\textbf{\color{#35bf28}+8.45\%}$
test_compile_add_one_nested[tensordict-compile]	0.1761ms	0.1234ms	8.1014 KOps/s	7.7762 KOps/s	$\color{#35bf28}+4.18\%$
test_compile_add_one_nested[tensordict-eager]	0.2358ms	0.1332ms	7.5069 KOps/s	7.5055 KOps/s	$\color{#35bf28}+0.02\%$
test_compile_add_one_nested[pytree-compile]	0.1371ms	96.3429μs	10.3796 KOps/s	10.2706 KOps/s	$\color{#35bf28}+1.06\%$
test_compile_add_one_nested[pytree-eager]	1.3623ms	0.1514ms	6.6066 KOps/s	6.7805 KOps/s	$\color{#d91a1a}-2.56\%$
test_compile_copy_nested[tensordict-compile]	64.9620μs	25.2479μs	39.6073 KOps/s	39.3933 KOps/s	$\color{#35bf28}+0.54\%$
test_compile_copy_nested[tensordict-eager]	69.1510μs	29.5082μs	33.8889 KOps/s	33.7027 KOps/s	$\color{#35bf28}+0.55\%$
test_compile_copy_nested[pytree-compile]	0.3636ms	64.1934μs	15.5779 KOps/s	15.2806 KOps/s	$\color{#35bf28}+1.95\%$
test_compile_copy_nested[pytree-eager]	82.7720μs	49.0149μs	20.4019 KOps/s	20.0124 KOps/s	$\color{#35bf28}+1.95\%$
test_compile_add_one_flat[tensordict-compile]	0.1822ms	0.1414ms	7.0706 KOps/s	7.0771 KOps/s	$\color{#d91a1a}-0.09\%$
test_compile_add_one_flat[tensordict-eager]	0.3108ms	0.2175ms	4.5974 KOps/s	4.6369 KOps/s	$\color{#d91a1a}-0.85\%$
test_compile_add_one_flat[tensorclass-compile]	0.1358ms	97.8534μs	10.2194 KOps/s	9.7650 KOps/s	$\color{#35bf28}+4.65\%$
test_compile_add_one_flat[tensorclass-eager]	0.1138ms	56.4800μs	17.7054 KOps/s	17.0840 KOps/s	$\color{#35bf28}+3.64\%$
test_compile_add_one_flat[pytree-compile]	0.1842ms	0.1371ms	7.2944 KOps/s	7.5000 KOps/s	$\color{#d91a1a}-2.74\%$
test_compile_add_one_flat[pytree-eager]	0.5843ms	0.4859ms	2.0580 KOps/s	2.1345 KOps/s	$\color{#d91a1a}-3.59\%$
test_compile_add_self_flat[tensordict-eager]	0.3881ms	0.2616ms	3.8227 KOps/s	3.8472 KOps/s	$\color{#d91a1a}-0.64\%$
test_compile_add_self_flat[tensordict-compile]	0.1977ms	0.1492ms	6.7004 KOps/s	7.0453 KOps/s	$\color{#d91a1a}-4.90\%$
test_compile_add_self_flat[tensorclass-eager]	0.1829ms	68.5913μs	14.5791 KOps/s	14.5744 KOps/s	$\color{#35bf28}+0.03\%$
test_compile_add_self_flat[tensorclass-compile]	0.1450ms	99.2578μs	10.0748 KOps/s	10.2560 KOps/s	$\color{#d91a1a}-1.77\%$
test_compile_add_self_flat[pytree-eager]	0.4619ms	0.4081ms	2.4506 KOps/s	2.5029 KOps/s	$\color{#d91a1a}-2.09\%$
test_compile_add_self_flat[pytree-compile]	0.1804ms	0.1357ms	7.3713 KOps/s	7.4810 KOps/s	$\color{#d91a1a}-1.47\%$
test_compile_copy_flat[tensordict-compile]	80.9020μs	18.8017μs	53.1868 KOps/s	54.3156 KOps/s	$\color{#d91a1a}-2.08\%$
test_compile_copy_flat[tensordict-eager]	76.6320μs	31.5614μs	31.6843 KOps/s	32.0359 KOps/s	$\color{#d91a1a}-1.10\%$
test_compile_copy_flat[pytree-compile]	0.1085ms	69.8162μs	14.3233 KOps/s	14.1446 KOps/s	$\color{#35bf28}+1.26\%$
test_compile_copy_flat[pytree-eager]	0.1960ms	50.8200μs	19.6773 KOps/s	19.3055 KOps/s	$\color{#35bf28}+1.93\%$
test_compile_assign_and_add[tensordict-compile]	1.6234ms	0.3897ms	2.5662 KOps/s	2.1288 KOps/s	$\textbf{\color{#35bf28}+20.55\%}$
test_compile_assign_and_add[tensordict-eager]	2.8063ms	2.6396ms	378.8394 Ops/s	386.1760 Ops/s	$\color{#d91a1a}-1.90\%$
test_compile_assign_and_add[pytree-compile]	1.5532ms	0.4223ms	2.3683 KOps/s	2.2833 KOps/s	$\color{#35bf28}+3.72\%$
test_compile_assign_and_add[pytree-eager]	2.6943ms	2.6057ms	383.7676 Ops/s	388.3098 Ops/s	$\color{#d91a1a}-1.17\%$
test_compile_indexing[tensor-tensordict-compile]	0.6328ms	0.1099ms	9.0996 KOps/s	8.5820 KOps/s	$\textbf{\color{#35bf28}+6.03\%}$
test_compile_indexing[tensor-tensordict-eager]	0.5516ms	79.8513μs	12.5233 KOps/s	12.2198 KOps/s	$\color{#35bf28}+2.48\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2384ms	0.1024ms	9.7690 KOps/s	9.1196 KOps/s	$\textbf{\color{#35bf28}+7.12\%}$
test_compile_indexing[tensor-tensorclass-eager]	0.1249ms	66.0018μs	15.1511 KOps/s	14.1379 KOps/s	$\textbf{\color{#35bf28}+7.17\%}$
test_compile_indexing[tensor-pytree-compile]	0.2047ms	0.1031ms	9.7023 KOps/s	8.9965 KOps/s	$\textbf{\color{#35bf28}+7.85\%}$
test_compile_indexing[tensor-pytree-eager]	0.1174ms	69.0230μs	14.4879 KOps/s	14.1033 KOps/s	$\color{#35bf28}+2.73\%$
test_compile_indexing[slice-tensordict-compile]	0.1562ms	99.4616μs	10.0541 KOps/s	9.5599 KOps/s	$\textbf{\color{#35bf28}+5.17\%}$
test_compile_indexing[slice-tensordict-eager]	0.1385ms	17.0443μs	58.6707 KOps/s	53.0019 KOps/s	$\textbf{\color{#35bf28}+10.70\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1398ms	94.5419μs	10.5773 KOps/s	10.0045 KOps/s	$\textbf{\color{#35bf28}+5.73\%}$
test_compile_indexing[slice-tensorclass-eager]	76.3610μs	15.5642μs	64.2501 KOps/s	55.2800 KOps/s	$\textbf{\color{#35bf28}+16.23\%}$
test_compile_indexing[slice-pytree-compile]	0.1382ms	95.4358μs	10.4782 KOps/s	9.7468 KOps/s	$\textbf{\color{#35bf28}+7.50\%}$
test_compile_indexing[slice-pytree-eager]	52.2810μs	15.5487μs	64.3140 KOps/s	60.1505 KOps/s	$\textbf{\color{#35bf28}+6.92\%}$
test_compile_indexing[int-tensordict-compile]	0.1452ms	99.5912μs	10.0410 KOps/s	9.4184 KOps/s	$\textbf{\color{#35bf28}+6.61\%}$
test_compile_indexing[int-tensordict-eager]	0.5768ms	16.6887μs	59.9208 KOps/s	52.8591 KOps/s	$\textbf{\color{#35bf28}+13.36\%}$
test_compile_indexing[int-tensorclass-compile]	0.1386ms	95.1821μs	10.5062 KOps/s	9.8307 KOps/s	$\textbf{\color{#35bf28}+6.87\%}$
test_compile_indexing[int-tensorclass-eager]	40.8710μs	15.5960μs	64.1189 KOps/s	59.6460 KOps/s	$\textbf{\color{#35bf28}+7.50\%}$
test_compile_indexing[int-pytree-compile]	0.1669ms	99.3406μs	10.0664 KOps/s	9.7903 KOps/s	$\color{#35bf28}+2.82\%$
test_compile_indexing[int-pytree-eager]	50.2610μs	15.4049μs	64.9144 KOps/s	60.3761 KOps/s	$\textbf{\color{#35bf28}+7.52\%}$
test_mod_add[eager]	0.1975ms	37.3189μs	26.7961 KOps/s	25.2460 KOps/s	$\textbf{\color{#35bf28}+6.14\%}$
test_mod_add[compile]	0.3671ms	82.2126μs	12.1636 KOps/s	11.6489 KOps/s	$\color{#35bf28}+4.42\%$
test_mod_add[compile-overhead]	0.3228ms	0.1723ms	5.8033 KOps/s	5.6895 KOps/s	$\color{#35bf28}+2.00\%$
test_mod_wrap[eager]	0.3267ms	0.2480ms	4.0314 KOps/s	3.9103 KOps/s	$\color{#35bf28}+3.10\%$
test_mod_wrap[compile]	0.3610ms	0.2826ms	3.5383 KOps/s	3.4965 KOps/s	$\color{#35bf28}+1.20\%$
test_mod_wrap[compile-overhead]	7.0015ms	3.7488ms	266.7512 Ops/s	267.8628 Ops/s	$\color{#d91a1a}-0.41\%$
test_mod_wrap_and_backward[eager]	1.4569ms	1.3180ms	758.7348 Ops/s	712.3669 Ops/s	$\textbf{\color{#35bf28}+6.51\%}$
test_mod_wrap_and_backward[compile]	1.3211ms	1.2562ms	796.0400 Ops/s	730.9971 Ops/s	$\textbf{\color{#35bf28}+8.90\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3551ms	0.9049ms	1.1051 KOps/s	977.5546 Ops/s	$\textbf{\color{#35bf28}+13.05\%}$
test_seq_add[eager]	0.1784ms	0.1154ms	8.6675 KOps/s	8.6103 KOps/s	$\color{#35bf28}+0.66\%$
test_seq_add[compile]	0.1773ms	86.9463μs	11.5014 KOps/s	11.1957 KOps/s	$\color{#35bf28}+2.73\%$
test_seq_add[compile-overhead]	0.1842ms	0.1274ms	7.8475 KOps/s	7.8330 KOps/s	$\color{#35bf28}+0.19\%$
test_seq_wrap[eager]	0.4784ms	0.4106ms	2.4356 KOps/s	2.3735 KOps/s	$\color{#35bf28}+2.62\%$
test_seq_wrap[compile]	0.3525ms	0.2988ms	3.3469 KOps/s	3.3289 KOps/s	$\color{#35bf28}+0.54\%$
test_seq_wrap[compile-overhead]	0.2657ms	0.2218ms	4.5088 KOps/s	4.4703 KOps/s	$\color{#35bf28}+0.86\%$
test_func_call_runtime[False-eager]	0.8067ms	0.7172ms	1.3943 KOps/s	1.3982 KOps/s	$\color{#d91a1a}-0.28\%$
test_func_call_runtime[False-compile]	0.8005ms	0.7400ms	1.3513 KOps/s	1.3150 KOps/s	$\color{#35bf28}+2.76\%$
test_func_call_runtime[False-compile-overhead]	0.4170ms	0.3566ms	2.8043 KOps/s	2.7581 KOps/s	$\color{#35bf28}+1.68\%$
test_func_call_runtime[True-eager]	0.9634ms	0.8768ms	1.1405 KOps/s	1.1325 KOps/s	$\color{#35bf28}+0.70\%$
test_func_call_runtime[True-compile]	0.9036ms	0.7615ms	1.3132 KOps/s	1.2804 KOps/s	$\color{#35bf28}+2.56\%$
test_func_call_runtime[True-compile-overhead]	0.4270ms	0.3789ms	2.6394 KOps/s	2.6098 KOps/s	$\color{#35bf28}+1.13\%$
test_func_call_cm_runtime[False-eager]	0.7789ms	0.7096ms	1.4093 KOps/s	1.3659 KOps/s	$\color{#35bf28}+3.18\%$
test_func_call_cm_runtime[False-compile]	0.8348ms	0.7436ms	1.3449 KOps/s	1.3434 KOps/s	$\color{#35bf28}+0.11\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5082ms	0.3597ms	2.7804 KOps/s	2.7400 KOps/s	$\color{#35bf28}+1.47\%$
test_func_call_cm_runtime[True-eager]	1.0974ms	0.9875ms	1.0126 KOps/s	1.0064 KOps/s	$\color{#35bf28}+0.62\%$
test_func_call_cm_runtime[True-compile]	1.0742ms	0.9666ms	1.0345 KOps/s	1.0401 KOps/s	$\color{#d91a1a}-0.54\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0383ms	0.9653ms	1.0359 KOps/s	1.0329 KOps/s	$\color{#35bf28}+0.29\%$
test_vmap_func_call_cm_runtime[eager]	2.4270ms	2.0150ms	496.2864 Ops/s	491.4058 Ops/s	$\color{#35bf28}+0.99\%$
test_vmap_func_call_cm_runtime[compile]	0.8602ms	0.8078ms	1.2379 KOps/s	1.2281 KOps/s	$\color{#35bf28}+0.80\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5149ms	0.4107ms	2.4347 KOps/s	2.4121 KOps/s	$\color{#35bf28}+0.93\%$
test_distributed	7.8121ms	0.3294ms	3.0360 KOps/s	8.7067 KOps/s	$\textbf{\color{#d91a1a}-65.13\%}$
test_tdmodule	0.3373ms	19.5638μs	51.1147 KOps/s	49.2986 KOps/s	$\color{#35bf28}+3.68\%$
test_tdmodule_dispatch	57.5210μs	34.3521μs	29.1103 KOps/s	26.7245 KOps/s	$\textbf{\color{#35bf28}+8.93\%}$
test_tdseq	40.8610μs	20.1136μs	49.7176 KOps/s	46.4033 KOps/s	$\textbf{\color{#35bf28}+7.14\%}$
test_tdseq_dispatch	46.6510μs	37.1028μs	26.9521 KOps/s	24.9414 KOps/s	$\textbf{\color{#35bf28}+8.06\%}$
test_instantiation_functorch	1.6426ms	1.5528ms	644.0184 Ops/s	639.8721 Ops/s	$\color{#35bf28}+0.65\%$
test_exec_functorch	0.1942ms	0.1414ms	7.0737 KOps/s	6.9985 KOps/s	$\color{#35bf28}+1.07\%$
test_exec_functional_call	0.1918ms	0.1312ms	7.6239 KOps/s	7.4549 KOps/s	$\color{#35bf28}+2.27\%$
test_exec_td_decorator	0.3662ms	0.1803ms	5.5475 KOps/s	5.4418 KOps/s	$\color{#35bf28}+1.94\%$
test_vmap_mlp_speed_decorator[True-True]	0.7826ms	0.6604ms	1.5142 KOps/s	1.4973 KOps/s	$\color{#35bf28}+1.13\%$
test_vmap_mlp_speed_decorator[True-False]	0.7902ms	0.6701ms	1.4923 KOps/s	1.4882 KOps/s	$\color{#35bf28}+0.28\%$
test_vmap_mlp_speed_decorator[False-True]	0.7110ms	0.5995ms	1.6681 KOps/s	1.7275 KOps/s	$\color{#d91a1a}-3.44\%$
test_vmap_mlp_speed_decorator[False-False]	0.7294ms	0.5990ms	1.6694 KOps/s	1.7288 KOps/s	$\color{#d91a1a}-3.43\%$
test_vmap_transformer_speed_decorator[True-True]	19.2348ms	18.6140ms	53.7230 Ops/s	54.0174 Ops/s	$\color{#d91a1a}-0.54\%$
test_vmap_transformer_speed_decorator[True-False]	19.1635ms	18.6083ms	53.7394 Ops/s	53.9950 Ops/s	$\color{#d91a1a}-0.47\%$
test_vmap_transformer_speed_decorator[False-True]	18.4969ms	18.4177ms	54.2957 Ops/s	54.5133 Ops/s	$\color{#d91a1a}-0.40\%$
test_vmap_transformer_speed_decorator[False-False]	18.4899ms	18.4349ms	54.2449 Ops/s	54.5213 Ops/s	$\color{#d91a1a}-0.51\%$
test_to_module_speed[True]	1.2405ms	0.9803ms	1.0201 KOps/s	1.0261 KOps/s	$\color{#d91a1a}-0.58\%$
test_to_module_speed[False]	1.3001ms	0.9708ms	1.0301 KOps/s	1.0302 KOps/s	$\color{#d91a1a}-0.01\%$
test_tc_init	0.1199ms	34.2876μs	29.1650 KOps/s	26.2724 KOps/s	$\textbf{\color{#35bf28}+11.01\%}$
test_tc_init_nested	0.1251ms	68.3517μs	14.6302 KOps/s	12.9305 KOps/s	$\textbf{\color{#35bf28}+13.14\%}$
test_tc_first_layer_tensor	5.5059μs	0.7168μs	1.3951 MOps/s	1.3766 MOps/s	$\color{#35bf28}+1.35\%$
test_tc_first_layer_nontensor	28.0100μs	2.2569μs	443.0793 KOps/s	437.8826 KOps/s	$\color{#35bf28}+1.19\%$
test_tc_second_layer_tensor	16.9203μs	1.4125μs	707.9637 KOps/s	699.2781 KOps/s	$\color{#35bf28}+1.24\%$
test_tc_second_layer_nontensor	30.5110μs	3.0126μs	331.9394 KOps/s	334.1564 KOps/s	$\color{#d91a1a}-0.66\%$
test_unbind	0.2232s	10.0157ms	99.8435 Ops/s	144.1046 Ops/s	$\textbf{\color{#d91a1a}-30.71\%}$
test_full_like	10.7421ms	9.1752ms	108.9900 Ops/s	105.6926 Ops/s	$\color{#35bf28}+3.12\%$
test_zeros_like	4.9381ms	4.3161ms	231.6914 Ops/s	233.3964 Ops/s	$\color{#d91a1a}-0.73\%$
test_ones_like	4.6679ms	4.3161ms	231.6921 Ops/s	96.9818 Ops/s	$\textbf{\color{#35bf28}+138.90\%}$
test_clone	6.5348ms	6.3704ms	156.9759 Ops/s	156.7537 Ops/s	$\color{#35bf28}+0.14\%$
test_squeeze	60.6010μs	9.8255μs	101.7763 KOps/s	103.8359 KOps/s	$\color{#d91a1a}-1.98\%$
test_unsqueeze	0.1671ms	73.1966μs	13.6618 KOps/s	13.6498 KOps/s	$\color{#35bf28}+0.09\%$
test_split	0.3554ms	0.1620ms	6.1741 KOps/s	6.2324 KOps/s	$\color{#d91a1a}-0.94\%$
test_permute	0.2946ms	0.1767ms	5.6578 KOps/s	5.5025 KOps/s	$\color{#35bf28}+2.82\%$
test_stack	50.4706ms	50.1410ms	19.9438 Ops/s	19.9678 Ops/s	$\color{#d91a1a}-0.12\%$
test_cat	50.4184ms	50.1282ms	19.9488 Ops/s	19.9985 Ops/s	$\color{#d91a1a}-0.25\%$