[BugFix] num_samples=None fix

[vmoens]

Stack from ghstack (oldest at bottom):

• [CI] Fix 3.13t wheels #1294
• [Deprecation] Enact deprecations #1293
• -> [BugFix] num_samples=None fix #1292

[github-actions]

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

Total Benchmarks: 233. Improved: $\large\color{#35bf28}9$. Worsened: $\large\color{#d91a1a}18$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	47.7610μs	11.5496μs	86.5828 KOps/s	87.7811 KOps/s	$\color{#d91a1a}-1.37\%$
test_plain_set_stack_nested	40.8910μs	11.5753μs	86.3906 KOps/s	86.8288 KOps/s	$\color{#d91a1a}-0.50\%$
test_plain_set_nested_inplace	39.9000μs	12.7155μs	78.6442 KOps/s	78.9726 KOps/s	$\color{#d91a1a}-0.42\%$
test_plain_set_stack_nested_inplace	40.3710μs	12.6541μs	79.0258 KOps/s	79.4279 KOps/s	$\color{#d91a1a}-0.51\%$
test_items	40.5810μs	2.9226μs	342.1583 KOps/s	336.7217 KOps/s	$\color{#35bf28}+1.61\%$
test_items_nested	1.4547ms	0.3624ms	2.7595 KOps/s	2.7437 KOps/s	$\color{#35bf28}+0.57\%$
test_items_nested_locked	0.5335ms	0.3635ms	2.7513 KOps/s	2.7265 KOps/s	$\color{#35bf28}+0.91\%$
test_items_nested_leaf	0.1022ms	60.8742μs	16.4273 KOps/s	16.5184 KOps/s	$\color{#d91a1a}-0.55\%$
test_items_stack_nested	0.5065ms	0.3655ms	2.7361 KOps/s	2.7333 KOps/s	$\color{#35bf28}+0.10\%$
test_items_stack_nested_leaf	0.1116ms	60.9966μs	16.3944 KOps/s	16.4799 KOps/s	$\color{#d91a1a}-0.52\%$
test_items_stack_nested_locked	0.5429ms	0.3662ms	2.7311 KOps/s	2.7565 KOps/s	$\color{#d91a1a}-0.92\%$
test_keys	32.0110μs	3.4563μs	289.3266 KOps/s	290.2443 KOps/s	$\color{#d91a1a}-0.32\%$
test_keys_nested	0.1406ms	89.1274μs	11.2199 KOps/s	11.1173 KOps/s	$\color{#35bf28}+0.92\%$
test_keys_nested_locked	2.4687ms	94.5542μs	10.5759 KOps/s	10.4296 KOps/s	$\color{#35bf28}+1.40\%$
test_keys_nested_leaf	0.1305ms	79.5424μs	12.5719 KOps/s	12.4162 KOps/s	$\color{#35bf28}+1.25\%$
test_keys_stack_nested	0.1342ms	89.5541μs	11.1664 KOps/s	11.2169 KOps/s	$\color{#d91a1a}-0.45\%$
test_keys_stack_nested_leaf	0.1045ms	79.5347μs	12.5731 KOps/s	12.5035 KOps/s	$\color{#35bf28}+0.56\%$
test_keys_stack_nested_locked	0.1400ms	94.1055μs	10.6264 KOps/s	10.4537 KOps/s	$\color{#35bf28}+1.65\%$
test_values	11.9618μs	0.8545μs	1.1702 MOps/s	1.1770 MOps/s	$\color{#d91a1a}-0.57\%$
test_values_nested	82.0810μs	37.5859μs	26.6057 KOps/s	26.3430 KOps/s	$\color{#35bf28}+1.00\%$
test_values_nested_locked	87.0320μs	39.8801μs	25.0752 KOps/s	25.1304 KOps/s	$\color{#d91a1a}-0.22\%$
test_values_nested_leaf	86.5710μs	43.2671μs	23.1122 KOps/s	23.3172 KOps/s	$\color{#d91a1a}-0.88\%$
test_values_stack_nested	99.4120μs	37.6951μs	26.5286 KOps/s	26.2307 KOps/s	$\color{#35bf28}+1.14\%$
test_values_stack_nested_leaf	0.5311ms	43.1929μs	23.1520 KOps/s	23.0891 KOps/s	$\color{#35bf28}+0.27\%$
test_values_stack_nested_locked	70.1820μs	39.9303μs	25.0437 KOps/s	25.0205 KOps/s	$\color{#35bf28}+0.09\%$
test_membership	1.7480μs	0.5041μs	1.9839 MOps/s	2.0086 MOps/s	$\color{#d91a1a}-1.23\%$
test_membership_nested	14.1555μs	2.0359μs	491.1881 KOps/s	493.7813 KOps/s	$\color{#d91a1a}-0.53\%$
test_membership_nested_leaf	34.6360μs	2.0274μs	493.2473 KOps/s	494.1348 KOps/s	$\color{#d91a1a}-0.18\%$
test_membership_stacked_nested	29.5410μs	2.0761μs	481.6789 KOps/s	475.0638 KOps/s	$\color{#35bf28}+1.39\%$
test_membership_stacked_nested_leaf	32.4400μs	2.1092μs	474.1171 KOps/s	475.9177 KOps/s	$\color{#d91a1a}-0.38\%$
test_membership_nested_last	33.5300μs	3.0819μs	324.4721 KOps/s	325.6003 KOps/s	$\color{#d91a1a}-0.35\%$
test_membership_nested_leaf_last	26.7710μs	3.0734μs	325.3748 KOps/s	326.3891 KOps/s	$\color{#d91a1a}-0.31\%$
test_membership_stacked_nested_last	32.6600μs	3.0748μs	325.2211 KOps/s	327.9335 KOps/s	$\color{#d91a1a}-0.83\%$
test_membership_stacked_nested_leaf_last	22.8200μs	3.0497μs	327.8970 KOps/s	326.1569 KOps/s	$\color{#35bf28}+0.53\%$
test_nested_getleaf	38.8500μs	13.0655μs	76.5374 KOps/s	76.7504 KOps/s	$\color{#d91a1a}-0.28\%$
test_nested_get	46.8510μs	12.4854μs	80.0936 KOps/s	80.9789 KOps/s	$\color{#d91a1a}-1.09\%$
test_stacked_getleaf	43.9610μs	13.0476μs	76.6425 KOps/s	76.7543 KOps/s	$\color{#d91a1a}-0.15\%$
test_stacked_get	42.6010μs	12.4750μs	80.1606 KOps/s	81.0133 KOps/s	$\color{#d91a1a}-1.05\%$
test_nested_getitemleaf	34.3500μs	13.4647μs	74.2682 KOps/s	74.4949 KOps/s	$\color{#d91a1a}-0.30\%$
test_nested_getitem	48.0210μs	12.7807μs	78.2429 KOps/s	78.8093 KOps/s	$\color{#d91a1a}-0.72\%$
test_stacked_getitemleaf	38.8310μs	13.4479μs	74.3608 KOps/s	74.7511 KOps/s	$\color{#d91a1a}-0.52\%$
test_stacked_getitem	56.0800μs	12.6745μs	78.8986 KOps/s	79.2070 KOps/s	$\color{#d91a1a}-0.39\%$
test_lock_nested	1.6981ms	0.3574ms	2.7981 KOps/s	2.7899 KOps/s	$\color{#35bf28}+0.29\%$
test_lock_stack_nested	0.3805ms	0.3463ms	2.8874 KOps/s	2.9067 KOps/s	$\color{#d91a1a}-0.66\%$
test_unlock_nested	0.5011ms	0.2989ms	3.3452 KOps/s	3.4489 KOps/s	$\color{#d91a1a}-3.01\%$
test_unlock_stack_nested	0.3191ms	0.2828ms	3.5364 KOps/s	3.5647 KOps/s	$\color{#d91a1a}-0.79\%$
test_flatten_speed	0.1126ms	77.2772μs	12.9404 KOps/s	12.7643 KOps/s	$\color{#35bf28}+1.38\%$
test_unflatten_speed	0.7804ms	0.4035ms	2.4783 KOps/s	2.4997 KOps/s	$\color{#d91a1a}-0.85\%$
test_common_ops	1.0054ms	0.6289ms	1.5902 KOps/s	1.5945 KOps/s	$\color{#d91a1a}-0.27\%$
test_creation	0.1329ms	1.7595μs	568.3329 KOps/s	569.9571 KOps/s	$\color{#d91a1a}-0.28\%$
test_creation_empty	0.5453ms	7.3317μs	136.3943 KOps/s	139.1530 KOps/s	$\color{#d91a1a}-1.98\%$
test_creation_nested_1	99.6110μs	10.2008μs	98.0318 KOps/s	99.6897 KOps/s	$\color{#d91a1a}-1.66\%$
test_creation_nested_2	0.4037ms	13.0738μs	76.4887 KOps/s	76.6725 KOps/s	$\color{#d91a1a}-0.24\%$
test_clone	97.2920μs	10.3921μs	96.2265 KOps/s	99.6344 KOps/s	$\color{#d91a1a}-3.42\%$
test_getitem[int]	0.1784ms	10.7554μs	92.9764 KOps/s	64.0398 KOps/s	$\textbf{\color{#35bf28}+45.19\%}$
test_getitem[slice_int]	0.1143ms	20.4492μs	48.9016 KOps/s	48.8877 KOps/s	$\color{#35bf28}+0.03\%$
test_getitem[range]	0.4436ms	40.6750μs	24.5851 KOps/s	26.4554 KOps/s	$\textbf{\color{#d91a1a}-7.07\%}$
test_getitem[tuple]	0.1109ms	18.2691μs	54.7371 KOps/s	55.4791 KOps/s	$\color{#d91a1a}-1.34\%$
test_getitem[list]	0.1326ms	32.4884μs	30.7802 KOps/s	30.5367 KOps/s	$\color{#35bf28}+0.80\%$
test_setitem_dim[int]	41.0600μs	20.2770μs	49.3170 KOps/s	53.0512 KOps/s	$\textbf{\color{#d91a1a}-7.04\%}$
test_setitem_dim[slice_int]	62.6210μs	39.2092μs	25.5042 KOps/s	26.6466 KOps/s	$\color{#d91a1a}-4.29\%$
test_setitem_dim[range]	80.6210μs	55.8509μs	17.9048 KOps/s	19.5174 KOps/s	$\textbf{\color{#d91a1a}-8.26\%}$
test_setitem_dim[tuple]	53.5110μs	32.0970μs	31.1556 KOps/s	31.5702 KOps/s	$\color{#d91a1a}-1.31\%$
test_setitem	0.2147ms	15.0249μs	66.5560 KOps/s	66.1879 KOps/s	$\color{#35bf28}+0.56\%$
test_set	0.4133ms	14.4936μs	68.9958 KOps/s	70.0589 KOps/s	$\color{#d91a1a}-1.52\%$
test_set_shared	0.5329ms	0.1654ms	6.0453 KOps/s	6.3116 KOps/s	$\color{#d91a1a}-4.22\%$
test_update	0.4092ms	18.2306μs	54.8529 KOps/s	55.7038 KOps/s	$\color{#d91a1a}-1.53\%$
test_update_nested	0.4282ms	30.0238μs	33.3069 KOps/s	34.9584 KOps/s	$\color{#d91a1a}-4.72\%$
test_update__nested	67.9610μs	24.3491μs	41.0693 KOps/s	42.6222 KOps/s	$\color{#d91a1a}-3.64\%$
test_set_nested	0.1342ms	15.9347μs	62.7562 KOps/s	64.4414 KOps/s	$\color{#d91a1a}-2.62\%$
test_set_nested_new	0.4203ms	18.9133μs	52.8727 KOps/s	52.9856 KOps/s	$\color{#d91a1a}-0.21\%$
test_select	0.1166ms	30.2301μs	33.0797 KOps/s	33.3268 KOps/s	$\color{#d91a1a}-0.74\%$
test_select_nested	0.4308ms	43.3735μs	23.0555 KOps/s	22.7858 KOps/s	$\color{#35bf28}+1.18\%$
test_exclude_nested	0.4618ms	63.4549μs	15.7592 KOps/s	15.6954 KOps/s	$\color{#35bf28}+0.41\%$
test_empty[True]	0.3303ms	0.2968ms	3.3692 KOps/s	3.3709 KOps/s	$\color{#d91a1a}-0.05\%$
test_empty[False]	39.2847μs	0.8243μs	1.2131 MOps/s	1.2073 MOps/s	$\color{#35bf28}+0.48\%$
test_to	89.3720μs	58.3387μs	17.1413 KOps/s	17.4112 KOps/s	$\color{#d91a1a}-1.55\%$
test_to_nonblocking	0.4520ms	49.6750μs	20.1308 KOps/s	19.9454 KOps/s	$\color{#35bf28}+0.93\%$
test_unbind_speed	0.8423ms	0.2410ms	4.1494 KOps/s	4.1320 KOps/s	$\color{#35bf28}+0.42\%$
test_unbind_speed_stack0	0.2850ms	0.2354ms	4.2488 KOps/s	4.1366 KOps/s	$\color{#35bf28}+2.71\%$
test_unbind_speed_stack1	93.4563ms	0.7347ms	1.3610 KOps/s	1.4888 KOps/s	$\textbf{\color{#d91a1a}-8.58\%}$
test_split	94.0070ms	1.5885ms	629.5416 Ops/s	574.3775 Ops/s	$\textbf{\color{#35bf28}+9.60\%}$
test_chunk	94.7254ms	1.5990ms	625.4101 Ops/s	686.8355 Ops/s	$\textbf{\color{#d91a1a}-8.94\%}$
test_consolidate[False-None]	96.9260ms	3.1003ms	322.5536 Ops/s	325.5700 Ops/s	$\color{#d91a1a}-0.93\%$
test_consolidate[default-None]	1.8065ms	1.7379ms	575.4175 Ops/s	576.1416 Ops/s	$\color{#d91a1a}-0.13\%$
test_consolidate[reduce-overhead-None]	1.8234ms	1.7602ms	568.1196 Ops/s	569.4821 Ops/s	$\color{#d91a1a}-0.24\%$
test_consolidate_njt[False-None]	7.2790ms	6.8173ms	146.6847 Ops/s	112.8152 Ops/s	$\textbf{\color{#35bf28}+30.02\%}$
test_to[False-False-None]	1.8940ms	1.8001ms	555.5294 Ops/s	565.0895 Ops/s	$\color{#d91a1a}-1.69\%$
test_to[True-False-None]	1.9577ms	1.4243ms	702.0892 Ops/s	696.3913 Ops/s	$\color{#35bf28}+0.82\%$
test_to[within-False-None]	4.7220ms	4.3384ms	230.4975 Ops/s	226.6597 Ops/s	$\color{#35bf28}+1.69\%$
test_to[True-default-None]	5.4819ms	5.1586ms	193.8509 Ops/s	185.6798 Ops/s	$\color{#35bf28}+4.40\%$
test_to_njt[False-False-None]	7.4044ms	6.9663ms	143.5479 Ops/s	142.7365 Ops/s	$\color{#35bf28}+0.57\%$
test_to_njt[True-False-None]	6.1158ms	5.5511ms	180.1439 Ops/s	176.9641 Ops/s	$\color{#35bf28}+1.80\%$
test_to_njt[within-False-None]	13.5401ms	12.8326ms	77.9263 Ops/s	81.0409 Ops/s	$\color{#d91a1a}-3.84\%$
test_creation[device0]	0.3001ms	79.5750μs	12.5668 KOps/s	12.5616 KOps/s	$\color{#35bf28}+0.04\%$
test_creation_from_tensor	0.5474ms	88.5773μs	11.2896 KOps/s	11.7600 KOps/s	$\color{#d91a1a}-4.00\%$
test_add_one[memmap_tensor0]	0.4335ms	6.4807μs	154.3046 KOps/s	158.8140 KOps/s	$\color{#d91a1a}-2.84\%$
test_contiguous[memmap_tensor0]	3.4940μs	0.4277μs	2.3382 MOps/s	2.3961 MOps/s	$\color{#d91a1a}-2.42\%$
test_stack[memmap_tensor0]	35.5800μs	4.6875μs	213.3314 KOps/s	228.9571 KOps/s	$\textbf{\color{#d91a1a}-6.82\%}$
test_memmaptd_index	1.6602ms	0.2424ms	4.1258 KOps/s	4.2036 KOps/s	$\color{#d91a1a}-1.85\%$
test_memmaptd_index_astensor	0.4364ms	0.3032ms	3.2987 KOps/s	3.3022 KOps/s	$\color{#d91a1a}-0.11\%$
test_memmaptd_index_op	0.9380ms	0.5418ms	1.8456 KOps/s	1.8306 KOps/s	$\color{#35bf28}+0.82\%$
test_serialize_model	0.1350s	0.1326s	7.5439 Ops/s	7.5421 Ops/s	$\color{#35bf28}+0.02\%$
test_serialize_model_pickle	1.3470s	1.2145s	0.8234 Ops/s	0.8254 Ops/s	$\color{#d91a1a}-0.24\%$
test_serialize_weights	0.2861s	0.1535s	6.5140 Ops/s	7.5781 Ops/s	$\textbf{\color{#d91a1a}-14.04\%}$
test_serialize_weights_returnearly	0.3343s	53.3288ms	18.7516 Ops/s	12.9389 Ops/s	$\textbf{\color{#35bf28}+44.92\%}$
test_serialize_weights_pickle	1.3760s	1.2158s	0.8225 Ops/s	0.8138 Ops/s	$\color{#35bf28}+1.07\%$
test_reshape_pytree	50.6410μs	22.0732μs	45.3039 KOps/s	44.7185 KOps/s	$\color{#35bf28}+1.31\%$
test_reshape_td	49.5710μs	27.2394μs	36.7116 KOps/s	36.7874 KOps/s	$\color{#d91a1a}-0.21\%$
test_view_pytree	51.6710μs	21.6160μs	46.2620 KOps/s	45.4449 KOps/s	$\color{#35bf28}+1.80\%$
test_view_td	77.3820μs	33.4129μs	29.9286 KOps/s	30.6693 KOps/s	$\color{#d91a1a}-2.42\%$
test_unbind_pytree	83.8510μs	28.1633μs	35.5072 KOps/s	35.5664 KOps/s	$\color{#d91a1a}-0.17\%$
test_unbind_td	0.6087ms	38.4347μs	26.0182 KOps/s	27.0597 KOps/s	$\color{#d91a1a}-3.85\%$
test_split_pytree	61.2410μs	30.2643μs	33.0422 KOps/s	33.2739 KOps/s	$\color{#d91a1a}-0.70\%$
test_split_td	0.7371ms	40.4795μs	24.7039 KOps/s	24.8689 KOps/s	$\color{#d91a1a}-0.66\%$
test_add_pytree	73.0820μs	32.9384μs	30.3597 KOps/s	30.5818 KOps/s	$\color{#d91a1a}-0.73\%$
test_add_td	0.2785ms	47.2912μs	21.1456 KOps/s	20.9945 KOps/s	$\color{#35bf28}+0.72\%$
test_compile_add_one_nested[tensordict-compile]	0.1778ms	0.1241ms	8.0556 KOps/s	7.7412 KOps/s	$\color{#35bf28}+4.06\%$
test_compile_add_one_nested[tensordict-eager]	0.2336ms	0.1411ms	7.0874 KOps/s	6.9513 KOps/s	$\color{#35bf28}+1.96\%$
test_compile_add_one_nested[pytree-compile]	0.1436ms	96.5759μs	10.3545 KOps/s	10.1791 KOps/s	$\color{#35bf28}+1.72\%$
test_compile_add_one_nested[pytree-eager]	1.0096ms	0.1501ms	6.6608 KOps/s	6.5381 KOps/s	$\color{#35bf28}+1.88\%$
test_compile_copy_nested[tensordict-compile]	65.7110μs	23.9714μs	41.7163 KOps/s	43.9636 KOps/s	$\textbf{\color{#d91a1a}-5.11\%}$
test_compile_copy_nested[tensordict-eager]	0.1061ms	36.2615μs	27.5774 KOps/s	28.6101 KOps/s	$\color{#d91a1a}-3.61\%$
test_compile_copy_nested[pytree-compile]	0.4457ms	64.6528μs	15.4672 KOps/s	15.3272 KOps/s	$\color{#35bf28}+0.91\%$
test_compile_copy_nested[pytree-eager]	78.4010μs	48.6425μs	20.5582 KOps/s	20.1086 KOps/s	$\color{#35bf28}+2.24\%$
test_compile_add_one_flat[tensordict-compile]	0.1985ms	0.1501ms	6.6608 KOps/s	7.0345 KOps/s	$\textbf{\color{#d91a1a}-5.31\%}$
test_compile_add_one_flat[tensordict-eager]	0.3277ms	0.2215ms	4.5148 KOps/s	4.4722 KOps/s	$\color{#35bf28}+0.95\%$
test_compile_add_one_flat[tensorclass-compile]	0.1496ms	0.1009ms	9.9067 KOps/s	10.3362 KOps/s	$\color{#d91a1a}-4.16\%$
test_compile_add_one_flat[tensorclass-eager]	0.1291ms	59.3846μs	16.8394 KOps/s	16.1446 KOps/s	$\color{#35bf28}+4.30\%$
test_compile_add_one_flat[pytree-compile]	0.2106ms	0.1381ms	7.2432 KOps/s	7.3519 KOps/s	$\color{#d91a1a}-1.48\%$
test_compile_add_one_flat[pytree-eager]	0.5660ms	0.4861ms	2.0572 KOps/s	2.0212 KOps/s	$\color{#35bf28}+1.78\%$
test_compile_add_self_flat[tensordict-eager]	0.4315ms	0.2690ms	3.7170 KOps/s	3.7106 KOps/s	$\color{#35bf28}+0.17\%$
test_compile_add_self_flat[tensordict-compile]	0.1849ms	0.1467ms	6.8184 KOps/s	6.9554 KOps/s	$\color{#d91a1a}-1.97\%$
test_compile_add_self_flat[tensorclass-eager]	0.1663ms	72.2010μs	13.8502 KOps/s	13.5710 KOps/s	$\color{#35bf28}+2.06\%$
test_compile_add_self_flat[tensorclass-compile]	0.1382ms	0.1007ms	9.9264 KOps/s	10.1578 KOps/s	$\color{#d91a1a}-2.28\%$
test_compile_add_self_flat[pytree-eager]	0.4746ms	0.4187ms	2.3885 KOps/s	2.4154 KOps/s	$\color{#d91a1a}-1.11\%$
test_compile_add_self_flat[pytree-compile]	0.1935ms	0.1393ms	7.1801 KOps/s	7.4245 KOps/s	$\color{#d91a1a}-3.29\%$
test_compile_copy_flat[tensordict-compile]	94.2210μs	20.2219μs	49.4514 KOps/s	54.6818 KOps/s	$\textbf{\color{#d91a1a}-9.57\%}$
test_compile_copy_flat[tensordict-eager]	64.7010μs	32.0017μs	31.2483 KOps/s	30.9516 KOps/s	$\color{#35bf28}+0.96\%$
test_compile_copy_flat[pytree-compile]	0.1042ms	69.1073μs	14.4703 KOps/s	14.3602 KOps/s	$\color{#35bf28}+0.77\%$
test_compile_copy_flat[pytree-eager]	86.0910μs	51.9341μs	19.2552 KOps/s	19.3714 KOps/s	$\color{#d91a1a}-0.60\%$
test_compile_assign_and_add[tensordict-compile]	1.6588ms	0.3983ms	2.5110 KOps/s	2.2157 KOps/s	$\textbf{\color{#35bf28}+13.33\%}$
test_compile_assign_and_add[tensordict-eager]	3.0078ms	2.8005ms	357.0814 Ops/s	362.4276 Ops/s	$\color{#d91a1a}-1.48\%$
test_compile_assign_and_add[pytree-compile]	1.5917ms	0.4327ms	2.3109 KOps/s	2.2753 KOps/s	$\color{#35bf28}+1.57\%$
test_compile_assign_and_add[pytree-eager]	2.8000ms	2.6893ms	371.8416 Ops/s	379.1233 Ops/s	$\color{#d91a1a}-1.92\%$
test_compile_indexing[tensor-tensordict-compile]	0.1644ms	0.1150ms	8.6950 KOps/s	9.0320 KOps/s	$\color{#d91a1a}-3.73\%$
test_compile_indexing[tensor-tensordict-eager]	0.5534ms	82.9029μs	12.0623 KOps/s	12.0560 KOps/s	$\color{#35bf28}+0.05\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2304ms	0.1096ms	9.1244 KOps/s	9.4553 KOps/s	$\color{#d91a1a}-3.50\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1139ms	68.1058μs	14.6830 KOps/s	14.5688 KOps/s	$\color{#35bf28}+0.78\%$
test_compile_indexing[tensor-pytree-compile]	0.1561ms	0.1121ms	8.9239 KOps/s	9.4490 KOps/s	$\textbf{\color{#d91a1a}-5.56\%}$
test_compile_indexing[tensor-pytree-eager]	0.1170ms	71.4899μs	13.9880 KOps/s	14.6908 KOps/s	$\color{#d91a1a}-4.78\%$
test_compile_indexing[slice-tensordict-compile]	0.1419ms	99.2252μs	10.0781 KOps/s	9.9965 KOps/s	$\color{#35bf28}+0.82\%$
test_compile_indexing[slice-tensordict-eager]	0.1486ms	19.3848μs	51.5868 KOps/s	53.0194 KOps/s	$\color{#d91a1a}-2.70\%$
test_compile_indexing[slice-tensorclass-compile]	0.1475ms	96.2101μs	10.3939 KOps/s	9.9302 KOps/s	$\color{#35bf28}+4.67\%$
test_compile_indexing[slice-tensorclass-eager]	46.4110μs	15.7557μs	63.4691 KOps/s	64.1581 KOps/s	$\color{#d91a1a}-1.07\%$
test_compile_indexing[slice-pytree-compile]	0.1485ms	0.1003ms	9.9720 KOps/s	10.1925 KOps/s	$\color{#d91a1a}-2.16\%$
test_compile_indexing[slice-pytree-eager]	53.3310μs	15.9765μs	62.5921 KOps/s	64.0749 KOps/s	$\color{#d91a1a}-2.31\%$
test_compile_indexing[int-tensordict-compile]	0.1492ms	0.1049ms	9.5343 KOps/s	9.7120 KOps/s	$\color{#d91a1a}-1.83\%$
test_compile_indexing[int-tensordict-eager]	0.6465ms	19.4544μs	51.4024 KOps/s	53.4599 KOps/s	$\color{#d91a1a}-3.85\%$
test_compile_indexing[int-tensorclass-compile]	0.1574ms	0.1006ms	9.9355 KOps/s	10.1418 KOps/s	$\color{#d91a1a}-2.03\%$
test_compile_indexing[int-tensorclass-eager]	80.9510μs	15.7413μs	63.5270 KOps/s	64.4231 KOps/s	$\color{#d91a1a}-1.39\%$
test_compile_indexing[int-pytree-compile]	0.1239ms	96.6006μs	10.3519 KOps/s	10.2359 KOps/s	$\color{#35bf28}+1.13\%$
test_compile_indexing[int-pytree-eager]	62.0610μs	15.7655μs	63.4296 KOps/s	64.8981 KOps/s	$\color{#d91a1a}-2.26\%$
test_mod_add[eager]	81.8910μs	38.4468μs	26.0100 KOps/s	26.1044 KOps/s	$\color{#d91a1a}-0.36\%$
test_mod_add[compile]	0.1251ms	83.7849μs	11.9353 KOps/s	12.1770 KOps/s	$\color{#d91a1a}-1.98\%$
test_mod_add[compile-overhead]	0.3307ms	0.1702ms	5.8755 KOps/s	5.5977 KOps/s	$\color{#35bf28}+4.96\%$
test_mod_wrap[eager]	0.3325ms	0.2515ms	3.9767 KOps/s	3.7696 KOps/s	$\textbf{\color{#35bf28}+5.49\%}$
test_mod_wrap[compile]	0.3513ms	0.3024ms	3.3063 KOps/s	3.4430 KOps/s	$\color{#d91a1a}-3.97\%$
test_mod_wrap[compile-overhead]	7.5182ms	3.9370ms	253.9999 Ops/s	266.7229 Ops/s	$\color{#d91a1a}-4.77\%$
test_mod_wrap_and_backward[eager]	1.4844ms	1.3581ms	736.3406 Ops/s	698.9184 Ops/s	$\textbf{\color{#35bf28}+5.35\%}$
test_mod_wrap_and_backward[compile]	1.4049ms	1.2920ms	773.9865 Ops/s	714.4871 Ops/s	$\textbf{\color{#35bf28}+8.33\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3870ms	0.9250ms	1.0811 KOps/s	967.2420 Ops/s	$\textbf{\color{#35bf28}+11.77\%}$
test_seq_add[eager]	0.3264ms	0.1358ms	7.3636 KOps/s	7.7509 KOps/s	$\color{#d91a1a}-5.00\%$
test_seq_add[compile]	0.1926ms	95.1267μs	10.5123 KOps/s	10.6248 KOps/s	$\color{#d91a1a}-1.06\%$
test_seq_add[compile-overhead]	0.1814ms	0.1354ms	7.3832 KOps/s	7.5256 KOps/s	$\color{#d91a1a}-1.89\%$
test_seq_wrap[eager]	1.0425ms	0.4466ms	2.2391 KOps/s	2.2435 KOps/s	$\color{#d91a1a}-0.19\%$
test_seq_wrap[compile]	1.2368ms	0.3317ms	3.0151 KOps/s	3.1033 KOps/s	$\color{#d91a1a}-2.84\%$
test_seq_wrap[compile-overhead]	0.2780ms	0.2344ms	4.2661 KOps/s	4.3821 KOps/s	$\color{#d91a1a}-2.65\%$
test_func_call_runtime[False-eager]	0.8585ms	0.7848ms	1.2742 KOps/s	1.3025 KOps/s	$\color{#d91a1a}-2.17\%$
test_func_call_runtime[False-compile]	1.0919ms	0.7886ms	1.2680 KOps/s	1.3157 KOps/s	$\color{#d91a1a}-3.62\%$
test_func_call_runtime[False-compile-overhead]	0.4128ms	0.3681ms	2.7165 KOps/s	2.7195 KOps/s	$\color{#d91a1a}-0.11\%$
test_func_call_runtime[True-eager]	1.0773ms	0.9376ms	1.0666 KOps/s	1.1184 KOps/s	$\color{#d91a1a}-4.63\%$
test_func_call_runtime[True-compile]	0.8911ms	0.8306ms	1.2039 KOps/s	1.2905 KOps/s	$\textbf{\color{#d91a1a}-6.71\%}$
test_func_call_runtime[True-compile-overhead]	0.4413ms	0.3923ms	2.5489 KOps/s	2.5702 KOps/s	$\color{#d91a1a}-0.83\%$
test_func_call_cm_runtime[False-eager]	0.7884ms	0.7225ms	1.3841 KOps/s	1.3961 KOps/s	$\color{#d91a1a}-0.86\%$
test_func_call_cm_runtime[False-compile]	0.8757ms	0.7626ms	1.3113 KOps/s	1.2622 KOps/s	$\color{#35bf28}+3.89\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4207ms	0.3707ms	2.6977 KOps/s	2.7160 KOps/s	$\color{#d91a1a}-0.67\%$
test_func_call_cm_runtime[True-eager]	1.0934ms	1.0020ms	997.9672 Ops/s	1.0013 KOps/s	$\color{#d91a1a}-0.33\%$
test_func_call_cm_runtime[True-compile]	1.0387ms	0.9799ms	1.0205 KOps/s	998.9312 Ops/s	$\color{#35bf28}+2.16\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0620ms	0.9880ms	1.0122 KOps/s	1.0134 KOps/s	$\color{#d91a1a}-0.12\%$
test_vmap_func_call_cm_runtime[eager]	2.5235ms	2.0528ms	487.1333 Ops/s	482.8268 Ops/s	$\color{#35bf28}+0.89\%$
test_vmap_func_call_cm_runtime[compile]	0.8881ms	0.8232ms	1.2147 KOps/s	1.2012 KOps/s	$\color{#35bf28}+1.12\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4785ms	0.4276ms	2.3389 KOps/s	2.3756 KOps/s	$\color{#d91a1a}-1.54\%$
test_distributed	2.8613ms	0.2832ms	3.5307 KOps/s	8.5829 KOps/s	$\textbf{\color{#d91a1a}-58.86\%}$
test_tdmodule	57.3710μs	21.4393μs	46.6434 KOps/s	47.3013 KOps/s	$\color{#d91a1a}-1.39\%$
test_tdmodule_dispatch	63.9410μs	39.8472μs	25.0959 KOps/s	25.8330 KOps/s	$\color{#d91a1a}-2.85\%$
test_tdseq	33.1410μs	20.8928μs	47.8635 KOps/s	48.1893 KOps/s	$\color{#d91a1a}-0.68\%$
test_tdseq_dispatch	62.0120μs	42.3797μs	23.5962 KOps/s	24.9057 KOps/s	$\textbf{\color{#d91a1a}-5.26\%}$
test_instantiation_functorch	1.7129ms	1.5447ms	647.3754 Ops/s	653.4166 Ops/s	$\color{#d91a1a}-0.92\%$
test_exec_functorch	0.1711ms	0.1379ms	7.2517 KOps/s	7.1747 KOps/s	$\color{#35bf28}+1.07\%$
test_exec_functional_call	0.1856ms	0.1286ms	7.7735 KOps/s	7.6009 KOps/s	$\color{#35bf28}+2.27\%$
test_exec_td_decorator	0.3810ms	0.1809ms	5.5270 KOps/s	5.5011 KOps/s	$\color{#35bf28}+0.47\%$
test_vmap_mlp_speed_decorator[True-True]	0.8923ms	0.6818ms	1.4668 KOps/s	1.4685 KOps/s	$\color{#d91a1a}-0.11\%$
test_vmap_mlp_speed_decorator[True-False]	1.0533ms	0.6773ms	1.4764 KOps/s	1.4776 KOps/s	$\color{#d91a1a}-0.08\%$
test_vmap_mlp_speed_decorator[False-True]	0.9688ms	0.5863ms	1.7057 KOps/s	1.7072 KOps/s	$\color{#d91a1a}-0.09\%$
test_vmap_mlp_speed_decorator[False-False]	0.9931ms	0.5892ms	1.6971 KOps/s	1.7046 KOps/s	$\color{#d91a1a}-0.44\%$
test_vmap_transformer_speed_decorator[True-True]	19.3876ms	19.0154ms	52.5889 Ops/s	53.0085 Ops/s	$\color{#d91a1a}-0.79\%$
test_vmap_transformer_speed_decorator[True-False]	19.3833ms	19.0063ms	52.6142 Ops/s	53.1396 Ops/s	$\color{#d91a1a}-0.99\%$
test_vmap_transformer_speed_decorator[False-True]	19.2050ms	18.9335ms	52.8164 Ops/s	53.5632 Ops/s	$\color{#d91a1a}-1.39\%$
test_vmap_transformer_speed_decorator[False-False]	19.6056ms	18.9687ms	52.7183 Ops/s	53.3088 Ops/s	$\color{#d91a1a}-1.11\%$
test_to_module_speed[True]	1.4958ms	0.9781ms	1.0224 KOps/s	1.0171 KOps/s	$\color{#35bf28}+0.52\%$
test_to_module_speed[False]	1.4224ms	0.9789ms	1.0216 KOps/s	1.0272 KOps/s	$\color{#d91a1a}-0.54\%$
test_tc_init	0.4349ms	34.8168μs	28.7218 KOps/s	28.6653 KOps/s	$\color{#35bf28}+0.20\%$
test_tc_init_tensor_only	0.1017ms	10.9352μs	91.4479 KOps/s	92.8246 KOps/s	$\color{#d91a1a}-1.48\%$
test_tc_init_nested	0.4573ms	68.8419μs	14.5260 KOps/s	14.6132 KOps/s	$\color{#d91a1a}-0.60\%$
test_tc_first_layer_tensor	23.2800μs	0.8990μs	1.1124 MOps/s	1.2218 MOps/s	$\textbf{\color{#d91a1a}-8.96\%}$
test_tc_first_layer_tensor_only	39.2007μs	0.4235μs	2.3615 MOps/s	2.3660 MOps/s	$\color{#d91a1a}-0.19\%$
test_tc_first_layer_tensor_set	22.5400μs	2.9252μs	341.8533 KOps/s	335.3999 KOps/s	$\color{#35bf28}+1.92\%$
test_tc_first_layer_tensor_only_set	0.1321ms	1.7951μs	557.0614 KOps/s	550.4090 KOps/s	$\color{#35bf28}+1.21\%$
test_tc_first_layer_nontensor	22.6610μs	2.3475μs	425.9809 KOps/s	428.9554 KOps/s	$\color{#d91a1a}-0.69\%$
test_tc_second_layer_tensor	0.4005ms	1.7277μs	578.8184 KOps/s	568.3438 KOps/s	$\color{#35bf28}+1.84\%$
test_tc_second_layer_nontensor	69.9310μs	3.1748μs	314.9839 KOps/s	315.6774 KOps/s	$\color{#d91a1a}-0.22\%$
test_unbind	0.2459s	9.9631ms	100.3708 Ops/s	144.4284 Ops/s	$\textbf{\color{#d91a1a}-30.50\%}$
test_full_like	9.3148ms	7.4574ms	134.0943 Ops/s	135.1390 Ops/s	$\color{#d91a1a}-0.77\%$
test_zeros_like	5.9907ms	4.3669ms	228.9938 Ops/s	230.4555 Ops/s	$\color{#d91a1a}-0.63\%$
test_ones_like	11.9161ms	8.7076ms	114.8417 Ops/s	230.1480 Ops/s	$\textbf{\color{#d91a1a}-50.10\%}$
test_clone	6.9736ms	6.5971ms	151.5809 Ops/s	151.8811 Ops/s	$\color{#d91a1a}-0.20\%$
test_squeeze	62.4610μs	10.2029μs	98.0114 KOps/s	102.4090 KOps/s	$\color{#d91a1a}-4.29\%$
test_unsqueeze	0.5079ms	78.7398μs	12.7000 KOps/s	13.5776 KOps/s	$\textbf{\color{#d91a1a}-6.46\%}$
test_split	0.2726ms	0.1634ms	6.1213 KOps/s	6.0335 KOps/s	$\color{#35bf28}+1.45\%$
test_permute	0.5995ms	0.1868ms	5.3523 KOps/s	5.3889 KOps/s	$\color{#d91a1a}-0.68\%$
test_stack	51.8193ms	51.1232ms	19.5606 Ops/s	20.0443 Ops/s	$\color{#d91a1a}-2.41\%$
test_cat	51.6585ms	51.0157ms	19.6018 Ops/s	19.1026 Ops/s	$\color{#35bf28}+2.61\%$