[Deprecation] Enact deprecations

[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: $\large\color{#35bf28}20$. Worsened: $\large\color{#d91a1a}13$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	26.3200μs	11.3951μs	87.7573 KOps/s	88.0551 KOps/s	$\color{#d91a1a}-0.34\%$
test_plain_set_stack_nested	31.6610μs	11.4372μs	87.4343 KOps/s	87.1660 KOps/s	$\color{#35bf28}+0.31\%$
test_plain_set_nested_inplace	34.9500μs	12.4234μs	80.4930 KOps/s	79.7088 KOps/s	$\color{#35bf28}+0.98\%$
test_plain_set_stack_nested_inplace	42.1100μs	12.3941μs	80.6833 KOps/s	80.1076 KOps/s	$\color{#35bf28}+0.72\%$
test_items	30.3710μs	2.8793μs	347.3037 KOps/s	341.7264 KOps/s	$\color{#35bf28}+1.63\%$
test_items_nested	0.4057ms	0.3630ms	2.7548 KOps/s	2.7315 KOps/s	$\color{#35bf28}+0.85\%$
test_items_nested_locked	0.4275ms	0.3647ms	2.7418 KOps/s	2.7362 KOps/s	$\color{#35bf28}+0.20\%$
test_items_nested_leaf	97.9310μs	59.9788μs	16.6726 KOps/s	16.5685 KOps/s	$\color{#35bf28}+0.63\%$
test_items_stack_nested	0.3997ms	0.3626ms	2.7579 KOps/s	2.7262 KOps/s	$\color{#35bf28}+1.16\%$
test_items_stack_nested_leaf	95.1000μs	60.9177μs	16.4156 KOps/s	16.5655 KOps/s	$\color{#d91a1a}-0.90\%$
test_items_stack_nested_locked	0.4340ms	0.3632ms	2.7536 KOps/s	2.6898 KOps/s	$\color{#35bf28}+2.37\%$
test_keys	29.3300μs	3.4082μs	293.4140 KOps/s	288.1985 KOps/s	$\color{#35bf28}+1.81\%$
test_keys_nested	0.1239ms	87.1001μs	11.4810 KOps/s	11.1904 KOps/s	$\color{#35bf28}+2.60\%$
test_keys_nested_locked	2.7766ms	93.8630μs	10.6538 KOps/s	10.4800 KOps/s	$\color{#35bf28}+1.66\%$
test_keys_nested_leaf	0.1113ms	78.8856μs	12.6766 KOps/s	12.4925 KOps/s	$\color{#35bf28}+1.47\%$
test_keys_stack_nested	0.1390ms	87.0875μs	11.4827 KOps/s	11.2148 KOps/s	$\color{#35bf28}+2.39\%$
test_keys_stack_nested_leaf	0.1149ms	78.2139μs	12.7855 KOps/s	12.4714 KOps/s	$\color{#35bf28}+2.52\%$
test_keys_stack_nested_locked	0.1320ms	93.2623μs	10.7224 KOps/s	10.5497 KOps/s	$\color{#35bf28}+1.64\%$
test_values	4.8618μs	0.8619μs	1.1603 MOps/s	1.1761 MOps/s	$\color{#d91a1a}-1.34\%$
test_values_nested	67.2510μs	37.4061μs	26.7336 KOps/s	26.4073 KOps/s	$\color{#35bf28}+1.24\%$
test_values_nested_locked	83.9010μs	39.2093μs	25.5041 KOps/s	25.0994 KOps/s	$\color{#35bf28}+1.61\%$
test_values_nested_leaf	72.9710μs	42.3213μs	23.6288 KOps/s	23.1393 KOps/s	$\color{#35bf28}+2.12\%$
test_values_stack_nested	80.5810μs	37.4293μs	26.7170 KOps/s	26.2310 KOps/s	$\color{#35bf28}+1.85\%$
test_values_stack_nested_leaf	78.7910μs	42.6125μs	23.4673 KOps/s	23.2946 KOps/s	$\color{#35bf28}+0.74\%$
test_values_stack_nested_locked	70.5210μs	39.2146μs	25.5007 KOps/s	25.1148 KOps/s	$\color{#35bf28}+1.54\%$
test_membership	2.1720μs	0.4998μs	2.0008 MOps/s	1.9873 MOps/s	$\color{#35bf28}+0.68\%$
test_membership_nested	54.5210μs	2.1358μs	468.2096 KOps/s	508.7406 KOps/s	$\textbf{\color{#d91a1a}-7.97\%}$
test_membership_nested_leaf	17.7855μs	2.0493μs	487.9739 KOps/s	498.3709 KOps/s	$\color{#d91a1a}-2.09\%$
test_membership_stacked_nested	25.6800μs	2.1250μs	470.5848 KOps/s	484.6620 KOps/s	$\color{#d91a1a}-2.90\%$
test_membership_stacked_nested_leaf	39.0300μs	2.1073μs	474.5520 KOps/s	485.9128 KOps/s	$\color{#d91a1a}-2.34\%$
test_membership_nested_last	34.2900μs	3.0986μs	322.7244 KOps/s	327.7213 KOps/s	$\color{#d91a1a}-1.52\%$
test_membership_nested_leaf_last	43.2710μs	3.1272μs	319.7748 KOps/s	328.1324 KOps/s	$\color{#d91a1a}-2.55\%$
test_membership_stacked_nested_last	36.6010μs	3.0730μs	325.4180 KOps/s	326.8815 KOps/s	$\color{#d91a1a}-0.45\%$
test_membership_stacked_nested_leaf_last	31.9900μs	3.1027μs	322.2970 KOps/s	328.8532 KOps/s	$\color{#d91a1a}-1.99\%$
test_nested_getleaf	0.6813ms	13.0455μs	76.6545 KOps/s	76.9756 KOps/s	$\color{#d91a1a}-0.42\%$
test_nested_get	49.8810μs	12.4764μs	80.1512 KOps/s	80.5962 KOps/s	$\color{#d91a1a}-0.55\%$
test_stacked_getleaf	49.1300μs	13.1517μs	76.0358 KOps/s	76.6277 KOps/s	$\color{#d91a1a}-0.77\%$
test_stacked_get	56.6810μs	12.5046μs	79.9708 KOps/s	80.2443 KOps/s	$\color{#d91a1a}-0.34\%$
test_nested_getitemleaf	44.4800μs	13.5180μs	73.9754 KOps/s	74.2135 KOps/s	$\color{#d91a1a}-0.32\%$
test_nested_getitem	45.2210μs	12.8011μs	78.1181 KOps/s	78.0106 KOps/s	$\color{#35bf28}+0.14\%$
test_stacked_getitemleaf	45.0510μs	13.4920μs	74.1178 KOps/s	74.3524 KOps/s	$\color{#d91a1a}-0.32\%$
test_stacked_getitem	41.5600μs	12.7969μs	78.1437 KOps/s	78.6618 KOps/s	$\color{#d91a1a}-0.66\%$
test_lock_nested	5.9592ms	0.3601ms	2.7773 KOps/s	2.7601 KOps/s	$\color{#35bf28}+0.62\%$
test_lock_stack_nested	0.3956ms	0.3511ms	2.8480 KOps/s	2.8449 KOps/s	$\color{#35bf28}+0.11\%$
test_unlock_nested	0.5153ms	0.2966ms	3.3721 KOps/s	3.3475 KOps/s	$\color{#35bf28}+0.73\%$
test_unlock_stack_nested	0.3247ms	0.2905ms	3.4423 KOps/s	3.4389 KOps/s	$\color{#35bf28}+0.10\%$
test_flatten_speed	0.1383ms	77.0199μs	12.9836 KOps/s	13.0238 KOps/s	$\color{#d91a1a}-0.31\%$
test_unflatten_speed	0.5285ms	0.3951ms	2.5307 KOps/s	2.4787 KOps/s	$\color{#35bf28}+2.10\%$
test_common_ops	0.8934ms	0.6437ms	1.5535 KOps/s	1.5509 KOps/s	$\color{#35bf28}+0.17\%$
test_creation	88.8910μs	1.7382μs	575.3050 KOps/s	570.1392 KOps/s	$\color{#35bf28}+0.91\%$
test_creation_empty	0.7435ms	7.1173μs	140.5032 KOps/s	139.3301 KOps/s	$\color{#35bf28}+0.84\%$
test_creation_nested_1	0.1028ms	10.0146μs	99.8539 KOps/s	98.3598 KOps/s	$\color{#35bf28}+1.52\%$
test_creation_nested_2	0.1024ms	12.9660μs	77.1250 KOps/s	77.3952 KOps/s	$\color{#d91a1a}-0.35\%$
test_clone	81.7210μs	11.0393μs	90.5852 KOps/s	88.8025 KOps/s	$\color{#35bf28}+2.01\%$
test_getitem[int]	0.1743ms	10.7534μs	92.9941 KOps/s	65.0422 KOps/s	$\textbf{\color{#35bf28}+42.98\%}$
test_getitem[slice_int]	0.1113ms	21.2513μs	47.0559 KOps/s	46.3397 KOps/s	$\color{#35bf28}+1.55\%$
test_getitem[range]	0.1378ms	38.0686μs	26.2684 KOps/s	25.6795 KOps/s	$\color{#35bf28}+2.29\%$
test_getitem[tuple]	0.1050ms	18.4569μs	54.1802 KOps/s	53.4414 KOps/s	$\color{#35bf28}+1.38\%$
test_getitem[list]	0.1981ms	34.2767μs	29.1743 KOps/s	29.3093 KOps/s	$\color{#d91a1a}-0.46\%$
test_setitem_dim[int]	46.5510μs	20.0104μs	49.9740 KOps/s	49.8620 KOps/s	$\color{#35bf28}+0.22\%$
test_setitem_dim[slice_int]	69.3200μs	40.9647μs	24.4113 KOps/s	25.5901 KOps/s	$\color{#d91a1a}-4.61\%$
test_setitem_dim[range]	80.5110μs	53.2320μs	18.7857 KOps/s	18.4780 KOps/s	$\color{#35bf28}+1.67\%$
test_setitem_dim[tuple]	68.0810μs	32.8810μs	30.4127 KOps/s	30.2308 KOps/s	$\color{#35bf28}+0.60\%$
test_setitem	0.2883ms	16.1546μs	61.9020 KOps/s	61.4362 KOps/s	$\color{#35bf28}+0.76\%$
test_set	0.2654ms	15.5413μs	64.3449 KOps/s	63.9551 KOps/s	$\color{#35bf28}+0.61\%$
test_set_shared	0.5320ms	0.1607ms	6.2216 KOps/s	6.2070 KOps/s	$\color{#35bf28}+0.23\%$
test_update	0.5236ms	18.6518μs	53.6141 KOps/s	51.9218 KOps/s	$\color{#35bf28}+3.26\%$
test_update_nested	0.1284ms	29.2541μs	34.1833 KOps/s	33.5845 KOps/s	$\color{#35bf28}+1.78\%$
test_update__nested	0.1119ms	25.9729μs	38.5017 KOps/s	38.9553 KOps/s	$\color{#d91a1a}-1.16\%$
test_set_nested	0.1467ms	16.6465μs	60.0726 KOps/s	58.2993 KOps/s	$\color{#35bf28}+3.04\%$
test_set_nested_new	0.1406ms	20.1417μs	49.6483 KOps/s	50.3342 KOps/s	$\color{#d91a1a}-1.36\%$
test_select	0.1169ms	32.0980μs	31.1546 KOps/s	30.6094 KOps/s	$\color{#35bf28}+1.78\%$
test_select_nested	80.3010μs	43.6157μs	22.9275 KOps/s	22.7276 KOps/s	$\color{#35bf28}+0.88\%$
test_exclude_nested	0.1047ms	63.7080μs	15.6966 KOps/s	15.5603 KOps/s	$\color{#35bf28}+0.88\%$
test_empty[True]	0.5500ms	0.2972ms	3.3650 KOps/s	3.3616 KOps/s	$\color{#35bf28}+0.10\%$
test_empty[False]	2.3740μs	0.7986μs	1.2522 MOps/s	1.2089 MOps/s	$\color{#35bf28}+3.58\%$
test_to	87.7310μs	57.4519μs	17.4059 KOps/s	17.4727 KOps/s	$\color{#d91a1a}-0.38\%$
test_to_nonblocking	89.2410μs	50.5254μs	19.7920 KOps/s	20.0150 KOps/s	$\color{#d91a1a}-1.11\%$
test_unbind_speed	0.7349ms	0.2445ms	4.0892 KOps/s	4.0566 KOps/s	$\color{#35bf28}+0.80\%$
test_unbind_speed_stack0	0.3290ms	0.2456ms	4.0717 KOps/s	4.0428 KOps/s	$\color{#35bf28}+0.72\%$
test_unbind_speed_stack1	91.9956ms	0.7446ms	1.3431 KOps/s	1.4591 KOps/s	$\textbf{\color{#d91a1a}-7.95\%}$
test_split	93.1163ms	1.5971ms	626.1238 Ops/s	618.5423 Ops/s	$\color{#35bf28}+1.23\%$
test_chunk	95.6443ms	1.6150ms	619.1793 Ops/s	616.4915 Ops/s	$\color{#35bf28}+0.44\%$
test_consolidate[False-None]	94.7933ms	3.0224ms	330.8598 Ops/s	327.7772 Ops/s	$\color{#35bf28}+0.94\%$
test_consolidate[default-None]	1.7763ms	1.6941ms	590.2772 Ops/s	593.5531 Ops/s	$\color{#d91a1a}-0.55\%$
test_consolidate[reduce-overhead-None]	1.7781ms	1.7361ms	575.9994 Ops/s	582.3543 Ops/s	$\color{#d91a1a}-1.09\%$
test_consolidate_njt[False-None]	6.7974ms	6.4912ms	154.0542 Ops/s	153.3339 Ops/s	$\color{#35bf28}+0.47\%$
test_to[False-False-None]	1.8512ms	1.7710ms	564.6598 Ops/s	556.4661 Ops/s	$\color{#35bf28}+1.47\%$
test_to[True-False-None]	1.9110ms	1.4250ms	701.7683 Ops/s	707.8925 Ops/s	$\color{#d91a1a}-0.87\%$
test_to[within-False-None]	4.3712ms	4.3100ms	232.0175 Ops/s	230.6198 Ops/s	$\color{#35bf28}+0.61\%$
test_to[True-default-None]	5.4611ms	5.2548ms	190.3037 Ops/s	188.4826 Ops/s	$\color{#35bf28}+0.97\%$
test_to_njt[False-False-None]	7.0585ms	6.8905ms	145.1271 Ops/s	144.2890 Ops/s	$\color{#35bf28}+0.58\%$
test_to_njt[True-False-None]	5.6243ms	5.4776ms	182.5623 Ops/s	181.3942 Ops/s	$\color{#35bf28}+0.64\%$
test_to_njt[within-False-None]	0.3177s	15.7024ms	63.6844 Ops/s	82.4875 Ops/s	$\textbf{\color{#d91a1a}-22.80\%}$
test_creation[device0]	0.5442ms	79.3172μs	12.6076 KOps/s	12.5679 KOps/s	$\color{#35bf28}+0.32\%$
test_creation_from_tensor	0.4557ms	82.7791μs	12.0803 KOps/s	12.0019 KOps/s	$\color{#35bf28}+0.65\%$
test_add_one[memmap_tensor0]	0.3519ms	6.9543μs	143.7966 KOps/s	144.4817 KOps/s	$\color{#d91a1a}-0.47\%$
test_contiguous[memmap_tensor0]	2.2591μs	0.4070μs	2.4569 MOps/s	2.5099 MOps/s	$\color{#d91a1a}-2.11\%$
test_stack[memmap_tensor0]	37.3110μs	4.4531μs	224.5639 KOps/s	218.0799 KOps/s	$\color{#35bf28}+2.97\%$
test_memmaptd_index	1.4875ms	0.2401ms	4.1651 KOps/s	4.1591 KOps/s	$\color{#35bf28}+0.14\%$
test_memmaptd_index_astensor	0.4259ms	0.3018ms	3.3136 KOps/s	3.2694 KOps/s	$\color{#35bf28}+1.35\%$
test_memmaptd_index_op	0.9455ms	0.5568ms	1.7959 KOps/s	1.7745 KOps/s	$\color{#35bf28}+1.21\%$
test_serialize_model	0.1327s	0.1320s	7.5748 Ops/s	7.5778 Ops/s	$\color{#d91a1a}-0.04\%$
test_serialize_model_pickle	1.3496s	1.2144s	0.8235 Ops/s	0.8230 Ops/s	$\color{#35bf28}+0.06\%$
test_serialize_weights	0.1320s	0.1312s	7.6207 Ops/s	7.5893 Ops/s	$\color{#35bf28}+0.41\%$
test_serialize_weights_returnearly	0.3130s	53.0066ms	18.8656 Ops/s	23.7238 Ops/s	$\textbf{\color{#d91a1a}-20.48\%}$
test_serialize_weights_pickle	1.3777s	1.2181s	0.8209 Ops/s	0.8212 Ops/s	$\color{#d91a1a}-0.04\%$
test_reshape_pytree	59.5710μs	21.8974μs	45.6676 KOps/s	45.3627 KOps/s	$\color{#35bf28}+0.67\%$
test_reshape_td	69.6910μs	26.4608μs	37.7917 KOps/s	37.5030 KOps/s	$\color{#35bf28}+0.77\%$
test_view_pytree	0.4072ms	21.7304μs	46.0185 KOps/s	46.3674 KOps/s	$\color{#d91a1a}-0.75\%$
test_view_td	79.4310μs	31.5882μs	31.6574 KOps/s	32.2365 KOps/s	$\color{#d91a1a}-1.80\%$
test_unbind_pytree	0.4297ms	28.6356μs	34.9216 KOps/s	35.0026 KOps/s	$\color{#d91a1a}-0.23\%$
test_unbind_td	0.6049ms	37.9012μs	26.3844 KOps/s	26.0809 KOps/s	$\color{#35bf28}+1.16\%$
test_split_pytree	0.4127ms	29.8256μs	33.5282 KOps/s	32.4958 KOps/s	$\color{#35bf28}+3.18\%$
test_split_td	0.8095ms	38.7740μs	25.7905 KOps/s	25.5666 KOps/s	$\color{#35bf28}+0.88\%$
test_add_pytree	0.4289ms	35.1656μs	28.4369 KOps/s	28.4716 KOps/s	$\color{#d91a1a}-0.12\%$
test_add_td	0.2821ms	49.7942μs	20.0827 KOps/s	19.9964 KOps/s	$\color{#35bf28}+0.43\%$
test_compile_add_one_nested[tensordict-compile]	0.1890ms	0.1224ms	8.1670 KOps/s	7.8917 KOps/s	$\color{#35bf28}+3.49\%$
test_compile_add_one_nested[tensordict-eager]	0.2385ms	0.1432ms	6.9821 KOps/s	6.9623 KOps/s	$\color{#35bf28}+0.28\%$
test_compile_add_one_nested[pytree-compile]	0.1444ms	96.4811μs	10.3647 KOps/s	10.0236 KOps/s	$\color{#35bf28}+3.40\%$
test_compile_add_one_nested[pytree-eager]	1.5847ms	0.1551ms	6.4469 KOps/s	6.1187 KOps/s	$\textbf{\color{#35bf28}+5.36\%}$
test_compile_copy_nested[tensordict-compile]	60.7510μs	24.5390μs	40.7514 KOps/s	38.5137 KOps/s	$\textbf{\color{#35bf28}+5.81\%}$
test_compile_copy_nested[tensordict-eager]	76.8910μs	34.8730μs	28.6755 KOps/s	27.9233 KOps/s	$\color{#35bf28}+2.69\%$
test_compile_copy_nested[pytree-compile]	0.4157ms	64.0350μs	15.6165 KOps/s	15.4166 KOps/s	$\color{#35bf28}+1.30\%$
test_compile_copy_nested[pytree-eager]	92.8310μs	49.3413μs	20.2670 KOps/s	20.4444 KOps/s	$\color{#d91a1a}-0.87\%$
test_compile_add_one_flat[tensordict-compile]	0.1974ms	0.1417ms	7.0564 KOps/s	6.4796 KOps/s	$\textbf{\color{#35bf28}+8.90\%}$
test_compile_add_one_flat[tensordict-eager]	0.6060ms	0.2217ms	4.5107 KOps/s	4.3971 KOps/s	$\color{#35bf28}+2.58\%$
test_compile_add_one_flat[tensorclass-compile]	0.5061ms	96.8055μs	10.3300 KOps/s	9.6296 KOps/s	$\textbf{\color{#35bf28}+7.27\%}$
test_compile_add_one_flat[tensorclass-eager]	0.5139ms	57.8448μs	17.2876 KOps/s	16.5717 KOps/s	$\color{#35bf28}+4.32\%$
test_compile_add_one_flat[pytree-compile]	0.1982ms	0.1363ms	7.3384 KOps/s	6.8540 KOps/s	$\textbf{\color{#35bf28}+7.07\%}$
test_compile_add_one_flat[pytree-eager]	0.9081ms	0.5093ms	1.9633 KOps/s	1.9254 KOps/s	$\color{#35bf28}+1.97\%$
test_compile_add_self_flat[tensordict-eager]	0.6679ms	0.2674ms	3.7404 KOps/s	3.6151 KOps/s	$\color{#35bf28}+3.46\%$
test_compile_add_self_flat[tensordict-compile]	0.1813ms	0.1422ms	7.0302 KOps/s	6.4658 KOps/s	$\textbf{\color{#35bf28}+8.73\%}$
test_compile_add_self_flat[tensorclass-eager]	0.4806ms	71.9116μs	13.9060 KOps/s	13.5966 KOps/s	$\color{#35bf28}+2.28\%$
test_compile_add_self_flat[tensorclass-compile]	0.1527ms	97.1135μs	10.2972 KOps/s	9.5990 KOps/s	$\textbf{\color{#35bf28}+7.27\%}$
test_compile_add_self_flat[pytree-eager]	0.5313ms	0.4280ms	2.3362 KOps/s	2.3264 KOps/s	$\color{#35bf28}+0.42\%$
test_compile_add_self_flat[pytree-compile]	0.1961ms	0.1350ms	7.4056 KOps/s	7.0233 KOps/s	$\textbf{\color{#35bf28}+5.44\%}$
test_compile_copy_flat[tensordict-compile]	58.7700μs	19.3288μs	51.7362 KOps/s	53.0137 KOps/s	$\color{#d91a1a}-2.41\%$
test_compile_copy_flat[tensordict-eager]	0.1805ms	31.9835μs	31.2661 KOps/s	30.3573 KOps/s	$\color{#35bf28}+2.99\%$
test_compile_copy_flat[pytree-compile]	0.1012ms	69.3729μs	14.4148 KOps/s	14.4584 KOps/s	$\color{#d91a1a}-0.30\%$
test_compile_copy_flat[pytree-eager]	85.5110μs	53.0354μs	18.8553 KOps/s	19.2538 KOps/s	$\color{#d91a1a}-2.07\%$
test_compile_assign_and_add[tensordict-compile]	1.6339ms	0.3930ms	2.5444 KOps/s	2.1910 KOps/s	$\textbf{\color{#35bf28}+16.13\%}$
test_compile_assign_and_add[tensordict-eager]	2.9832ms	2.8525ms	350.5658 Ops/s	351.7466 Ops/s	$\color{#d91a1a}-0.34\%$
test_compile_assign_and_add[pytree-compile]	1.5868ms	0.4316ms	2.3170 KOps/s	2.2641 KOps/s	$\color{#35bf28}+2.34\%$
test_compile_assign_and_add[pytree-eager]	2.8265ms	2.7073ms	369.3717 Ops/s	367.1360 Ops/s	$\color{#35bf28}+0.61\%$
test_compile_indexing[tensor-tensordict-compile]	0.4068ms	0.1186ms	8.4319 KOps/s	8.8509 KOps/s	$\color{#d91a1a}-4.73\%$
test_compile_indexing[tensor-tensordict-eager]	0.5479ms	83.8790μs	11.9219 KOps/s	11.3513 KOps/s	$\textbf{\color{#35bf28}+5.03\%}$
test_compile_indexing[tensor-tensorclass-compile]	0.2281ms	0.1082ms	9.2452 KOps/s	9.1376 KOps/s	$\color{#35bf28}+1.18\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1404ms	69.7981μs	14.3270 KOps/s	14.0086 KOps/s	$\color{#35bf28}+2.27\%$
test_compile_indexing[tensor-pytree-compile]	0.1700ms	0.1097ms	9.1175 KOps/s	8.9587 KOps/s	$\color{#35bf28}+1.77\%$
test_compile_indexing[tensor-pytree-eager]	0.1274ms	70.1851μs	14.2480 KOps/s	13.8464 KOps/s	$\color{#35bf28}+2.90\%$
test_compile_indexing[slice-tensordict-compile]	0.1515ms	0.1020ms	9.8028 KOps/s	9.7770 KOps/s	$\color{#35bf28}+0.26\%$
test_compile_indexing[slice-tensordict-eager]	0.1534ms	20.3072μs	49.2436 KOps/s	51.9006 KOps/s	$\textbf{\color{#d91a1a}-5.12\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1419ms	94.9196μs	10.5352 KOps/s	10.1591 KOps/s	$\color{#35bf28}+3.70\%$
test_compile_indexing[slice-tensorclass-eager]	61.3910μs	15.8286μs	63.1769 KOps/s	61.9002 KOps/s	$\color{#35bf28}+2.06\%$
test_compile_indexing[slice-pytree-compile]	0.1432ms	95.2595μs	10.4976 KOps/s	10.2053 KOps/s	$\color{#35bf28}+2.86\%$
test_compile_indexing[slice-pytree-eager]	58.3800μs	16.0240μs	62.4063 KOps/s	61.4823 KOps/s	$\color{#35bf28}+1.50\%$
test_compile_indexing[int-tensordict-compile]	0.1419ms	98.8902μs	10.1122 KOps/s	10.0393 KOps/s	$\color{#35bf28}+0.73\%$
test_compile_indexing[int-tensordict-eager]	0.5989ms	18.5018μs	54.0488 KOps/s	51.4978 KOps/s	$\color{#35bf28}+4.95\%$
test_compile_indexing[int-tensorclass-compile]	0.1527ms	0.1004ms	9.9575 KOps/s	10.3298 KOps/s	$\color{#d91a1a}-3.60\%$
test_compile_indexing[int-tensorclass-eager]	0.1099ms	16.8312μs	59.4135 KOps/s	59.9771 KOps/s	$\color{#d91a1a}-0.94\%$
test_compile_indexing[int-pytree-compile]	0.1547ms	0.1007ms	9.9256 KOps/s	9.8528 KOps/s	$\color{#35bf28}+0.74\%$
test_compile_indexing[int-pytree-eager]	42.9900μs	15.9444μs	62.7178 KOps/s	58.0583 KOps/s	$\textbf{\color{#35bf28}+8.03\%}$
test_mod_add[eager]	79.2010μs	37.5222μs	26.6509 KOps/s	24.5738 KOps/s	$\textbf{\color{#35bf28}+8.45\%}$
test_mod_add[compile]	0.1445ms	81.3383μs	12.2943 KOps/s	11.6159 KOps/s	$\textbf{\color{#35bf28}+5.84\%}$
test_mod_add[compile-overhead]	0.3259ms	0.1691ms	5.9140 KOps/s	5.7226 KOps/s	$\color{#35bf28}+3.34\%$
test_mod_wrap[eager]	0.3382ms	0.2597ms	3.8509 KOps/s	3.7297 KOps/s	$\color{#35bf28}+3.25\%$
test_mod_wrap[compile]	0.4070ms	0.2982ms	3.3531 KOps/s	3.3184 KOps/s	$\color{#35bf28}+1.05\%$
test_mod_wrap[compile-overhead]	7.3350ms	3.8152ms	262.1118 Ops/s	266.9108 Ops/s	$\color{#d91a1a}-1.80\%$
test_mod_wrap_and_backward[eager]	1.6674ms	1.5058ms	664.1011 Ops/s	676.7922 Ops/s	$\color{#d91a1a}-1.88\%$
test_mod_wrap_and_backward[compile]	1.4310ms	1.2759ms	783.7718 Ops/s	715.4035 Ops/s	$\textbf{\color{#35bf28}+9.56\%}$
test_mod_wrap_and_backward[compile-overhead]	1.4560ms	0.9388ms	1.0652 KOps/s	952.4134 Ops/s	$\textbf{\color{#35bf28}+11.84\%}$
test_seq_add[eager]	0.3425ms	0.1330ms	7.5189 KOps/s	7.7647 KOps/s	$\color{#d91a1a}-3.17\%$
test_seq_add[compile]	0.2501ms	90.8193μs	11.0109 KOps/s	10.9789 KOps/s	$\color{#35bf28}+0.29\%$
test_seq_add[compile-overhead]	0.1761ms	0.1294ms	7.7287 KOps/s	7.6715 KOps/s	$\color{#35bf28}+0.75\%$
test_seq_wrap[eager]	1.0684ms	0.4402ms	2.2719 KOps/s	2.2619 KOps/s	$\color{#35bf28}+0.44\%$
test_seq_wrap[compile]	1.1770ms	0.3201ms	3.1242 KOps/s	3.2243 KOps/s	$\color{#d91a1a}-3.11\%$
test_seq_wrap[compile-overhead]	0.2829ms	0.2309ms	4.3310 KOps/s	4.4016 KOps/s	$\color{#d91a1a}-1.60\%$
test_func_call_runtime[False-eager]	1.0061ms	0.7826ms	1.2779 KOps/s	1.3252 KOps/s	$\color{#d91a1a}-3.57\%$
test_func_call_runtime[False-compile]	0.8116ms	0.7447ms	1.3428 KOps/s	1.3143 KOps/s	$\color{#35bf28}+2.17\%$
test_func_call_runtime[False-compile-overhead]	0.4223ms	0.3594ms	2.7827 KOps/s	2.7597 KOps/s	$\color{#35bf28}+0.83\%$
test_func_call_runtime[True-eager]	0.9723ms	0.9046ms	1.1055 KOps/s	1.0836 KOps/s	$\color{#35bf28}+2.02\%$
test_func_call_runtime[True-compile]	0.8898ms	0.7676ms	1.3027 KOps/s	1.2841 KOps/s	$\color{#35bf28}+1.45\%$
test_func_call_runtime[True-compile-overhead]	0.4506ms	0.3803ms	2.6293 KOps/s	2.5857 KOps/s	$\color{#35bf28}+1.69\%$
test_func_call_cm_runtime[False-eager]	0.9200ms	0.7394ms	1.3524 KOps/s	1.2660 KOps/s	$\textbf{\color{#35bf28}+6.82\%}$
test_func_call_cm_runtime[False-compile]	0.8251ms	0.7471ms	1.3385 KOps/s	1.3075 KOps/s	$\color{#35bf28}+2.38\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4971ms	0.3625ms	2.7587 KOps/s	2.7363 KOps/s	$\color{#35bf28}+0.82\%$
test_func_call_cm_runtime[True-eager]	1.1044ms	1.0160ms	984.2367 Ops/s	970.0317 Ops/s	$\color{#35bf28}+1.46\%$
test_func_call_cm_runtime[True-compile]	1.2508ms	1.0484ms	953.8681 Ops/s	987.6730 Ops/s	$\color{#d91a1a}-3.42\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0651ms	0.9966ms	1.0035 KOps/s	986.0215 Ops/s	$\color{#35bf28}+1.77\%$
test_vmap_func_call_cm_runtime[eager]	2.5575ms	2.1191ms	471.8919 Ops/s	468.9038 Ops/s	$\color{#35bf28}+0.64\%$
test_vmap_func_call_cm_runtime[compile]	0.9611ms	0.8144ms	1.2280 KOps/s	1.2070 KOps/s	$\color{#35bf28}+1.74\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5324ms	0.4121ms	2.4268 KOps/s	2.3967 KOps/s	$\color{#35bf28}+1.26\%$
test_distributed	2.8178ms	0.2361ms	4.2363 KOps/s	6.9872 KOps/s	$\textbf{\color{#d91a1a}-39.37\%}$
test_tdmodule	52.1310μs	20.3333μs	49.1803 KOps/s	48.0184 KOps/s	$\color{#35bf28}+2.42\%$
test_tdmodule_dispatch	58.8610μs	38.5099μs	25.9673 KOps/s	26.3058 KOps/s	$\color{#d91a1a}-1.29\%$
test_tdseq	49.0510μs	20.8818μs	47.8886 KOps/s	49.5958 KOps/s	$\color{#d91a1a}-3.44\%$
test_tdseq_dispatch	71.0710μs	40.6758μs	24.5846 KOps/s	24.6576 KOps/s	$\color{#d91a1a}-0.30\%$
test_instantiation_functorch	1.6743ms	1.5654ms	638.8239 Ops/s	643.6904 Ops/s	$\color{#d91a1a}-0.76\%$
test_exec_functorch	0.1952ms	0.1445ms	6.9192 KOps/s	6.7673 KOps/s	$\color{#35bf28}+2.24\%$
test_exec_functional_call	0.1958ms	0.1393ms	7.1813 KOps/s	7.1099 KOps/s	$\color{#35bf28}+1.01\%$
test_exec_td_decorator	0.3935ms	0.1913ms	5.2265 KOps/s	5.2375 KOps/s	$\color{#d91a1a}-0.21\%$
test_vmap_mlp_speed_decorator[True-True]	0.9261ms	0.6980ms	1.4326 KOps/s	1.4345 KOps/s	$\color{#d91a1a}-0.14\%$
test_vmap_mlp_speed_decorator[True-False]	0.9696ms	0.7052ms	1.4179 KOps/s	1.4357 KOps/s	$\color{#d91a1a}-1.24\%$
test_vmap_mlp_speed_decorator[False-True]	0.7698ms	0.6361ms	1.5722 KOps/s	1.6572 KOps/s	$\textbf{\color{#d91a1a}-5.13\%}$
test_vmap_mlp_speed_decorator[False-False]	0.7621ms	0.6359ms	1.5725 KOps/s	1.6496 KOps/s	$\color{#d91a1a}-4.67\%$
test_vmap_transformer_speed_decorator[True-True]	21.0091ms	19.6024ms	51.0140 Ops/s	51.4821 Ops/s	$\color{#d91a1a}-0.91\%$
test_vmap_transformer_speed_decorator[True-False]	20.0412ms	19.4487ms	51.4173 Ops/s	51.7350 Ops/s	$\color{#d91a1a}-0.61\%$
test_vmap_transformer_speed_decorator[False-True]	20.2710ms	19.3762ms	51.6098 Ops/s	52.0226 Ops/s	$\color{#d91a1a}-0.79\%$
test_vmap_transformer_speed_decorator[False-False]	19.9192ms	19.3236ms	51.7501 Ops/s	51.9541 Ops/s	$\color{#d91a1a}-0.39\%$
test_to_module_speed[True]	1.2624ms	0.9606ms	1.0411 KOps/s	1.0317 KOps/s	$\color{#35bf28}+0.91\%$
test_to_module_speed[False]	1.4120ms	0.9397ms	1.0642 KOps/s	1.0273 KOps/s	$\color{#35bf28}+3.59\%$
test_tc_init	0.1427ms	35.4700μs	28.1928 KOps/s	28.6021 KOps/s	$\color{#d91a1a}-1.43\%$
test_tc_init_tensor_only	0.1021ms	10.7388μs	93.1200 KOps/s	92.0951 KOps/s	$\color{#35bf28}+1.11\%$
test_tc_init_nested	0.1980ms	69.0362μs	14.4852 KOps/s	14.4156 KOps/s	$\color{#35bf28}+0.48\%$
test_tc_first_layer_tensor	26.8200μs	0.8853μs	1.1296 MOps/s	1.2323 MOps/s	$\textbf{\color{#d91a1a}-8.34\%}$
test_tc_first_layer_tensor_only	2.6341μs	0.4263μs	2.3458 MOps/s	2.3534 MOps/s	$\color{#d91a1a}-0.32\%$
test_tc_first_layer_tensor_set	40.7100μs	2.9434μs	339.7458 KOps/s	340.2979 KOps/s	$\color{#d91a1a}-0.16\%$
test_tc_first_layer_tensor_only_set	11.9600μs	1.7551μs	569.7531 KOps/s	566.2872 KOps/s	$\color{#35bf28}+0.61\%$
test_tc_first_layer_nontensor	38.7600μs	2.3270μs	429.7406 KOps/s	428.7512 KOps/s	$\color{#35bf28}+0.23\%$
test_tc_second_layer_tensor	26.0200μs	1.7390μs	575.0268 KOps/s	573.4767 KOps/s	$\color{#35bf28}+0.27\%$
test_tc_second_layer_nontensor	36.5100μs	3.1622μs	316.2384 KOps/s	313.8679 KOps/s	$\color{#35bf28}+0.76\%$
test_unbind	0.2331s	10.3875ms	96.2698 Ops/s	142.9149 Ops/s	$\textbf{\color{#d91a1a}-32.64\%}$
test_full_like	5.9242ms	4.3785ms	228.3870 Ops/s	112.4693 Ops/s	$\textbf{\color{#35bf28}+103.07\%}$
test_zeros_like	5.2335ms	4.3382ms	230.5126 Ops/s	231.0643 Ops/s	$\color{#d91a1a}-0.24\%$
test_ones_like	9.2220ms	7.0586ms	141.6709 Ops/s	229.4670 Ops/s	$\textbf{\color{#d91a1a}-38.26\%}$
test_clone	11.8163ms	9.2990ms	107.5389 Ops/s	154.9824 Ops/s	$\textbf{\color{#d91a1a}-30.61\%}$
test_squeeze	78.6710μs	9.9286μs	100.7191 KOps/s	92.9277 KOps/s	$\textbf{\color{#35bf28}+8.38\%}$
test_unsqueeze	0.1587ms	73.3211μs	13.6386 KOps/s	13.1308 KOps/s	$\color{#35bf28}+3.87\%$
test_split	0.4118ms	0.1607ms	6.2230 KOps/s	5.7777 KOps/s	$\textbf{\color{#35bf28}+7.71\%}$
test_permute	0.2502ms	0.1793ms	5.5779 KOps/s	5.4889 KOps/s	$\color{#35bf28}+1.62\%$
test_stack	54.2812ms	51.4019ms	19.4545 Ops/s	54.5229 Ops/s	$\textbf{\color{#d91a1a}-64.32\%}$
test_cat	51.5597ms	51.0063ms	19.6054 Ops/s	54.6659 Ops/s	$\textbf{\color{#d91a1a}-64.14\%}$