[Doc] Add missing classes to doc

[vmoens]

Stack from ghstack (oldest at bottom):

• -> [Doc] Add missing classes to doc #1203

[github-actions]

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}5$. Worsened: $\large\color{#d91a1a}18$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	67.4360μs	21.2185μs	47.1286 KOps/s	48.6519 KOps/s	$\color{#d91a1a}-3.13\%$
test_plain_set_stack_nested	56.0350μs	21.3564μs	46.8243 KOps/s	47.7523 KOps/s	$\color{#d91a1a}-1.94\%$
test_plain_set_nested_inplace	0.1064ms	23.3333μs	42.8572 KOps/s	44.5441 KOps/s	$\color{#d91a1a}-3.79\%$
test_plain_set_stack_nested_inplace	59.3410μs	23.2162μs	43.0733 KOps/s	44.5772 KOps/s	$\color{#d91a1a}-3.37\%$
test_items	41.5380μs	4.1647μs	240.1158 KOps/s	244.0307 KOps/s	$\color{#d91a1a}-1.60\%$
test_items_nested	0.7465ms	0.4106ms	2.4353 KOps/s	2.4483 KOps/s	$\color{#d91a1a}-0.53\%$
test_items_nested_locked	0.8650ms	0.4113ms	2.4313 KOps/s	2.4520 KOps/s	$\color{#d91a1a}-0.85\%$
test_items_nested_leaf	0.1571ms	76.8573μs	13.0111 KOps/s	12.9647 KOps/s	$\color{#35bf28}+0.36\%$
test_items_stack_nested	0.6140ms	0.4109ms	2.4339 KOps/s	2.3473 KOps/s	$\color{#35bf28}+3.69\%$
test_items_stack_nested_leaf	0.1570ms	78.2684μs	12.7765 KOps/s	12.6667 KOps/s	$\color{#35bf28}+0.87\%$
test_items_stack_nested_locked	0.5762ms	0.4140ms	2.4152 KOps/s	2.4260 KOps/s	$\color{#d91a1a}-0.45\%$
test_keys	31.4290μs	3.7320μs	267.9516 KOps/s	281.1827 KOps/s	$\color{#d91a1a}-4.71\%$
test_keys_nested	0.2853ms	0.1647ms	6.0731 KOps/s	6.0308 KOps/s	$\color{#35bf28}+0.70\%$
test_keys_nested_locked	1.7808ms	0.1716ms	5.8265 KOps/s	5.8217 KOps/s	$\color{#35bf28}+0.08\%$
test_keys_nested_leaf	0.2609ms	0.1440ms	6.9425 KOps/s	6.9411 KOps/s	$\color{#35bf28}+0.02\%$
test_keys_stack_nested	0.3060ms	0.1654ms	6.0443 KOps/s	6.0791 KOps/s	$\color{#d91a1a}-0.57\%$
test_keys_stack_nested_leaf	0.2258ms	0.1427ms	7.0065 KOps/s	6.9797 KOps/s	$\color{#35bf28}+0.38\%$
test_keys_stack_nested_locked	0.2330ms	0.1720ms	5.8144 KOps/s	5.8349 KOps/s	$\color{#d91a1a}-0.35\%$
test_values	14.0862μs	1.0307μs	970.1922 KOps/s	887.8213 KOps/s	$\textbf{\color{#35bf28}+9.28\%}$
test_values_nested	0.1200ms	62.5467μs	15.9881 KOps/s	16.2377 KOps/s	$\color{#d91a1a}-1.54\%$
test_values_nested_locked	0.1185ms	62.5316μs	15.9919 KOps/s	16.3723 KOps/s	$\color{#d91a1a}-2.32\%$
test_values_nested_leaf	0.1303ms	71.7894μs	13.9296 KOps/s	14.1682 KOps/s	$\color{#d91a1a}-1.68\%$
test_values_stack_nested	0.1102ms	63.2012μs	15.8225 KOps/s	15.3680 KOps/s	$\color{#35bf28}+2.96\%$
test_values_stack_nested_leaf	0.1335ms	71.4954μs	13.9869 KOps/s	14.2818 KOps/s	$\color{#d91a1a}-2.06\%$
test_values_stack_nested_locked	0.1498ms	63.8239μs	15.6681 KOps/s	16.1445 KOps/s	$\color{#d91a1a}-2.95\%$
test_membership	28.4940μs	0.8850μs	1.1300 MOps/s	1.1530 MOps/s	$\color{#d91a1a}-1.99\%$
test_membership_nested	38.0410μs	2.8823μs	346.9402 KOps/s	347.0271 KOps/s	$\color{#d91a1a}-0.03\%$
test_membership_nested_leaf	51.3660μs	2.8687μs	348.5874 KOps/s	349.5149 KOps/s	$\color{#d91a1a}-0.27\%$
test_membership_stacked_nested	34.2840μs	2.8837μs	346.7762 KOps/s	350.6693 KOps/s	$\color{#d91a1a}-1.11\%$
test_membership_stacked_nested_leaf	57.6780μs	2.8641μs	349.1478 KOps/s	344.5475 KOps/s	$\color{#35bf28}+1.34\%$
test_membership_nested_last	27.4410μs	4.3374μs	230.5508 KOps/s	231.7429 KOps/s	$\color{#d91a1a}-0.51\%$
test_membership_nested_leaf_last	50.3940μs	4.3097μs	232.0342 KOps/s	230.8129 KOps/s	$\color{#35bf28}+0.53\%$
test_membership_stacked_nested_last	36.2480μs	4.3118μs	231.9192 KOps/s	224.7012 KOps/s	$\color{#35bf28}+3.21\%$
test_membership_stacked_nested_leaf_last	24.0650μs	4.3192μs	231.5255 KOps/s	231.7342 KOps/s	$\color{#d91a1a}-0.09\%$
test_nested_getleaf	57.8680μs	10.7513μs	93.0124 KOps/s	95.5994 KOps/s	$\color{#d91a1a}-2.71\%$
test_nested_get	59.4610μs	10.2048μs	97.9936 KOps/s	99.6889 KOps/s	$\color{#d91a1a}-1.70\%$
test_stacked_getleaf	31.7090μs	10.6609μs	93.8008 KOps/s	95.6049 KOps/s	$\color{#d91a1a}-1.89\%$
test_stacked_get	62.3770μs	10.1373μs	98.6460 KOps/s	99.5982 KOps/s	$\color{#d91a1a}-0.96\%$
test_nested_getitemleaf	75.5510μs	11.2736μs	88.7029 KOps/s	90.4234 KOps/s	$\color{#d91a1a}-1.90\%$
test_nested_getitem	41.0470μs	10.6974μs	93.4805 KOps/s	94.5818 KOps/s	$\color{#d91a1a}-1.16\%$
test_stacked_getitemleaf	68.9590μs	11.3653μs	87.9868 KOps/s	89.3894 KOps/s	$\color{#d91a1a}-1.57\%$
test_stacked_getitem	46.8880μs	10.7805μs	92.7598 KOps/s	95.0249 KOps/s	$\color{#d91a1a}-2.38\%$
test_lock_nested	0.5836ms	0.4186ms	2.3887 KOps/s	2.4267 KOps/s	$\color{#d91a1a}-1.57\%$
test_lock_stack_nested	0.7270ms	0.4282ms	2.3352 KOps/s	2.3625 KOps/s	$\color{#d91a1a}-1.16\%$
test_unlock_nested	0.7106ms	0.3417ms	2.9267 KOps/s	2.9539 KOps/s	$\color{#d91a1a}-0.92\%$
test_unlock_stack_nested	0.5069ms	0.3434ms	2.9118 KOps/s	2.9169 KOps/s	$\color{#d91a1a}-0.18\%$
test_flatten_speed	0.1818ms	0.1009ms	9.9069 KOps/s	10.1416 KOps/s	$\color{#d91a1a}-2.31\%$
test_unflatten_speed	0.6470ms	0.5311ms	1.8830 KOps/s	1.9340 KOps/s	$\color{#d91a1a}-2.64\%$
test_common_ops	4.4996ms	0.8548ms	1.1698 KOps/s	1.2367 KOps/s	$\textbf{\color{#d91a1a}-5.41\%}$
test_creation	66.3440μs	2.4806μs	403.1217 KOps/s	408.4446 KOps/s	$\color{#d91a1a}-1.30\%$
test_creation_empty	46.8880μs	12.9864μs	77.0038 KOps/s	86.1836 KOps/s	$\textbf{\color{#d91a1a}-10.65\%}$
test_creation_nested_1	44.9750μs	16.1413μs	61.9530 KOps/s	68.3311 KOps/s	$\textbf{\color{#d91a1a}-9.33\%}$
test_creation_nested_2	51.5160μs	20.5414μs	48.6821 KOps/s	52.8490 KOps/s	$\textbf{\color{#d91a1a}-7.88\%}$
test_clone	73.5370μs	13.4783μs	74.1936 KOps/s	75.0471 KOps/s	$\color{#d91a1a}-1.14\%$
test_getitem[int]	0.8094ms	12.8208μs	77.9985 KOps/s	76.4474 KOps/s	$\color{#35bf28}+2.03\%$
test_getitem[slice_int]	0.1429ms	23.9744μs	41.7112 KOps/s	41.4521 KOps/s	$\color{#35bf28}+0.63\%$
test_getitem[range]	0.2071ms	50.5488μs	19.7829 KOps/s	20.2363 KOps/s	$\color{#d91a1a}-2.24\%$
test_getitem[tuple]	0.1276ms	19.9784μs	50.0541 KOps/s	50.3144 KOps/s	$\color{#d91a1a}-0.52\%$
test_getitem[list]	0.2176ms	46.5444μs	21.4849 KOps/s	21.9073 KOps/s	$\color{#d91a1a}-1.93\%$
test_setitem_dim[int]	60.8540μs	26.2365μs	38.1149 KOps/s	38.4120 KOps/s	$\color{#d91a1a}-0.77\%$
test_setitem_dim[slice_int]	97.0010μs	51.7186μs	19.3354 KOps/s	19.0132 KOps/s	$\color{#35bf28}+1.69\%$
test_setitem_dim[range]	0.1236ms	76.5111μs	13.0700 KOps/s	13.0251 KOps/s	$\color{#35bf28}+0.35\%$
test_setitem_dim[tuple]	77.3440μs	40.5831μs	24.6408 KOps/s	24.7806 KOps/s	$\color{#d91a1a}-0.56\%$
test_setitem	0.1246ms	21.3761μs	46.7813 KOps/s	48.6576 KOps/s	$\color{#d91a1a}-3.86\%$
test_set	99.8070μs	20.8180μs	48.0354 KOps/s	49.7222 KOps/s	$\color{#d91a1a}-3.39\%$
test_set_shared	0.4556ms	0.1828ms	5.4707 KOps/s	5.5259 KOps/s	$\color{#d91a1a}-1.00\%$
test_update	0.2182ms	24.4956μs	40.8237 KOps/s	44.0656 KOps/s	$\textbf{\color{#d91a1a}-7.36\%}$
test_update_nested	0.1289ms	34.8272μs	28.7132 KOps/s	30.5965 KOps/s	$\textbf{\color{#d91a1a}-6.16\%}$
test_update__nested	0.4521ms	34.0683μs	29.3528 KOps/s	29.7687 KOps/s	$\color{#d91a1a}-1.40\%$
test_set_nested	0.1041ms	23.3700μs	42.7899 KOps/s	45.3060 KOps/s	$\textbf{\color{#d91a1a}-5.55\%}$
test_set_nested_new	0.1189ms	28.1582μs	35.5137 KOps/s	37.5749 KOps/s	$\textbf{\color{#d91a1a}-5.49\%}$
test_select	0.1272ms	44.8550μs	22.2941 KOps/s	23.1171 KOps/s	$\color{#d91a1a}-3.56\%$
test_select_nested	0.1487ms	63.1034μs	15.8470 KOps/s	15.8927 KOps/s	$\color{#d91a1a}-0.29\%$
test_exclude_nested	0.1525ms	80.8127μs	12.3743 KOps/s	12.2587 KOps/s	$\color{#35bf28}+0.94\%$
test_empty[True]	0.5793ms	0.4119ms	2.4275 KOps/s	2.4626 KOps/s	$\color{#d91a1a}-1.42\%$
test_empty[False]	13.0343μs	1.3879μs	720.5083 KOps/s	728.1549 KOps/s	$\color{#d91a1a}-1.05\%$
test_unbind_speed	0.4827ms	0.2707ms	3.6947 KOps/s	3.6706 KOps/s	$\color{#35bf28}+0.66\%$
test_unbind_speed_stack0	0.4108ms	0.2713ms	3.6858 KOps/s	3.7078 KOps/s	$\color{#d91a1a}-0.59\%$
test_unbind_speed_stack1	0.1082s	0.7533ms	1.3275 KOps/s	1.2312 KOps/s	$\textbf{\color{#35bf28}+7.83\%}$
test_split	0.1115s	1.7716ms	564.4536 Ops/s	570.5434 Ops/s	$\color{#d91a1a}-1.07\%$
test_chunk	0.1137s	1.7731ms	563.9827 Ops/s	630.0014 Ops/s	$\textbf{\color{#d91a1a}-10.48\%}$
test_consolidate_njt[False-None]	8.6753ms	8.2821ms	120.7427 Ops/s	111.1239 Ops/s	$\textbf{\color{#35bf28}+8.66\%}$
test_creation[device0]	0.2715ms	93.9764μs	10.6410 KOps/s	10.9895 KOps/s	$\color{#d91a1a}-3.17\%$
test_creation_from_tensor	3.8526ms	98.0890μs	10.1948 KOps/s	10.3412 KOps/s	$\color{#d91a1a}-1.42\%$
test_add_one[memmap_tensor0]	0.2126ms	4.7223μs	211.7622 KOps/s	201.3600 KOps/s	$\textbf{\color{#35bf28}+5.17\%}$
test_contiguous[memmap_tensor0]	19.4370μs	0.5174μs	1.9327 MOps/s	1.9020 MOps/s	$\color{#35bf28}+1.62\%$
test_stack[memmap_tensor0]	35.1360μs	3.3440μs	299.0474 KOps/s	288.5775 KOps/s	$\color{#35bf28}+3.63\%$
test_memmaptd_index	0.3347ms	0.2269ms	4.4073 KOps/s	4.2660 KOps/s	$\color{#35bf28}+3.31\%$
test_memmaptd_index_astensor	1.0505ms	0.3170ms	3.1547 KOps/s	3.1378 KOps/s	$\color{#35bf28}+0.54\%$
test_memmaptd_index_op	0.8305ms	0.6019ms	1.6613 KOps/s	1.7278 KOps/s	$\color{#d91a1a}-3.85\%$
test_serialize_model	0.2307s	0.1359s	7.3607 Ops/s	8.7710 Ops/s	$\textbf{\color{#d91a1a}-16.08\%}$
test_serialize_model_pickle	0.4669s	0.3965s	2.5218 Ops/s	2.5798 Ops/s	$\color{#d91a1a}-2.25\%$
test_serialize_weights	0.1201s	0.1160s	8.6226 Ops/s	9.0035 Ops/s	$\color{#d91a1a}-4.23\%$
test_serialize_weights_returnearly	0.2063s	0.1692s	5.9088 Ops/s	6.5400 Ops/s	$\textbf{\color{#d91a1a}-9.65\%}$
test_serialize_weights_pickle	1.0048s	0.7426s	1.3467 Ops/s	2.5762 Ops/s	$\textbf{\color{#d91a1a}-47.73\%}$
test_serialize_weights_filesystem	0.1515s	0.1407s	7.1095 Ops/s	6.8488 Ops/s	$\color{#35bf28}+3.81\%$
test_serialize_model_filesystem	0.2544s	0.1628s	6.1419 Ops/s	6.4755 Ops/s	$\textbf{\color{#d91a1a}-5.15\%}$
test_reshape_pytree	73.4780μs	26.5161μs	37.7129 KOps/s	37.6229 KOps/s	$\color{#35bf28}+0.24\%$
test_reshape_td	0.1089ms	33.2962μs	30.0334 KOps/s	30.9705 KOps/s	$\color{#d91a1a}-3.03\%$
test_view_pytree	93.8120μs	26.4657μs	37.7848 KOps/s	38.0596 KOps/s	$\color{#d91a1a}-0.72\%$
test_view_td	89.6780μs	38.8996μs	25.7072 KOps/s	26.2201 KOps/s	$\color{#d91a1a}-1.96\%$
test_unbind_pytree	98.9190μs	30.1253μs	33.1947 KOps/s	34.2877 KOps/s	$\color{#d91a1a}-3.19\%$
test_unbind_td	0.3598ms	40.1640μs	24.8979 KOps/s	25.2412 KOps/s	$\color{#d91a1a}-1.36\%$
test_split_pytree	72.0050μs	29.9569μs	33.3813 KOps/s	34.5501 KOps/s	$\color{#d91a1a}-3.38\%$
test_split_td	0.5125ms	44.4959μs	22.4740 KOps/s	21.9944 KOps/s	$\color{#35bf28}+2.18\%$
test_add_pytree	74.3090μs	35.6857μs	28.0225 KOps/s	27.7988 KOps/s	$\color{#35bf28}+0.80\%$
test_add_td	0.1650ms	59.8030μs	16.7216 KOps/s	18.1608 KOps/s	$\textbf{\color{#d91a1a}-7.92\%}$
test_compile_add_one_nested[tensordict-compile]	0.1712ms	67.7058μs	14.7698 KOps/s	15.3178 KOps/s	$\color{#d91a1a}-3.58\%$
test_compile_add_one_nested[tensordict-eager]	0.4167ms	0.1761ms	5.6781 KOps/s	5.8407 KOps/s	$\color{#d91a1a}-2.78\%$
test_compile_add_one_nested[pytree-compile]	0.1039ms	45.8763μs	21.7977 KOps/s	22.0388 KOps/s	$\color{#d91a1a}-1.09\%$
test_compile_add_one_nested[pytree-eager]	0.2688ms	0.1187ms	8.4219 KOps/s	8.5317 KOps/s	$\color{#d91a1a}-1.29\%$
test_compile_copy_nested[tensordict-compile]	67.5370μs	29.1975μs	34.2495 KOps/s	35.0789 KOps/s	$\color{#d91a1a}-2.36\%$
test_compile_copy_nested[tensordict-eager]	0.1551ms	59.0562μs	16.9330 KOps/s	17.0912 KOps/s	$\color{#d91a1a}-0.93\%$
test_compile_copy_nested[pytree-compile]	0.1769ms	79.9373μs	12.5098 KOps/s	12.4876 KOps/s	$\color{#35bf28}+0.18\%$
test_compile_copy_nested[pytree-eager]	0.1562ms	67.4909μs	14.8168 KOps/s	14.9376 KOps/s	$\color{#d91a1a}-0.81\%$
test_compile_add_one_flat[tensordict-compile]	0.2376ms	0.1070ms	9.3419 KOps/s	9.5140 KOps/s	$\color{#d91a1a}-1.81\%$
test_compile_add_one_flat[tensordict-eager]	0.3695ms	0.2223ms	4.4987 KOps/s	4.6393 KOps/s	$\color{#d91a1a}-3.03\%$
test_compile_add_one_flat[tensorclass-compile]	0.1454ms	47.6670μs	20.9789 KOps/s	21.5194 KOps/s	$\color{#d91a1a}-2.51\%$
test_compile_add_one_flat[tensorclass-eager]	0.1921ms	67.7807μs	14.7535 KOps/s	14.8952 KOps/s	$\color{#d91a1a}-0.95\%$
test_compile_add_one_flat[pytree-compile]	0.2469ms	0.1004ms	9.9616 KOps/s	10.1019 KOps/s	$\color{#d91a1a}-1.39\%$
test_compile_add_one_flat[pytree-eager]	0.2960ms	0.2021ms	4.9482 KOps/s	5.0183 KOps/s	$\color{#d91a1a}-1.40\%$
test_compile_add_self_flat[tensordict-eager]	0.3835ms	0.2383ms	4.1968 KOps/s	4.2517 KOps/s	$\color{#d91a1a}-1.29\%$
test_compile_add_self_flat[tensordict-compile]	0.1900ms	0.1068ms	9.3601 KOps/s	9.3363 KOps/s	$\color{#35bf28}+0.25\%$
test_compile_add_self_flat[tensorclass-eager]	0.1463ms	62.5431μs	15.9890 KOps/s	15.7196 KOps/s	$\color{#35bf28}+1.71\%$
test_compile_add_self_flat[tensorclass-compile]	0.1266ms	47.9809μs	20.8416 KOps/s	20.6355 KOps/s	$\color{#35bf28}+1.00\%$
test_compile_add_self_flat[pytree-eager]	0.2843ms	0.1582ms	6.3224 KOps/s	6.4072 KOps/s	$\color{#d91a1a}-1.32\%$
test_compile_add_self_flat[pytree-compile]	0.1858ms	0.1000ms	9.9958 KOps/s	9.8514 KOps/s	$\color{#35bf28}+1.47\%$
test_compile_copy_flat[tensordict-compile]	84.1670μs	21.9930μs	45.4690 KOps/s	45.4162 KOps/s	$\color{#35bf28}+0.12\%$
test_compile_copy_flat[tensordict-eager]	0.1265ms	67.8311μs	14.7425 KOps/s	14.9911 KOps/s	$\color{#d91a1a}-1.66\%$
test_compile_copy_flat[pytree-compile]	0.1628ms	82.2031μs	12.1650 KOps/s	12.2820 KOps/s	$\color{#d91a1a}-0.95\%$
test_compile_copy_flat[pytree-eager]	0.1338ms	68.6807μs	14.5601 KOps/s	14.6224 KOps/s	$\color{#d91a1a}-0.43\%$
test_compile_assign_and_add[tensordict-compile]	0.4388ms	0.2174ms	4.6003 KOps/s	4.6915 KOps/s	$\color{#d91a1a}-1.94\%$
test_compile_assign_and_add[tensordict-eager]	3.1100ms	1.4029ms	712.8083 Ops/s	708.3098 Ops/s	$\color{#35bf28}+0.64\%$
test_compile_assign_and_add[pytree-compile]	0.4059ms	0.2088ms	4.7896 KOps/s	4.7650 KOps/s	$\color{#35bf28}+0.52\%$
test_compile_assign_and_add[pytree-eager]	1.0017ms	0.8147ms	1.2275 KOps/s	1.2042 KOps/s	$\color{#35bf28}+1.93\%$
test_compile_assign_and_add_stack[compile]	0.9339ms	0.4536ms	2.2046 KOps/s	2.2229 KOps/s	$\color{#d91a1a}-0.83\%$
test_compile_assign_and_add_stack[eager]	5.8105ms	2.8296ms	353.4125 Ops/s	366.3345 Ops/s	$\color{#d91a1a}-3.53\%$
test_compile_indexing[tensor-tensordict-compile]	0.1013ms	38.9851μs	25.6508 KOps/s	25.7857 KOps/s	$\color{#d91a1a}-0.52\%$
test_compile_indexing[tensor-tensordict-eager]	0.5791ms	32.2219μs	31.0348 KOps/s	30.0594 KOps/s	$\color{#35bf28}+3.24\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1014ms	31.9556μs	31.2935 KOps/s	31.8478 KOps/s	$\color{#d91a1a}-1.74\%$
test_compile_indexing[tensor-tensorclass-eager]	92.6630μs	24.6557μs	40.5586 KOps/s	42.5611 KOps/s	$\color{#d91a1a}-4.71\%$
test_compile_indexing[tensor-pytree-compile]	0.1062ms	32.3315μs	30.9296 KOps/s	31.2424 KOps/s	$\color{#d91a1a}-1.00\%$
test_compile_indexing[tensor-pytree-eager]	72.0040μs	23.0728μs	43.3411 KOps/s	43.6160 KOps/s	$\color{#d91a1a}-0.63\%$
test_compile_indexing[slice-tensordict-compile]	0.1323ms	53.2760μs	18.7702 KOps/s	18.8844 KOps/s	$\color{#d91a1a}-0.61\%$
test_compile_indexing[slice-tensordict-eager]	0.8051ms	19.2828μs	51.8598 KOps/s	48.1745 KOps/s	$\textbf{\color{#35bf28}+7.65\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1233ms	46.3516μs	21.5742 KOps/s	21.6298 KOps/s	$\color{#d91a1a}-0.26\%$
test_compile_indexing[slice-tensorclass-eager]	75.0300μs	18.7279μs	53.3962 KOps/s	54.1310 KOps/s	$\color{#d91a1a}-1.36\%$
test_compile_indexing[slice-pytree-compile]	0.1273ms	46.8540μs	21.3429 KOps/s	21.1771 KOps/s	$\color{#35bf28}+0.78\%$
test_compile_indexing[slice-pytree-eager]	77.5550μs	18.4050μs	54.3332 KOps/s	53.8289 KOps/s	$\color{#35bf28}+0.94\%$
test_compile_indexing[int-tensordict-compile]	0.1475ms	54.7452μs	18.2664 KOps/s	18.3569 KOps/s	$\color{#d91a1a}-0.49\%$
test_compile_indexing[int-tensordict-eager]	0.9915ms	19.5674μs	51.1055 KOps/s	48.9521 KOps/s	$\color{#35bf28}+4.40\%$
test_compile_indexing[int-tensorclass-compile]	0.1101ms	47.1285μs	21.2186 KOps/s	21.3417 KOps/s	$\color{#d91a1a}-0.58\%$
test_compile_indexing[int-tensorclass-eager]	91.0210μs	18.6655μs	53.5749 KOps/s	54.4916 KOps/s	$\color{#d91a1a}-1.68\%$
test_compile_indexing[int-pytree-compile]	0.1171ms	47.7954μs	20.9225 KOps/s	21.2940 KOps/s	$\color{#d91a1a}-1.74\%$
test_compile_indexing[int-pytree-eager]	80.2700μs	18.4371μs	54.2384 KOps/s	53.9799 KOps/s	$\color{#35bf28}+0.48\%$
test_mod_add[eager]	94.6770μs	35.4856μs	28.1804 KOps/s	27.0570 KOps/s	$\color{#35bf28}+4.15\%$
test_mod_add[compile]	0.1544ms	64.3241μs	15.5463 KOps/s	15.4251 KOps/s	$\color{#35bf28}+0.79\%$
test_mod_add[compile-overhead]	0.1446ms	64.3472μs	15.5407 KOps/s	15.6112 KOps/s	$\color{#d91a1a}-0.45\%$
test_mod_wrap[eager]	0.3765ms	0.2265ms	4.4144 KOps/s	4.3111 KOps/s	$\color{#35bf28}+2.40\%$
test_mod_wrap[compile]	1.9487ms	0.2303ms	4.3427 KOps/s	4.1947 KOps/s	$\color{#35bf28}+3.53\%$
test_mod_wrap[compile-overhead]	0.5075ms	0.2278ms	4.3893 KOps/s	4.3120 KOps/s	$\color{#35bf28}+1.79\%$
test_mod_wrap_and_backward[eager]	36.6641ms	14.6770ms	68.1336 Ops/s	88.3693 Ops/s	$\textbf{\color{#d91a1a}-22.90\%}$
test_mod_wrap_and_backward[compile]	17.0391ms	11.8608ms	84.3113 Ops/s	89.8701 Ops/s	$\textbf{\color{#d91a1a}-6.19\%}$
test_mod_wrap_and_backward[compile-overhead]	12.0311ms	11.2500ms	88.8888 Ops/s	87.8183 Ops/s	$\color{#35bf28}+1.22\%$
test_seq_add[eager]	0.2514ms	0.1176ms	8.5048 KOps/s	8.2567 KOps/s	$\color{#35bf28}+3.00\%$
test_seq_add[compile]	0.1577ms	78.4595μs	12.7454 KOps/s	13.1381 KOps/s	$\color{#d91a1a}-2.99\%$
test_seq_add[compile-overhead]	0.1901ms	76.4119μs	13.0870 KOps/s	13.2377 KOps/s	$\color{#d91a1a}-1.14\%$
test_seq_wrap[eager]	0.7222ms	0.4533ms	2.2059 KOps/s	2.1905 KOps/s	$\color{#35bf28}+0.70\%$
test_seq_wrap[compile]	0.3813ms	0.2460ms	4.0658 KOps/s	3.9882 KOps/s	$\color{#35bf28}+1.95\%$
test_seq_wrap[compile-overhead]	0.4611ms	0.2459ms	4.0661 KOps/s	4.0168 KOps/s	$\color{#35bf28}+1.23\%$
test_func_call_runtime[False-eager]	0.7387ms	0.5544ms	1.8037 KOps/s	1.7451 KOps/s	$\color{#35bf28}+3.35\%$
test_func_call_runtime[False-compile]	0.5605ms	0.4456ms	2.2440 KOps/s	2.1714 KOps/s	$\color{#35bf28}+3.34\%$
test_func_call_runtime[False-compile-overhead]	0.5903ms	0.4478ms	2.2331 KOps/s	2.1576 KOps/s	$\color{#35bf28}+3.50\%$
test_func_call_runtime[True-eager]	1.0415ms	0.7717ms	1.2958 KOps/s	1.2784 KOps/s	$\color{#35bf28}+1.36\%$
test_func_call_runtime[True-compile]	0.7839ms	0.4685ms	2.1345 KOps/s	2.0588 KOps/s	$\color{#35bf28}+3.68\%$
test_func_call_runtime[True-compile-overhead]	0.8718ms	0.4718ms	2.1196 KOps/s	2.0830 KOps/s	$\color{#35bf28}+1.76\%$
test_func_call_cm_runtime[False-eager]	1.3101ms	0.5660ms	1.7668 KOps/s	1.7867 KOps/s	$\color{#d91a1a}-1.11\%$
test_func_call_cm_runtime[False-compile]	1.7357ms	0.4493ms	2.2255 KOps/s	2.1591 KOps/s	$\color{#35bf28}+3.07\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6205ms	0.4482ms	2.2312 KOps/s	2.1941 KOps/s	$\color{#35bf28}+1.69\%$
test_func_call_cm_runtime[True-eager]	1.4763ms	0.9141ms	1.0940 KOps/s	1.0815 KOps/s	$\color{#35bf28}+1.16\%$
test_func_call_cm_runtime[True-compile]	1.2509ms	0.8125ms	1.2308 KOps/s	1.1994 KOps/s	$\color{#35bf28}+2.62\%$
test_func_call_cm_runtime[True-compile-overhead]	1.2265ms	0.8159ms	1.2257 KOps/s	1.2070 KOps/s	$\color{#35bf28}+1.55\%$
test_vmap_func_call_cm_runtime[eager]	2.7430ms	1.9421ms	514.8972 Ops/s	501.3248 Ops/s	$\color{#35bf28}+2.71\%$
test_vmap_func_call_cm_runtime[compile]	1.0938ms	0.5420ms	1.8449 KOps/s	1.7816 KOps/s	$\color{#35bf28}+3.55\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.8886ms	0.5419ms	1.8453 KOps/s	1.8134 KOps/s	$\color{#35bf28}+1.76\%$
test_distributed	0.4531ms	0.1255ms	7.9674 KOps/s	7.6611 KOps/s	$\color{#35bf28}+4.00\%$
test_tdmodule	0.1188ms	27.1940μs	36.7728 KOps/s	36.8466 KOps/s	$\color{#d91a1a}-0.20\%$
test_tdmodule_dispatch	93.4250μs	49.6220μs	20.1523 KOps/s	20.4397 KOps/s	$\color{#d91a1a}-1.41\%$
test_tdseq	69.3100μs	30.1790μs	33.1357 KOps/s	33.7868 KOps/s	$\color{#d91a1a}-1.93\%$
test_tdseq_dispatch	94.0760μs	56.0739μs	17.8336 KOps/s	18.0889 KOps/s	$\color{#d91a1a}-1.41\%$
test_instantiation_functorch	1.7698ms	1.5333ms	652.1672 Ops/s	639.5068 Ops/s	$\color{#35bf28}+1.98\%$
test_exec_functorch	0.2912ms	0.1805ms	5.5414 KOps/s	5.5486 KOps/s	$\color{#d91a1a}-0.13\%$
test_exec_functional_call	0.3298ms	0.1726ms	5.7924 KOps/s	5.8387 KOps/s	$\color{#d91a1a}-0.79\%$
test_exec_td_decorator	0.5455ms	0.2324ms	4.3020 KOps/s	4.2458 KOps/s	$\color{#35bf28}+1.32\%$
test_vmap_mlp_speed_decorator[True-True]	0.8726ms	0.6696ms	1.4933 KOps/s	1.4814 KOps/s	$\color{#35bf28}+0.81\%$
test_vmap_mlp_speed_decorator[True-False]	1.3254ms	0.6836ms	1.4629 KOps/s	1.4588 KOps/s	$\color{#35bf28}+0.28\%$
test_vmap_mlp_speed_decorator[False-True]	0.7364ms	0.5412ms	1.8477 KOps/s	1.8327 KOps/s	$\color{#35bf28}+0.82\%$
test_vmap_mlp_speed_decorator[False-False]	0.8099ms	0.5429ms	1.8420 KOps/s	1.8172 KOps/s	$\color{#35bf28}+1.37\%$
test_to_module_speed[True]	2.0167ms	1.3591ms	735.8046 Ops/s	743.6681 Ops/s	$\color{#d91a1a}-1.06\%$
test_to_module_speed[False]	1.8273ms	1.3131ms	761.5482 Ops/s	752.2260 Ops/s	$\color{#35bf28}+1.24\%$
test_tc_init	95.7400μs	49.2575μs	20.3015 KOps/s	20.9211 KOps/s	$\color{#d91a1a}-2.96\%$
test_tc_init_nested	0.2005ms	97.6750μs	10.2380 KOps/s	10.6874 KOps/s	$\color{#d91a1a}-4.20\%$
test_tc_first_layer_tensor	23.4140μs	1.6139μs	619.6065 KOps/s	636.4004 KOps/s	$\color{#d91a1a}-2.64\%$
test_tc_first_layer_nontensor	45.6250μs	4.7803μs	209.1898 KOps/s	212.6301 KOps/s	$\color{#d91a1a}-1.62\%$
test_tc_second_layer_tensor	27.2610μs	2.9804μs	335.5275 KOps/s	342.7123 KOps/s	$\color{#d91a1a}-2.10\%$
test_tc_second_layer_nontensor	30.7580μs	6.1444μs	162.7507 KOps/s	164.3015 KOps/s	$\color{#d91a1a}-0.94\%$
test_unbind	0.2512s	14.2587ms	70.1327 Ops/s	74.3232 Ops/s	$\textbf{\color{#d91a1a}-5.64\%}$
test_full_like	10.0138ms	8.6963ms	114.9914 Ops/s	109.8619 Ops/s	$\color{#35bf28}+4.67\%$
test_zeros_like	8.6451ms	4.8116ms	207.8311 Ops/s	315.1094 Ops/s	$\textbf{\color{#d91a1a}-34.04\%}$
test_ones_like	5.2104ms	3.9040ms	256.1467 Ops/s	269.2782 Ops/s	$\color{#d91a1a}-4.88\%$
test_clone	6.7007ms	5.7041ms	175.3128 Ops/s	178.5024 Ops/s	$\color{#d91a1a}-1.79\%$
test_squeeze	0.1083ms	12.3872μs	80.7282 KOps/s	78.4823 KOps/s	$\color{#35bf28}+2.86\%$
test_unsqueeze	0.1736ms	92.6865μs	10.7891 KOps/s	10.4051 KOps/s	$\color{#35bf28}+3.69\%$
test_split	0.3722ms	0.1969ms	5.0794 KOps/s	5.0275 KOps/s	$\color{#35bf28}+1.03\%$
test_permute	0.3572ms	0.2054ms	4.8687 KOps/s	4.7458 KOps/s	$\color{#35bf28}+2.59\%$
test_stack	30.2638ms	26.7301ms	37.4110 Ops/s	37.6349 Ops/s	$\color{#d91a1a}-0.59\%$
test_cat	30.2103ms	26.2914ms	38.0352 Ops/s	38.1020 Ops/s	$\color{#d91a1a}-0.18\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}34$. Worsened: $\large\color{#d91a1a}18$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	26.5610μs	11.6595μs	85.7667 KOps/s	76.1461 KOps/s	$\textbf{\color{#35bf28}+12.63\%}$
test_plain_set_stack_nested	0.1924ms	11.8112μs	84.6655 KOps/s	74.9771 KOps/s	$\textbf{\color{#35bf28}+12.92\%}$
test_plain_set_nested_inplace	36.5210μs	12.6585μs	78.9981 KOps/s	70.5476 KOps/s	$\textbf{\color{#35bf28}+11.98\%}$
test_plain_set_stack_nested_inplace	0.2023ms	12.7162μs	78.6398 KOps/s	70.7106 KOps/s	$\textbf{\color{#35bf28}+11.21\%}$
test_items	0.1660ms	2.8645μs	349.0988 KOps/s	348.7121 KOps/s	$\color{#35bf28}+0.11\%$
test_items_nested	0.4200ms	0.3677ms	2.7197 KOps/s	2.7512 KOps/s	$\color{#d91a1a}-1.14\%$
test_items_nested_locked	0.4193ms	0.3661ms	2.7317 KOps/s	2.7450 KOps/s	$\color{#d91a1a}-0.48\%$
test_items_nested_leaf	0.1621ms	59.1683μs	16.9009 KOps/s	17.2142 KOps/s	$\color{#d91a1a}-1.82\%$
test_items_stack_nested	0.4013ms	0.3674ms	2.7218 KOps/s	2.7717 KOps/s	$\color{#d91a1a}-1.80\%$
test_items_stack_nested_leaf	90.2210μs	59.1692μs	16.9007 KOps/s	16.9869 KOps/s	$\color{#d91a1a}-0.51\%$
test_items_stack_nested_locked	0.5221ms	0.3669ms	2.7255 KOps/s	2.7561 KOps/s	$\color{#d91a1a}-1.11\%$
test_keys	29.6000μs	3.4617μs	288.8770 KOps/s	289.1305 KOps/s	$\color{#d91a1a}-0.09\%$
test_keys_nested	0.2348ms	87.4397μs	11.4365 KOps/s	11.4401 KOps/s	$\color{#d91a1a}-0.03\%$
test_keys_nested_locked	0.7046ms	93.9984μs	10.6385 KOps/s	10.8544 KOps/s	$\color{#d91a1a}-1.99\%$
test_keys_nested_leaf	0.1111ms	78.2400μs	12.7812 KOps/s	12.7972 KOps/s	$\color{#d91a1a}-0.13\%$
test_keys_stack_nested	0.1267ms	87.8946μs	11.3773 KOps/s	11.4029 KOps/s	$\color{#d91a1a}-0.22\%$
test_keys_stack_nested_leaf	0.1202ms	80.1749μs	12.4727 KOps/s	12.6875 KOps/s	$\color{#d91a1a}-1.69\%$
test_keys_stack_nested_locked	0.1206ms	93.4760μs	10.6979 KOps/s	10.6973 KOps/s	$+0.01\%$
test_values	6.1735μs	0.8519μs	1.1738 MOps/s	1.1773 MOps/s	$\color{#d91a1a}-0.30\%$
test_values_nested	88.5310μs	37.4051μs	26.7343 KOps/s	26.8456 KOps/s	$\color{#d91a1a}-0.41\%$
test_values_nested_locked	63.5910μs	38.7891μs	25.7804 KOps/s	25.6073 KOps/s	$\color{#35bf28}+0.68\%$
test_values_nested_leaf	82.9110μs	42.5438μs	23.5052 KOps/s	24.1999 KOps/s	$\color{#d91a1a}-2.87\%$
test_values_stack_nested	0.1393ms	37.3135μs	26.7999 KOps/s	26.3544 KOps/s	$\color{#35bf28}+1.69\%$
test_values_stack_nested_leaf	0.2029ms	42.7162μs	23.4103 KOps/s	23.8894 KOps/s	$\color{#d91a1a}-2.01\%$
test_values_stack_nested_locked	84.3520μs	39.3817μs	25.3925 KOps/s	25.4445 KOps/s	$\color{#d91a1a}-0.20\%$
test_membership	10.2942μs	0.5086μs	1.9660 MOps/s	1.9489 MOps/s	$\color{#35bf28}+0.88\%$
test_membership_nested	47.5110μs	2.0982μs	476.6001 KOps/s	508.1170 KOps/s	$\textbf{\color{#d91a1a}-6.20\%}$
test_membership_nested_leaf	19.1155μs	2.0330μs	491.8911 KOps/s	498.5894 KOps/s	$\color{#d91a1a}-1.34\%$
test_membership_stacked_nested	0.1169ms	2.1327μs	468.8916 KOps/s	485.8798 KOps/s	$\color{#d91a1a}-3.50\%$
test_membership_stacked_nested_leaf	34.8710μs	2.0896μs	478.5626 KOps/s	480.9205 KOps/s	$\color{#d91a1a}-0.49\%$
test_membership_nested_last	35.3410μs	3.0842μs	324.2355 KOps/s	330.3923 KOps/s	$\color{#d91a1a}-1.86\%$
test_membership_nested_leaf_last	42.9110μs	3.0903μs	323.5927 KOps/s	331.9305 KOps/s	$\color{#d91a1a}-2.51\%$
test_membership_stacked_nested_last	44.9310μs	8.1979μs	121.9820 KOps/s	122.4256 KOps/s	$\color{#d91a1a}-0.36\%$
test_membership_stacked_nested_leaf_last	50.1900μs	8.1506μs	122.6909 KOps/s	122.9178 KOps/s	$\color{#d91a1a}-0.18\%$
test_nested_getleaf	43.8910μs	6.2662μs	159.5863 KOps/s	161.8736 KOps/s	$\color{#d91a1a}-1.41\%$
test_nested_get	33.8910μs	5.8440μs	171.1153 KOps/s	170.3131 KOps/s	$\color{#35bf28}+0.47\%$
test_stacked_getleaf	31.6100μs	6.1484μs	162.6434 KOps/s	162.2188 KOps/s	$\color{#35bf28}+0.26\%$
test_stacked_get	32.0500μs	5.8219μs	171.7642 KOps/s	169.8979 KOps/s	$\color{#35bf28}+1.10\%$
test_nested_getitemleaf	41.9800μs	6.5278μs	153.1906 KOps/s	152.8297 KOps/s	$\color{#35bf28}+0.24\%$
test_nested_getitem	32.4400μs	6.1698μs	162.0794 KOps/s	162.2102 KOps/s	$\color{#d91a1a}-0.08\%$
test_stacked_getitemleaf	47.5110μs	6.4342μs	155.4203 KOps/s	155.4189 KOps/s	$+0.00\%$
test_stacked_getitem	25.7210μs	6.0812μs	164.4404 KOps/s	163.5958 KOps/s	$\color{#35bf28}+0.52\%$
test_lock_nested	10.6896ms	0.3475ms	2.8776 KOps/s	2.8774 KOps/s	$+0.01\%$
test_lock_stack_nested	0.4164ms	0.3337ms	2.9963 KOps/s	2.9593 KOps/s	$\color{#35bf28}+1.25\%$
test_unlock_nested	0.3902ms	0.2808ms	3.5617 KOps/s	3.5789 KOps/s	$\color{#d91a1a}-0.48\%$
test_unlock_stack_nested	0.4212ms	0.2732ms	3.6597 KOps/s	3.6323 KOps/s	$\color{#35bf28}+0.75\%$
test_flatten_speed	0.2716ms	75.2246μs	13.2935 KOps/s	13.3286 KOps/s	$\color{#d91a1a}-0.26\%$
test_unflatten_speed	0.3712ms	0.3243ms	3.0832 KOps/s	3.1023 KOps/s	$\color{#d91a1a}-0.62\%$
test_common_ops	0.8129ms	0.5800ms	1.7242 KOps/s	1.5795 KOps/s	$\textbf{\color{#35bf28}+9.16\%}$
test_creation	0.1324ms	1.7441μs	573.3749 KOps/s	561.6233 KOps/s	$\color{#35bf28}+2.09\%$
test_creation_empty	29.8200μs	7.0072μs	142.7098 KOps/s	97.7240 KOps/s	$\textbf{\color{#35bf28}+46.03\%}$
test_creation_nested_1	32.6510μs	8.6650μs	115.4065 KOps/s	84.1102 KOps/s	$\textbf{\color{#35bf28}+37.21\%}$
test_creation_nested_2	44.6010μs	11.4788μs	87.1173 KOps/s	67.7708 KOps/s	$\textbf{\color{#35bf28}+28.55\%}$
test_clone	48.1110μs	9.6487μs	103.6409 KOps/s	102.8347 KOps/s	$\color{#35bf28}+0.78\%$
test_getitem[int]	1.6457ms	10.8567μs	92.1089 KOps/s	93.1885 KOps/s	$\color{#d91a1a}-1.16\%$
test_getitem[slice_int]	0.1036ms	20.8226μs	48.0247 KOps/s	48.2381 KOps/s	$\color{#d91a1a}-0.44\%$
test_getitem[range]	0.1456ms	37.8228μs	26.4391 KOps/s	28.2028 KOps/s	$\textbf{\color{#d91a1a}-6.25\%}$
test_getitem[tuple]	0.1174ms	18.2122μs	54.9083 KOps/s	55.0781 KOps/s	$\color{#d91a1a}-0.31\%$
test_getitem[list]	0.1619ms	32.3594μs	30.9030 KOps/s	32.0153 KOps/s	$\color{#d91a1a}-3.47\%$
test_setitem_dim[int]	49.2210μs	18.7800μs	53.2480 KOps/s	55.8792 KOps/s	$\color{#d91a1a}-4.71\%$
test_setitem_dim[slice_int]	0.1591ms	39.0516μs	25.6071 KOps/s	27.7329 KOps/s	$\textbf{\color{#d91a1a}-7.66\%}$
test_setitem_dim[range]	0.1520ms	54.2238μs	18.4421 KOps/s	19.6354 KOps/s	$\textbf{\color{#d91a1a}-6.08\%}$
test_setitem_dim[tuple]	51.3210μs	31.0332μs	32.2236 KOps/s	32.4277 KOps/s	$\color{#d91a1a}-0.63\%$
test_setitem	0.1027ms	13.3201μs	75.0744 KOps/s	66.2126 KOps/s	$\textbf{\color{#35bf28}+13.38\%}$
test_set	48.4110μs	12.9229μs	77.3820 KOps/s	67.8104 KOps/s	$\textbf{\color{#35bf28}+14.12\%}$
test_set_shared	0.5184ms	0.1631ms	6.1317 KOps/s	6.2300 KOps/s	$\color{#d91a1a}-1.58\%$
test_update	0.4082ms	15.6748μs	63.7967 KOps/s	53.3912 KOps/s	$\textbf{\color{#35bf28}+19.49\%}$
test_update_nested	82.9110μs	20.9069μs	47.8310 KOps/s	41.8968 KOps/s	$\textbf{\color{#35bf28}+14.16\%}$
test_update__nested	0.5977ms	24.8209μs	40.2886 KOps/s	42.1511 KOps/s	$\color{#d91a1a}-4.42\%$
test_set_nested	0.1393ms	14.2748μs	70.0533 KOps/s	64.0563 KOps/s	$\textbf{\color{#35bf28}+9.36\%}$
test_set_nested_new	59.6810μs	16.4607μs	60.7509 KOps/s	55.8377 KOps/s	$\textbf{\color{#35bf28}+8.80\%}$
test_select	0.2068ms	28.7931μs	34.7306 KOps/s	33.4720 KOps/s	$\color{#35bf28}+3.76\%$
test_select_nested	0.1354ms	43.6036μs	22.9339 KOps/s	22.8750 KOps/s	$\color{#35bf28}+0.26\%$
test_exclude_nested	0.1010ms	61.9920μs	16.1311 KOps/s	15.7729 KOps/s	$\color{#35bf28}+2.27\%$
test_empty[True]	0.3946ms	0.2938ms	3.4042 KOps/s	3.3700 KOps/s	$\color{#35bf28}+1.01\%$
test_empty[False]	3.5950μs	0.8281μs	1.2077 MOps/s	1.1889 MOps/s	$\color{#35bf28}+1.57\%$
test_to	85.3510μs	54.3566μs	18.3970 KOps/s	17.3075 KOps/s	$\textbf{\color{#35bf28}+6.29\%}$
test_to_nonblocking	0.1965ms	46.4467μs	21.5301 KOps/s	21.9680 KOps/s	$\color{#d91a1a}-1.99\%$
test_unbind_speed	0.2699ms	0.2431ms	4.1129 KOps/s	4.1974 KOps/s	$\color{#d91a1a}-2.01\%$
test_unbind_speed_stack0	0.3789ms	0.2380ms	4.2008 KOps/s	4.2683 KOps/s	$\color{#d91a1a}-1.58\%$
test_unbind_speed_stack1	0.1040s	0.7278ms	1.3740 KOps/s	1.3685 KOps/s	$\color{#35bf28}+0.40\%$
test_split	1.6023ms	1.4738ms	678.5128 Ops/s	628.8453 Ops/s	$\textbf{\color{#35bf28}+7.90\%}$
test_chunk	0.1038s	1.8041ms	554.2990 Ops/s	623.6865 Ops/s	$\textbf{\color{#d91a1a}-11.13\%}$
test_consolidate[False-None]	3.1765ms	2.6816ms	372.9133 Ops/s	371.2272 Ops/s	$\color{#35bf28}+0.45\%$
test_consolidate[default-None]	1.8554ms	1.7264ms	579.2408 Ops/s	586.7769 Ops/s	$\color{#d91a1a}-1.28\%$
test_consolidate[reduce-overhead-None]	1.9076ms	1.7495ms	571.5841 Ops/s	572.9154 Ops/s	$\color{#d91a1a}-0.23\%$
test_consolidate_njt[False-None]	7.0733ms	6.5374ms	152.9650 Ops/s	106.8957 Ops/s	$\textbf{\color{#35bf28}+43.10\%}$
test_to[False-False-None]	0.3283s	2.2053ms	453.4439 Ops/s	602.7278 Ops/s	$\textbf{\color{#d91a1a}-24.77\%}$
test_to[True-False-None]	1.5004ms	1.3128ms	761.7025 Ops/s	748.2362 Ops/s	$\color{#35bf28}+1.80\%$
test_to[within-False-None]	4.2741ms	4.0820ms	244.9761 Ops/s	237.9109 Ops/s	$\color{#35bf28}+2.97\%$
test_to[True-default-None]	5.4376ms	5.1816ms	192.9920 Ops/s	186.9728 Ops/s	$\color{#35bf28}+3.22\%$
test_to_njt[False-False-None]	7.0994ms	6.7885ms	147.3085 Ops/s	137.6355 Ops/s	$\textbf{\color{#35bf28}+7.03\%}$
test_to_njt[True-False-None]	5.8592ms	5.5482ms	180.2389 Ops/s	170.1395 Ops/s	$\textbf{\color{#35bf28}+5.94\%}$
test_to_njt[within-False-None]	12.7214ms	12.4262ms	80.4752 Ops/s	80.6149 Ops/s	$\color{#d91a1a}-0.17\%$
test_creation[device0]	0.4604ms	81.0372μs	12.3400 KOps/s	12.4446 KOps/s	$\color{#d91a1a}-0.84\%$
test_creation_from_tensor	0.5300ms	84.0601μs	11.8962 KOps/s	11.9669 KOps/s	$\color{#d91a1a}-0.59\%$
test_add_one[memmap_tensor0]	0.2265ms	6.2665μs	159.5795 KOps/s	161.8172 KOps/s	$\color{#d91a1a}-1.38\%$
test_contiguous[memmap_tensor0]	2.0941μs	0.4654μs	2.1487 MOps/s	2.3351 MOps/s	$\textbf{\color{#d91a1a}-7.98\%}$
test_stack[memmap_tensor0]	0.1503ms	4.5838μs	218.1595 KOps/s	226.9568 KOps/s	$\color{#d91a1a}-3.88\%$
test_memmaptd_index	1.9222ms	0.2436ms	4.1048 KOps/s	4.1517 KOps/s	$\color{#d91a1a}-1.13\%$
test_memmaptd_index_astensor	0.4398ms	0.3015ms	3.3172 KOps/s	3.3349 KOps/s	$\color{#d91a1a}-0.53\%$
test_memmaptd_index_op	0.6641ms	0.5294ms	1.8888 KOps/s	1.6970 KOps/s	$\textbf{\color{#35bf28}+11.30\%}$
test_serialize_model	0.1325s	0.1308s	7.6424 Ops/s	7.6459 Ops/s	$\color{#d91a1a}-0.05\%$
test_serialize_model_pickle	1.3470s	1.1909s	0.8397 Ops/s	0.8238 Ops/s	$\color{#35bf28}+1.93\%$
test_serialize_weights	0.1321s	0.1302s	7.6793 Ops/s	7.6829 Ops/s	$\color{#d91a1a}-0.05\%$
test_serialize_weights_returnearly	0.4004s	64.3888ms	15.5306 Ops/s	14.1959 Ops/s	$\textbf{\color{#35bf28}+9.40\%}$
test_serialize_weights_pickle	1.3768s	1.2238s	0.8171 Ops/s	0.8204 Ops/s	$\color{#d91a1a}-0.40\%$
test_reshape_pytree	85.8810μs	22.4938μs	44.4568 KOps/s	44.8777 KOps/s	$\color{#d91a1a}-0.94\%$
test_reshape_td	0.1981ms	27.2913μs	36.6417 KOps/s	36.7647 KOps/s	$\color{#d91a1a}-0.33\%$
test_view_pytree	0.1823ms	22.1382μs	45.1709 KOps/s	45.7035 KOps/s	$\color{#d91a1a}-1.17\%$
test_view_td	0.1761ms	30.4162μs	32.8772 KOps/s	30.8426 KOps/s	$\textbf{\color{#35bf28}+6.60\%}$
test_unbind_pytree	0.1851ms	27.2728μs	36.6666 KOps/s	35.9689 KOps/s	$\color{#35bf28}+1.94\%$
test_unbind_td	0.5642ms	36.4439μs	27.4394 KOps/s	27.6511 KOps/s	$\color{#d91a1a}-0.77\%$
test_split_pytree	0.1533ms	30.2141μs	33.0971 KOps/s	33.4747 KOps/s	$\color{#d91a1a}-1.13\%$
test_split_td	0.7565ms	39.2163μs	25.4996 KOps/s	25.5891 KOps/s	$\color{#d91a1a}-0.35\%$
test_add_pytree	0.2331ms	31.6634μs	31.5822 KOps/s	30.3381 KOps/s	$\color{#35bf28}+4.10\%$
test_add_td	0.2104ms	41.8778μs	23.8790 KOps/s	19.7922 KOps/s	$\textbf{\color{#35bf28}+20.65\%}$
test_compile_add_one_nested[tensordict-compile]	0.2744ms	0.1210ms	8.2662 KOps/s	7.8169 KOps/s	$\textbf{\color{#35bf28}+5.75\%}$
test_compile_add_one_nested[tensordict-eager]	0.2983ms	0.1300ms	7.6951 KOps/s	7.6435 KOps/s	$\color{#35bf28}+0.68\%$
test_compile_add_one_nested[pytree-compile]	0.2461ms	96.2670μs	10.3878 KOps/s	10.2420 KOps/s	$\color{#35bf28}+1.42\%$
test_compile_add_one_nested[pytree-eager]	1.0725ms	0.1443ms	6.9303 KOps/s	6.8979 KOps/s	$\color{#35bf28}+0.47\%$
test_compile_copy_nested[tensordict-compile]	0.1623ms	24.2608μs	41.2188 KOps/s	43.5089 KOps/s	$\textbf{\color{#d91a1a}-5.26\%}$
test_compile_copy_nested[tensordict-eager]	0.1729ms	29.9826μs	33.3527 KOps/s	33.6286 KOps/s	$\color{#d91a1a}-0.82\%$
test_compile_copy_nested[pytree-compile]	0.3830ms	64.4850μs	15.5075 KOps/s	15.3648 KOps/s	$\color{#35bf28}+0.93\%$
test_compile_copy_nested[pytree-eager]	0.1503ms	49.1111μs	20.3620 KOps/s	20.2680 KOps/s	$\color{#35bf28}+0.46\%$
test_compile_add_one_flat[tensordict-compile]	0.3035ms	0.1431ms	6.9897 KOps/s	7.0858 KOps/s	$\color{#d91a1a}-1.36\%$
test_compile_add_one_flat[tensordict-eager]	0.4028ms	0.2164ms	4.6202 KOps/s	4.6552 KOps/s	$\color{#d91a1a}-0.75\%$
test_compile_add_one_flat[tensorclass-compile]	0.2619ms	0.1057ms	9.4583 KOps/s	10.3373 KOps/s	$\textbf{\color{#d91a1a}-8.50\%}$
test_compile_add_one_flat[tensorclass-eager]	0.2166ms	57.3166μs	17.4470 KOps/s	17.4561 KOps/s	$\color{#d91a1a}-0.05\%$
test_compile_add_one_flat[pytree-compile]	0.2865ms	0.1415ms	7.0654 KOps/s	7.4503 KOps/s	$\textbf{\color{#d91a1a}-5.17\%}$
test_compile_add_one_flat[pytree-eager]	0.6742ms	0.4705ms	2.1252 KOps/s	2.1524 KOps/s	$\color{#d91a1a}-1.27\%$
test_compile_add_self_flat[tensordict-eager]	0.4274ms	0.2658ms	3.7629 KOps/s	3.8891 KOps/s	$\color{#d91a1a}-3.24\%$
test_compile_add_self_flat[tensordict-compile]	0.3532ms	0.1479ms	6.7599 KOps/s	7.1256 KOps/s	$\textbf{\color{#d91a1a}-5.13\%}$
test_compile_add_self_flat[tensorclass-eager]	0.2850ms	69.4916μs	14.3902 KOps/s	14.7459 KOps/s	$\color{#d91a1a}-2.41\%$
test_compile_add_self_flat[tensorclass-compile]	0.2922ms	0.1040ms	9.6118 KOps/s	10.2553 KOps/s	$\textbf{\color{#d91a1a}-6.28\%}$
test_compile_add_self_flat[pytree-eager]	0.5949ms	0.3980ms	2.5127 KOps/s	2.5731 KOps/s	$\color{#d91a1a}-2.35\%$
test_compile_add_self_flat[pytree-compile]	0.2925ms	0.1419ms	7.0471 KOps/s	7.5981 KOps/s	$\textbf{\color{#d91a1a}-7.25\%}$
test_compile_copy_flat[tensordict-compile]	0.1707ms	18.4188μs	54.2925 KOps/s	56.3553 KOps/s	$\color{#d91a1a}-3.66\%$
test_compile_copy_flat[tensordict-eager]	75.9320μs	31.2321μs	32.0183 KOps/s	31.9595 KOps/s	$\color{#35bf28}+0.18\%$
test_compile_copy_flat[pytree-compile]	0.2154ms	70.2447μs	14.2360 KOps/s	14.0035 KOps/s	$\color{#35bf28}+1.66\%$
test_compile_copy_flat[pytree-eager]	0.1444ms	51.3154μs	19.4873 KOps/s	19.1807 KOps/s	$\color{#35bf28}+1.60\%$
test_compile_assign_and_add[tensordict-compile]	1.6708ms	0.3981ms	2.5122 KOps/s	2.1964 KOps/s	$\textbf{\color{#35bf28}+14.38\%}$
test_compile_assign_and_add[tensordict-eager]	2.9946ms	2.5407ms	393.5899 Ops/s	398.9089 Ops/s	$\color{#d91a1a}-1.33\%$
test_compile_assign_and_add[pytree-compile]	1.6467ms	0.4469ms	2.2376 KOps/s	2.2890 KOps/s	$\color{#d91a1a}-2.25\%$
test_compile_assign_and_add[pytree-eager]	2.9260ms	2.5348ms	394.5100 Ops/s	394.5627 Ops/s	$\color{#d91a1a}-0.01\%$
test_compile_indexing[tensor-tensordict-compile]	0.5539ms	0.1100ms	9.0879 KOps/s	8.6686 KOps/s	$\color{#35bf28}+4.84\%$
test_compile_indexing[tensor-tensordict-eager]	0.5630ms	76.4597μs	13.0788 KOps/s	12.3022 KOps/s	$\textbf{\color{#35bf28}+6.31\%}$
test_compile_indexing[tensor-tensorclass-compile]	0.7775ms	0.1037ms	9.6420 KOps/s	9.2876 KOps/s	$\color{#35bf28}+3.82\%$
test_compile_indexing[tensor-tensorclass-eager]	0.4638ms	64.7747μs	15.4381 KOps/s	14.4648 KOps/s	$\textbf{\color{#35bf28}+6.73\%}$
test_compile_indexing[tensor-pytree-compile]	0.5308ms	0.1067ms	9.3698 KOps/s	9.1714 KOps/s	$\color{#35bf28}+2.16\%$
test_compile_indexing[tensor-pytree-eager]	0.4903ms	67.4838μs	14.8184 KOps/s	14.4521 KOps/s	$\color{#35bf28}+2.53\%$
test_compile_indexing[slice-tensordict-compile]	0.5252ms	0.1029ms	9.7176 KOps/s	9.9295 KOps/s	$\color{#d91a1a}-2.13\%$
test_compile_indexing[slice-tensordict-eager]	0.4161ms	17.3015μs	57.7985 KOps/s	58.1223 KOps/s	$\color{#d91a1a}-0.56\%$
test_compile_indexing[slice-tensorclass-compile]	0.2591ms	95.2835μs	10.4950 KOps/s	10.3779 KOps/s	$\color{#35bf28}+1.13\%$
test_compile_indexing[slice-tensorclass-eager]	0.4337ms	15.5707μs	64.2231 KOps/s	63.4361 KOps/s	$\color{#35bf28}+1.24\%$
test_compile_indexing[slice-pytree-compile]	0.5021ms	97.4876μs	10.2577 KOps/s	10.2916 KOps/s	$\color{#d91a1a}-0.33\%$
test_compile_indexing[slice-pytree-eager]	0.4099ms	15.6393μs	63.9417 KOps/s	63.6234 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_indexing[int-tensordict-compile]	0.5074ms	0.1054ms	9.4915 KOps/s	9.8981 KOps/s	$\color{#d91a1a}-4.11\%$
test_compile_indexing[int-tensordict-eager]	0.5921ms	16.8020μs	59.5166 KOps/s	58.9018 KOps/s	$\color{#35bf28}+1.04\%$
test_compile_indexing[int-tensorclass-compile]	0.5246ms	99.1672μs	10.0840 KOps/s	10.3321 KOps/s	$\color{#d91a1a}-2.40\%$
test_compile_indexing[int-tensorclass-eager]	0.4174ms	15.5666μs	64.2402 KOps/s	64.5744 KOps/s	$\color{#d91a1a}-0.52\%$
test_compile_indexing[int-pytree-compile]	0.5028ms	97.2839μs	10.2792 KOps/s	10.3556 KOps/s	$\color{#d91a1a}-0.74\%$
test_compile_indexing[int-pytree-eager]	0.4328ms	18.4452μs	54.2148 KOps/s	63.9858 KOps/s	$\textbf{\color{#d91a1a}-15.27\%}$
test_mod_add[eager]	0.4440ms	36.4856μs	27.4080 KOps/s	25.1952 KOps/s	$\textbf{\color{#35bf28}+8.78\%}$
test_mod_add[compile]	0.4860ms	80.2764μs	12.4570 KOps/s	12.3893 KOps/s	$\color{#35bf28}+0.55\%$
test_mod_add[compile-overhead]	0.3287ms	0.1915ms	5.2220 KOps/s	5.5423 KOps/s	$\textbf{\color{#d91a1a}-5.78\%}$
test_mod_wrap[eager]	0.6496ms	0.2409ms	4.1511 KOps/s	4.0432 KOps/s	$\color{#35bf28}+2.67\%$
test_mod_wrap[compile]	0.4501ms	0.2813ms	3.5543 KOps/s	3.5152 KOps/s	$\color{#35bf28}+1.11\%$
test_mod_wrap[compile-overhead]	7.0198ms	3.7499ms	266.6731 Ops/s	270.5030 Ops/s	$\color{#d91a1a}-1.42\%$
test_mod_wrap_and_backward[eager]	1.6327ms	1.4379ms	695.4624 Ops/s	706.4862 Ops/s	$\color{#d91a1a}-1.56\%$
test_mod_wrap_and_backward[compile]	1.5319ms	1.3565ms	737.2017 Ops/s	742.4789 Ops/s	$\color{#d91a1a}-0.71\%$
test_mod_wrap_and_backward[compile-overhead]	1.4844ms	0.9385ms	1.0655 KOps/s	1.0686 KOps/s	$\color{#d91a1a}-0.29\%$
test_seq_add[eager]	0.3180ms	0.1130ms	8.8502 KOps/s	8.5873 KOps/s	$\color{#35bf28}+3.06\%$
test_seq_add[compile]	0.2609ms	88.5577μs	11.2921 KOps/s	11.2690 KOps/s	$\color{#35bf28}+0.20\%$
test_seq_add[compile-overhead]	0.3041ms	0.1284ms	7.7856 KOps/s	7.6898 KOps/s	$\color{#35bf28}+1.25\%$
test_seq_wrap[eager]	0.5919ms	0.4071ms	2.4567 KOps/s	2.3617 KOps/s	$\color{#35bf28}+4.02\%$
test_seq_wrap[compile]	0.4646ms	0.2961ms	3.3768 KOps/s	3.2204 KOps/s	$\color{#35bf28}+4.86\%$
test_seq_wrap[compile-overhead]	0.3925ms	0.2247ms	4.4494 KOps/s	4.4173 KOps/s	$\color{#35bf28}+0.73\%$
test_func_call_runtime[False-eager]	0.8810ms	0.7038ms	1.4209 KOps/s	1.3960 KOps/s	$\color{#35bf28}+1.79\%$
test_func_call_runtime[False-compile]	1.0019ms	0.7478ms	1.3372 KOps/s	1.3446 KOps/s	$\color{#d91a1a}-0.55\%$
test_func_call_runtime[False-compile-overhead]	0.5060ms	0.3644ms	2.7441 KOps/s	2.7290 KOps/s	$\color{#35bf28}+0.55\%$
test_func_call_runtime[True-eager]	1.0863ms	0.8837ms	1.1316 KOps/s	1.1477 KOps/s	$\color{#d91a1a}-1.41\%$
test_func_call_runtime[True-compile]	0.9706ms	0.7661ms	1.3053 KOps/s	1.3131 KOps/s	$\color{#d91a1a}-0.59\%$
test_func_call_runtime[True-compile-overhead]	0.5126ms	0.3854ms	2.5945 KOps/s	2.5981 KOps/s	$\color{#d91a1a}-0.14\%$
test_func_call_cm_runtime[False-eager]	0.8899ms	0.7052ms	1.4181 KOps/s	1.3280 KOps/s	$\textbf{\color{#35bf28}+6.78\%}$
test_func_call_cm_runtime[False-compile]	0.9231ms	0.7476ms	1.3375 KOps/s	1.3520 KOps/s	$\color{#d91a1a}-1.07\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5531ms	0.3682ms	2.7158 KOps/s	2.7261 KOps/s	$\color{#d91a1a}-0.38\%$
test_func_call_cm_runtime[True-eager]	1.1878ms	0.9899ms	1.0102 KOps/s	1.0297 KOps/s	$\color{#d91a1a}-1.90\%$
test_func_call_cm_runtime[True-compile]	1.1395ms	0.9617ms	1.0398 KOps/s	1.0400 KOps/s	$\color{#d91a1a}-0.01\%$
test_func_call_cm_runtime[True-compile-overhead]	1.1150ms	0.9558ms	1.0462 KOps/s	1.0410 KOps/s	$\color{#35bf28}+0.50\%$
test_vmap_func_call_cm_runtime[eager]	2.4441ms	2.0229ms	494.3329 Ops/s	495.5169 Ops/s	$\color{#d91a1a}-0.24\%$
test_vmap_func_call_cm_runtime[compile]	1.0046ms	0.8176ms	1.2231 KOps/s	1.2121 KOps/s	$\color{#35bf28}+0.90\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5671ms	0.4181ms	2.3915 KOps/s	2.3660 KOps/s	$\color{#35bf28}+1.08\%$
test_distributed	5.4416ms	0.2222ms	4.5013 KOps/s	7.4311 KOps/s	$\textbf{\color{#d91a1a}-39.43\%}$
test_tdmodule	55.6810μs	18.3737μs	54.4256 KOps/s	45.5289 KOps/s	$\textbf{\color{#35bf28}+19.54\%}$
test_tdmodule_dispatch	0.1622ms	33.2196μs	30.1027 KOps/s	26.3342 KOps/s	$\textbf{\color{#35bf28}+14.31\%}$
test_tdseq	40.7810μs	19.8491μs	50.3800 KOps/s	45.7360 KOps/s	$\textbf{\color{#35bf28}+10.15\%}$
test_tdseq_dispatch	0.1211ms	37.0455μs	26.9938 KOps/s	24.2692 KOps/s	$\textbf{\color{#35bf28}+11.23\%}$
test_instantiation_functorch	1.7174ms	1.5418ms	648.5952 Ops/s	647.7303 Ops/s	$\color{#35bf28}+0.13\%$
test_exec_functorch	0.3464ms	0.1407ms	7.1088 KOps/s	7.0309 KOps/s	$\color{#35bf28}+1.11\%$
test_exec_functional_call	0.3146ms	0.1295ms	7.7239 KOps/s	7.6060 KOps/s	$\color{#35bf28}+1.55\%$
test_exec_td_decorator	0.3869ms	0.1812ms	5.5186 KOps/s	5.4296 KOps/s	$\color{#35bf28}+1.64\%$
test_vmap_mlp_speed_decorator[True-True]	0.8277ms	0.6587ms	1.5182 KOps/s	1.5051 KOps/s	$\color{#35bf28}+0.87\%$
test_vmap_mlp_speed_decorator[True-False]	0.8298ms	0.6608ms	1.5134 KOps/s	1.4932 KOps/s	$\color{#35bf28}+1.35\%$
test_vmap_mlp_speed_decorator[False-True]	0.7384ms	0.5743ms	1.7411 KOps/s	1.7403 KOps/s	$\color{#35bf28}+0.05\%$
test_vmap_mlp_speed_decorator[False-False]	0.7688ms	0.5742ms	1.7417 KOps/s	1.7491 KOps/s	$\color{#d91a1a}-0.42\%$
test_vmap_transformer_speed_decorator[True-True]	18.7637ms	18.4827ms	54.1045 Ops/s	54.0444 Ops/s	$\color{#35bf28}+0.11\%$
test_vmap_transformer_speed_decorator[True-False]	19.5438ms	18.6291ms	53.6794 Ops/s	54.3141 Ops/s	$\color{#d91a1a}-1.17\%$
test_vmap_transformer_speed_decorator[False-True]	19.3319ms	18.4292ms	54.2618 Ops/s	54.8432 Ops/s	$\color{#d91a1a}-1.06\%$
test_vmap_transformer_speed_decorator[False-False]	19.4312ms	18.5507ms	53.9062 Ops/s	54.6281 Ops/s	$\color{#d91a1a}-1.32\%$
test_to_module_speed[True]	1.0843ms	0.9614ms	1.0401 KOps/s	1.0470 KOps/s	$\color{#d91a1a}-0.66\%$
test_to_module_speed[False]	1.4265ms	0.9535ms	1.0487 KOps/s	1.0584 KOps/s	$\color{#d91a1a}-0.91\%$
test_tc_init	0.1089ms	35.3577μs	28.2824 KOps/s	27.1504 KOps/s	$\color{#35bf28}+4.17\%$
test_tc_init_nested	99.9220μs	69.7618μs	14.3345 KOps/s	13.5579 KOps/s	$\textbf{\color{#35bf28}+5.73\%}$
test_tc_first_layer_tensor	29.5200μs	0.8299μs	1.2049 MOps/s	1.2122 MOps/s	$\color{#d91a1a}-0.60\%$
test_tc_first_layer_nontensor	25.0710μs	2.2700μs	440.5212 KOps/s	436.9573 KOps/s	$\color{#35bf28}+0.82\%$
test_tc_second_layer_tensor	10.5303μs	1.4324μs	698.1272 KOps/s	698.2298 KOps/s	$\color{#d91a1a}-0.01\%$
test_tc_second_layer_nontensor	26.0300μs	3.0084μs	332.4081 KOps/s	332.8712 KOps/s	$\color{#d91a1a}-0.14\%$
test_unbind	0.2465s	10.7915ms	92.6657 Ops/s	142.4595 Ops/s	$\textbf{\color{#d91a1a}-34.95\%}$
test_full_like	11.9676ms	10.4247ms	95.9262 Ops/s	94.0270 Ops/s	$\color{#35bf28}+2.02\%$
test_zeros_like	5.1306ms	4.6014ms	217.3268 Ops/s	215.9141 Ops/s	$\color{#35bf28}+0.65\%$
test_ones_like	5.5506ms	4.7100ms	212.3121 Ops/s	213.5197 Ops/s	$\color{#d91a1a}-0.57\%$
test_clone	13.1741ms	10.0183ms	99.8172 Ops/s	131.2426 Ops/s	$\textbf{\color{#d91a1a}-23.94\%}$
test_squeeze	0.1003ms	9.6537μs	103.5875 KOps/s	105.9075 KOps/s	$\color{#d91a1a}-2.19\%$
test_unsqueeze	0.2196ms	72.3016μs	13.8309 KOps/s	14.1280 KOps/s	$\color{#d91a1a}-2.10\%$
test_split	0.2713ms	0.1573ms	6.3577 KOps/s	6.4115 KOps/s	$\color{#d91a1a}-0.84\%$
test_permute	0.3021ms	0.1733ms	5.7700 KOps/s	5.7062 KOps/s	$\color{#35bf28}+1.12\%$
test_stack	53.9251ms	51.7830ms	19.3113 Ops/s	18.6483 Ops/s	$\color{#35bf28}+3.56\%$
test_cat	54.5988ms	52.4317ms	19.0724 Ops/s	19.1286 Ops/s	$\color{#d91a1a}-0.29\%$