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[CI] MacOS tests on 3.12 #1494

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@vmoens vmoens commented Dec 18, 2025

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@meta-cla meta-cla bot added the CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. label Dec 18, 2025
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 233. Improved: $\large\color{#35bf28}19$. Worsened: $\large\color{#d91a1a}5$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 37.7610μs 14.3531μs 69.6714 KOps/s 70.3965 KOps/s $\color{#d91a1a}-1.03\%$
test_plain_set_stack_nested 39.3210μs 14.7590μs 67.7554 KOps/s 69.2923 KOps/s $\color{#d91a1a}-2.22\%$
test_plain_set_nested_inplace 77.2010μs 16.0083μs 62.4674 KOps/s 63.2571 KOps/s $\color{#d91a1a}-1.25\%$
test_plain_set_stack_nested_inplace 46.2610μs 15.8539μs 63.0761 KOps/s 62.8456 KOps/s $\color{#35bf28}+0.37\%$
test_items 29.1210μs 5.5489μs 180.2167 KOps/s 178.0220 KOps/s $\color{#35bf28}+1.23\%$
test_items_nested 0.5576ms 0.5094ms 1.9629 KOps/s 1.9124 KOps/s $\color{#35bf28}+2.64\%$
test_items_nested_locked 0.6601ms 0.5131ms 1.9490 KOps/s 1.9206 KOps/s $\color{#35bf28}+1.48\%$
test_items_nested_leaf 0.1284ms 90.8966μs 11.0015 KOps/s 11.0206 KOps/s $\color{#d91a1a}-0.17\%$
test_items_stack_nested 0.7245ms 0.5122ms 1.9523 KOps/s 1.9242 KOps/s $\color{#35bf28}+1.46\%$
test_items_stack_nested_leaf 0.1329ms 92.0365μs 10.8653 KOps/s 10.9437 KOps/s $\color{#d91a1a}-0.72\%$
test_items_stack_nested_locked 0.5820ms 0.5056ms 1.9778 KOps/s 1.9253 KOps/s $\color{#35bf28}+2.73\%$
test_keys 43.2310μs 4.0695μs 245.7300 KOps/s 243.1115 KOps/s $\color{#35bf28}+1.08\%$
test_keys_nested 0.1746ms 0.1141ms 8.7636 KOps/s 8.5824 KOps/s $\color{#35bf28}+2.11\%$
test_keys_nested_locked 2.1835ms 0.1250ms 8.0015 KOps/s 7.9158 KOps/s $\color{#35bf28}+1.08\%$
test_keys_nested_leaf 0.1558ms 0.1058ms 9.4499 KOps/s 9.2991 KOps/s $\color{#35bf28}+1.62\%$
test_keys_stack_nested 0.1850ms 0.1154ms 8.6687 KOps/s 8.5972 KOps/s $\color{#35bf28}+0.83\%$
test_keys_stack_nested_leaf 0.1538ms 0.1063ms 9.4075 KOps/s 9.3066 KOps/s $\color{#35bf28}+1.08\%$
test_keys_stack_nested_locked 0.1677ms 0.1249ms 8.0093 KOps/s 7.9471 KOps/s $\color{#35bf28}+0.78\%$
test_values 5.6582μs 0.9922μs 1.0078 MOps/s 998.3309 KOps/s $\color{#35bf28}+0.95\%$
test_values_nested 75.1610μs 45.9424μs 21.7664 KOps/s 21.5633 KOps/s $\color{#35bf28}+0.94\%$
test_values_nested_locked 92.6910μs 49.3771μs 20.2523 KOps/s 20.1539 KOps/s $\color{#35bf28}+0.49\%$
test_values_nested_leaf 98.5320μs 52.1449μs 19.1773 KOps/s 19.0797 KOps/s $\color{#35bf28}+0.51\%$
test_values_stack_nested 88.1020μs 46.2016μs 21.6443 KOps/s 21.4628 KOps/s $\color{#35bf28}+0.85\%$
test_values_stack_nested_leaf 95.4610μs 52.2412μs 19.1420 KOps/s 19.0692 KOps/s $\color{#35bf28}+0.38\%$
test_values_stack_nested_locked 77.4920μs 48.9272μs 20.4385 KOps/s 20.2378 KOps/s $\color{#35bf28}+0.99\%$
test_membership 11.2835μs 0.8117μs 1.2320 MOps/s 1.2572 MOps/s $\color{#d91a1a}-2.00\%$
test_membership_nested 65.3010μs 2.9764μs 335.9726 KOps/s 338.1028 KOps/s $\color{#d91a1a}-0.63\%$
test_membership_nested_leaf 27.5000μs 2.9664μs 337.1040 KOps/s 334.6422 KOps/s $\color{#35bf28}+0.74\%$
test_membership_stacked_nested 43.2810μs 2.9038μs 344.3736 KOps/s 338.3314 KOps/s $\color{#35bf28}+1.79\%$
test_membership_stacked_nested_leaf 35.3510μs 2.9521μs 338.7448 KOps/s 332.8824 KOps/s $\color{#35bf28}+1.76\%$
test_membership_nested_last 31.8310μs 4.3083μs 232.1075 KOps/s 230.6187 KOps/s $\color{#35bf28}+0.65\%$
test_membership_nested_leaf_last 28.9610μs 4.3442μs 230.1911 KOps/s 228.8243 KOps/s $\color{#35bf28}+0.60\%$
test_membership_stacked_nested_last 47.1100μs 4.3055μs 232.2619 KOps/s 228.0550 KOps/s $\color{#35bf28}+1.84\%$
test_membership_stacked_nested_leaf_last 34.3800μs 4.3284μs 231.0304 KOps/s 229.5229 KOps/s $\color{#35bf28}+0.66\%$
test_nested_getleaf 48.2410μs 20.3603μs 49.1153 KOps/s 48.5081 KOps/s $\color{#35bf28}+1.25\%$
test_nested_get 47.8310μs 19.1356μs 52.2587 KOps/s 51.1976 KOps/s $\color{#35bf28}+2.07\%$
test_stacked_getleaf 39.6710μs 20.2430μs 49.3998 KOps/s 48.8942 KOps/s $\color{#35bf28}+1.03\%$
test_stacked_get 60.6310μs 19.1442μs 52.2351 KOps/s 51.1710 KOps/s $\color{#35bf28}+2.08\%$
test_nested_getitemleaf 71.5710μs 20.5473μs 48.6683 KOps/s 47.7254 KOps/s $\color{#35bf28}+1.98\%$
test_nested_getitem 46.1110μs 19.3613μs 51.6495 KOps/s 50.3541 KOps/s $\color{#35bf28}+2.57\%$
test_stacked_getitemleaf 47.0500μs 20.7312μs 48.2365 KOps/s 47.6057 KOps/s $\color{#35bf28}+1.33\%$
test_stacked_getitem 48.8410μs 19.8696μs 50.3281 KOps/s 50.5152 KOps/s $\color{#d91a1a}-0.37\%$
test_lock_nested 0.5348ms 0.4466ms 2.2390 KOps/s 2.2140 KOps/s $\color{#35bf28}+1.13\%$
test_lock_stack_nested 0.5109ms 0.4527ms 2.2090 KOps/s 2.1965 KOps/s $\color{#35bf28}+0.57\%$
test_unlock_nested 0.4382ms 0.3639ms 2.7484 KOps/s 2.7648 KOps/s $\color{#d91a1a}-0.59\%$
test_unlock_stack_nested 0.3917ms 0.3616ms 2.7652 KOps/s 2.7372 KOps/s $\color{#35bf28}+1.02\%$
test_flatten_speed 0.1471ms 0.1174ms 8.5173 KOps/s 8.5606 KOps/s $\color{#d91a1a}-0.51\%$
test_unflatten_speed 0.6176ms 0.5621ms 1.7789 KOps/s 1.7711 KOps/s $\color{#35bf28}+0.44\%$
test_common_ops 0.8633ms 0.7227ms 1.3836 KOps/s 1.3742 KOps/s $\color{#35bf28}+0.69\%$
test_creation 72.2320μs 2.5704μs 389.0439 KOps/s 388.4780 KOps/s $\color{#35bf28}+0.15\%$
test_creation_empty 57.1910μs 8.5311μs 117.2186 KOps/s 115.5546 KOps/s $\color{#35bf28}+1.44\%$
test_creation_nested_1 32.9810μs 11.4917μs 87.0193 KOps/s 85.9518 KOps/s $\color{#35bf28}+1.24\%$
test_creation_nested_2 44.1600μs 15.3107μs 65.3139 KOps/s 65.0835 KOps/s $\color{#35bf28}+0.35\%$
test_clone 38.5100μs 12.6233μs 79.2186 KOps/s 75.7779 KOps/s $\color{#35bf28}+4.54\%$
test_getitem[int] 1.2087ms 13.5421μs 73.8440 KOps/s 73.1998 KOps/s $\color{#35bf28}+0.88\%$
test_getitem[slice_int] 0.1564ms 23.2258μs 43.0556 KOps/s 42.6190 KOps/s $\color{#35bf28}+1.02\%$
test_getitem[range] 0.1643ms 57.0528μs 17.5276 KOps/s 17.3089 KOps/s $\color{#35bf28}+1.26\%$
test_getitem[tuple] 0.1489ms 23.0777μs 43.3319 KOps/s 42.8121 KOps/s $\color{#35bf28}+1.21\%$
test_getitem[list] 0.1805ms 50.7363μs 19.7098 KOps/s 19.0895 KOps/s $\color{#35bf28}+3.25\%$
test_setitem_dim[int] 50.1610μs 23.1816μs 43.1377 KOps/s 41.4141 KOps/s $\color{#35bf28}+4.16\%$
test_setitem_dim[slice_int] 64.4710μs 42.2152μs 23.6882 KOps/s 22.8436 KOps/s $\color{#35bf28}+3.70\%$
test_setitem_dim[range] 0.1057ms 82.7032μs 12.0914 KOps/s 11.9357 KOps/s $\color{#35bf28}+1.31\%$
test_setitem_dim[tuple] 69.5910μs 39.5561μs 25.2805 KOps/s 24.3824 KOps/s $\color{#35bf28}+3.68\%$
test_setitem 58.6210μs 17.1806μs 58.2053 KOps/s 55.3227 KOps/s $\textbf{\color{#35bf28}+5.21\%}$
test_set 47.9910μs 16.3834μs 61.0374 KOps/s 58.4950 KOps/s $\color{#35bf28}+4.35\%$
test_set_shared 0.6379ms 0.2026ms 4.9359 KOps/s 4.8059 KOps/s $\color{#35bf28}+2.70\%$
test_update 0.2848ms 21.5771μs 46.3453 KOps/s 42.9185 KOps/s $\textbf{\color{#35bf28}+7.98\%}$
test_update_nested 68.5510μs 32.6767μs 30.6029 KOps/s 28.1451 KOps/s $\textbf{\color{#35bf28}+8.73\%}$
test_update__nested 0.4757ms 32.5435μs 30.7281 KOps/s 29.2111 KOps/s $\textbf{\color{#35bf28}+5.19\%}$
test_set_nested 54.9210μs 18.5048μs 54.0400 KOps/s 53.0542 KOps/s $\color{#35bf28}+1.86\%$
test_set_nested_new 59.2410μs 23.3405μs 42.8440 KOps/s 42.1765 KOps/s $\color{#35bf28}+1.58\%$
test_select 91.4910μs 40.3335μs 24.7933 KOps/s 24.8533 KOps/s $\color{#d91a1a}-0.24\%$
test_select_nested 0.1471ms 69.9706μs 14.2917 KOps/s 14.1301 KOps/s $\color{#35bf28}+1.14\%$
test_exclude_nested 0.1453ms 93.2079μs 10.7287 KOps/s 10.6439 KOps/s $\color{#35bf28}+0.80\%$
test_empty[True] 0.4750ms 0.4160ms 2.4038 KOps/s 2.3696 KOps/s $\color{#35bf28}+1.44\%$
test_empty[False] 7.8127μs 1.2682μs 788.5414 KOps/s 800.4181 KOps/s $\color{#d91a1a}-1.48\%$
test_to 0.1055ms 71.6024μs 13.9660 KOps/s 13.6386 KOps/s $\color{#35bf28}+2.40\%$
test_to_nonblocking 0.1084ms 64.2870μs 15.5552 KOps/s 15.8320 KOps/s $\color{#d91a1a}-1.75\%$
test_unbind_speed 0.3423ms 0.3096ms 3.2304 KOps/s 3.2478 KOps/s $\color{#d91a1a}-0.54\%$
test_unbind_speed_stack0 0.3844ms 0.3056ms 3.2728 KOps/s 3.2930 KOps/s $\color{#d91a1a}-0.62\%$
test_unbind_speed_stack1 99.5315ms 0.9055ms 1.1044 KOps/s 1.2097 KOps/s $\textbf{\color{#d91a1a}-8.70\%}$
test_split 1.1721ms 1.1081ms 902.4719 Ops/s 686.1340 Ops/s $\textbf{\color{#35bf28}+31.53\%}$
test_chunk 99.1335ms 1.1686ms 855.6937 Ops/s 958.6752 Ops/s $\textbf{\color{#d91a1a}-10.74\%}$
test_consolidate[False-None] 3.7807ms 3.6930ms 270.7843 Ops/s 268.6169 Ops/s $\color{#35bf28}+0.81\%$
test_consolidate[default-None] 2.4290ms 1.9892ms 502.7216 Ops/s 485.1807 Ops/s $\color{#35bf28}+3.62\%$
test_consolidate[reduce-overhead-None] 1.9909ms 1.9108ms 523.3490 Ops/s 500.0905 Ops/s $\color{#35bf28}+4.65\%$
test_consolidate_njt[False-None] 9.0487ms 8.5696ms 116.6920 Ops/s 118.3143 Ops/s $\color{#d91a1a}-1.37\%$
test_to[False-False-None] 2.4964ms 2.0358ms 491.2100 Ops/s 485.6265 Ops/s $\color{#35bf28}+1.15\%$
test_to[True-False-None] 2.1531ms 1.7761ms 563.0223 Ops/s 555.3077 Ops/s $\color{#35bf28}+1.39\%$
test_to[within-False-None] 5.7926ms 5.5898ms 178.8983 Ops/s 179.2454 Ops/s $\color{#d91a1a}-0.19\%$
test_to[True-default-None] 12.1248ms 11.4794ms 87.1126 Ops/s 86.2423 Ops/s $\color{#35bf28}+1.01\%$
test_to_njt[False-False-None] 8.8532ms 8.3814ms 119.3115 Ops/s 118.9391 Ops/s $\color{#35bf28}+0.31\%$
test_to_njt[True-False-None] 7.6285ms 7.1269ms 140.3127 Ops/s 140.6494 Ops/s $\color{#d91a1a}-0.24\%$
test_to_njt[within-False-None] 16.4008ms 15.9220ms 62.8063 Ops/s 63.1791 Ops/s $\color{#d91a1a}-0.59\%$
test_creation[device0] 0.5445ms 0.1097ms 9.1128 KOps/s 9.3537 KOps/s $\color{#d91a1a}-2.57\%$
test_creation_from_tensor 0.4759ms 0.1140ms 8.7697 KOps/s 9.1823 KOps/s $\color{#d91a1a}-4.49\%$
test_add_one[memmap_tensor0] 0.4498ms 6.5067μs 153.6866 KOps/s 152.2709 KOps/s $\color{#35bf28}+0.93\%$
test_contiguous[memmap_tensor0] 0.4176ms 0.6343μs 1.5765 MOps/s 2.1475 MOps/s $\textbf{\color{#d91a1a}-26.59\%}$
test_stack[memmap_tensor0] 22.8600μs 4.5309μs 220.7049 KOps/s 222.8542 KOps/s $\color{#d91a1a}-0.96\%$
test_memmaptd_index 1.0293ms 0.2688ms 3.7203 KOps/s 3.7242 KOps/s $\color{#d91a1a}-0.10\%$
test_memmaptd_index_astensor 0.7940ms 0.3599ms 2.7784 KOps/s 2.8008 KOps/s $\color{#d91a1a}-0.80\%$
test_memmaptd_index_op 1.0114ms 0.6017ms 1.6619 KOps/s 1.6749 KOps/s $\color{#d91a1a}-0.78\%$
test_serialize_model 0.1353s 0.1333s 7.5002 Ops/s 7.4935 Ops/s $\color{#35bf28}+0.09\%$
test_serialize_model_pickle 1.3460s 1.2119s 0.8252 Ops/s 0.8423 Ops/s $\color{#d91a1a}-2.04\%$
test_serialize_weights 0.1336s 0.1326s 7.5427 Ops/s 7.5419 Ops/s $\color{#35bf28}+0.01\%$
test_serialize_weights_returnearly 0.3999s 67.6429ms 14.7835 Ops/s 12.2043 Ops/s $\textbf{\color{#35bf28}+21.13\%}$
test_serialize_weights_pickle 1.3902s 1.2178s 0.8212 Ops/s 0.8318 Ops/s $\color{#d91a1a}-1.28\%$
test_reshape_pytree 0.3802ms 31.5517μs 31.6940 KOps/s 30.5869 KOps/s $\color{#35bf28}+3.62\%$
test_reshape_td 61.9810μs 36.3425μs 27.5160 KOps/s 27.1456 KOps/s $\color{#35bf28}+1.36\%$
test_view_pytree 0.2239ms 31.4531μs 31.7934 KOps/s 31.7518 KOps/s $\color{#35bf28}+0.13\%$
test_view_td 83.6710μs 43.4736μs 23.0025 KOps/s 22.2612 KOps/s $\color{#35bf28}+3.33\%$
test_unbind_pytree 0.2409ms 36.2058μs 27.6199 KOps/s 26.8931 KOps/s $\color{#35bf28}+2.70\%$
test_unbind_td 0.1732ms 46.6099μs 21.4547 KOps/s 21.2198 KOps/s $\color{#35bf28}+1.11\%$
test_split_pytree 0.2519ms 42.0202μs 23.7981 KOps/s 23.2479 KOps/s $\color{#35bf28}+2.37\%$
test_split_td 0.1039ms 60.9354μs 16.4108 KOps/s 16.3093 KOps/s $\color{#35bf28}+0.62\%$
test_add_pytree 0.2354ms 42.5687μs 23.4915 KOps/s 23.2378 KOps/s $\color{#35bf28}+1.09\%$
test_add_td 94.2820μs 51.9977μs 19.2316 KOps/s 18.9947 KOps/s $\color{#35bf28}+1.25\%$
test_compile_add_one_nested[tensordict-compile] 0.3272ms 0.1799ms 5.5574 KOps/s 5.6696 KOps/s $\color{#d91a1a}-1.98\%$
test_compile_add_one_nested[tensordict-eager] 0.4127ms 0.1864ms 5.3659 KOps/s 5.3511 KOps/s $\color{#35bf28}+0.28\%$
test_compile_add_one_nested[pytree-compile] 0.4686ms 0.1479ms 6.7616 KOps/s 6.2727 KOps/s $\textbf{\color{#35bf28}+7.79\%}$
test_compile_add_one_nested[pytree-eager] 0.4353ms 0.1820ms 5.4953 KOps/s 5.4947 KOps/s $\color{#35bf28}+0.01\%$
test_compile_copy_nested[tensordict-compile] 0.1431ms 26.8378μs 37.2608 KOps/s 36.4688 KOps/s $\color{#35bf28}+2.17\%$
test_compile_copy_nested[tensordict-eager] 0.1130ms 50.2118μs 19.9156 KOps/s 20.0900 KOps/s $\color{#d91a1a}-0.87\%$
test_compile_copy_nested[pytree-compile] 0.1843ms 13.8158μs 72.3811 KOps/s 66.2307 KOps/s $\textbf{\color{#35bf28}+9.29\%}$
test_compile_copy_nested[pytree-eager] 0.3859ms 71.9208μs 13.9042 KOps/s 13.8924 KOps/s $\color{#35bf28}+0.08\%$
test_compile_add_one_flat[tensordict-compile] 0.2948ms 0.2018ms 4.9553 KOps/s 4.5908 KOps/s $\textbf{\color{#35bf28}+7.94\%}$
test_compile_add_one_flat[tensordict-eager] 0.3180ms 0.2562ms 3.9025 KOps/s 3.8361 KOps/s $\color{#35bf28}+1.73\%$
test_compile_add_one_flat[tensorclass-compile] 0.2245ms 0.1494ms 6.6951 KOps/s 6.3751 KOps/s $\textbf{\color{#35bf28}+5.02\%}$
test_compile_add_one_flat[tensorclass-eager] 0.1173ms 70.1650μs 14.2521 KOps/s 13.9851 KOps/s $\color{#35bf28}+1.91\%$
test_compile_add_one_flat[pytree-compile] 0.2575ms 0.1975ms 5.0639 KOps/s 4.8095 KOps/s $\textbf{\color{#35bf28}+5.29\%}$
test_compile_add_one_flat[pytree-eager] 0.7831ms 0.5334ms 1.8746 KOps/s 1.8682 KOps/s $\color{#35bf28}+0.34\%$
test_compile_add_self_flat[tensordict-eager] 0.4878ms 0.3081ms 3.2461 KOps/s 3.2103 KOps/s $\color{#35bf28}+1.12\%$
test_compile_add_self_flat[tensordict-compile] 0.2480ms 0.2029ms 4.9283 KOps/s 4.6929 KOps/s $\textbf{\color{#35bf28}+5.02\%}$
test_compile_add_self_flat[tensorclass-eager] 0.1908ms 84.6795μs 11.8092 KOps/s 11.6650 KOps/s $\color{#35bf28}+1.24\%$
test_compile_add_self_flat[tensorclass-compile] 0.2083ms 0.1507ms 6.6367 KOps/s 6.3651 KOps/s $\color{#35bf28}+4.27\%$
test_compile_add_self_flat[pytree-eager] 0.6608ms 0.4470ms 2.2369 KOps/s 2.2098 KOps/s $\color{#35bf28}+1.23\%$
test_compile_add_self_flat[pytree-compile] 0.2712ms 0.2002ms 4.9938 KOps/s 4.9128 KOps/s $\color{#35bf28}+1.65\%$
test_compile_copy_flat[tensordict-compile] 0.4162ms 23.6246μs 42.3288 KOps/s 40.6426 KOps/s $\color{#35bf28}+4.15\%$
test_compile_copy_flat[tensordict-eager] 72.1910μs 40.4444μs 24.7253 KOps/s 25.4645 KOps/s $\color{#d91a1a}-2.90\%$
test_compile_copy_flat[pytree-compile] 56.5910μs 19.4527μs 51.4067 KOps/s 44.7337 KOps/s $\textbf{\color{#35bf28}+14.92\%}$
test_compile_copy_flat[pytree-eager] 0.3642ms 66.6788μs 14.9973 KOps/s 14.8967 KOps/s $\color{#35bf28}+0.68\%$
test_compile_assign_and_add[tensordict-compile] 1.9685ms 0.2062ms 4.8490 KOps/s 4.8143 KOps/s $\color{#35bf28}+0.72\%$
test_compile_assign_and_add[tensordict-eager] 3.4380ms 3.2531ms 307.3969 Ops/s 311.0039 Ops/s $\color{#d91a1a}-1.16\%$
test_compile_assign_and_add[pytree-compile] 1.9568ms 0.2031ms 4.9226 KOps/s 4.9016 KOps/s $\color{#35bf28}+0.43\%$
test_compile_assign_and_add[pytree-eager] 3.0186ms 2.9029ms 344.4830 Ops/s 345.0529 Ops/s $\color{#d91a1a}-0.17\%$
test_compile_indexing[tensor-tensordict-compile] 0.3649ms 0.1392ms 7.1816 KOps/s 7.0705 KOps/s $\color{#35bf28}+1.57\%$
test_compile_indexing[tensor-tensordict-eager] 0.3319ms 65.2088μs 15.3354 KOps/s 15.4514 KOps/s $\color{#d91a1a}-0.75\%$
test_compile_indexing[tensor-tensorclass-compile] 0.2347ms 0.1329ms 7.5267 KOps/s 7.3921 KOps/s $\color{#35bf28}+1.82\%$
test_compile_indexing[tensor-tensorclass-eager] 0.2418ms 45.9062μs 21.7836 KOps/s 21.9629 KOps/s $\color{#d91a1a}-0.82\%$
test_compile_indexing[tensor-pytree-compile] 0.1836ms 0.1333ms 7.5002 KOps/s 7.3461 KOps/s $\color{#35bf28}+2.10\%$
test_compile_indexing[tensor-pytree-eager] 0.2427ms 45.4692μs 21.9929 KOps/s 21.9952 KOps/s $\color{#d91a1a}-0.01\%$
test_compile_indexing[slice-tensordict-compile] 0.2461ms 83.9087μs 11.9177 KOps/s 11.7556 KOps/s $\color{#35bf28}+1.38\%$
test_compile_indexing[slice-tensordict-eager] 0.2105ms 25.5904μs 39.0771 KOps/s 38.4507 KOps/s $\color{#35bf28}+1.63\%$
test_compile_indexing[slice-tensorclass-compile] 0.1628ms 78.7076μs 12.7053 KOps/s 12.5168 KOps/s $\color{#35bf28}+1.51\%$
test_compile_indexing[slice-tensorclass-eager] 0.2275ms 22.5081μs 44.4285 KOps/s 43.0327 KOps/s $\color{#35bf28}+3.24\%$
test_compile_indexing[slice-pytree-compile] 0.1226ms 79.3507μs 12.6023 KOps/s 12.4257 KOps/s $\color{#35bf28}+1.42\%$
test_compile_indexing[slice-pytree-eager] 0.2304ms 22.4678μs 44.5081 KOps/s 43.3241 KOps/s $\color{#35bf28}+2.73\%$
test_compile_indexing[int-tensordict-compile] 0.1315ms 84.7170μs 11.8040 KOps/s 11.6510 KOps/s $\color{#35bf28}+1.31\%$
test_compile_indexing[int-tensordict-eager] 0.2103ms 25.6052μs 39.0546 KOps/s 38.6531 KOps/s $\color{#35bf28}+1.04\%$
test_compile_indexing[int-tensorclass-compile] 0.1255ms 79.0570μs 12.6491 KOps/s 12.3714 KOps/s $\color{#35bf28}+2.24\%$
test_compile_indexing[int-tensorclass-eager] 0.2164ms 22.4533μs 44.5370 KOps/s 43.3658 KOps/s $\color{#35bf28}+2.70\%$
test_compile_indexing[int-pytree-compile] 0.1336ms 79.9878μs 12.5019 KOps/s 12.3838 KOps/s $\color{#35bf28}+0.95\%$
test_compile_indexing[int-pytree-eager] 0.2781ms 22.5204μs 44.4041 KOps/s 43.2300 KOps/s $\color{#35bf28}+2.72\%$
test_mod_add[eager] 98.4010μs 51.3991μs 19.4556 KOps/s 19.7696 KOps/s $\color{#d91a1a}-1.59\%$
test_mod_add[compile] 0.1946ms 0.1482ms 6.7498 KOps/s 6.6699 KOps/s $\color{#35bf28}+1.20\%$
test_mod_add[compile-overhead] 0.2788ms 0.1924ms 5.1982 KOps/s 5.1431 KOps/s $\color{#35bf28}+1.07\%$
test_mod_wrap[eager] 0.3819ms 0.3063ms 3.2647 KOps/s 3.3155 KOps/s $\color{#d91a1a}-1.53\%$
test_mod_wrap[compile] 0.5036ms 0.3928ms 2.5457 KOps/s 2.5540 KOps/s $\color{#d91a1a}-0.33\%$
test_mod_wrap[compile-overhead] 7.4898ms 3.9952ms 250.2994 Ops/s 255.6882 Ops/s $\color{#d91a1a}-2.11\%$
test_mod_wrap_and_backward[eager] 1.9407ms 1.5539ms 643.5337 Ops/s 587.4016 Ops/s $\textbf{\color{#35bf28}+9.56\%}$
test_mod_wrap_and_backward[compile] 1.7031ms 1.5841ms 631.2698 Ops/s 630.7823 Ops/s $\color{#35bf28}+0.08\%$
test_mod_wrap_and_backward[compile-overhead] 1.3063ms 0.9617ms 1.0399 KOps/s 1.0291 KOps/s $\color{#35bf28}+1.04\%$
test_seq_add[eager] 0.5804ms 0.1593ms 6.2776 KOps/s 6.4050 KOps/s $\color{#d91a1a}-1.99\%$
test_seq_add[compile] 0.6554ms 0.1581ms 6.3244 KOps/s 6.3306 KOps/s $\color{#d91a1a}-0.10\%$
test_seq_add[compile-overhead] 0.3128ms 0.2103ms 4.7557 KOps/s 5.0185 KOps/s $\textbf{\color{#d91a1a}-5.24\%}$
test_seq_wrap[eager] 0.6896ms 0.5701ms 1.7542 KOps/s 1.8891 KOps/s $\textbf{\color{#d91a1a}-7.14\%}$
test_seq_wrap[compile] 0.5461ms 0.4274ms 2.3397 KOps/s 2.4612 KOps/s $\color{#d91a1a}-4.94\%$
test_seq_wrap[compile-overhead] 0.7158ms 0.3041ms 3.2884 KOps/s 3.2671 KOps/s $\color{#35bf28}+0.65\%$
test_func_call_runtime[False-eager] 1.3380ms 0.8811ms 1.1349 KOps/s 1.1515 KOps/s $\color{#d91a1a}-1.44\%$
test_func_call_runtime[False-compile] 1.4673ms 0.9280ms 1.0776 KOps/s 1.0800 KOps/s $\color{#d91a1a}-0.22\%$
test_func_call_runtime[False-compile-overhead] 0.6045ms 0.4815ms 2.0770 KOps/s 2.0928 KOps/s $\color{#d91a1a}-0.75\%$
test_func_call_runtime[True-eager] 1.3058ms 1.1141ms 897.6094 Ops/s 902.7760 Ops/s $\color{#d91a1a}-0.57\%$
test_func_call_runtime[True-compile] 1.0969ms 0.9426ms 1.0609 KOps/s 1.0544 KOps/s $\color{#35bf28}+0.62\%$
test_func_call_runtime[True-compile-overhead] 0.5671ms 0.4987ms 2.0053 KOps/s 1.9878 KOps/s $\color{#35bf28}+0.88\%$
test_func_call_cm_runtime[False-eager] 1.0115ms 0.8912ms 1.1221 KOps/s 1.1494 KOps/s $\color{#d91a1a}-2.38\%$
test_func_call_cm_runtime[False-compile] 1.0187ms 0.9285ms 1.0771 KOps/s 1.0336 KOps/s $\color{#35bf28}+4.20\%$
test_func_call_cm_runtime[False-compile-overhead] 0.6534ms 0.4845ms 2.0639 KOps/s 2.0772 KOps/s $\color{#d91a1a}-0.64\%$
test_func_call_cm_runtime[True-eager] 1.4493ms 1.2483ms 801.0771 Ops/s 804.0398 Ops/s $\color{#d91a1a}-0.37\%$
test_func_call_cm_runtime[True-compile] 1.1026ms 0.9885ms 1.0116 KOps/s 1.0215 KOps/s $\color{#d91a1a}-0.96\%$
test_func_call_cm_runtime[True-compile-overhead] 0.5940ms 0.5362ms 1.8648 KOps/s 1.8564 KOps/s $\color{#35bf28}+0.46\%$
test_vmap_func_call_cm_runtime[eager] 2.8187ms 2.3421ms 426.9610 Ops/s 418.9674 Ops/s $\color{#35bf28}+1.91\%$
test_vmap_func_call_cm_runtime[compile] 1.0641ms 0.9951ms 1.0050 KOps/s 1.0111 KOps/s $\color{#d91a1a}-0.61\%$
test_vmap_func_call_cm_runtime[compile-overhead] 0.5835ms 0.5306ms 1.8848 KOps/s 1.8753 KOps/s $\color{#35bf28}+0.50\%$
test_distributed 0.8395ms 0.1535ms 6.5130 KOps/s 6.4651 KOps/s $\color{#35bf28}+0.74\%$
test_tdmodule 45.8100μs 26.8004μs 37.3129 KOps/s 36.0510 KOps/s $\color{#35bf28}+3.50\%$
test_tdmodule_dispatch 75.5510μs 46.0778μs 21.7024 KOps/s 20.9933 KOps/s $\color{#35bf28}+3.38\%$
test_tdseq 48.4210μs 26.4247μs 37.8434 KOps/s 38.2083 KOps/s $\color{#d91a1a}-0.96\%$
test_tdseq_dispatch 70.5810μs 49.6157μs 20.1549 KOps/s 20.1809 KOps/s $\color{#d91a1a}-0.13\%$
test_instantiation_functorch 2.0616ms 1.9884ms 502.9141 Ops/s 507.0151 Ops/s $\color{#d91a1a}-0.81\%$
test_exec_functorch 0.2253ms 0.1765ms 5.6663 KOps/s 5.6006 KOps/s $\color{#35bf28}+1.17\%$
test_exec_functional_call 0.2089ms 0.1586ms 6.3068 KOps/s 6.3610 KOps/s $\color{#d91a1a}-0.85\%$
test_exec_td_decorator 0.4434ms 0.2324ms 4.3030 KOps/s 4.3353 KOps/s $\color{#d91a1a}-0.74\%$
test_vmap_mlp_speed_decorator[True-True] 0.9887ms 0.7985ms 1.2523 KOps/s 1.2645 KOps/s $\color{#d91a1a}-0.97\%$
test_vmap_mlp_speed_decorator[True-False] 1.0011ms 0.7970ms 1.2547 KOps/s 1.2602 KOps/s $\color{#d91a1a}-0.43\%$
test_vmap_mlp_speed_decorator[False-True] 0.8836ms 0.6869ms 1.4559 KOps/s 1.4676 KOps/s $\color{#d91a1a}-0.80\%$
test_vmap_mlp_speed_decorator[False-False] 0.8319ms 0.6848ms 1.4603 KOps/s 1.4690 KOps/s $\color{#d91a1a}-0.59\%$
test_vmap_transformer_speed_decorator[True-True] 20.6462ms 20.5166ms 48.7411 Ops/s 48.7294 Ops/s $\color{#35bf28}+0.02\%$
test_vmap_transformer_speed_decorator[True-False] 21.1887ms 20.5395ms 48.6867 Ops/s 48.6452 Ops/s $\color{#35bf28}+0.09\%$
test_vmap_transformer_speed_decorator[False-True] 21.0078ms 20.3327ms 49.1818 Ops/s 49.1970 Ops/s $\color{#d91a1a}-0.03\%$
test_vmap_transformer_speed_decorator[False-False] 20.4759ms 20.3441ms 49.1542 Ops/s 49.1753 Ops/s $\color{#d91a1a}-0.04\%$
test_to_module_speed[True] 1.4878ms 1.4093ms 709.5694 Ops/s 709.8788 Ops/s $\color{#d91a1a}-0.04\%$
test_to_module_speed[False] 1.4854ms 1.3850ms 722.0025 Ops/s 723.3665 Ops/s $\color{#d91a1a}-0.19\%$
test_tc_init 79.2010μs 49.7817μs 20.0877 KOps/s 20.0206 KOps/s $\color{#35bf28}+0.33\%$
test_tc_init_tensor_only 36.4810μs 14.4214μs 69.3412 KOps/s 71.1863 KOps/s $\color{#d91a1a}-2.59\%$
test_tc_init_nested 0.1422ms 0.1005ms 9.9542 KOps/s 10.1533 KOps/s $\color{#d91a1a}-1.96\%$
test_tc_first_layer_tensor 25.1300μs 1.6906μs 591.4912 KOps/s 600.0769 KOps/s $\color{#d91a1a}-1.43\%$
test_tc_first_layer_tensor_only 3.1571μs 0.6478μs 1.5436 MOps/s 1.5622 MOps/s $\color{#d91a1a}-1.19\%$
test_tc_first_layer_tensor_set 36.6810μs 3.9412μs 253.7286 KOps/s 255.7710 KOps/s $\color{#d91a1a}-0.80\%$
test_tc_first_layer_tensor_only_set 35.3810μs 2.9359μs 340.6099 KOps/s 348.6504 KOps/s $\color{#d91a1a}-2.31\%$
test_tc_first_layer_nontensor 40.1810μs 5.6524μs 176.9167 KOps/s 177.2748 KOps/s $\color{#d91a1a}-0.20\%$
test_tc_second_layer_tensor 25.3510μs 4.0470μs 247.0971 KOps/s 249.7451 KOps/s $\color{#d91a1a}-1.06\%$
test_tc_second_layer_nontensor 47.7310μs 7.9916μs 125.1320 KOps/s 125.0927 KOps/s $\color{#35bf28}+0.03\%$
test_unbind 0.2572s 13.0833ms 76.4336 Ops/s 67.0412 Ops/s $\textbf{\color{#35bf28}+14.01\%}$
test_full_like 5.5609ms 4.3048ms 232.2981 Ops/s 59.3366 Ops/s $\textbf{\color{#35bf28}+291.49\%}$
test_zeros_like 4.4923ms 4.3690ms 228.8827 Ops/s 59.5699 Ops/s $\textbf{\color{#35bf28}+284.23\%}$
test_ones_like 4.5886ms 4.3889ms 227.8486 Ops/s 60.0703 Ops/s $\textbf{\color{#35bf28}+279.30\%}$
test_clone 6.7734ms 6.5294ms 153.1523 Ops/s 56.3420 Ops/s $\textbf{\color{#35bf28}+171.83\%}$
test_squeeze 0.1711ms 13.4989μs 74.0803 KOps/s 74.6943 KOps/s $\color{#d91a1a}-0.82\%$
test_unsqueeze 0.2594ms 0.1062ms 9.4184 KOps/s 9.5009 KOps/s $\color{#d91a1a}-0.87\%$
test_split 0.2310ms 0.1766ms 5.6614 KOps/s 5.5866 KOps/s $\color{#35bf28}+1.34\%$
test_permute 0.2546ms 0.1986ms 5.0357 KOps/s 5.0320 KOps/s $\color{#35bf28}+0.07\%$
test_stack 51.8125ms 51.4710ms 19.4284 Ops/s 19.4487 Ops/s $\color{#d91a1a}-0.10\%$
test_cat 51.8291ms 51.4438ms 19.4387 Ops/s 19.4184 Ops/s $\color{#35bf28}+0.10\%$

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

Total Benchmarks: 233. Improved: $\large\color{#35bf28}20$. Worsened: $\large\color{#d91a1a}5$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 31.7010μs 14.9746μs 66.7799 KOps/s 67.0173 KOps/s $\color{#d91a1a}-0.35\%$
test_plain_set_stack_nested 39.1210μs 15.3018μs 65.3517 KOps/s 66.5049 KOps/s $\color{#d91a1a}-1.73\%$
test_plain_set_nested_inplace 45.4910μs 16.5784μs 60.3196 KOps/s 59.5189 KOps/s $\color{#35bf28}+1.35\%$
test_plain_set_stack_nested_inplace 45.1910μs 16.8148μs 59.4715 KOps/s 59.7780 KOps/s $\color{#d91a1a}-0.51\%$
test_items 31.3900μs 5.8585μs 170.6909 KOps/s 164.9835 KOps/s $\color{#35bf28}+3.46\%$
test_items_nested 0.5807ms 0.5340ms 1.8726 KOps/s 1.8599 KOps/s $\color{#35bf28}+0.68\%$
test_items_nested_locked 0.6154ms 0.5424ms 1.8437 KOps/s 1.8456 KOps/s $\color{#d91a1a}-0.10\%$
test_items_nested_leaf 0.1341ms 95.9895μs 10.4178 KOps/s 10.4044 KOps/s $\color{#35bf28}+0.13\%$
test_items_stack_nested 0.5890ms 0.5303ms 1.8856 KOps/s 1.8900 KOps/s $\color{#d91a1a}-0.23\%$
test_items_stack_nested_leaf 0.1287ms 97.4601μs 10.2606 KOps/s 10.6119 KOps/s $\color{#d91a1a}-3.31\%$
test_items_stack_nested_locked 0.5889ms 0.5405ms 1.8501 KOps/s 1.8473 KOps/s $\color{#35bf28}+0.15\%$
test_keys 29.9600μs 4.2185μs 237.0493 KOps/s 235.3205 KOps/s $\color{#35bf28}+0.73\%$
test_keys_nested 0.1627ms 0.1197ms 8.3575 KOps/s 8.3361 KOps/s $\color{#35bf28}+0.26\%$
test_keys_nested_locked 2.1496ms 0.1295ms 7.7210 KOps/s 7.7282 KOps/s $\color{#d91a1a}-0.09\%$
test_keys_nested_leaf 0.1658ms 0.1110ms 9.0100 KOps/s 9.0372 KOps/s $\color{#d91a1a}-0.30\%$
test_keys_stack_nested 0.1667ms 0.1211ms 8.2550 KOps/s 8.3555 KOps/s $\color{#d91a1a}-1.20\%$
test_keys_stack_nested_leaf 0.1436ms 0.1109ms 9.0147 KOps/s 9.0750 KOps/s $\color{#d91a1a}-0.66\%$
test_keys_stack_nested_locked 0.1757ms 0.1296ms 7.7170 KOps/s 7.8918 KOps/s $\color{#d91a1a}-2.21\%$
test_values 6.9582μs 1.0179μs 982.3950 KOps/s 981.8793 KOps/s $\color{#35bf28}+0.05\%$
test_values_nested 83.9130μs 48.0550μs 20.8095 KOps/s 20.8230 KOps/s $\color{#d91a1a}-0.06\%$
test_values_nested_locked 79.0820μs 50.9579μs 19.6241 KOps/s 19.5061 KOps/s $\color{#35bf28}+0.60\%$
test_values_nested_leaf 84.6720μs 54.2068μs 18.4479 KOps/s 18.4730 KOps/s $\color{#d91a1a}-0.14\%$
test_values_stack_nested 82.8120μs 47.9742μs 20.8446 KOps/s 21.0657 KOps/s $\color{#d91a1a}-1.05\%$
test_values_stack_nested_leaf 91.2220μs 54.3773μs 18.3900 KOps/s 18.3403 KOps/s $\color{#35bf28}+0.27\%$
test_values_stack_nested_locked 84.8820μs 50.9867μs 19.6130 KOps/s 19.6415 KOps/s $\color{#d91a1a}-0.15\%$
test_membership 5.0835μs 0.8510μs 1.1751 MOps/s 1.1677 MOps/s $\color{#35bf28}+0.63\%$
test_membership_nested 37.1710μs 3.1722μs 315.2380 KOps/s 316.5651 KOps/s $\color{#d91a1a}-0.42\%$
test_membership_nested_leaf 30.0410μs 3.1493μs 317.5328 KOps/s 317.0283 KOps/s $\color{#35bf28}+0.16\%$
test_membership_stacked_nested 29.5210μs 3.1948μs 313.0052 KOps/s 315.9360 KOps/s $\color{#d91a1a}-0.93\%$
test_membership_stacked_nested_leaf 35.4810μs 3.1663μs 315.8305 KOps/s 314.6942 KOps/s $\color{#35bf28}+0.36\%$
test_membership_nested_last 31.0210μs 4.5956μs 217.5983 KOps/s 216.5488 KOps/s $\color{#35bf28}+0.48\%$
test_membership_nested_leaf_last 52.0910μs 4.6465μs 215.2155 KOps/s 214.8825 KOps/s $\color{#35bf28}+0.16\%$
test_membership_stacked_nested_last 29.7810μs 4.5876μs 217.9781 KOps/s 217.4376 KOps/s $\color{#35bf28}+0.25\%$
test_membership_stacked_nested_leaf_last 36.7610μs 4.6193μs 216.4845 KOps/s 215.3930 KOps/s $\color{#35bf28}+0.51\%$
test_nested_getleaf 44.4410μs 21.4190μs 46.6875 KOps/s 46.0710 KOps/s $\color{#35bf28}+1.34\%$
test_nested_get 42.0310μs 20.5011μs 48.7780 KOps/s 48.9338 KOps/s $\color{#d91a1a}-0.32\%$
test_stacked_getleaf 67.4110μs 21.7194μs 46.0418 KOps/s 47.1502 KOps/s $\color{#d91a1a}-2.35\%$
test_stacked_get 42.3710μs 20.6434μs 48.4416 KOps/s 48.6043 KOps/s $\color{#d91a1a}-0.33\%$
test_nested_getitemleaf 55.8120μs 22.1195μs 45.2090 KOps/s 44.5709 KOps/s $\color{#35bf28}+1.43\%$
test_nested_getitem 68.1920μs 20.7951μs 48.0882 KOps/s 46.6847 KOps/s $\color{#35bf28}+3.01\%$
test_stacked_getitemleaf 47.2510μs 22.0634μs 45.3239 KOps/s 44.7565 KOps/s $\color{#35bf28}+1.27\%$
test_stacked_getitem 71.1220μs 20.5553μs 48.6493 KOps/s 46.1080 KOps/s $\textbf{\color{#35bf28}+5.51\%}$
test_lock_nested 0.5922ms 0.4700ms 2.1275 KOps/s 2.1225 KOps/s $\color{#35bf28}+0.24\%$
test_lock_stack_nested 0.5256ms 0.4757ms 2.1023 KOps/s 2.0890 KOps/s $\color{#35bf28}+0.64\%$
test_unlock_nested 0.4777ms 0.3842ms 2.6030 KOps/s 2.5854 KOps/s $\color{#35bf28}+0.68\%$
test_unlock_stack_nested 0.4282ms 0.3813ms 2.6225 KOps/s 2.5801 KOps/s $\color{#35bf28}+1.64\%$
test_flatten_speed 0.1636ms 0.1221ms 8.1890 KOps/s 8.2340 KOps/s $\color{#d91a1a}-0.55\%$
test_unflatten_speed 0.6958ms 0.5955ms 1.6794 KOps/s 1.6751 KOps/s $\color{#35bf28}+0.25\%$
test_common_ops 0.8854ms 0.7530ms 1.3280 KOps/s 1.3252 KOps/s $\color{#35bf28}+0.21\%$
test_creation 0.1060ms 2.7368μs 365.3898 KOps/s 366.6763 KOps/s $\color{#d91a1a}-0.35\%$
test_creation_empty 29.8310μs 9.0557μs 110.4280 KOps/s 109.9362 KOps/s $\color{#35bf28}+0.45\%$
test_creation_nested_1 36.9710μs 12.1884μs 82.0451 KOps/s 82.1385 KOps/s $\color{#d91a1a}-0.11\%$
test_creation_nested_2 40.2210μs 16.1642μs 61.8652 KOps/s 61.5259 KOps/s $\color{#35bf28}+0.55\%$
test_clone 59.6220μs 13.4006μs 74.6238 KOps/s 72.4033 KOps/s $\color{#35bf28}+3.07\%$
test_getitem[int] 1.1611ms 14.0791μs 71.0274 KOps/s 70.7793 KOps/s $\color{#35bf28}+0.35\%$
test_getitem[slice_int] 0.1396ms 24.6837μs 40.5125 KOps/s 40.4260 KOps/s $\color{#35bf28}+0.21\%$
test_getitem[range] 0.1740ms 59.3883μs 16.8383 KOps/s 16.7370 KOps/s $\color{#35bf28}+0.61\%$
test_getitem[tuple] 0.1461ms 24.2370μs 41.2592 KOps/s 40.5546 KOps/s $\color{#35bf28}+1.74\%$
test_getitem[list] 0.2289ms 53.4289μs 18.7165 KOps/s 18.5951 KOps/s $\color{#35bf28}+0.65\%$
test_setitem_dim[int] 42.6810μs 24.7174μs 40.4573 KOps/s 39.9520 KOps/s $\color{#35bf28}+1.26\%$
test_setitem_dim[slice_int] 82.5320μs 45.2412μs 22.1038 KOps/s 21.9788 KOps/s $\color{#35bf28}+0.57\%$
test_setitem_dim[range] 0.1249ms 87.0580μs 11.4866 KOps/s 11.5584 KOps/s $\color{#d91a1a}-0.62\%$
test_setitem_dim[tuple] 72.6120μs 41.2410μs 24.2477 KOps/s 23.6951 KOps/s $\color{#35bf28}+2.33\%$
test_setitem 54.6020μs 18.4564μs 54.1816 KOps/s 52.8188 KOps/s $\color{#35bf28}+2.58\%$
test_set 48.6410μs 17.6511μs 56.6537 KOps/s 54.8341 KOps/s $\color{#35bf28}+3.32\%$
test_set_shared 0.4942ms 0.2055ms 4.8672 KOps/s 4.8216 KOps/s $\color{#35bf28}+0.95\%$
test_update 0.1938ms 22.9962μs 43.4855 KOps/s 43.7730 KOps/s $\color{#d91a1a}-0.66\%$
test_update_nested 65.3810μs 34.9804μs 28.5874 KOps/s 27.8939 KOps/s $\color{#35bf28}+2.49\%$
test_update__nested 0.4702ms 34.2746μs 29.1761 KOps/s 27.6292 KOps/s $\textbf{\color{#35bf28}+5.60\%}$
test_set_nested 54.4810μs 19.5447μs 51.1647 KOps/s 49.9660 KOps/s $\color{#35bf28}+2.40\%$
test_set_nested_new 60.8020μs 24.8354μs 40.2651 KOps/s 39.8404 KOps/s $\color{#35bf28}+1.07\%$
test_select 72.4520μs 42.9285μs 23.2945 KOps/s 23.3333 KOps/s $\color{#d91a1a}-0.17\%$
test_select_nested 0.1052ms 75.0182μs 13.3301 KOps/s 13.5740 KOps/s $\color{#d91a1a}-1.80\%$
test_exclude_nested 0.1460ms 99.6140μs 10.0388 KOps/s 10.0740 KOps/s $\color{#d91a1a}-0.35\%$
test_empty[True] 0.5073ms 0.4439ms 2.2528 KOps/s 2.2864 KOps/s $\color{#d91a1a}-1.47\%$
test_empty[False] 8.5775μs 1.3212μs 756.8755 KOps/s 773.3547 KOps/s $\color{#d91a1a}-2.13\%$
test_to 0.1039ms 71.2405μs 14.0370 KOps/s 13.5993 KOps/s $\color{#35bf28}+3.22\%$
test_to_nonblocking 0.1068ms 65.2804μs 15.3185 KOps/s 15.1083 KOps/s $\color{#35bf28}+1.39\%$
test_unbind_speed 0.3617ms 0.3274ms 3.0543 KOps/s 3.0918 KOps/s $\color{#d91a1a}-1.21\%$
test_unbind_speed_stack0 0.3798ms 0.3229ms 3.0968 KOps/s 3.1247 KOps/s $\color{#d91a1a}-0.89\%$
test_unbind_speed_stack1 98.7278ms 0.8621ms 1.1600 KOps/s 1.1524 KOps/s $\color{#35bf28}+0.66\%$
test_split 98.4472ms 1.2852ms 778.0862 Ops/s 641.6221 Ops/s $\textbf{\color{#35bf28}+21.27\%}$
test_chunk 98.4405ms 1.2168ms 821.8410 Ops/s 911.1402 Ops/s $\textbf{\color{#d91a1a}-9.80\%}$
test_consolidate[False-None] 3.9602ms 3.8855ms 257.3660 Ops/s 255.9695 Ops/s $\color{#35bf28}+0.55\%$
test_consolidate[default-None] 2.2582ms 2.0582ms 485.8574 Ops/s 452.8836 Ops/s $\textbf{\color{#35bf28}+7.28\%}$
test_consolidate[reduce-overhead-None] 2.4107ms 1.9863ms 503.4440 Ops/s 472.8283 Ops/s $\textbf{\color{#35bf28}+6.48\%}$
test_consolidate_njt[False-None] 9.2565ms 8.8905ms 112.4792 Ops/s 111.3932 Ops/s $\color{#35bf28}+0.97\%$
test_to[False-False-None] 2.5179ms 2.0958ms 477.1530 Ops/s 472.7540 Ops/s $\color{#35bf28}+0.93\%$
test_to[True-False-None] 0.1731s 2.2336ms 447.7110 Ops/s 521.0770 Ops/s $\textbf{\color{#d91a1a}-14.08\%}$
test_to[within-False-None] 6.2323ms 5.8647ms 170.5110 Ops/s 170.1554 Ops/s $\color{#35bf28}+0.21\%$
test_to[True-default-None] 12.6188ms 12.0688ms 82.8583 Ops/s 81.1198 Ops/s $\color{#35bf28}+2.14\%$
test_to_njt[False-False-None] 9.0427ms 8.7058ms 114.8655 Ops/s 112.8306 Ops/s $\color{#35bf28}+1.80\%$
test_to_njt[True-False-None] 7.7648ms 7.4298ms 134.5936 Ops/s 132.6296 Ops/s $\color{#35bf28}+1.48\%$
test_to_njt[within-False-None] 16.6713ms 16.2492ms 61.5415 Ops/s 60.0803 Ops/s $\color{#35bf28}+2.43\%$
test_creation[device0] 0.3629ms 0.1131ms 8.8454 KOps/s 8.7503 KOps/s $\color{#35bf28}+1.09\%$
test_creation_from_tensor 0.3527ms 0.1139ms 8.7787 KOps/s 8.7775 KOps/s $\color{#35bf28}+0.01\%$
test_add_one[memmap_tensor0] 0.4245ms 6.8368μs 146.2681 KOps/s 136.5787 KOps/s $\textbf{\color{#35bf28}+7.09\%}$
test_contiguous[memmap_tensor0] 29.5910μs 0.7502μs 1.3330 MOps/s 2.0370 MOps/s $\textbf{\color{#d91a1a}-34.56\%}$
test_stack[memmap_tensor0] 26.5610μs 4.5884μs 217.9396 KOps/s 214.7511 KOps/s $\color{#35bf28}+1.48\%$
test_memmaptd_index 1.0243ms 0.2795ms 3.5773 KOps/s 3.4754 KOps/s $\color{#35bf28}+2.93\%$
test_memmaptd_index_astensor 0.8113ms 0.3752ms 2.6652 KOps/s 2.6192 KOps/s $\color{#35bf28}+1.76\%$
test_memmaptd_index_op 1.0556ms 0.6257ms 1.5983 KOps/s 1.5866 KOps/s $\color{#35bf28}+0.74\%$
test_serialize_model 0.1349s 0.1338s 7.4741 Ops/s 7.5184 Ops/s $\color{#d91a1a}-0.59\%$
test_serialize_model_pickle 1.3493s 1.2109s 0.8258 Ops/s 0.8355 Ops/s $\color{#d91a1a}-1.16\%$
test_serialize_weights 0.3034s 0.1578s 6.3383 Ops/s 7.5357 Ops/s $\textbf{\color{#d91a1a}-15.89\%}$
test_serialize_weights_returnearly 0.4204s 69.8042ms 14.3258 Ops/s 11.2891 Ops/s $\textbf{\color{#35bf28}+26.90\%}$
test_serialize_weights_pickle 1.3511s 1.1851s 0.8438 Ops/s 0.8202 Ops/s $\color{#35bf28}+2.88\%$
test_reshape_pytree 0.3730ms 33.5166μs 29.8359 KOps/s 29.7196 KOps/s $\color{#35bf28}+0.39\%$
test_reshape_td 65.0820μs 39.0359μs 25.6174 KOps/s 26.1398 KOps/s $\color{#d91a1a}-2.00\%$
test_view_pytree 0.2214ms 32.9967μs 30.3060 KOps/s 30.4573 KOps/s $\color{#d91a1a}-0.50\%$
test_view_td 0.1146ms 46.3865μs 21.5580 KOps/s 21.5685 KOps/s $\color{#d91a1a}-0.05\%$
test_unbind_pytree 0.2425ms 37.8610μs 26.4124 KOps/s 26.2699 KOps/s $\color{#35bf28}+0.54\%$
test_unbind_td 91.6530μs 48.6940μs 20.5364 KOps/s 20.3835 KOps/s $\color{#35bf28}+0.75\%$
test_split_pytree 0.2559ms 44.3133μs 22.5666 KOps/s 22.2485 KOps/s $\color{#35bf28}+1.43\%$
test_split_td 0.1451ms 65.4322μs 15.2830 KOps/s 14.9817 KOps/s $\color{#35bf28}+2.01\%$
test_add_pytree 0.2280ms 45.9193μs 21.7773 KOps/s 22.3749 KOps/s $\color{#d91a1a}-2.67\%$
test_add_td 0.1217ms 57.0127μs 17.5400 KOps/s 18.1858 KOps/s $\color{#d91a1a}-3.55\%$
test_compile_add_one_nested[tensordict-compile] 0.2899ms 0.1788ms 5.5941 KOps/s 5.2864 KOps/s $\textbf{\color{#35bf28}+5.82\%}$
test_compile_add_one_nested[tensordict-eager] 0.2806ms 0.1944ms 5.1437 KOps/s 5.1330 KOps/s $\color{#35bf28}+0.21\%$
test_compile_add_one_nested[pytree-compile] 0.4882ms 0.1499ms 6.6696 KOps/s 6.2600 KOps/s $\textbf{\color{#35bf28}+6.54\%}$
test_compile_add_one_nested[pytree-eager] 0.4379ms 0.1891ms 5.2870 KOps/s 5.2245 KOps/s $\color{#35bf28}+1.20\%$
test_compile_copy_nested[tensordict-compile] 0.1214ms 27.7038μs 36.0961 KOps/s 32.9895 KOps/s $\textbf{\color{#35bf28}+9.42\%}$
test_compile_copy_nested[tensordict-eager] 85.1420μs 53.1363μs 18.8195 KOps/s 18.8500 KOps/s $\color{#d91a1a}-0.16\%$
test_compile_copy_nested[pytree-compile] 0.1415ms 14.6622μs 68.2026 KOps/s 67.1996 KOps/s $\color{#35bf28}+1.49\%$
test_compile_copy_nested[pytree-eager] 0.4025ms 76.0520μs 13.1489 KOps/s 13.0719 KOps/s $\color{#35bf28}+0.59\%$
test_compile_add_one_flat[tensordict-compile] 0.2481ms 0.2067ms 4.8382 KOps/s 4.6242 KOps/s $\color{#35bf28}+4.63\%$
test_compile_add_one_flat[tensordict-eager] 0.3060ms 0.2627ms 3.8067 KOps/s 3.7975 KOps/s $\color{#35bf28}+0.24\%$
test_compile_add_one_flat[tensorclass-compile] 0.2076ms 0.1533ms 6.5224 KOps/s 6.3243 KOps/s $\color{#35bf28}+3.13\%$
test_compile_add_one_flat[tensorclass-eager] 0.1152ms 71.3627μs 14.0129 KOps/s 13.9184 KOps/s $\color{#35bf28}+0.68\%$
test_compile_add_one_flat[pytree-compile] 0.2502ms 0.2028ms 4.9304 KOps/s 4.7314 KOps/s $\color{#35bf28}+4.20\%$
test_compile_add_one_flat[pytree-eager] 0.8056ms 0.5492ms 1.8207 KOps/s 1.7900 KOps/s $\color{#35bf28}+1.72\%$
test_compile_add_self_flat[tensordict-eager] 0.3839ms 0.3171ms 3.1540 KOps/s 3.1487 KOps/s $\color{#35bf28}+0.17\%$
test_compile_add_self_flat[tensordict-compile] 0.2516ms 0.2098ms 4.7674 KOps/s 4.6019 KOps/s $\color{#35bf28}+3.59\%$
test_compile_add_self_flat[tensorclass-eager] 0.1341ms 87.9828μs 11.3659 KOps/s 11.3619 KOps/s $\color{#35bf28}+0.03\%$
test_compile_add_self_flat[tensorclass-compile] 0.2342ms 0.1565ms 6.3910 KOps/s 6.2353 KOps/s $\color{#35bf28}+2.50\%$
test_compile_add_self_flat[pytree-eager] 0.6856ms 0.4567ms 2.1894 KOps/s 2.1392 KOps/s $\color{#35bf28}+2.35\%$
test_compile_add_self_flat[pytree-compile] 0.2506ms 0.2036ms 4.9117 KOps/s 4.7601 KOps/s $\color{#35bf28}+3.18\%$
test_compile_copy_flat[tensordict-compile] 0.1301ms 24.2169μs 41.2934 KOps/s 40.7719 KOps/s $\color{#35bf28}+1.28\%$
test_compile_copy_flat[tensordict-eager] 73.5520μs 41.3914μs 24.1596 KOps/s 23.7967 KOps/s $\color{#35bf28}+1.52\%$
test_compile_copy_flat[pytree-compile] 0.1068ms 21.3382μs 46.8642 KOps/s 46.4816 KOps/s $\color{#35bf28}+0.82\%$
test_compile_copy_flat[pytree-eager] 0.3572ms 69.7631μs 14.3342 KOps/s 14.2696 KOps/s $\color{#35bf28}+0.45\%$
test_compile_assign_and_add[tensordict-compile] 2.0668ms 0.2107ms 4.7470 KOps/s 4.7022 KOps/s $\color{#35bf28}+0.95\%$
test_compile_assign_and_add[tensordict-eager] 3.5047ms 3.3210ms 301.1134 Ops/s 303.3430 Ops/s $\color{#d91a1a}-0.74\%$
test_compile_assign_and_add[pytree-compile] 2.0438ms 0.2083ms 4.8018 KOps/s 4.7411 KOps/s $\color{#35bf28}+1.28\%$
test_compile_assign_and_add[pytree-eager] 3.0896ms 2.9311ms 341.1652 Ops/s 339.3342 Ops/s $\color{#35bf28}+0.54\%$
test_compile_indexing[tensor-tensordict-compile] 0.2173ms 0.1429ms 6.9958 KOps/s 6.9269 KOps/s $\color{#35bf28}+0.99\%$
test_compile_indexing[tensor-tensordict-eager] 0.3005ms 67.4163μs 14.8332 KOps/s 14.8499 KOps/s $\color{#d91a1a}-0.11\%$
test_compile_indexing[tensor-tensorclass-compile] 0.2371ms 0.1380ms 7.2477 KOps/s 6.9857 KOps/s $\color{#35bf28}+3.75\%$
test_compile_indexing[tensor-tensorclass-eager] 0.2630ms 47.2799μs 21.1506 KOps/s 20.9767 KOps/s $\color{#35bf28}+0.83\%$
test_compile_indexing[tensor-pytree-compile] 0.1977ms 0.1379ms 7.2512 KOps/s 6.9298 KOps/s $\color{#35bf28}+4.64\%$
test_compile_indexing[tensor-pytree-eager] 0.2431ms 46.7359μs 21.3968 KOps/s 20.7801 KOps/s $\color{#35bf28}+2.97\%$
test_compile_indexing[slice-tensordict-compile] 0.2208ms 85.7144μs 11.6666 KOps/s 11.0382 KOps/s $\textbf{\color{#35bf28}+5.69\%}$
test_compile_indexing[slice-tensordict-eager] 0.2108ms 27.0155μs 37.0158 KOps/s 36.3769 KOps/s $\color{#35bf28}+1.76\%$
test_compile_indexing[slice-tensorclass-compile] 0.1822ms 80.7195μs 12.3886 KOps/s 11.9533 KOps/s $\color{#35bf28}+3.64\%$
test_compile_indexing[slice-tensorclass-eager] 0.2336ms 24.0251μs 41.6231 KOps/s 41.6552 KOps/s $\color{#d91a1a}-0.08\%$
test_compile_indexing[slice-pytree-compile] 0.1308ms 80.8781μs 12.3643 KOps/s 12.0453 KOps/s $\color{#35bf28}+2.65\%$
test_compile_indexing[slice-pytree-eager] 0.2471ms 23.7294μs 42.1418 KOps/s 42.0246 KOps/s $\color{#35bf28}+0.28\%$
test_compile_indexing[int-tensordict-compile] 0.1389ms 87.0653μs 11.4856 KOps/s 11.1520 KOps/s $\color{#35bf28}+2.99\%$
test_compile_indexing[int-tensordict-eager] 0.2077ms 26.6858μs 37.4731 KOps/s 37.1812 KOps/s $\color{#35bf28}+0.78\%$
test_compile_indexing[int-tensorclass-compile] 0.1312ms 80.9494μs 12.3534 KOps/s 11.7015 KOps/s $\textbf{\color{#35bf28}+5.57\%}$
test_compile_indexing[int-tensorclass-eager] 0.2362ms 23.6728μs 42.2425 KOps/s 41.6690 KOps/s $\color{#35bf28}+1.38\%$
test_compile_indexing[int-pytree-compile] 0.1252ms 80.9112μs 12.3592 KOps/s 11.6189 KOps/s $\textbf{\color{#35bf28}+6.37\%}$
test_compile_indexing[int-pytree-eager] 0.2291ms 23.7610μs 42.0859 KOps/s 41.7476 KOps/s $\color{#35bf28}+0.81\%$
test_mod_add[eager] 91.3230μs 52.1568μs 19.1729 KOps/s 18.8433 KOps/s $\color{#35bf28}+1.75\%$
test_mod_add[compile] 0.2375ms 0.1510ms 6.6237 KOps/s 6.4423 KOps/s $\color{#35bf28}+2.81\%$
test_mod_add[compile-overhead] 0.5750ms 0.1985ms 5.0371 KOps/s 5.0048 KOps/s $\color{#35bf28}+0.65\%$
test_mod_wrap[eager] 0.3953ms 0.3100ms 3.2260 KOps/s 3.0871 KOps/s $\color{#35bf28}+4.50\%$
test_mod_wrap[compile] 0.5511ms 0.4029ms 2.4822 KOps/s 2.4101 KOps/s $\color{#35bf28}+2.99\%$
test_mod_wrap[compile-overhead] 7.4749ms 3.9905ms 250.5947 Ops/s 290.5497 Ops/s $\textbf{\color{#d91a1a}-13.75\%}$
test_mod_wrap_and_backward[eager] 1.6974ms 1.5772ms 634.0210 Ops/s 596.2820 Ops/s $\textbf{\color{#35bf28}+6.33\%}$
test_mod_wrap_and_backward[compile] 1.7253ms 1.6294ms 613.7177 Ops/s 564.5481 Ops/s $\textbf{\color{#35bf28}+8.71\%}$
test_mod_wrap_and_backward[compile-overhead] 1.3575ms 0.9901ms 1.0100 KOps/s 893.3878 Ops/s $\textbf{\color{#35bf28}+13.05\%}$
test_seq_add[eager] 0.2181ms 0.1600ms 6.2493 KOps/s 6.2078 KOps/s $\color{#35bf28}+0.67\%$
test_seq_add[compile] 0.2620ms 0.1606ms 6.2259 KOps/s 6.0513 KOps/s $\color{#35bf28}+2.88\%$
test_seq_add[compile-overhead] 0.2649ms 0.2055ms 4.8667 KOps/s 4.8620 KOps/s $\color{#35bf28}+0.10\%$
test_seq_wrap[eager] 0.6302ms 0.5476ms 1.8263 KOps/s 1.7652 KOps/s $\color{#35bf28}+3.46\%$
test_seq_wrap[compile] 0.5429ms 0.4408ms 2.2687 KOps/s 2.3062 KOps/s $\color{#d91a1a}-1.63\%$
test_seq_wrap[compile-overhead] 0.3962ms 0.3218ms 3.1073 KOps/s 3.1568 KOps/s $\color{#d91a1a}-1.57\%$
test_func_call_runtime[False-eager] 0.9673ms 0.8889ms 1.1250 KOps/s 1.0604 KOps/s $\textbf{\color{#35bf28}+6.09\%}$
test_func_call_runtime[False-compile] 1.0386ms 0.9487ms 1.0541 KOps/s 1.0201 KOps/s $\color{#35bf28}+3.33\%$
test_func_call_runtime[False-compile-overhead] 0.5581ms 0.4980ms 2.0079 KOps/s 1.9853 KOps/s $\color{#35bf28}+1.14\%$
test_func_call_runtime[True-eager] 1.2694ms 1.1255ms 888.4896 Ops/s 862.3208 Ops/s $\color{#35bf28}+3.03\%$
test_func_call_runtime[True-compile] 1.1103ms 0.9703ms 1.0306 KOps/s 1.0004 KOps/s $\color{#35bf28}+3.03\%$
test_func_call_runtime[True-compile-overhead] 0.5694ms 0.5182ms 1.9296 KOps/s 1.8950 KOps/s $\color{#35bf28}+1.82\%$
test_func_call_cm_runtime[False-eager] 0.9521ms 0.8746ms 1.1434 KOps/s 1.0610 KOps/s $\textbf{\color{#35bf28}+7.76\%}$
test_func_call_cm_runtime[False-compile] 1.1010ms 0.9493ms 1.0534 KOps/s 1.0381 KOps/s $\color{#35bf28}+1.47\%$
test_func_call_cm_runtime[False-compile-overhead] 0.5773ms 0.5015ms 1.9942 KOps/s 1.9674 KOps/s $\color{#35bf28}+1.36\%$
test_func_call_cm_runtime[True-eager] 1.3756ms 1.2723ms 785.9772 Ops/s 753.9375 Ops/s $\color{#35bf28}+4.25\%$
test_func_call_cm_runtime[True-compile] 1.0981ms 1.0032ms 996.7925 Ops/s 990.1574 Ops/s $\color{#35bf28}+0.67\%$
test_func_call_cm_runtime[True-compile-overhead] 0.6129ms 0.5512ms 1.8141 KOps/s 1.7952 KOps/s $\color{#35bf28}+1.05\%$
test_vmap_func_call_cm_runtime[eager] 2.9053ms 2.3889ms 418.5991 Ops/s 411.5573 Ops/s $\color{#35bf28}+1.71\%$
test_vmap_func_call_cm_runtime[compile] 1.0751ms 1.0155ms 984.7486 Ops/s 976.0139 Ops/s $\color{#35bf28}+0.89\%$
test_vmap_func_call_cm_runtime[compile-overhead] 0.5995ms 0.5449ms 1.8353 KOps/s 1.8066 KOps/s $\color{#35bf28}+1.59\%$
test_distributed 0.4913ms 0.1549ms 6.4563 KOps/s 5.5989 KOps/s $\textbf{\color{#35bf28}+15.31\%}$
test_tdmodule 63.7520μs 27.7092μs 36.0890 KOps/s 35.6654 KOps/s $\color{#35bf28}+1.19\%$
test_tdmodule_dispatch 78.6520μs 48.4752μs 20.6291 KOps/s 20.5181 KOps/s $\color{#35bf28}+0.54\%$
test_tdseq 56.2710μs 26.9124μs 37.1577 KOps/s 36.8815 KOps/s $\color{#35bf28}+0.75\%$
test_tdseq_dispatch 70.5520μs 50.6320μs 19.7504 KOps/s 19.6316 KOps/s $\color{#35bf28}+0.60\%$
test_instantiation_functorch 2.5151ms 2.0910ms 478.2501 Ops/s 477.0532 Ops/s $\color{#35bf28}+0.25\%$
test_exec_functorch 0.2212ms 0.1854ms 5.3931 KOps/s 5.3533 KOps/s $\color{#35bf28}+0.74\%$
test_exec_functional_call 0.6026ms 0.1621ms 6.1686 KOps/s 6.0275 KOps/s $\color{#35bf28}+2.34\%$
test_exec_td_decorator 0.6784ms 0.2429ms 4.1166 KOps/s 4.0501 KOps/s $\color{#35bf28}+1.64\%$
test_vmap_mlp_speed_decorator[True-True] 1.2356ms 0.8164ms 1.2249 KOps/s 1.2146 KOps/s $\color{#35bf28}+0.84\%$
test_vmap_mlp_speed_decorator[True-False] 1.0096ms 0.8159ms 1.2257 KOps/s 1.2125 KOps/s $\color{#35bf28}+1.08\%$
test_vmap_mlp_speed_decorator[False-True] 1.1106ms 0.7027ms 1.4231 KOps/s 1.4100 KOps/s $\color{#35bf28}+0.93\%$
test_vmap_mlp_speed_decorator[False-False] 0.8584ms 0.7014ms 1.4257 KOps/s 1.4103 KOps/s $\color{#35bf28}+1.09\%$
test_vmap_transformer_speed_decorator[True-True] 21.3159ms 20.9232ms 47.7939 Ops/s 47.5614 Ops/s $\color{#35bf28}+0.49\%$
test_vmap_transformer_speed_decorator[True-False] 21.4034ms 20.9592ms 47.7117 Ops/s 47.4691 Ops/s $\color{#35bf28}+0.51\%$
test_vmap_transformer_speed_decorator[False-True] 21.1813ms 20.7486ms 48.1960 Ops/s 48.0115 Ops/s $\color{#35bf28}+0.38\%$
test_vmap_transformer_speed_decorator[False-False] 21.1364ms 20.7498ms 48.1933 Ops/s 47.9960 Ops/s $\color{#35bf28}+0.41\%$
test_to_module_speed[True] 1.9032ms 1.4843ms 673.7321 Ops/s 657.7840 Ops/s $\color{#35bf28}+2.42\%$
test_to_module_speed[False] 1.5897ms 1.4524ms 688.5324 Ops/s 661.6551 Ops/s $\color{#35bf28}+4.06\%$
test_tc_init 81.2320μs 51.8260μs 19.2953 KOps/s 19.5178 KOps/s $\color{#d91a1a}-1.14\%$
test_tc_init_tensor_only 42.5610μs 15.1593μs 65.9663 KOps/s 66.2778 KOps/s $\color{#d91a1a}-0.47\%$
test_tc_init_nested 0.1385ms 0.1020ms 9.7997 KOps/s 9.8438 KOps/s $\color{#d91a1a}-0.45\%$
test_tc_first_layer_tensor 27.2110μs 1.7758μs 563.1375 KOps/s 559.0892 KOps/s $\color{#35bf28}+0.72\%$
test_tc_first_layer_tensor_only 3.6101μs 0.6638μs 1.5064 MOps/s 1.4814 MOps/s $\color{#35bf28}+1.69\%$
test_tc_first_layer_tensor_set 30.7310μs 4.1680μs 239.9249 KOps/s 241.8889 KOps/s $\color{#d91a1a}-0.81\%$
test_tc_first_layer_tensor_only_set 29.7000μs 3.1264μs 319.8522 KOps/s 331.0226 KOps/s $\color{#d91a1a}-3.37\%$
test_tc_first_layer_nontensor 23.6110μs 6.0127μs 166.3160 KOps/s 167.8177 KOps/s $\color{#d91a1a}-0.89\%$
test_tc_second_layer_tensor 40.0010μs 4.3817μs 228.2203 KOps/s 232.0858 KOps/s $\color{#d91a1a}-1.67\%$
test_tc_second_layer_nontensor 33.6610μs 8.3987μs 119.0663 KOps/s 119.6827 KOps/s $\color{#d91a1a}-0.52\%$
test_unbind 0.2537s 15.2427ms 65.6051 Ops/s 64.2536 Ops/s $\color{#35bf28}+2.10\%$
test_full_like 4.5152ms 4.3883ms 227.8769 Ops/s 134.6259 Ops/s $\textbf{\color{#35bf28}+69.27\%}$
test_zeros_like 4.5139ms 4.3754ms 228.5523 Ops/s 228.1913 Ops/s $\color{#35bf28}+0.16\%$
test_ones_like 7.5427ms 4.3988ms 227.3349 Ops/s 233.8510 Ops/s $\color{#d91a1a}-2.79\%$
test_clone 6.8396ms 6.5528ms 152.6064 Ops/s 152.9611 Ops/s $\color{#d91a1a}-0.23\%$
test_squeeze 63.9820μs 14.2226μs 70.3105 KOps/s 69.9303 KOps/s $\color{#35bf28}+0.54\%$
test_unsqueeze 0.1718ms 0.1086ms 9.2099 KOps/s 9.1760 KOps/s $\color{#35bf28}+0.37\%$
test_split 0.2419ms 0.1849ms 5.4074 KOps/s 5.4278 KOps/s $\color{#d91a1a}-0.38\%$
test_permute 0.2777ms 0.2049ms 4.8799 KOps/s 4.8774 KOps/s $\color{#35bf28}+0.05\%$
test_stack 51.8703ms 51.5614ms 19.3944 Ops/s 19.4347 Ops/s $\color{#d91a1a}-0.21\%$
test_cat 51.7914ms 51.5651ms 19.3929 Ops/s 19.4461 Ops/s $\color{#d91a1a}-0.27\%$

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@vmoens