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[Versioning] 0.6.2 #1089

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merged 1 commit into from
Nov 14, 2024
Merged

[Versioning] 0.6.2 #1089

merged 1 commit into from
Nov 14, 2024

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@vmoens vmoens commented Nov 14, 2024 •
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vmoens added a commit that referenced this pull request Nov 14, 2024
@vmoens
[Versioning] 0.6.2
54fa63d 
ghstack-source-id: 929ad7fb89e0bd6d25a70ed64b340ad7245fd693
Pull Request resolved: #1089
@facebook-github-bot facebook-github-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 Nov 14, 2024
@vmoens vmoens merged commit 7dc7014 into gh/vmoens/36/base Nov 14, 2024
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@vmoens vmoens deleted the gh/vmoens/36/head branch November 14, 2024 06:31
vmoens added a commit that referenced this pull request Nov 14, 2024
@vmoens
[Versioning] 0.6.2
b26bbe3 
ghstack-source-id: 929ad7fb89e0bd6d25a70ed64b340ad7245fd693
Pull Request resolved: #1089

(cherry picked from commit 73b0fd7)
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 217. Improved: $\large\color{#35bf28}25$. Worsened: $\large\color{#d91a1a}10$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 34.0330μs 17.2155μs 58.0873 KOps/s 55.2824 KOps/s $\textbf{\color{#35bf28}+5.07\%}$
test_plain_set_stack_nested 44.9340μs 17.3571μs 57.6132 KOps/s 53.4492 KOps/s $\textbf{\color{#35bf28}+7.79\%}$
test_plain_set_nested_inplace 69.0390μs 18.9931μs 52.6506 KOps/s 49.1327 KOps/s $\textbf{\color{#35bf28}+7.16\%}$
test_plain_set_stack_nested_inplace 48.0400μs 18.7374μs 53.3691 KOps/s 49.9726 KOps/s $\textbf{\color{#35bf28}+6.80\%}$
test_items 39.8940μs 4.1019μs 243.7924 KOps/s 233.5284 KOps/s $\color{#35bf28}+4.40\%$
test_items_nested 0.6590ms 0.3425ms 2.9199 KOps/s 2.9658 KOps/s $\color{#d91a1a}-1.55\%$
test_items_nested_locked 0.5674ms 0.3422ms 2.9223 KOps/s 2.9470 KOps/s $\color{#d91a1a}-0.84\%$
test_items_nested_leaf 0.1429ms 71.5416μs 13.9779 KOps/s 14.1360 KOps/s $\color{#d91a1a}-1.12\%$
test_items_stack_nested 0.6603ms 0.3472ms 2.8805 KOps/s 2.9228 KOps/s $\color{#d91a1a}-1.45\%$
test_items_stack_nested_leaf 0.1290ms 74.2431μs 13.4693 KOps/s 13.5762 KOps/s $\color{#d91a1a}-0.79\%$
test_items_stack_nested_locked 0.6497ms 0.3437ms 2.9091 KOps/s 2.9044 KOps/s $\color{#35bf28}+0.16\%$
test_keys 37.3200μs 3.5116μs 284.7721 KOps/s 280.2664 KOps/s $\color{#35bf28}+1.61\%$
test_keys_nested 0.2037ms 0.1382ms 7.2337 KOps/s 7.4003 KOps/s $\color{#d91a1a}-2.25\%$
test_keys_nested_locked 1.8223ms 0.1439ms 6.9500 KOps/s 7.0457 KOps/s $\color{#d91a1a}-1.36\%$
test_keys_nested_leaf 0.1941ms 0.1158ms 8.6331 KOps/s 8.4954 KOps/s $\color{#35bf28}+1.62\%$
test_keys_stack_nested 0.2604ms 0.1369ms 7.3065 KOps/s 7.3153 KOps/s $\color{#d91a1a}-0.12\%$
test_keys_stack_nested_leaf 0.2053ms 0.1157ms 8.6420 KOps/s 8.5152 KOps/s $\color{#35bf28}+1.49\%$
test_keys_stack_nested_locked 0.2586ms 0.1416ms 7.0623 KOps/s 7.1081 KOps/s $\color{#d91a1a}-0.64\%$
test_values 8.7984μs 1.0463μs 955.7487 KOps/s 976.0191 KOps/s $\color{#d91a1a}-2.08\%$
test_values_nested 0.1111ms 55.9917μs 17.8598 KOps/s 17.9787 KOps/s $\color{#d91a1a}-0.66\%$
test_values_nested_locked 0.1022ms 55.5160μs 18.0128 KOps/s 17.4470 KOps/s $\color{#35bf28}+3.24\%$
test_values_nested_leaf 0.1174ms 59.8479μs 16.7090 KOps/s 16.6513 KOps/s $\color{#35bf28}+0.35\%$
test_values_stack_nested 0.1099ms 57.0915μs 17.5157 KOps/s 17.7004 KOps/s $\color{#d91a1a}-1.04\%$
test_values_stack_nested_leaf 0.1222ms 59.6029μs 16.7777 KOps/s 16.3464 KOps/s $\color{#35bf28}+2.64\%$
test_values_stack_nested_locked 0.1147ms 57.1298μs 17.5040 KOps/s 17.7087 KOps/s $\color{#d91a1a}-1.16\%$
test_membership 36.2080μs 0.8856μs 1.1292 MOps/s 1.1462 MOps/s $\color{#d91a1a}-1.49\%$
test_membership_nested 17.6330μs 2.7299μs 366.3095 KOps/s 361.3660 KOps/s $\color{#35bf28}+1.37\%$
test_membership_nested_leaf 43.4810μs 2.7621μs 362.0422 KOps/s 361.6734 KOps/s $\color{#35bf28}+0.10\%$
test_membership_stacked_nested 36.3370μs 2.7168μs 368.0760 KOps/s 370.6455 KOps/s $\color{#d91a1a}-0.69\%$
test_membership_stacked_nested_leaf 33.1020μs 2.7466μs 364.0831 KOps/s 370.2253 KOps/s $\color{#d91a1a}-1.66\%$
test_membership_nested_last 66.3540μs 4.0223μs 248.6155 KOps/s 249.2027 KOps/s $\color{#d91a1a}-0.24\%$
test_membership_nested_leaf_last 46.7560μs 4.0279μs 248.2711 KOps/s 248.8903 KOps/s $\color{#d91a1a}-0.25\%$
test_membership_stacked_nested_last 30.3370μs 3.9601μs 252.5162 KOps/s 252.0878 KOps/s $\color{#35bf28}+0.17\%$
test_membership_stacked_nested_leaf_last 41.9480μs 3.9306μs 254.4125 KOps/s 250.3836 KOps/s $\color{#35bf28}+1.61\%$
test_nested_getleaf 55.6940μs 10.5469μs 94.8149 KOps/s 93.4902 KOps/s $\color{#35bf28}+1.42\%$
test_nested_get 49.0010μs 10.2675μs 97.3942 KOps/s 95.6813 KOps/s $\color{#35bf28}+1.79\%$
test_stacked_getleaf 39.9740μs 10.7300μs 93.1964 KOps/s 93.8445 KOps/s $\color{#d91a1a}-0.69\%$
test_stacked_get 54.9520μs 9.9539μs 100.4636 KOps/s 99.1376 KOps/s $\color{#35bf28}+1.34\%$
test_nested_getitemleaf 52.4480μs 11.0076μs 90.8462 KOps/s 85.3475 KOps/s $\textbf{\color{#35bf28}+6.44\%}$
test_nested_getitem 36.5580μs 10.4120μs 96.0433 KOps/s 97.4754 KOps/s $\color{#d91a1a}-1.47\%$
test_stacked_getitemleaf 54.0010μs 11.2190μs 89.1347 KOps/s 88.5959 KOps/s $\color{#35bf28}+0.61\%$
test_stacked_getitem 54.3500μs 10.4133μs 96.0308 KOps/s 95.6772 KOps/s $\color{#35bf28}+0.37\%$
test_lock_nested 3.1251ms 0.4386ms 2.2801 KOps/s 1.8538 KOps/s $\textbf{\color{#35bf28}+23.00\%}$
test_lock_stack_nested 0.7402ms 0.4048ms 2.4705 KOps/s 2.4496 KOps/s $\color{#35bf28}+0.85\%$
test_unlock_nested 0.7514ms 0.3507ms 2.8515 KOps/s 2.7762 KOps/s $\color{#35bf28}+2.71\%$
test_unlock_stack_nested 0.5941ms 0.3226ms 3.0995 KOps/s 3.0407 KOps/s $\color{#35bf28}+1.93\%$
test_flatten_speed 0.2124ms 90.7289μs 11.0218 KOps/s 10.9802 KOps/s $\color{#35bf28}+0.38\%$
test_unflatten_speed 0.9748ms 0.4787ms 2.0889 KOps/s 2.1344 KOps/s $\color{#d91a1a}-2.13\%$
test_common_ops 1.5057ms 0.7397ms 1.3520 KOps/s 1.2696 KOps/s $\textbf{\color{#35bf28}+6.49\%}$
test_creation 26.5700μs 2.0368μs 490.9595 KOps/s 481.4325 KOps/s $\color{#35bf28}+1.98\%$
test_creation_empty 39.4830μs 9.5871μs 104.3071 KOps/s 86.8033 KOps/s $\textbf{\color{#35bf28}+20.16\%}$
test_creation_nested_1 42.5690μs 12.4216μs 80.5052 KOps/s 69.9928 KOps/s $\textbf{\color{#35bf28}+15.02\%}$
test_creation_nested_2 79.0570μs 16.5546μs 60.4060 KOps/s 54.3300 KOps/s $\textbf{\color{#35bf28}+11.18\%}$
test_clone 0.1600ms 13.1744μs 75.9050 KOps/s 76.8560 KOps/s $\color{#d91a1a}-1.24\%$
test_getitem[int] 1.1415ms 12.4547μs 80.2910 KOps/s 81.3166 KOps/s $\color{#d91a1a}-1.26\%$
test_getitem[slice_int] 0.1414ms 23.7836μs 42.0458 KOps/s 43.5816 KOps/s $\color{#d91a1a}-3.52\%$
test_getitem[range] 0.1936ms 47.3263μs 21.1299 KOps/s 21.3250 KOps/s $\color{#d91a1a}-0.91\%$
test_getitem[tuple] 0.1321ms 19.5599μs 51.1250 KOps/s 52.7701 KOps/s $\color{#d91a1a}-3.12\%$
test_getitem[list] 0.2159ms 43.2474μs 23.1228 KOps/s 23.5607 KOps/s $\color{#d91a1a}-1.86\%$
test_setitem_dim[int] 61.6350μs 24.7116μs 40.4668 KOps/s 39.8387 KOps/s $\color{#35bf28}+1.58\%$
test_setitem_dim[slice_int] 93.5540μs 48.8392μs 20.4753 KOps/s 19.7550 KOps/s $\color{#35bf28}+3.65\%$
test_setitem_dim[range] 0.1604ms 71.5831μs 13.9698 KOps/s 13.6699 KOps/s $\color{#35bf28}+2.19\%$
test_setitem_dim[tuple] 71.2520μs 38.8808μs 25.7197 KOps/s 25.1520 KOps/s $\color{#35bf28}+2.26\%$
test_setitem 0.1628ms 19.7541μs 50.6224 KOps/s 48.4607 KOps/s $\color{#35bf28}+4.46\%$
test_set 68.3470μs 18.7899μs 53.2200 KOps/s 49.3624 KOps/s $\textbf{\color{#35bf28}+7.81\%}$
test_set_shared 4.1942ms 0.1670ms 5.9880 KOps/s 5.9583 KOps/s $\color{#35bf28}+0.50\%$
test_update 0.1316ms 21.0453μs 47.5165 KOps/s 42.6369 KOps/s $\textbf{\color{#35bf28}+11.44\%}$
test_update_nested 96.0290μs 29.8465μs 33.5048 KOps/s 30.8369 KOps/s $\textbf{\color{#35bf28}+8.65\%}$
test_update__nested 0.1466ms 32.5254μs 30.7452 KOps/s 31.3182 KOps/s $\color{#d91a1a}-1.83\%$
test_set_nested 0.1330ms 21.1756μs 47.2242 KOps/s 45.1861 KOps/s $\color{#35bf28}+4.51\%$
test_set_nested_new 83.9750μs 25.6713μs 38.9540 KOps/s 37.1309 KOps/s $\color{#35bf28}+4.91\%$
test_select 0.2035ms 42.3380μs 23.6195 KOps/s 23.7492 KOps/s $\color{#d91a1a}-0.55\%$
test_select_nested 0.1303ms 60.4908μs 16.5314 KOps/s 16.8990 KOps/s $\color{#d91a1a}-2.17\%$
test_exclude_nested 0.1383ms 75.2388μs 13.2910 KOps/s 13.4896 KOps/s $\color{#d91a1a}-1.47\%$
test_empty[True] 0.4335ms 0.3536ms 2.8283 KOps/s 2.8719 KOps/s $\color{#d91a1a}-1.52\%$
test_empty[False] 9.2397μs 1.2165μs 822.0412 KOps/s 815.5702 KOps/s $\color{#35bf28}+0.79\%$
test_unbind_speed 0.3048ms 0.2592ms 3.8578 KOps/s 3.8999 KOps/s $\color{#d91a1a}-1.08\%$
test_unbind_speed_stack0 0.3168ms 0.2540ms 3.9376 KOps/s 3.9233 KOps/s $\color{#35bf28}+0.36\%$
test_unbind_speed_stack1 0.1074s 0.7507ms 1.3322 KOps/s 1.4055 KOps/s $\textbf{\color{#d91a1a}-5.22\%}$
test_split 0.1032s 1.7199ms 581.4234 Ops/s 576.0875 Ops/s $\color{#35bf28}+0.93\%$
test_chunk 0.1038s 1.7317ms 577.4727 Ops/s 571.2454 Ops/s $\color{#35bf28}+1.09\%$
test_consolidate_njt[False-None] 10.2681ms 8.1167ms 123.2025 Ops/s 122.3270 Ops/s $\color{#35bf28}+0.72\%$
test_creation[device0] 0.2515ms 88.5869μs 11.2884 KOps/s 10.0688 KOps/s $\textbf{\color{#35bf28}+12.11\%}$
test_creation_from_tensor 4.4472ms 93.6161μs 10.6819 KOps/s 10.5141 KOps/s $\color{#35bf28}+1.60\%$
test_add_one[memmap_tensor0] 0.1579ms 4.8670μs 205.4640 KOps/s 212.4853 KOps/s $\color{#d91a1a}-3.30\%$
test_contiguous[memmap_tensor0] 21.6710μs 0.5216μs 1.9171 MOps/s 1.9577 MOps/s $\color{#d91a1a}-2.07\%$
test_stack[memmap_tensor0] 33.1010μs 3.4137μs 292.9336 KOps/s 304.1745 KOps/s $\color{#d91a1a}-3.70\%$
test_memmaptd_index 1.0519ms 0.2323ms 4.3053 KOps/s 4.2958 KOps/s $\color{#35bf28}+0.22\%$
test_memmaptd_index_astensor 0.7123ms 0.3100ms 3.2260 KOps/s 3.2308 KOps/s $\color{#d91a1a}-0.15\%$
test_memmaptd_index_op 1.2933ms 0.5450ms 1.8350 KOps/s 1.7070 KOps/s $\textbf{\color{#35bf28}+7.50\%}$
test_serialize_model 0.1239s 0.1141s 8.7660 Ops/s 7.5202 Ops/s $\textbf{\color{#35bf28}+16.57\%}$
test_serialize_model_pickle 0.4783s 0.3926s 2.5474 Ops/s 2.5102 Ops/s $\color{#35bf28}+1.48\%$
test_serialize_weights 0.1174s 0.1129s 8.8559 Ops/s 8.7591 Ops/s $\color{#35bf28}+1.11\%$
test_serialize_weights_returnearly 0.1800s 0.1551s 6.4475 Ops/s 6.2093 Ops/s $\color{#35bf28}+3.84\%$
test_serialize_weights_pickle 1.1830s 0.7425s 1.3468 Ops/s 2.2347 Ops/s $\textbf{\color{#d91a1a}-39.73\%}$
test_serialize_weights_filesystem 0.1518s 0.1436s 6.9619 Ops/s 6.4377 Ops/s $\textbf{\color{#35bf28}+8.14\%}$
test_serialize_model_filesystem 0.2505s 0.1565s 6.3916 Ops/s 6.6370 Ops/s $\color{#d91a1a}-3.70\%$
test_reshape_pytree 70.6320μs 26.9656μs 37.0843 KOps/s 37.7827 KOps/s $\color{#d91a1a}-1.85\%$
test_reshape_td 66.3030μs 32.3685μs 30.8942 KOps/s 31.6640 KOps/s $\color{#d91a1a}-2.43\%$
test_view_pytree 68.7980μs 27.1409μs 36.8448 KOps/s 38.1008 KOps/s $\color{#d91a1a}-3.30\%$
test_view_td 79.9090μs 38.5424μs 25.9454 KOps/s 27.1742 KOps/s $\color{#d91a1a}-4.52\%$
test_unbind_pytree 86.0200μs 30.1755μs 33.1394 KOps/s 34.1677 KOps/s $\color{#d91a1a}-3.01\%$
test_unbind_td 0.3546ms 38.2840μs 26.1206 KOps/s 26.3039 KOps/s $\color{#d91a1a}-0.70\%$
test_split_pytree 65.5120μs 30.0858μs 33.2383 KOps/s 34.5185 KOps/s $\color{#d91a1a}-3.71\%$
test_split_td 0.2000ms 43.6209μs 22.9248 KOps/s 22.5244 KOps/s $\color{#35bf28}+1.78\%$
test_add_pytree 80.7600μs 35.4442μs 28.2133 KOps/s 27.9739 KOps/s $\color{#35bf28}+0.86\%$
test_add_td 0.1838ms 53.9451μs 18.5374 KOps/s 18.1559 KOps/s $\color{#35bf28}+2.10\%$
test_compile_add_one_nested[tensordict-compile] 0.1180ms 61.0436μs 16.3817 KOps/s 16.3273 KOps/s $\color{#35bf28}+0.33\%$
test_compile_add_one_nested[tensordict-eager] 0.3767ms 0.1602ms 6.2406 KOps/s 6.2716 KOps/s $\color{#d91a1a}-0.49\%$
test_compile_add_one_nested[pytree-compile] 0.1186ms 45.4754μs 21.9899 KOps/s 22.5049 KOps/s $\color{#d91a1a}-2.29\%$
test_compile_add_one_nested[pytree-eager] 0.2555ms 0.1197ms 8.3560 KOps/s 8.5603 KOps/s $\color{#d91a1a}-2.39\%$
test_compile_copy_nested[tensordict-compile] 71.4930μs 25.9722μs 38.5027 KOps/s 37.7693 KOps/s $\color{#35bf28}+1.94\%$
test_compile_copy_nested[tensordict-eager] 0.1158ms 53.5867μs 18.6613 KOps/s 18.5441 KOps/s $\color{#35bf28}+0.63\%$
test_compile_copy_nested[pytree-compile] 0.1700ms 78.3562μs 12.7622 KOps/s 12.7709 KOps/s $\color{#d91a1a}-0.07\%$
test_compile_copy_nested[pytree-eager] 0.1334ms 67.5519μs 14.8034 KOps/s 14.8080 KOps/s $\color{#d91a1a}-0.03\%$
test_compile_add_one_flat[tensordict-compile] 0.1926ms 0.1045ms 9.5722 KOps/s 9.7278 KOps/s $\color{#d91a1a}-1.60\%$
test_compile_add_one_flat[tensordict-eager] 0.2732ms 0.2001ms 4.9981 KOps/s 5.0351 KOps/s $\color{#d91a1a}-0.73\%$
test_compile_add_one_flat[tensorclass-compile] 0.1228ms 44.4211μs 22.5118 KOps/s 22.6403 KOps/s $\color{#d91a1a}-0.57\%$
test_compile_add_one_flat[tensorclass-eager] 0.4950ms 60.8647μs 16.4299 KOps/s 16.4551 KOps/s $\color{#d91a1a}-0.15\%$
test_compile_add_one_flat[pytree-compile] 0.1815ms 0.1030ms 9.7132 KOps/s 9.8997 KOps/s $\color{#d91a1a}-1.88\%$
test_compile_add_one_flat[pytree-eager] 0.3680ms 0.2038ms 4.9074 KOps/s 4.9526 KOps/s $\color{#d91a1a}-0.91\%$
test_compile_add_self_flat[tensordict-eager] 0.3982ms 0.2099ms 4.7642 KOps/s 4.7882 KOps/s $\color{#d91a1a}-0.50\%$
test_compile_add_self_flat[tensordict-compile] 0.2084ms 0.1069ms 9.3558 KOps/s 9.4292 KOps/s $\color{#d91a1a}-0.78\%$
test_compile_add_self_flat[tensorclass-eager] 0.2345ms 52.6583μs 18.9904 KOps/s 18.8650 KOps/s $\color{#35bf28}+0.66\%$
test_compile_add_self_flat[tensorclass-compile] 0.1076ms 45.4351μs 22.0094 KOps/s 22.0112 KOps/s $-0.01\%$
test_compile_add_self_flat[pytree-eager] 0.5911ms 0.1612ms 6.2050 KOps/s 6.3089 KOps/s $\color{#d91a1a}-1.65\%$
test_compile_add_self_flat[pytree-compile] 0.1907ms 0.1041ms 9.6060 KOps/s 9.8073 KOps/s $\color{#d91a1a}-2.05\%$
test_compile_copy_flat[tensordict-compile] 54.7720μs 20.9857μs 47.6515 KOps/s 48.6865 KOps/s $\color{#d91a1a}-2.13\%$
test_compile_copy_flat[tensordict-eager] 0.1140ms 58.3190μs 17.1471 KOps/s 16.7317 KOps/s $\color{#35bf28}+2.48\%$
test_compile_copy_flat[pytree-compile] 0.1512ms 80.9231μs 12.3574 KOps/s 12.3844 KOps/s $\color{#d91a1a}-0.22\%$
test_compile_copy_flat[pytree-eager] 0.1278ms 70.5547μs 14.1734 KOps/s 14.6065 KOps/s $\color{#d91a1a}-2.97\%$
test_compile_assign_and_add[tensordict-compile] 0.3006ms 0.2099ms 4.7653 KOps/s 4.9228 KOps/s $\color{#d91a1a}-3.20\%$
test_compile_assign_and_add[tensordict-eager] 1.3608ms 1.2426ms 804.7553 Ops/s 794.1810 Ops/s $\color{#35bf28}+1.33\%$
test_compile_assign_and_add[pytree-compile] 0.2822ms 0.2027ms 4.9339 KOps/s 5.0445 KOps/s $\color{#d91a1a}-2.19\%$
test_compile_assign_and_add[pytree-eager] 0.8619ms 0.7767ms 1.2875 KOps/s 1.2963 KOps/s $\color{#d91a1a}-0.68\%$
test_compile_assign_and_add_stack[compile] 0.8087ms 0.4555ms 2.1953 KOps/s 2.2377 KOps/s $\color{#d91a1a}-1.90\%$
test_compile_assign_and_add_stack[eager] 2.7034ms 2.4826ms 402.8013 Ops/s 380.4091 Ops/s $\textbf{\color{#35bf28}+5.89\%}$
test_compile_indexing[tensor-tensordict-compile] 98.5630μs 35.4647μs 28.1971 KOps/s 27.7918 KOps/s $\color{#35bf28}+1.46\%$
test_compile_indexing[tensor-tensordict-eager] 0.7250ms 32.3670μs 30.8957 KOps/s 30.6879 KOps/s $\color{#35bf28}+0.68\%$
test_compile_indexing[tensor-tensorclass-compile] 0.1000ms 28.6510μs 34.9028 KOps/s 35.1230 KOps/s $\color{#d91a1a}-0.63\%$
test_compile_indexing[tensor-tensorclass-eager] 86.0700μs 23.0782μs 43.3309 KOps/s 43.5187 KOps/s $\color{#d91a1a}-0.43\%$
test_compile_indexing[tensor-pytree-compile] 78.1150μs 29.5036μs 33.8941 KOps/s 34.2947 KOps/s $\color{#d91a1a}-1.17\%$
test_compile_indexing[tensor-pytree-eager] 99.7360μs 23.1433μs 43.2090 KOps/s 43.5740 KOps/s $\color{#d91a1a}-0.84\%$
test_compile_indexing[slice-tensordict-compile] 0.1268ms 50.8813μs 19.6536 KOps/s 19.6054 KOps/s $\color{#35bf28}+0.25\%$
test_compile_indexing[slice-tensordict-eager] 0.5874ms 19.4789μs 51.3375 KOps/s 52.3084 KOps/s $\color{#d91a1a}-1.86\%$
test_compile_indexing[slice-tensorclass-compile] 87.2120μs 44.5315μs 22.4560 KOps/s 22.9969 KOps/s $\color{#d91a1a}-2.35\%$
test_compile_indexing[slice-tensorclass-eager] 93.5440μs 19.0228μs 52.5685 KOps/s 53.0186 KOps/s $\color{#d91a1a}-0.85\%$
test_compile_indexing[slice-pytree-compile] 0.1202ms 45.6145μs 21.9229 KOps/s 22.4914 KOps/s $\color{#d91a1a}-2.53\%$
test_compile_indexing[slice-pytree-eager] 55.8640μs 18.9196μs 52.8552 KOps/s 54.0902 KOps/s $\color{#d91a1a}-2.28\%$
test_compile_indexing[int-tensordict-compile] 0.1249ms 51.5426μs 19.4014 KOps/s 19.2942 KOps/s $\color{#35bf28}+0.56\%$
test_compile_indexing[int-tensordict-eager] 0.9919ms 19.2224μs 52.0228 KOps/s 52.6676 KOps/s $\color{#d91a1a}-1.22\%$
test_compile_indexing[int-tensorclass-compile] 93.7750μs 45.2785μs 22.0856 KOps/s 22.3264 KOps/s $\color{#d91a1a}-1.08\%$
test_compile_indexing[int-tensorclass-eager] 83.9170μs 18.7238μs 53.4081 KOps/s 54.1108 KOps/s $\color{#d91a1a}-1.30\%$
test_compile_indexing[int-pytree-compile] 0.1236ms 45.3106μs 22.0699 KOps/s 22.2616 KOps/s $\color{#d91a1a}-0.86\%$
test_compile_indexing[int-pytree-eager] 87.4930μs 18.9627μs 52.7351 KOps/s 54.3177 KOps/s $\color{#d91a1a}-2.91\%$
test_mod_add[eager] 79.7190μs 24.9932μs 40.0108 KOps/s 38.1178 KOps/s $\color{#35bf28}+4.97\%$
test_mod_add[compile] 93.4840μs 44.8017μs 22.3206 KOps/s 22.5489 KOps/s $\color{#d91a1a}-1.01\%$
test_mod_add[compile-overhead] 96.7000μs 44.4562μs 22.4941 KOps/s 22.6184 KOps/s $\color{#d91a1a}-0.55\%$
test_mod_wrap[eager] 0.3646ms 0.2077ms 4.8137 KOps/s 4.7064 KOps/s $\color{#35bf28}+2.28\%$
test_mod_wrap[compile] 1.9884ms 0.2014ms 4.9661 KOps/s 4.9556 KOps/s $\color{#35bf28}+0.21\%$
test_mod_wrap[compile-overhead] 1.9420ms 0.2031ms 4.9231 KOps/s 4.9007 KOps/s $\color{#35bf28}+0.46\%$
test_mod_wrap_and_backward[eager] 15.8178ms 12.0110ms 83.2574 Ops/s 80.4709 Ops/s $\color{#35bf28}+3.46\%$
test_mod_wrap_and_backward[compile] 18.4565ms 13.0104ms 76.8617 Ops/s 76.3013 Ops/s $\color{#35bf28}+0.73\%$
test_mod_wrap_and_backward[compile-overhead] 19.3093ms 13.5721ms 73.6804 Ops/s 82.8470 Ops/s $\textbf{\color{#d91a1a}-11.06\%}$
test_seq_add[eager] 0.1739ms 89.8614μs 11.1282 KOps/s 10.4934 KOps/s $\textbf{\color{#35bf28}+6.05\%}$
test_seq_add[compile] 0.1200ms 59.7173μs 16.7456 KOps/s 16.6452 KOps/s $\color{#35bf28}+0.60\%$
test_seq_add[compile-overhead] 0.1691ms 58.8444μs 16.9940 KOps/s 16.8985 KOps/s $\color{#35bf28}+0.56\%$
test_seq_wrap[eager] 0.6373ms 0.3717ms 2.6905 KOps/s 2.5546 KOps/s $\textbf{\color{#35bf28}+5.32\%}$
test_seq_wrap[compile] 0.4100ms 0.2223ms 4.4983 KOps/s 4.5248 KOps/s $\color{#d91a1a}-0.59\%$
test_seq_wrap[compile-overhead] 0.3943ms 0.2220ms 4.5039 KOps/s 4.4812 KOps/s $\color{#35bf28}+0.51\%$
test_func_call_runtime[False-eager] 0.8542ms 0.5480ms 1.8248 KOps/s 1.8508 KOps/s $\color{#d91a1a}-1.41\%$
test_func_call_runtime[False-compile] 0.8585ms 0.4243ms 2.3568 KOps/s 2.3884 KOps/s $\color{#d91a1a}-1.32\%$
test_func_call_runtime[False-compile-overhead] 0.5416ms 0.4248ms 2.3541 KOps/s 2.3759 KOps/s $\color{#d91a1a}-0.92\%$
test_func_call_runtime[True-eager] 1.0400ms 0.7579ms 1.3194 KOps/s 1.3159 KOps/s $\color{#35bf28}+0.27\%$
test_func_call_runtime[True-compile] 0.6152ms 0.4592ms 2.1776 KOps/s 2.1719 KOps/s $\color{#35bf28}+0.26\%$
test_func_call_runtime[True-compile-overhead] 0.6362ms 0.4696ms 2.1293 KOps/s 2.1629 KOps/s $\color{#d91a1a}-1.56\%$
test_func_call_cm_runtime[False-eager] 0.7171ms 0.5430ms 1.8415 KOps/s 1.8462 KOps/s $\color{#d91a1a}-0.26\%$
test_func_call_cm_runtime[False-compile] 0.5478ms 0.4266ms 2.3441 KOps/s 2.3851 KOps/s $\color{#d91a1a}-1.72\%$
test_func_call_cm_runtime[False-compile-overhead] 0.5906ms 0.4270ms 2.3420 KOps/s 2.3944 KOps/s $\color{#d91a1a}-2.19\%$
test_func_call_cm_runtime[True-eager] 1.0721ms 0.8916ms 1.1216 KOps/s 1.1247 KOps/s $\color{#d91a1a}-0.27\%$
test_func_call_cm_runtime[True-compile] 0.6600ms 0.4895ms 2.0430 KOps/s 2.0708 KOps/s $\color{#d91a1a}-1.34\%$
test_func_call_cm_runtime[True-compile-overhead] 0.7783ms 0.4927ms 2.0295 KOps/s 2.0754 KOps/s $\color{#d91a1a}-2.21\%$
test_vmap_func_call_cm_runtime[eager] 2.7004ms 1.9425ms 514.8063 Ops/s 521.7696 Ops/s $\color{#d91a1a}-1.33\%$
test_vmap_func_call_cm_runtime[compile] 0.8765ms 0.5175ms 1.9322 KOps/s 1.9401 KOps/s $\color{#d91a1a}-0.40\%$
test_vmap_func_call_cm_runtime[compile-overhead] 1.0200ms 0.5205ms 1.9214 KOps/s 1.9618 KOps/s $\color{#d91a1a}-2.06\%$
test_distributed 0.4228ms 0.1295ms 7.7216 KOps/s 7.7573 KOps/s $\color{#d91a1a}-0.46\%$
test_tdmodule 62.3780μs 17.4953μs 57.1581 KOps/s 50.7500 KOps/s $\textbf{\color{#35bf28}+12.63\%}$
test_tdmodule_dispatch 70.1110μs 34.7485μs 28.7782 KOps/s 26.4395 KOps/s $\textbf{\color{#35bf28}+8.85\%}$
test_tdseq 58.4290μs 20.0946μs 49.7647 KOps/s 44.9112 KOps/s $\textbf{\color{#35bf28}+10.81\%}$
test_tdseq_dispatch 0.1191ms 40.6443μs 24.6037 KOps/s 23.3835 KOps/s $\textbf{\color{#35bf28}+5.22\%}$
test_instantiation_functorch 2.1139ms 1.5317ms 652.8832 Ops/s 661.1570 Ops/s $\color{#d91a1a}-1.25\%$
test_exec_functorch 0.3121ms 0.1791ms 5.5824 KOps/s 5.6675 KOps/s $\color{#d91a1a}-1.50\%$
test_exec_functional_call 0.3894ms 0.1704ms 5.8701 KOps/s 5.7528 KOps/s $\color{#35bf28}+2.04\%$
test_exec_td_decorator 0.5618ms 0.2262ms 4.4214 KOps/s 4.4221 KOps/s $\color{#d91a1a}-0.02\%$
test_vmap_mlp_speed_decorator[True-True] 0.9589ms 0.6350ms 1.5748 KOps/s 1.5098 KOps/s $\color{#35bf28}+4.31\%$
test_vmap_mlp_speed_decorator[True-False] 0.9503ms 0.6262ms 1.5969 KOps/s 1.5525 KOps/s $\color{#35bf28}+2.86\%$
test_vmap_mlp_speed_decorator[False-True] 0.7506ms 0.5150ms 1.9416 KOps/s 1.9226 KOps/s $\color{#35bf28}+0.98\%$
test_vmap_mlp_speed_decorator[False-False] 0.7433ms 0.5162ms 1.9374 KOps/s 1.9033 KOps/s $\color{#35bf28}+1.79\%$
test_to_module_speed[True] 1.4509ms 1.2893ms 775.6408 Ops/s 763.3252 Ops/s $\color{#35bf28}+1.61\%$
test_to_module_speed[False] 1.3952ms 1.2610ms 793.0327 Ops/s 796.8724 Ops/s $\color{#d91a1a}-0.48\%$
test_tc_init 85.5790μs 45.8882μs 21.7921 KOps/s 21.7004 KOps/s $\color{#35bf28}+0.42\%$
test_tc_init_nested 0.1683ms 89.4738μs 11.1765 KOps/s 10.6694 KOps/s $\color{#35bf28}+4.75\%$
test_tc_first_layer_tensor 33.8330μs 1.4759μs 677.5609 KOps/s 627.1249 KOps/s $\textbf{\color{#35bf28}+8.04\%}$
test_tc_first_layer_nontensor 41.4370μs 4.6490μs 215.0997 KOps/s 210.1343 KOps/s $\color{#35bf28}+2.36\%$
test_tc_second_layer_tensor 41.7780μs 2.7740μs 360.4916 KOps/s 352.0511 KOps/s $\color{#35bf28}+2.40\%$
test_tc_second_layer_nontensor 28.8830μs 6.0326μs 165.7648 KOps/s 162.5791 KOps/s $\color{#35bf28}+1.96\%$
test_unbind 0.2767s 14.4453ms 69.2267 Ops/s 82.1446 Ops/s $\textbf{\color{#d91a1a}-15.73\%}$
test_full_like 13.1051ms 10.5778ms 94.5376 Ops/s 127.6903 Ops/s $\textbf{\color{#d91a1a}-25.96\%}$
test_zeros_like 5.4033ms 4.0175ms 248.9124 Ops/s 351.9781 Ops/s $\textbf{\color{#d91a1a}-29.28\%}$
test_ones_like 5.3278ms 4.3190ms 231.5372 Ops/s 305.2165 Ops/s $\textbf{\color{#d91a1a}-24.14\%}$
test_clone 9.6131ms 6.4196ms 155.7736 Ops/s 196.4489 Ops/s $\textbf{\color{#d91a1a}-20.71\%}$
test_squeeze 67.9860μs 11.7408μs 85.1730 KOps/s 84.7960 KOps/s $\color{#35bf28}+0.44\%$
test_unsqueeze 0.1606ms 86.9902μs 11.4955 KOps/s 11.6183 KOps/s $\color{#d91a1a}-1.06\%$
test_split 0.5586ms 0.1867ms 5.3554 KOps/s 5.4530 KOps/s $\color{#d91a1a}-1.79\%$
test_permute 0.3716ms 0.2165ms 4.6199 KOps/s 4.5542 KOps/s $\color{#35bf28}+1.44\%$
test_stack 37.3730ms 30.3290ms 32.9717 Ops/s 40.9682 Ops/s $\textbf{\color{#d91a1a}-19.52\%}$
test_cat 33.6046ms 30.0310ms 33.2990 Ops/s 41.3347 Ops/s $\textbf{\color{#d91a1a}-19.44\%}$

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}22$. Worsened: $\large\color{#d91a1a}9$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 32.2310μs 10.3500μs 96.6182 KOps/s 97.1439 KOps/s $\color{#d91a1a}-0.54\%$
test_plain_set_stack_nested 34.3510μs 10.4009μs 96.1459 KOps/s 97.0080 KOps/s $\color{#d91a1a}-0.89\%$
test_plain_set_nested_inplace 42.4710μs 11.2227μs 89.1054 KOps/s 89.6670 KOps/s $\color{#d91a1a}-0.63\%$
test_plain_set_stack_nested_inplace 63.1310μs 11.2195μs 89.1309 KOps/s 89.9676 KOps/s $\color{#d91a1a}-0.93\%$
test_items 29.1000μs 2.9216μs 342.2834 KOps/s 342.1267 KOps/s $\color{#35bf28}+0.05\%$
test_items_nested 0.3680ms 0.3221ms 3.1042 KOps/s 3.1299 KOps/s $\color{#d91a1a}-0.82\%$
test_items_nested_locked 0.3588ms 0.3245ms 3.0817 KOps/s 3.0995 KOps/s $\color{#d91a1a}-0.58\%$
test_items_nested_leaf 0.1000ms 58.5510μs 17.0791 KOps/s 17.1668 KOps/s $\color{#d91a1a}-0.51\%$
test_items_stack_nested 0.3660ms 0.3237ms 3.0895 KOps/s 3.1421 KOps/s $\color{#d91a1a}-1.67\%$
test_items_stack_nested_leaf 86.2220μs 58.2802μs 17.1585 KOps/s 16.8202 KOps/s $\color{#35bf28}+2.01\%$
test_items_stack_nested_locked 0.3992ms 0.3248ms 3.0790 KOps/s 3.1058 KOps/s $\color{#d91a1a}-0.87\%$
test_keys 26.0810μs 3.4911μs 286.4395 KOps/s 291.0012 KOps/s $\color{#d91a1a}-1.57\%$
test_keys_nested 99.8720μs 70.6850μs 14.1473 KOps/s 14.2529 KOps/s $\color{#d91a1a}-0.74\%$
test_keys_nested_locked 0.7585ms 75.7069μs 13.2088 KOps/s 13.2263 KOps/s $\color{#d91a1a}-0.13\%$
test_keys_nested_leaf 0.1729ms 60.9861μs 16.3972 KOps/s 16.3420 KOps/s $\color{#35bf28}+0.34\%$
test_keys_stack_nested 0.1196ms 69.5354μs 14.3812 KOps/s 14.2470 KOps/s $\color{#35bf28}+0.94\%$
test_keys_stack_nested_leaf 93.3320μs 61.1799μs 16.3452 KOps/s 16.2869 KOps/s $\color{#35bf28}+0.36\%$
test_keys_stack_nested_locked 0.1139ms 74.8776μs 13.3551 KOps/s 13.2617 KOps/s $\color{#35bf28}+0.70\%$
test_values 11.5985μs 0.8474μs 1.1801 MOps/s 1.1874 MOps/s $\color{#d91a1a}-0.61\%$
test_values_nested 61.0710μs 31.1214μs 32.1322 KOps/s 31.9960 KOps/s $\color{#35bf28}+0.43\%$
test_values_nested_locked 74.2620μs 32.7650μs 30.5204 KOps/s 30.5716 KOps/s $\color{#d91a1a}-0.17\%$
test_values_nested_leaf 69.0520μs 33.8453μs 29.5462 KOps/s 29.6020 KOps/s $\color{#d91a1a}-0.19\%$
test_values_stack_nested 62.8710μs 31.4036μs 31.8435 KOps/s 31.3535 KOps/s $\color{#35bf28}+1.56\%$
test_values_stack_nested_leaf 63.1310μs 33.9859μs 29.4240 KOps/s 28.8930 KOps/s $\color{#35bf28}+1.84\%$
test_values_stack_nested_locked 67.1620μs 33.4673μs 29.8799 KOps/s 29.9873 KOps/s $\color{#d91a1a}-0.36\%$
test_membership 1.6181μs 0.5118μs 1.9540 MOps/s 1.9716 MOps/s $\color{#d91a1a}-0.89\%$
test_membership_nested 20.5305μs 1.9332μs 517.2874 KOps/s 512.6604 KOps/s $\color{#35bf28}+0.90\%$
test_membership_nested_leaf 27.1305μs 1.9133μs 522.6499 KOps/s 526.0789 KOps/s $\color{#d91a1a}-0.65\%$
test_membership_stacked_nested 20.0900μs 2.0087μs 497.8388 KOps/s 500.1970 KOps/s $\color{#d91a1a}-0.47\%$
test_membership_stacked_nested_leaf 43.5910μs 2.0194μs 495.2010 KOps/s 500.0540 KOps/s $\color{#d91a1a}-0.97\%$
test_membership_nested_last 32.3610μs 2.8376μs 352.4112 KOps/s 352.5223 KOps/s $\color{#d91a1a}-0.03\%$
test_membership_nested_leaf_last 43.0300μs 2.8416μs 351.9121 KOps/s 349.8289 KOps/s $\color{#35bf28}+0.60\%$
test_membership_stacked_nested_last 35.3100μs 2.8641μs 349.1451 KOps/s 287.7714 KOps/s $\textbf{\color{#35bf28}+21.33\%}$
test_membership_stacked_nested_leaf_last 27.3300μs 2.9061μs 344.1049 KOps/s 288.0541 KOps/s $\textbf{\color{#35bf28}+19.46\%}$
test_nested_getleaf 42.6800μs 6.0566μs 165.1083 KOps/s 166.1058 KOps/s $\color{#d91a1a}-0.60\%$
test_nested_get 34.3300μs 5.7287μs 174.5608 KOps/s 175.5863 KOps/s $\color{#d91a1a}-0.58\%$
test_stacked_getleaf 29.5510μs 6.0539μs 165.1839 KOps/s 167.1651 KOps/s $\color{#d91a1a}-1.19\%$
test_stacked_get 35.6300μs 5.7177μs 174.8968 KOps/s 176.0139 KOps/s $\color{#d91a1a}-0.63\%$
test_nested_getitemleaf 36.1800μs 6.1008μs 163.9131 KOps/s 164.3498 KOps/s $\color{#d91a1a}-0.27\%$
test_nested_getitem 32.4300μs 5.7893μs 172.7334 KOps/s 173.3899 KOps/s $\color{#d91a1a}-0.38\%$
test_stacked_getitemleaf 29.1000μs 6.0709μs 164.7207 KOps/s 164.9075 KOps/s $\color{#d91a1a}-0.11\%$
test_stacked_getitem 69.2510μs 5.7448μs 174.0708 KOps/s 174.1637 KOps/s $\color{#d91a1a}-0.05\%$
test_lock_nested 9.5457ms 0.3791ms 2.6379 KOps/s 2.6935 KOps/s $\color{#d91a1a}-2.06\%$
test_lock_stack_nested 0.3768ms 0.3395ms 2.9459 KOps/s 2.9989 KOps/s $\color{#d91a1a}-1.77\%$
test_unlock_nested 0.6752ms 0.3093ms 3.2328 KOps/s 3.2793 KOps/s $\color{#d91a1a}-1.42\%$
test_unlock_stack_nested 0.3086ms 0.2770ms 3.6103 KOps/s 3.6726 KOps/s $\color{#d91a1a}-1.70\%$
test_flatten_speed 0.1081ms 74.1789μs 13.4809 KOps/s 13.7964 KOps/s $\color{#d91a1a}-2.29\%$
test_unflatten_speed 0.3450ms 0.3009ms 3.3231 KOps/s 3.3505 KOps/s $\color{#d91a1a}-0.82\%$
test_common_ops 1.7346ms 0.5890ms 1.6978 KOps/s 1.7160 KOps/s $\color{#d91a1a}-1.07\%$
test_creation 0.1873ms 1.5005μs 666.4657 KOps/s 670.3365 KOps/s $\color{#d91a1a}-0.58\%$
test_creation_empty 35.6110μs 6.9255μs 144.3930 KOps/s 144.5336 KOps/s $\color{#d91a1a}-0.10\%$
test_creation_nested_1 1.6604ms 8.5138μs 117.4562 KOps/s 118.0231 KOps/s $\color{#d91a1a}-0.48\%$
test_creation_nested_2 41.6510μs 11.0968μs 90.1161 KOps/s 90.7160 KOps/s $\color{#d91a1a}-0.66\%$
test_clone 56.6610μs 10.8333μs 92.3079 KOps/s 93.6760 KOps/s $\color{#d91a1a}-1.46\%$
test_getitem[int] 93.0885ms 16.6152μs 60.1859 KOps/s 93.9971 KOps/s $\textbf{\color{#d91a1a}-35.97\%}$
test_getitem[slice_int] 0.1050ms 20.8453μs 47.9724 KOps/s 48.7979 KOps/s $\color{#d91a1a}-1.69\%$
test_getitem[range] 0.1308ms 38.0212μs 26.3011 KOps/s 26.3155 KOps/s $\color{#d91a1a}-0.05\%$
test_getitem[tuple] 0.1039ms 18.4282μs 54.2648 KOps/s 55.8936 KOps/s $\color{#d91a1a}-2.91\%$
test_getitem[list] 0.2133ms 33.8039μs 29.5823 KOps/s 29.8347 KOps/s $\color{#d91a1a}-0.85\%$
test_setitem_dim[int] 37.7410μs 19.0237μs 52.5659 KOps/s 53.2697 KOps/s $\color{#d91a1a}-1.32\%$
test_setitem_dim[slice_int] 68.2710μs 37.8610μs 26.4124 KOps/s 26.3485 KOps/s $\color{#35bf28}+0.24\%$
test_setitem_dim[range] 78.3920μs 54.0727μs 18.4936 KOps/s 18.5517 KOps/s $\color{#d91a1a}-0.31\%$
test_setitem_dim[tuple] 55.4310μs 32.1995μs 31.0563 KOps/s 31.6621 KOps/s $\color{#d91a1a}-1.91\%$
test_setitem 0.1124ms 14.7890μs 67.6179 KOps/s 67.2338 KOps/s $\color{#35bf28}+0.57\%$
test_set 90.8020μs 14.4249μs 69.3245 KOps/s 70.2046 KOps/s $\color{#d91a1a}-1.25\%$
test_set_shared 1.4624ms 0.1464ms 6.8327 KOps/s 6.7860 KOps/s $\color{#35bf28}+0.69\%$
test_update 0.6642ms 16.3444μs 61.1831 KOps/s 60.5520 KOps/s $\color{#35bf28}+1.04\%$
test_update_nested 92.2110μs 21.6734μs 46.1395 KOps/s 46.6154 KOps/s $\color{#d91a1a}-1.02\%$
test_update__nested 0.9515ms 25.1611μs 39.7438 KOps/s 40.6233 KOps/s $\color{#d91a1a}-2.17\%$
test_set_nested 80.3620μs 15.5695μs 64.2281 KOps/s 65.4209 KOps/s $\color{#d91a1a}-1.82\%$
test_set_nested_new 90.9510μs 18.3208μs 54.5826 KOps/s 56.7252 KOps/s $\color{#d91a1a}-3.78\%$
test_select 89.8220μs 30.5272μs 32.7576 KOps/s 33.7320 KOps/s $\color{#d91a1a}-2.89\%$
test_select_nested 69.0210μs 43.7904μs 22.8361 KOps/s 23.1244 KOps/s $\color{#d91a1a}-1.25\%$
test_exclude_nested 93.8720μs 60.9021μs 16.4198 KOps/s 16.5164 KOps/s $\color{#d91a1a}-0.59\%$
test_empty[True] 0.3056ms 0.2657ms 3.7633 KOps/s 3.8199 KOps/s $\color{#d91a1a}-1.48\%$
test_empty[False] 4.1701μs 0.7900μs 1.2658 MOps/s 1.2861 MOps/s $\color{#d91a1a}-1.58\%$
test_to 88.0910μs 60.8981μs 16.4209 KOps/s 18.3387 KOps/s $\textbf{\color{#d91a1a}-10.46\%}$
test_to_nonblocking 0.1413ms 46.9530μs 21.2979 KOps/s 21.7349 KOps/s $\color{#d91a1a}-2.01\%$
test_unbind_speed 1.4043ms 0.2339ms 4.2749 KOps/s 4.2850 KOps/s $\color{#d91a1a}-0.24\%$
test_unbind_speed_stack0 0.2840ms 0.2314ms 4.3213 KOps/s 4.3627 KOps/s $\color{#d91a1a}-0.95\%$
test_unbind_speed_stack1 92.4879ms 0.6489ms 1.5412 KOps/s 1.5583 KOps/s $\color{#d91a1a}-1.10\%$
test_split 94.9225ms 1.7302ms 577.9564 Ops/s 570.0969 Ops/s $\color{#35bf28}+1.38\%$
test_chunk 95.4961ms 1.6014ms 624.4380 Ops/s 677.5376 Ops/s $\textbf{\color{#d91a1a}-7.84\%}$
test_consolidate[False-None] 2.6789ms 2.6148ms 382.4375 Ops/s 347.3850 Ops/s $\textbf{\color{#35bf28}+10.09\%}$
test_consolidate[default-None] 1.7554ms 1.6507ms 605.7921 Ops/s 592.0299 Ops/s $\color{#35bf28}+2.32\%$
test_consolidate[reduce-overhead-None] 1.8142ms 1.6946ms 590.1220 Ops/s 582.6146 Ops/s $\color{#35bf28}+1.29\%$
test_consolidate_njt[False-None] 6.7737ms 6.6155ms 151.1593 Ops/s 150.5161 Ops/s $\color{#35bf28}+0.43\%$
test_to[False-False-None] 1.8296ms 1.7550ms 569.8071 Ops/s 574.6702 Ops/s $\color{#d91a1a}-0.85\%$
test_to[True-False-None] 1.5543ms 1.3208ms 757.1037 Ops/s 765.3564 Ops/s $\color{#d91a1a}-1.08\%$
test_to[within-False-None] 0.2951s 5.2068ms 192.0570 Ops/s 246.4909 Ops/s $\textbf{\color{#d91a1a}-22.08\%}$
test_to[True-default-None] 5.4639ms 5.3109ms 188.2914 Ops/s 186.6891 Ops/s $\color{#35bf28}+0.86\%$
test_to_njt[False-False-None] 8.0129ms 7.0549ms 141.7460 Ops/s 140.9537 Ops/s $\color{#35bf28}+0.56\%$
test_to_njt[True-False-None] 5.9617ms 5.6243ms 177.7984 Ops/s 178.1951 Ops/s $\color{#d91a1a}-0.22\%$
test_to_njt[within-False-None] 12.4829ms 12.3731ms 80.8204 Ops/s 80.0367 Ops/s $\color{#35bf28}+0.98\%$
test_creation[device0] 0.4568ms 78.8810μs 12.6773 KOps/s 12.5432 KOps/s $\color{#35bf28}+1.07\%$
test_creation_from_tensor 0.5177ms 85.4996μs 11.6960 KOps/s 11.9726 KOps/s $\color{#d91a1a}-2.31\%$
test_add_one[memmap_tensor0] 0.6161ms 6.8816μs 145.3143 KOps/s 145.3415 KOps/s $\color{#d91a1a}-0.02\%$
test_contiguous[memmap_tensor0] 1.7600μs 0.4177μs 2.3941 MOps/s 2.4038 MOps/s $\color{#d91a1a}-0.40\%$
test_stack[memmap_tensor0] 39.2610μs 4.4769μs 223.3669 KOps/s 226.6126 KOps/s $\color{#d91a1a}-1.43\%$
test_memmaptd_index 1.8065ms 0.2484ms 4.0253 KOps/s 4.0214 KOps/s $\color{#35bf28}+0.09\%$
test_memmaptd_index_astensor 0.5543ms 0.3081ms 3.2456 KOps/s 3.2563 KOps/s $\color{#d91a1a}-0.33\%$
test_memmaptd_index_op 0.9646ms 0.5786ms 1.7282 KOps/s 1.7185 KOps/s $\color{#35bf28}+0.56\%$
test_serialize_model 0.1315s 0.1306s 7.6558 Ops/s 7.6741 Ops/s $\color{#d91a1a}-0.24\%$
test_serialize_model_pickle 1.3460s 1.1845s 0.8442 Ops/s 0.8218 Ops/s $\color{#35bf28}+2.73\%$
test_serialize_weights 0.1303s 0.1296s 7.7163 Ops/s 7.7017 Ops/s $\color{#35bf28}+0.19\%$
test_serialize_weights_returnearly 0.2592s 62.3979ms 16.0262 Ops/s 23.2122 Ops/s $\textbf{\color{#d91a1a}-30.96\%}$
test_serialize_weights_pickle 1.3772s 1.2165s 0.8220 Ops/s 0.8225 Ops/s $\color{#d91a1a}-0.06\%$
test_reshape_pytree 50.0010μs 22.8245μs 43.8127 KOps/s 43.4044 KOps/s $\color{#35bf28}+0.94\%$
test_reshape_td 59.5510μs 26.8734μs 37.2115 KOps/s 35.8204 KOps/s $\color{#35bf28}+3.88\%$
test_view_pytree 62.4610μs 22.7171μs 44.0197 KOps/s 43.5067 KOps/s $\color{#35bf28}+1.18\%$
test_view_td 65.8820μs 30.4287μs 32.8637 KOps/s 30.9220 KOps/s $\textbf{\color{#35bf28}+6.28\%}$
test_unbind_pytree 61.8110μs 28.5560μs 35.0189 KOps/s 34.8319 KOps/s $\color{#35bf28}+0.54\%$
test_unbind_td 0.5436ms 35.4693μs 28.1934 KOps/s 27.0957 KOps/s $\color{#35bf28}+4.05\%$
test_split_pytree 62.8610μs 30.7845μs 32.4839 KOps/s 32.0312 KOps/s $\color{#35bf28}+1.41\%$
test_split_td 0.6426ms 39.0180μs 25.6292 KOps/s 25.4945 KOps/s $\color{#35bf28}+0.53\%$
test_add_pytree 80.6910μs 35.2154μs 28.3967 KOps/s 28.4277 KOps/s $\color{#d91a1a}-0.11\%$
test_add_td 84.9110μs 47.9794μs 20.8423 KOps/s 22.1682 KOps/s $\textbf{\color{#d91a1a}-5.98\%}$
test_compile_add_one_nested[tensordict-compile] 0.1700ms 0.1187ms 8.4217 KOps/s 7.9639 KOps/s $\textbf{\color{#35bf28}+5.75\%}$
test_compile_add_one_nested[tensordict-eager] 0.2189ms 0.1267ms 7.8948 KOps/s 7.8842 KOps/s $\color{#35bf28}+0.13\%$
test_compile_add_one_nested[pytree-compile] 0.1458ms 97.0497μs 10.3040 KOps/s 10.0585 KOps/s $\color{#35bf28}+2.44\%$
test_compile_add_one_nested[pytree-eager] 0.7738ms 0.1531ms 6.5321 KOps/s 6.4911 KOps/s $\color{#35bf28}+0.63\%$
test_compile_copy_nested[tensordict-compile] 50.3410μs 23.3917μs 42.7503 KOps/s 32.4287 KOps/s $\textbf{\color{#35bf28}+31.83\%}$
test_compile_copy_nested[tensordict-eager] 56.8410μs 27.7052μs 36.0942 KOps/s 34.8009 KOps/s $\color{#35bf28}+3.72\%$
test_compile_copy_nested[pytree-compile] 0.2799ms 65.9043μs 15.1735 KOps/s 15.1316 KOps/s $\color{#35bf28}+0.28\%$
test_compile_copy_nested[pytree-eager] 83.6220μs 50.7019μs 19.7231 KOps/s 19.8810 KOps/s $\color{#d91a1a}-0.79\%$
test_compile_add_one_flat[tensordict-compile] 0.1823ms 0.1433ms 6.9768 KOps/s 6.8178 KOps/s $\color{#35bf28}+2.33\%$
test_compile_add_one_flat[tensordict-eager] 0.2955ms 0.2083ms 4.8005 KOps/s 4.7902 KOps/s $\color{#35bf28}+0.22\%$
test_compile_add_one_flat[tensorclass-compile] 0.1627ms 98.9514μs 10.1060 KOps/s 9.9306 KOps/s $\color{#35bf28}+1.77\%$
test_compile_add_one_flat[tensorclass-eager] 0.1078ms 52.1493μs 19.1757 KOps/s 19.3985 KOps/s $\color{#d91a1a}-1.15\%$
test_compile_add_one_flat[pytree-compile] 0.1856ms 0.1343ms 7.4438 KOps/s 7.1377 KOps/s $\color{#35bf28}+4.29\%$
test_compile_add_one_flat[pytree-eager] 0.6445ms 0.4979ms 2.0085 KOps/s 2.0310 KOps/s $\color{#d91a1a}-1.11\%$
test_compile_add_self_flat[tensordict-eager] 0.3631ms 0.2473ms 4.0429 KOps/s 3.9858 KOps/s $\color{#35bf28}+1.43\%$
test_compile_add_self_flat[tensordict-compile] 0.1881ms 0.1426ms 7.0132 KOps/s 6.8787 KOps/s $\color{#35bf28}+1.95\%$
test_compile_add_self_flat[tensorclass-eager] 0.1390ms 63.8347μs 15.6655 KOps/s 15.9192 KOps/s $\color{#d91a1a}-1.59\%$
test_compile_add_self_flat[tensorclass-compile] 0.1620ms 98.8160μs 10.1198 KOps/s 9.9274 KOps/s $\color{#35bf28}+1.94\%$
test_compile_add_self_flat[pytree-eager] 0.4637ms 0.4222ms 2.3683 KOps/s 2.4094 KOps/s $\color{#d91a1a}-1.71\%$
test_compile_add_self_flat[pytree-compile] 0.1799ms 0.1360ms 7.3541 KOps/s 7.2381 KOps/s $\color{#35bf28}+1.60\%$
test_compile_copy_flat[tensordict-compile] 0.1455ms 18.5325μs 53.9592 KOps/s 38.9116 KOps/s $\textbf{\color{#35bf28}+38.67\%}$
test_compile_copy_flat[tensordict-eager] 0.1425ms 28.3132μs 35.3192 KOps/s 33.7854 KOps/s $\color{#35bf28}+4.54\%$
test_compile_copy_flat[pytree-compile] 0.1034ms 70.4592μs 14.1926 KOps/s 14.1176 KOps/s $\color{#35bf28}+0.53\%$
test_compile_copy_flat[pytree-eager] 85.6310μs 51.8378μs 19.2909 KOps/s 19.5292 KOps/s $\color{#d91a1a}-1.22\%$
test_compile_assign_and_add[tensordict-compile] 1.7292ms 0.4145ms 2.4124 KOps/s 2.1998 KOps/s $\textbf{\color{#35bf28}+9.66\%}$
test_compile_assign_and_add[tensordict-eager] 3.2696ms 2.6291ms 380.3556 Ops/s 373.1304 Ops/s $\color{#35bf28}+1.94\%$
test_compile_assign_and_add[pytree-compile] 1.6631ms 0.3951ms 2.5310 KOps/s 2.2278 KOps/s $\textbf{\color{#35bf28}+13.61\%}$
test_compile_assign_and_add[pytree-eager] 2.8326ms 2.7236ms 367.1668 Ops/s 364.0755 Ops/s $\color{#35bf28}+0.85\%$
test_compile_indexing[tensor-tensordict-compile] 0.7022ms 0.1200ms 8.3328 KOps/s 8.4031 KOps/s $\color{#d91a1a}-0.84\%$
test_compile_indexing[tensor-tensordict-eager] 0.5583ms 82.5714μs 12.1107 KOps/s 11.3429 KOps/s $\textbf{\color{#35bf28}+6.77\%}$
test_compile_indexing[tensor-tensorclass-compile] 0.6553ms 0.1135ms 8.8113 KOps/s 8.3911 KOps/s $\textbf{\color{#35bf28}+5.01\%}$
test_compile_indexing[tensor-tensorclass-eager] 0.1783ms 70.6300μs 14.1583 KOps/s 13.1629 KOps/s $\textbf{\color{#35bf28}+7.56\%}$
test_compile_indexing[tensor-pytree-compile] 0.2427ms 0.1129ms 8.8545 KOps/s 8.9218 KOps/s $\color{#d91a1a}-0.75\%$
test_compile_indexing[tensor-pytree-eager] 0.1258ms 70.7552μs 14.1332 KOps/s 14.3222 KOps/s $\color{#d91a1a}-1.32\%$
test_compile_indexing[slice-tensordict-compile] 0.1612ms 0.1061ms 9.4237 KOps/s 9.6146 KOps/s $\color{#d91a1a}-1.98\%$
test_compile_indexing[slice-tensordict-eager] 0.1430ms 17.2841μs 57.8567 KOps/s 54.3894 KOps/s $\textbf{\color{#35bf28}+6.37\%}$
test_compile_indexing[slice-tensorclass-compile] 0.1562ms 0.1003ms 9.9742 KOps/s 9.9989 KOps/s $\color{#d91a1a}-0.25\%$
test_compile_indexing[slice-tensorclass-eager] 57.3210μs 15.9305μs 62.7725 KOps/s 62.1915 KOps/s $\color{#35bf28}+0.93\%$
test_compile_indexing[slice-pytree-compile] 0.2154ms 0.1019ms 9.8171 KOps/s 9.9680 KOps/s $\color{#d91a1a}-1.51\%$
test_compile_indexing[slice-pytree-eager] 46.3700μs 15.9402μs 62.7345 KOps/s 61.4314 KOps/s $\color{#35bf28}+2.12\%$
test_compile_indexing[int-tensordict-compile] 0.1705ms 0.1045ms 9.5666 KOps/s 9.5939 KOps/s $\color{#d91a1a}-0.28\%$
test_compile_indexing[int-tensordict-eager] 0.6249ms 16.9876μs 58.8665 KOps/s 56.1519 KOps/s $\color{#35bf28}+4.83\%$
test_compile_indexing[int-tensorclass-compile] 0.2514ms 98.4203μs 10.1605 KOps/s 9.9760 KOps/s $\color{#35bf28}+1.85\%$
test_compile_indexing[int-tensorclass-eager] 47.9110μs 15.9304μs 62.7729 KOps/s 62.5164 KOps/s $\color{#35bf28}+0.41\%$
test_compile_indexing[int-pytree-compile] 0.2263ms 98.4201μs 10.1605 KOps/s 9.9621 KOps/s $\color{#35bf28}+1.99\%$
test_compile_indexing[int-pytree-eager] 67.0720μs 16.0605μs 62.2646 KOps/s 62.7801 KOps/s $\color{#d91a1a}-0.82\%$
test_mod_add[eager] 0.1719ms 31.6542μs 31.5914 KOps/s 31.1057 KOps/s $\color{#35bf28}+1.56\%$
test_mod_add[compile] 0.2104ms 77.8398μs 12.8469 KOps/s 12.6486 KOps/s $\color{#35bf28}+1.57\%$
test_mod_add[compile-overhead] 0.3125ms 0.1635ms 6.1163 KOps/s 5.6153 KOps/s $\textbf{\color{#35bf28}+8.92\%}$
test_mod_wrap[eager] 0.3281ms 0.2479ms 4.0346 KOps/s 3.8507 KOps/s $\color{#35bf28}+4.77\%$
test_mod_wrap[compile] 1.6322ms 0.2888ms 3.4623 KOps/s 3.4500 KOps/s $\color{#35bf28}+0.36\%$
test_mod_wrap[compile-overhead] 7.1532ms 3.8028ms 262.9620 Ops/s 265.7953 Ops/s $\color{#d91a1a}-1.07\%$
test_mod_wrap_and_backward[eager] 1.7308ms 1.3820ms 723.5758 Ops/s 676.1047 Ops/s $\textbf{\color{#35bf28}+7.02\%}$
test_mod_wrap_and_backward[compile] 1.6895ms 1.2958ms 771.7347 Ops/s 716.2925 Ops/s $\textbf{\color{#35bf28}+7.74\%}$
test_mod_wrap_and_backward[compile-overhead] 1.4159ms 0.9953ms 1.0047 KOps/s 931.5088 Ops/s $\textbf{\color{#35bf28}+7.86\%}$
test_seq_add[eager] 0.1521ms 96.6033μs 10.3516 KOps/s 10.0610 KOps/s $\color{#35bf28}+2.89\%$
test_seq_add[compile] 0.2776ms 88.9885μs 11.2374 KOps/s 11.1853 KOps/s $\color{#35bf28}+0.47\%$
test_seq_add[compile-overhead] 0.2807ms 0.1309ms 7.6366 KOps/s 7.5761 KOps/s $\color{#35bf28}+0.80\%$
test_seq_wrap[eager] 0.5311ms 0.3807ms 2.6266 KOps/s 2.5759 KOps/s $\color{#35bf28}+1.96\%$
test_seq_wrap[compile] 0.3562ms 0.3062ms 3.2656 KOps/s 3.2505 KOps/s $\color{#35bf28}+0.46\%$
test_seq_wrap[compile-overhead] 0.2721ms 0.2271ms 4.4036 KOps/s 4.3733 KOps/s $\color{#35bf28}+0.69\%$
test_func_call_runtime[False-eager] 1.0293ms 0.7907ms 1.2647 KOps/s 1.2971 KOps/s $\color{#d91a1a}-2.50\%$
test_func_call_runtime[False-compile] 1.0011ms 0.7717ms 1.2959 KOps/s 1.3031 KOps/s $\color{#d91a1a}-0.55\%$
test_func_call_runtime[False-compile-overhead] 0.4273ms 0.3675ms 2.7208 KOps/s 2.7254 KOps/s $\color{#d91a1a}-0.17\%$
test_func_call_runtime[True-eager] 1.2039ms 0.9153ms 1.0925 KOps/s 1.0216 KOps/s $\textbf{\color{#35bf28}+6.95\%}$
test_func_call_runtime[True-compile] 0.8339ms 0.7815ms 1.2796 KOps/s 1.2487 KOps/s $\color{#35bf28}+2.48\%$
test_func_call_runtime[True-compile-overhead] 0.4368ms 0.3896ms 2.5665 KOps/s 2.5780 KOps/s $\color{#d91a1a}-0.45\%$
test_func_call_cm_runtime[False-eager] 0.8337ms 0.7534ms 1.3272 KOps/s 1.2409 KOps/s $\textbf{\color{#35bf28}+6.96\%}$
test_func_call_cm_runtime[False-compile] 0.8455ms 0.7654ms 1.3065 KOps/s 1.2608 KOps/s $\color{#35bf28}+3.63\%$
test_func_call_cm_runtime[False-compile-overhead] 0.4292ms 0.3699ms 2.7034 KOps/s 2.7090 KOps/s $\color{#d91a1a}-0.21\%$
test_func_call_cm_runtime[True-eager] 1.1682ms 1.0196ms 980.7826 Ops/s 950.0709 Ops/s $\color{#35bf28}+3.23\%$
test_func_call_cm_runtime[True-compile] 1.0293ms 0.8169ms 1.2241 KOps/s 1.2430 KOps/s $\color{#d91a1a}-1.52\%$
test_func_call_cm_runtime[True-compile-overhead] 0.4809ms 0.4159ms 2.4042 KOps/s 2.3893 KOps/s $\color{#35bf28}+0.62\%$
test_vmap_func_call_cm_runtime[eager] 2.6272ms 2.1160ms 472.5935 Ops/s 469.9653 Ops/s $\color{#35bf28}+0.56\%$
test_vmap_func_call_cm_runtime[compile] 0.9748ms 0.8263ms 1.2102 KOps/s 1.2163 KOps/s $\color{#d91a1a}-0.50\%$
test_vmap_func_call_cm_runtime[compile-overhead] 0.4810ms 0.4178ms 2.3932 KOps/s 2.3925 KOps/s $\color{#35bf28}+0.03\%$
test_distributed 3.2001ms 0.1723ms 5.8030 KOps/s 8.7105 KOps/s $\textbf{\color{#d91a1a}-33.38\%}$
test_tdmodule 32.3510μs 13.5113μs 74.0123 KOps/s 73.3333 KOps/s $\color{#35bf28}+0.93\%$
test_tdmodule_dispatch 0.6263ms 26.7055μs 37.4454 KOps/s 36.8491 KOps/s $\color{#35bf28}+1.62\%$
test_tdseq 50.1410μs 15.0267μs 66.5484 KOps/s 65.8946 KOps/s $\color{#35bf28}+0.99\%$
test_tdseq_dispatch 48.2410μs 29.3849μs 34.0310 KOps/s 33.2672 KOps/s $\color{#35bf28}+2.30\%$
test_instantiation_functorch 1.6370ms 1.5615ms 640.4117 Ops/s 636.7610 Ops/s $\color{#35bf28}+0.57\%$
test_exec_functorch 0.1773ms 0.1446ms 6.9162 KOps/s 6.8336 KOps/s $\color{#35bf28}+1.21\%$
test_exec_functional_call 0.1893ms 0.1404ms 7.1211 KOps/s 6.9502 KOps/s $\color{#35bf28}+2.46\%$
test_exec_td_decorator 0.3801ms 0.1857ms 5.3840 KOps/s 5.3395 KOps/s $\color{#35bf28}+0.83\%$
test_vmap_mlp_speed_decorator[True-True] 0.8207ms 0.6829ms 1.4644 KOps/s 1.4589 KOps/s $\color{#35bf28}+0.38\%$
test_vmap_mlp_speed_decorator[True-False] 0.8412ms 0.6828ms 1.4646 KOps/s 1.4560 KOps/s $\color{#35bf28}+0.59\%$
test_vmap_mlp_speed_decorator[False-True] 0.7197ms 0.6021ms 1.6610 KOps/s 1.6557 KOps/s $\color{#35bf28}+0.32\%$
test_vmap_mlp_speed_decorator[False-False] 0.7116ms 0.6016ms 1.6623 KOps/s 1.6532 KOps/s $\color{#35bf28}+0.55\%$
test_vmap_transformer_speed_decorator[True-True] 19.5453ms 19.4750ms 51.3479 Ops/s 51.4195 Ops/s $\color{#d91a1a}-0.14\%$
test_vmap_transformer_speed_decorator[True-False] 20.2083ms 19.4854ms 51.3206 Ops/s 51.1419 Ops/s $\color{#35bf28}+0.35\%$
test_vmap_transformer_speed_decorator[False-True] 19.5006ms 19.4003ms 51.5457 Ops/s 51.8681 Ops/s $\color{#d91a1a}-0.62\%$
test_vmap_transformer_speed_decorator[False-False] 19.4380ms 19.3602ms 51.6524 Ops/s 51.5775 Ops/s $\color{#35bf28}+0.15\%$
test_to_module_speed[True] 1.0541ms 0.9441ms 1.0593 KOps/s 1.0544 KOps/s $\color{#35bf28}+0.47\%$
test_to_module_speed[False] 1.4018ms 0.9316ms 1.0735 KOps/s 1.0730 KOps/s $\color{#35bf28}+0.05\%$
test_tc_init 70.6010μs 36.1690μs 27.6480 KOps/s 28.4691 KOps/s $\color{#d91a1a}-2.88\%$
test_tc_init_nested 0.2285ms 72.1450μs 13.8610 KOps/s 13.8736 KOps/s $\color{#d91a1a}-0.09\%$
test_tc_first_layer_tensor 4.4344μs 0.6998μs 1.4291 MOps/s 1.2431 MOps/s $\textbf{\color{#35bf28}+14.96\%}$
test_tc_first_layer_nontensor 24.8700μs 2.3690μs 422.1225 KOps/s 422.9950 KOps/s $\color{#d91a1a}-0.21\%$
test_tc_second_layer_tensor 7.1628μs 1.4251μs 701.6986 KOps/s 694.4544 KOps/s $\color{#35bf28}+1.04\%$
test_tc_second_layer_nontensor 28.7710μs 3.1113μs 321.4061 KOps/s 325.4738 KOps/s $\color{#d91a1a}-1.25\%$
test_unbind 0.2194s 9.6705ms 103.4077 Ops/s 150.1627 Ops/s $\textbf{\color{#d91a1a}-31.14\%}$
test_full_like 9.8562ms 9.4424ms 105.9048 Ops/s 104.8956 Ops/s $\color{#35bf28}+0.96\%$
test_zeros_like 4.9233ms 4.3394ms 230.4441 Ops/s 113.5344 Ops/s $\textbf{\color{#35bf28}+102.97\%}$
test_ones_like 9.2680ms 7.2738ms 137.4790 Ops/s 229.5147 Ops/s $\textbf{\color{#d91a1a}-40.10\%}$
test_clone 7.2199ms 6.6442ms 150.5073 Ops/s 151.1462 Ops/s $\color{#d91a1a}-0.42\%$
test_squeeze 59.3910μs 9.3824μs 106.5830 KOps/s 105.1477 KOps/s $\color{#35bf28}+1.37\%$
test_unsqueeze 0.1210ms 70.9858μs 14.0873 KOps/s 13.4441 KOps/s $\color{#35bf28}+4.78\%$
test_split 0.3853ms 0.1564ms 6.3926 KOps/s 6.0868 KOps/s $\textbf{\color{#35bf28}+5.02\%}$
test_permute 0.2258ms 0.1772ms 5.6444 KOps/s 5.6125 KOps/s $\color{#35bf28}+0.57\%$
test_stack 51.8320ms 51.3084ms 19.4900 Ops/s 19.4603 Ops/s $\color{#35bf28}+0.15\%$
test_cat 51.5221ms 51.0868ms 19.5745 Ops/s 19.3468 Ops/s $\color{#35bf28}+1.18\%$

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