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vmoens merged 14 commits into from
Jul 26, 2024
Merged

[Formatting] Lint revamp #890

vmoens merged 14 commits into from
Jul 26, 2024

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@vmoens vmoens commented Jul 16, 2024 •
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@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 Jul 16, 2024
@vmoens vmoens added the Formatting Code formatting label Jul 19, 2024
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 219. Improved: $\large\color{#35bf28}24$. Worsened: $\large\color{#d91a1a}24$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 51.9170μs 22.2302μs 44.9838 KOps/s 47.5065 KOps/s $\textbf{\color{#d91a1a}-5.31\%}$
test_plain_set_stack_nested 75.0500μs 22.2160μs 45.0126 KOps/s 47.7308 KOps/s $\textbf{\color{#d91a1a}-5.69\%}$
test_plain_set_nested_inplace 73.1870μs 23.7671μs 42.0750 KOps/s 43.3261 KOps/s $\color{#d91a1a}-2.89\%$
test_plain_set_stack_nested_inplace 57.5580μs 23.8153μs 41.9898 KOps/s 43.8723 KOps/s $\color{#d91a1a}-4.29\%$
test_items 27.3810μs 2.6317μs 379.9767 KOps/s 362.3290 KOps/s $\color{#35bf28}+4.87\%$
test_items_nested 0.6212ms 0.3364ms 2.9724 KOps/s 2.9103 KOps/s $\color{#35bf28}+2.13\%$
test_items_nested_locked 3.7514ms 0.3382ms 2.9566 KOps/s 2.9186 KOps/s $\color{#35bf28}+1.30\%$
test_items_nested_leaf 0.1636ms 84.7656μs 11.7972 KOps/s 11.4593 KOps/s $\color{#35bf28}+2.95\%$
test_items_stack_nested 0.4627ms 0.3381ms 2.9578 KOps/s 2.8775 KOps/s $\color{#35bf28}+2.79\%$
test_items_stack_nested_leaf 0.1656ms 86.9345μs 11.5029 KOps/s 11.2611 KOps/s $\color{#35bf28}+2.15\%$
test_items_stack_nested_locked 0.6110ms 0.3399ms 2.9417 KOps/s 2.8664 KOps/s $\color{#35bf28}+2.63\%$
test_keys 27.6220μs 3.8777μs 257.8828 KOps/s 246.4218 KOps/s $\color{#35bf28}+4.65\%$
test_keys_nested 0.2725ms 0.1426ms 7.0131 KOps/s 6.7321 KOps/s $\color{#35bf28}+4.17\%$
test_keys_nested_locked 0.6868ms 0.1495ms 6.6904 KOps/s 6.4929 KOps/s $\color{#35bf28}+3.04\%$
test_keys_nested_leaf 0.2443ms 0.1235ms 8.0983 KOps/s 7.7488 KOps/s $\color{#35bf28}+4.51\%$
test_keys_stack_nested 0.2465ms 0.1453ms 6.8837 KOps/s 6.6985 KOps/s $\color{#35bf28}+2.77\%$
test_keys_stack_nested_leaf 0.4011ms 0.1227ms 8.1516 KOps/s 7.7773 KOps/s $\color{#35bf28}+4.81\%$
test_keys_stack_nested_locked 0.2565ms 0.1479ms 6.7612 KOps/s 6.4624 KOps/s $\color{#35bf28}+4.62\%$
test_values 8.0600μs 1.2014μs 832.3294 KOps/s 818.3503 KOps/s $\color{#35bf28}+1.71\%$
test_values_nested 92.8830μs 50.4347μs 19.8276 KOps/s 19.0584 KOps/s $\color{#35bf28}+4.04\%$
test_values_nested_locked 0.1144ms 50.1189μs 19.9526 KOps/s 19.1491 KOps/s $\color{#35bf28}+4.20\%$
test_values_nested_leaf 83.7770μs 44.9517μs 22.2461 KOps/s 21.2515 KOps/s $\color{#35bf28}+4.68\%$
test_values_stack_nested 0.1011ms 50.9917μs 19.6110 KOps/s 17.9424 KOps/s $\textbf{\color{#35bf28}+9.30\%}$
test_values_stack_nested_leaf 86.7220μs 45.0286μs 22.2081 KOps/s 21.2023 KOps/s $\color{#35bf28}+4.74\%$
test_values_stack_nested_locked 96.5200μs 50.5183μs 19.7948 KOps/s 18.8525 KOps/s $\color{#35bf28}+5.00\%$
test_membership 29.7250μs 0.9111μs 1.0976 MOps/s 1.3344 MOps/s $\textbf{\color{#d91a1a}-17.75\%}$
test_membership_nested 46.2770μs 2.5700μs 389.0983 KOps/s 364.8200 KOps/s $\textbf{\color{#35bf28}+6.65\%}$
test_membership_nested_leaf 25.7690μs 2.5877μs 386.4384 KOps/s 366.6853 KOps/s $\textbf{\color{#35bf28}+5.39\%}$
test_membership_stacked_nested 21.0590μs 2.5435μs 393.1518 KOps/s 369.0570 KOps/s $\textbf{\color{#35bf28}+6.53\%}$
test_membership_stacked_nested_leaf 26.1390μs 2.5783μs 387.8493 KOps/s 367.3321 KOps/s $\textbf{\color{#35bf28}+5.59\%}$
test_membership_nested_last 36.9990μs 3.8418μs 260.2930 KOps/s 236.8635 KOps/s $\textbf{\color{#35bf28}+9.89\%}$
test_membership_nested_leaf_last 26.8400μs 3.8608μs 259.0125 KOps/s 242.4193 KOps/s $\textbf{\color{#35bf28}+6.84\%}$
test_membership_stacked_nested_last 21.7510μs 3.8140μs 262.1938 KOps/s 176.3959 KOps/s $\textbf{\color{#35bf28}+48.64\%}$
test_membership_stacked_nested_leaf_last 24.4260μs 3.8331μs 260.8884 KOps/s 174.6704 KOps/s $\textbf{\color{#35bf28}+49.36\%}$
test_nested_getleaf 66.9550μs 10.4013μs 96.1415 KOps/s 93.8801 KOps/s $\color{#35bf28}+2.41\%$
test_nested_get 30.6370μs 9.8781μs 101.2345 KOps/s 100.5112 KOps/s $\color{#35bf28}+0.72\%$
test_stacked_getleaf 42.5090μs 10.4883μs 95.3448 KOps/s 94.5101 KOps/s $\color{#35bf28}+0.88\%$
test_stacked_get 51.3760μs 9.8040μs 101.9994 KOps/s 99.1108 KOps/s $\color{#35bf28}+2.91\%$
test_nested_getitemleaf 34.6150μs 10.9573μs 91.2630 KOps/s 90.4227 KOps/s $\color{#35bf28}+0.93\%$
test_nested_getitem 34.4650μs 10.1396μs 98.6235 KOps/s 96.1791 KOps/s $\color{#35bf28}+2.54\%$
test_stacked_getitemleaf 35.6460μs 10.8277μs 92.3559 KOps/s 90.9170 KOps/s $\color{#35bf28}+1.58\%$
test_stacked_getitem 35.3460μs 9.9426μs 100.5775 KOps/s 97.6100 KOps/s $\color{#35bf28}+3.04\%$
test_lock_nested 79.2668ms 0.5627ms 1.7770 KOps/s 1.9867 KOps/s $\textbf{\color{#d91a1a}-10.55\%}$
test_lock_stack_nested 1.0204ms 0.4646ms 2.1523 KOps/s 2.1306 KOps/s $\color{#35bf28}+1.02\%$
test_unlock_nested 91.1892ms 0.5037ms 1.9852 KOps/s 2.3641 KOps/s $\textbf{\color{#d91a1a}-16.03\%}$
test_unlock_stack_nested 0.6866ms 0.3811ms 2.6241 KOps/s 2.5241 KOps/s $\color{#35bf28}+3.96\%$
test_flatten_speed 0.5659ms 0.1036ms 9.6509 KOps/s 9.4507 KOps/s $\color{#35bf28}+2.12\%$
test_unflatten_speed 0.7617ms 0.4241ms 2.3578 KOps/s 2.2995 KOps/s $\color{#35bf28}+2.54\%$
test_common_ops 3.7585ms 1.1046ms 905.2727 Ops/s 940.4817 Ops/s $\color{#d91a1a}-3.74\%$
test_creation 26.9900μs 2.0275μs 493.2078 KOps/s 478.8413 KOps/s $\color{#35bf28}+3.00\%$
test_creation_empty 57.9090μs 18.4642μs 54.1587 KOps/s 62.3036 KOps/s $\textbf{\color{#d91a1a}-13.07\%}$
test_creation_nested_1 59.2510μs 21.7146μs 46.0520 KOps/s 51.4818 KOps/s $\textbf{\color{#d91a1a}-10.55\%}$
test_creation_nested_2 74.2390μs 25.2057μs 39.6736 KOps/s 44.0385 KOps/s $\textbf{\color{#d91a1a}-9.91\%}$
test_clone 96.7410μs 17.3924μs 57.4965 KOps/s 58.5282 KOps/s $\color{#d91a1a}-1.76\%$
test_getitem[int] 1.2931ms 17.8365μs 56.0647 KOps/s 60.0708 KOps/s $\textbf{\color{#d91a1a}-6.67\%}$
test_getitem[slice_int] 0.1249ms 32.0218μs 31.2287 KOps/s 31.8239 KOps/s $\color{#d91a1a}-1.87\%$
test_getitem[range] 0.1546ms 57.0312μs 17.5343 KOps/s 17.3355 KOps/s $\color{#35bf28}+1.15\%$
test_getitem[tuple] 0.1203ms 26.4995μs 37.7365 KOps/s 39.8509 KOps/s $\textbf{\color{#d91a1a}-5.31\%}$
test_getitem[list] 0.2716ms 52.0391μs 19.2163 KOps/s 19.1038 KOps/s $\color{#35bf28}+0.59\%$
test_setitem_dim[int] 93.1940μs 41.1957μs 24.2744 KOps/s 26.0840 KOps/s $\textbf{\color{#d91a1a}-6.94\%}$
test_setitem_dim[slice_int] 0.1143ms 72.7875μs 13.7386 KOps/s 14.6791 KOps/s $\textbf{\color{#d91a1a}-6.41\%}$
test_setitem_dim[range] 0.1568ms 91.9861μs 10.8712 KOps/s 10.9545 KOps/s $\color{#d91a1a}-0.76\%$
test_setitem_dim[tuple] 0.1065ms 59.6315μs 16.7697 KOps/s 17.7453 KOps/s $\textbf{\color{#d91a1a}-5.50\%}$
test_setitem 0.1400ms 29.3009μs 34.1286 KOps/s 35.6150 KOps/s $\color{#d91a1a}-4.17\%$
test_set 0.1271ms 28.9073μs 34.5934 KOps/s 36.7233 KOps/s $\textbf{\color{#d91a1a}-5.80\%}$
test_set_shared 4.5651ms 0.2154ms 4.6417 KOps/s 4.5439 KOps/s $\color{#35bf28}+2.15\%$
test_update 0.1574ms 35.1387μs 28.4587 KOps/s 30.0151 KOps/s $\textbf{\color{#d91a1a}-5.19\%}$
test_update_nested 0.1459ms 46.2129μs 21.6390 KOps/s 22.6261 KOps/s $\color{#d91a1a}-4.36\%$
test_update__nested 0.1379ms 34.5208μs 28.9680 KOps/s 27.8098 KOps/s $\color{#35bf28}+4.16\%$
test_set_nested 0.2024ms 30.7500μs 32.5204 KOps/s 32.4722 KOps/s $\color{#35bf28}+0.15\%$
test_set_nested_new 0.1422ms 35.7106μs 28.0029 KOps/s 28.4930 KOps/s $\color{#d91a1a}-1.72\%$
test_select 0.1412ms 53.5498μs 18.6742 KOps/s 18.8682 KOps/s $\color{#d91a1a}-1.03\%$
test_select_nested 0.1145ms 60.1062μs 16.6372 KOps/s 16.8219 KOps/s $\color{#d91a1a}-1.10\%$
test_exclude_nested 0.1447ms 76.7432μs 13.0305 KOps/s 12.7498 KOps/s $\color{#35bf28}+2.20\%$
test_empty[True] 0.7137ms 0.3202ms 3.1227 KOps/s 3.0167 KOps/s $\color{#35bf28}+3.51\%$
test_empty[False] 9.1812μs 1.1674μs 856.5968 KOps/s 838.7343 KOps/s $\color{#35bf28}+2.13\%$
test_unbind_speed 0.6504ms 0.3039ms 3.2902 KOps/s 3.2170 KOps/s $\color{#35bf28}+2.27\%$
test_unbind_speed_stack0 0.4455ms 0.2997ms 3.3372 KOps/s 3.3360 KOps/s $\color{#35bf28}+0.03\%$
test_unbind_speed_stack1 89.6110ms 0.7915ms 1.2635 KOps/s 1.3833 KOps/s $\textbf{\color{#d91a1a}-8.66\%}$
test_split 88.1828ms 2.1549ms 464.0621 Ops/s 464.0866 Ops/s $-0.01\%$
test_chunk 95.1062ms 2.1859ms 457.4836 Ops/s 464.0971 Ops/s $\color{#d91a1a}-1.43\%$
test_creation[device0] 0.2155ms 0.1168ms 8.5589 KOps/s 8.2048 KOps/s $\color{#35bf28}+4.32\%$
test_creation_from_tensor 4.4703ms 0.1203ms 8.3116 KOps/s 8.3691 KOps/s $\color{#d91a1a}-0.69\%$
test_add_one[memmap_tensor0] 0.1667ms 8.1450μs 122.7746 KOps/s 124.5626 KOps/s $\color{#d91a1a}-1.44\%$
test_contiguous[memmap_tensor0] 18.5340μs 2.0177μs 495.6214 KOps/s 493.6206 KOps/s $\color{#35bf28}+0.41\%$
test_stack[memmap_tensor0] 53.6900μs 5.7079μs 175.1967 KOps/s 172.3754 KOps/s $\color{#35bf28}+1.64\%$
test_memmaptd_index 1.1161ms 0.4081ms 2.4506 KOps/s 2.4564 KOps/s $\color{#d91a1a}-0.24\%$
test_memmaptd_index_astensor 0.7524ms 0.4878ms 2.0500 KOps/s 1.9977 KOps/s $\color{#35bf28}+2.62\%$
test_memmaptd_index_op 3.0862ms 1.0572ms 945.8967 Ops/s 979.3310 Ops/s $\color{#d91a1a}-3.41\%$
test_serialize_model 0.1244s 0.1196s 8.3636 Ops/s 8.4390 Ops/s $\color{#d91a1a}-0.89\%$
test_serialize_model_pickle 0.4298s 0.3918s 2.5520 Ops/s 2.4871 Ops/s $\color{#35bf28}+2.61\%$
test_serialize_weights 0.1250s 0.1153s 8.6742 Ops/s 7.4177 Ops/s $\textbf{\color{#35bf28}+16.94\%}$
test_serialize_weights_returnearly 0.1673s 0.1580s 6.3311 Ops/s 6.3918 Ops/s $\color{#d91a1a}-0.95\%$
test_serialize_weights_pickle 0.4867s 0.4126s 2.4238 Ops/s 2.4860 Ops/s $\color{#d91a1a}-2.50\%$
test_serialize_weights_filesystem 0.2400s 0.1514s 6.6033 Ops/s 7.1273 Ops/s $\textbf{\color{#d91a1a}-7.35\%}$
test_serialize_model_filesystem 0.1542s 0.1450s 6.8978 Ops/s 6.6993 Ops/s $\color{#35bf28}+2.96\%$
test_reshape_pytree 82.7950μs 39.1691μs 25.5303 KOps/s 24.4974 KOps/s $\color{#35bf28}+4.22\%$
test_reshape_td 0.1069ms 46.7695μs 21.3814 KOps/s 20.9394 KOps/s $\color{#35bf28}+2.11\%$
test_view_pytree 0.1050ms 39.9654μs 25.0217 KOps/s 25.2348 KOps/s $\color{#d91a1a}-0.84\%$
test_view_td 0.1078ms 54.2109μs 18.4465 KOps/s 18.9111 KOps/s $\color{#d91a1a}-2.46\%$
test_unbind_pytree 76.7640μs 36.7781μs 27.1901 KOps/s 26.6976 KOps/s $\color{#35bf28}+1.84\%$
test_unbind_td 0.3212ms 45.4655μs 21.9947 KOps/s 21.8904 KOps/s $\color{#35bf28}+0.48\%$
test_split_pytree 94.9980μs 39.5754μs 25.2682 KOps/s 24.3452 KOps/s $\color{#35bf28}+3.79\%$
test_split_td 0.5377ms 58.2939μs 17.1545 KOps/s 17.0630 KOps/s $\color{#35bf28}+0.54\%$
test_add_pytree 0.1154ms 46.5770μs 21.4698 KOps/s 21.5166 KOps/s $\color{#d91a1a}-0.22\%$
test_add_td 0.1819ms 79.5402μs 12.5723 KOps/s 12.1537 KOps/s $\color{#35bf28}+3.44\%$
test_compile_add_one_nested[tensordict-compile] 0.1185ms 55.7589μs 17.9344 KOps/s 18.3443 KOps/s $\color{#d91a1a}-2.23\%$
test_compile_add_one_nested[tensordict-eager] 0.3180ms 0.1843ms 5.4257 KOps/s 5.1187 KOps/s $\textbf{\color{#35bf28}+6.00\%}$
test_compile_add_one_nested[pytree-compile] 0.1440ms 55.4698μs 18.0278 KOps/s 18.2481 KOps/s $\color{#d91a1a}-1.21\%$
test_compile_add_one_nested[pytree-eager] 0.6573ms 0.1488ms 6.7198 KOps/s 6.5662 KOps/s $\color{#35bf28}+2.34\%$
test_compile_copy_nested[tensordict-compile] 68.9690μs 20.5070μs 48.7639 KOps/s 47.3720 KOps/s $\color{#35bf28}+2.94\%$
test_compile_copy_nested[tensordict-eager] 0.1248ms 63.7831μs 15.6781 KOps/s 15.1954 KOps/s $\color{#35bf28}+3.18\%$
test_compile_copy_nested[pytree-compile] 0.1532ms 79.4313μs 12.5895 KOps/s 12.5172 KOps/s $\color{#35bf28}+0.58\%$
test_compile_copy_nested[pytree-eager] 0.2694ms 72.1414μs 13.8617 KOps/s 13.5911 KOps/s $\color{#35bf28}+1.99\%$
test_compile_add_one_flat[tensordict-compile] 0.3676ms 0.1753ms 5.7050 KOps/s 5.6935 KOps/s $\color{#35bf28}+0.20\%$
test_compile_add_one_flat[tensordict-eager] 0.4230ms 0.1917ms 5.2158 KOps/s 5.0662 KOps/s $\color{#35bf28}+2.95\%$
test_compile_add_one_flat[tensorclass-compile] 0.1090ms 39.6628μs 25.2125 KOps/s 25.2386 KOps/s $\color{#d91a1a}-0.10\%$
test_compile_add_one_flat[tensorclass-eager] 0.4721ms 69.5276μs 14.3828 KOps/s 14.2409 KOps/s $\color{#35bf28}+1.00\%$
test_compile_add_one_flat[pytree-compile] 0.3389ms 0.1752ms 5.7064 KOps/s 5.7647 KOps/s $\color{#d91a1a}-1.01\%$
test_compile_add_one_flat[pytree-eager] 0.5258ms 0.2986ms 3.3488 KOps/s 3.3455 KOps/s $\color{#35bf28}+0.10\%$
test_compile_add_self_flat[tensordict-eager] 0.4828ms 0.2070ms 4.8303 KOps/s 4.6615 KOps/s $\color{#35bf28}+3.62\%$
test_compile_add_self_flat[tensordict-compile] 0.2520ms 0.1733ms 5.7691 KOps/s 5.6776 KOps/s $\color{#35bf28}+1.61\%$
test_compile_add_self_flat[tensorclass-eager] 0.2753ms 61.7008μs 16.2072 KOps/s 15.6269 KOps/s $\color{#35bf28}+3.71\%$
test_compile_add_self_flat[tensorclass-compile] 0.1171ms 40.4590μs 24.7164 KOps/s 23.8690 KOps/s $\color{#35bf28}+3.55\%$
test_compile_add_self_flat[pytree-eager] 0.3402ms 0.2415ms 4.1400 KOps/s 4.0263 KOps/s $\color{#35bf28}+2.82\%$
test_compile_add_self_flat[pytree-compile] 0.2711ms 0.1720ms 5.8138 KOps/s 5.7024 KOps/s $\color{#35bf28}+1.95\%$
test_compile_copy_flat[tensordict-compile] 0.1915ms 0.1070ms 9.3492 KOps/s 9.0825 KOps/s $\color{#35bf28}+2.94\%$
test_compile_copy_flat[tensordict-eager] 0.1138ms 55.0483μs 18.1659 KOps/s 16.9990 KOps/s $\textbf{\color{#35bf28}+6.86\%}$
test_compile_copy_flat[pytree-compile] 0.1552ms 78.2456μs 12.7803 KOps/s 12.0898 KOps/s $\textbf{\color{#35bf28}+5.71\%}$
test_compile_copy_flat[pytree-eager] 0.1333ms 70.3908μs 14.2064 KOps/s 13.4669 KOps/s $\textbf{\color{#35bf28}+5.49\%}$
test_compile_assign_and_add[tensordict-compile] 0.2764ms 0.1966ms 5.0857 KOps/s 5.2762 KOps/s $\color{#d91a1a}-3.61\%$
test_compile_assign_and_add[tensordict-eager] 1.8455ms 1.5921ms 628.1134 Ops/s 586.1264 Ops/s $\textbf{\color{#35bf28}+7.16\%}$
test_compile_assign_and_add[pytree-compile] 0.3074ms 0.1926ms 5.1926 KOps/s 5.1342 KOps/s $\color{#35bf28}+1.14\%$
test_compile_assign_and_add[pytree-eager] 1.8304ms 1.1105ms 900.5154 Ops/s 888.6729 Ops/s $\color{#35bf28}+1.33\%$
test_compile_assign_and_add_stack[compile] 0.6587ms 0.4211ms 2.3750 KOps/s 2.3531 KOps/s $\color{#35bf28}+0.93\%$
test_compile_assign_and_add_stack[eager] 5.0871ms 3.7813ms 264.4626 Ops/s 267.9703 Ops/s $\color{#d91a1a}-1.31\%$
test_compile_indexing[tensor-tensordict-compile] 89.7880μs 33.9595μs 29.4469 KOps/s 30.0942 KOps/s $\color{#d91a1a}-2.15\%$
test_compile_indexing[tensor-tensordict-eager] 1.1767ms 49.7305μs 20.1084 KOps/s 20.6256 KOps/s $\color{#d91a1a}-2.51\%$
test_compile_indexing[tensor-tensorclass-compile] 80.6010μs 30.0038μs 33.3291 KOps/s 33.9611 KOps/s $\color{#d91a1a}-1.86\%$
test_compile_indexing[tensor-tensorclass-eager] 76.0720μs 30.9896μs 32.2689 KOps/s 31.6407 KOps/s $\color{#35bf28}+1.99\%$
test_compile_indexing[tensor-pytree-compile] 0.1246ms 29.7264μs 33.6401 KOps/s 32.4398 KOps/s $\color{#35bf28}+3.70\%$
test_compile_indexing[tensor-pytree-eager] 96.2300μs 31.9529μs 31.2961 KOps/s 32.9508 KOps/s $\textbf{\color{#d91a1a}-5.02\%}$
test_compile_indexing[slice-tensordict-compile] 0.1480ms 73.1510μs 13.6704 KOps/s 13.8546 KOps/s $\color{#d91a1a}-1.33\%$
test_compile_indexing[slice-tensordict-eager] 0.5306ms 27.8276μs 35.9356 KOps/s 36.0577 KOps/s $\color{#d91a1a}-0.34\%$
test_compile_indexing[slice-tensorclass-compile] 0.1639ms 67.8613μs 14.7359 KOps/s 14.8535 KOps/s $\color{#d91a1a}-0.79\%$
test_compile_indexing[slice-tensorclass-eager] 76.8230μs 25.0061μs 39.9902 KOps/s 39.6574 KOps/s $\color{#35bf28}+0.84\%$
test_compile_indexing[slice-pytree-compile] 0.1414ms 67.7809μs 14.7534 KOps/s 15.0386 KOps/s $\color{#d91a1a}-1.90\%$
test_compile_indexing[slice-pytree-eager] 77.5550μs 24.6148μs 40.6260 KOps/s 41.0831 KOps/s $\color{#d91a1a}-1.11\%$
test_compile_indexing[int-tensordict-compile] 0.1411ms 72.1420μs 13.8616 KOps/s 14.0304 KOps/s $\color{#d91a1a}-1.20\%$
test_compile_indexing[int-tensordict-eager] 1.0276ms 27.9218μs 35.8143 KOps/s 35.5906 KOps/s $\color{#35bf28}+0.63\%$
test_compile_indexing[int-tensorclass-compile] 0.1454ms 67.7161μs 14.7675 KOps/s 15.1133 KOps/s $\color{#d91a1a}-2.29\%$
test_compile_indexing[int-tensorclass-eager] 68.8180μs 25.1132μs 39.8196 KOps/s 41.6847 KOps/s $\color{#d91a1a}-4.47\%$
test_compile_indexing[int-pytree-compile] 0.1533ms 67.8562μs 14.7371 KOps/s 15.1844 KOps/s $\color{#d91a1a}-2.95\%$
test_compile_indexing[int-pytree-eager] 0.5001ms 24.8928μs 40.1723 KOps/s 40.8316 KOps/s $\color{#d91a1a}-1.61\%$
test_mod_add[eager] 90.7930μs 24.4674μs 40.8707 KOps/s 41.8768 KOps/s $\color{#d91a1a}-2.40\%$
test_mod_add[compile] 89.1470μs 38.4940μs 25.9780 KOps/s 25.7309 KOps/s $\color{#35bf28}+0.96\%$
test_mod_add[compile-overhead] 0.1059ms 38.7781μs 25.7878 KOps/s 26.2779 KOps/s $\color{#d91a1a}-1.87\%$
test_mod_wrap[eager] 0.4102ms 0.2030ms 4.9258 KOps/s 4.9513 KOps/s $\color{#d91a1a}-0.51\%$
test_mod_wrap[compile] 1.5711ms 0.2261ms 4.4226 KOps/s 4.2929 KOps/s $\color{#35bf28}+3.02\%$
test_mod_wrap[compile-overhead] 0.4286ms 0.2218ms 4.5080 KOps/s 4.3369 KOps/s $\color{#35bf28}+3.95\%$
test_mod_wrap_and_backward[eager] 12.5199ms 11.0335ms 90.6329 Ops/s 83.2980 Ops/s $\textbf{\color{#35bf28}+8.81\%}$
test_mod_wrap_and_backward[compile] 14.4707ms 11.5380ms 86.6703 Ops/s 84.0433 Ops/s $\color{#35bf28}+3.13\%$
test_mod_wrap_and_backward[compile-overhead] 16.4656ms 11.9658ms 83.5718 Ops/s 78.6951 Ops/s $\textbf{\color{#35bf28}+6.20\%}$
test_seq_add[eager] 0.1985ms 87.2336μs 11.4635 KOps/s 11.9316 KOps/s $\color{#d91a1a}-3.92\%$
test_seq_add[compile] 0.1575ms 60.7460μs 16.4620 KOps/s 16.1001 KOps/s $\color{#35bf28}+2.25\%$
test_seq_add[compile-overhead] 0.2855ms 63.5725μs 15.7301 KOps/s 16.0530 KOps/s $\color{#d91a1a}-2.01\%$
test_seq_wrap[eager] 0.6563ms 0.3789ms 2.6395 KOps/s 2.7336 KOps/s $\color{#d91a1a}-3.44\%$
test_seq_wrap[compile] 0.6605ms 0.2654ms 3.7680 KOps/s 3.7322 KOps/s $\color{#35bf28}+0.96\%$
test_seq_wrap[compile-overhead] 0.4669ms 0.2602ms 3.8431 KOps/s 3.7343 KOps/s $\color{#35bf28}+2.91\%$
test_func_call_runtime[False-eager] 0.9958ms 0.5249ms 1.9050 KOps/s 1.9276 KOps/s $\color{#d91a1a}-1.17\%$
test_func_call_runtime[False-compile] 0.7863ms 0.4974ms 2.0104 KOps/s 1.9769 KOps/s $\color{#35bf28}+1.70\%$
test_func_call_runtime[False-compile-overhead] 0.9006ms 0.4972ms 2.0114 KOps/s 1.9614 KOps/s $\color{#35bf28}+2.55\%$
test_func_call_runtime[True-eager] 1.3441ms 0.7428ms 1.3462 KOps/s 1.3241 KOps/s $\color{#35bf28}+1.67\%$
test_func_call_runtime[True-compile] 0.9432ms 0.5087ms 1.9658 KOps/s 1.9222 KOps/s $\color{#35bf28}+2.27\%$
test_func_call_runtime[True-compile-overhead] 0.6812ms 0.5075ms 1.9706 KOps/s 1.9237 KOps/s $\color{#35bf28}+2.43\%$
test_func_call_cm_runtime[False-eager] 0.8467ms 0.5203ms 1.9219 KOps/s 1.9578 KOps/s $\color{#d91a1a}-1.84\%$
test_func_call_cm_runtime[False-compile] 0.8164ms 0.4917ms 2.0340 KOps/s 1.9822 KOps/s $\color{#35bf28}+2.61\%$
test_func_call_cm_runtime[False-compile-overhead] 0.6128ms 0.4948ms 2.0211 KOps/s 1.9773 KOps/s $\color{#35bf28}+2.21\%$
test_func_call_cm_runtime[True-eager] 1.4864ms 0.8916ms 1.1216 KOps/s 1.1166 KOps/s $\color{#35bf28}+0.45\%$
test_func_call_cm_runtime[True-compile] 0.9690ms 0.8279ms 1.2079 KOps/s 1.1917 KOps/s $\color{#35bf28}+1.36\%$
test_func_call_cm_runtime[True-compile-overhead] 1.3249ms 0.8289ms 1.2064 KOps/s 1.2074 KOps/s $\color{#d91a1a}-0.08\%$
test_distributed 0.2800ms 0.1290ms 7.7537 KOps/s 7.6199 KOps/s $\color{#35bf28}+1.75\%$
test_tdmodule 78.7370μs 17.6701μs 56.5928 KOps/s 63.3632 KOps/s $\textbf{\color{#d91a1a}-10.69\%}$
test_tdmodule_dispatch 59.9620μs 35.9816μs 27.7920 KOps/s 29.8217 KOps/s $\textbf{\color{#d91a1a}-6.81\%}$
test_tdseq 35.1660μs 19.6820μs 50.8079 KOps/s 54.7690 KOps/s $\textbf{\color{#d91a1a}-7.23\%}$
test_tdseq_dispatch 0.1259ms 40.2088μs 24.8702 KOps/s 26.5392 KOps/s $\textbf{\color{#d91a1a}-6.29\%}$
test_instantiation_functorch 3.8269ms 1.6680ms 599.5138 Ops/s 604.0178 Ops/s $\color{#d91a1a}-0.75\%$
test_instantiation_td 1.8238ms 1.1631ms 859.7720 Ops/s 824.6138 Ops/s $\color{#35bf28}+4.26\%$
test_exec_functorch 0.3434ms 0.1831ms 5.4609 KOps/s 5.5572 KOps/s $\color{#d91a1a}-1.73\%$
test_exec_functional_call 0.4311ms 0.1724ms 5.8003 KOps/s 6.0548 KOps/s $\color{#d91a1a}-4.20\%$
test_exec_td 0.4189ms 0.1754ms 5.7016 KOps/s 5.9636 KOps/s $\color{#d91a1a}-4.39\%$
test_exec_td_decorator 1.0853ms 0.2278ms 4.3893 KOps/s 4.4735 KOps/s $\color{#d91a1a}-1.88\%$
test_vmap_mlp_speed[True-True] 0.8594ms 0.6115ms 1.6354 KOps/s 1.6851 KOps/s $\color{#d91a1a}-2.95\%$
test_vmap_mlp_speed[True-False] 0.8199ms 0.5982ms 1.6716 KOps/s 1.7071 KOps/s $\color{#d91a1a}-2.08\%$
test_vmap_mlp_speed[False-True] 0.9387ms 0.4945ms 2.0221 KOps/s 2.0435 KOps/s $\color{#d91a1a}-1.04\%$
test_vmap_mlp_speed[False-False] 0.8002ms 0.4954ms 2.0185 KOps/s 1.9983 KOps/s $\color{#35bf28}+1.01\%$
test_vmap_mlp_speed_decorator[True-True] 1.4652ms 0.6495ms 1.5397 KOps/s 1.5505 KOps/s $\color{#d91a1a}-0.70\%$
test_vmap_mlp_speed_decorator[True-False] 0.8507ms 0.6489ms 1.5412 KOps/s 1.5558 KOps/s $\color{#d91a1a}-0.94\%$
test_vmap_mlp_speed_decorator[False-True] 0.8426ms 0.5384ms 1.8575 KOps/s 1.8482 KOps/s $\color{#35bf28}+0.50\%$
test_vmap_mlp_speed_decorator[False-False] 0.7598ms 0.5390ms 1.8551 KOps/s 1.8562 KOps/s $\color{#d91a1a}-0.06\%$
test_to_module_speed[True] 2.3055ms 1.3227ms 756.0242 Ops/s 741.5466 Ops/s $\color{#35bf28}+1.95\%$
test_to_module_speed[False] 1.8683ms 1.2837ms 778.9819 Ops/s 748.7184 Ops/s $\color{#35bf28}+4.04\%$
test_tc_init 80.1300μs 43.3489μs 23.0686 KOps/s 23.9356 KOps/s $\color{#d91a1a}-3.62\%$
test_tc_init_nested 0.4202ms 94.8087μs 10.5476 KOps/s 11.7852 KOps/s $\textbf{\color{#d91a1a}-10.50\%}$
test_tc_first_layer_tensor 24.0250μs 1.4193μs 704.5896 KOps/s 649.0673 KOps/s $\textbf{\color{#35bf28}+8.55\%}$
test_tc_first_layer_nontensor 49.0620μs 4.2470μs 235.4580 KOps/s 222.4921 KOps/s $\textbf{\color{#35bf28}+5.83\%}$
test_tc_second_layer_tensor 67.7240μs 2.6358μs 379.3920 KOps/s 356.5819 KOps/s $\textbf{\color{#35bf28}+6.40\%}$
test_tc_second_layer_nontensor 42.6830μs 5.4546μs 183.3317 KOps/s 172.3188 KOps/s $\textbf{\color{#35bf28}+6.39\%}$
test_unbind 0.4485s 13.4001ms 74.6264 Ops/s 70.9855 Ops/s $\textbf{\color{#35bf28}+5.13\%}$
test_full_like 8.4922ms 7.0213ms 142.4229 Ops/s 129.4597 Ops/s $\textbf{\color{#35bf28}+10.01\%}$
test_zeros_like 12.3732ms 6.4386ms 155.3134 Ops/s 137.9929 Ops/s $\textbf{\color{#35bf28}+12.55\%}$
test_ones_like 15.0390ms 7.7423ms 129.1598 Ops/s 139.2847 Ops/s $\textbf{\color{#d91a1a}-7.27\%}$
test_clone 17.1076ms 9.4334ms 106.0065 Ops/s 111.4172 Ops/s $\color{#d91a1a}-4.86\%$
test_squeeze 69.1590μs 12.6663μs 78.9498 KOps/s 76.9918 KOps/s $\color{#35bf28}+2.54\%$
test_unsqueeze 0.3647ms 95.3069μs 10.4924 KOps/s 10.5126 KOps/s $\color{#d91a1a}-0.19\%$
test_split 0.3522ms 0.1998ms 5.0054 KOps/s 5.0042 KOps/s $\color{#35bf28}+0.02\%$
test_permute 0.3542ms 0.2177ms 4.5934 KOps/s 4.4829 KOps/s $\color{#35bf28}+2.46\%$
test_stack 34.0708ms 24.2134ms 41.2995 Ops/s 39.8914 Ops/s $\color{#35bf28}+3.53\%$
test_cat 29.6181ms 24.3035ms 41.1464 Ops/s 40.8694 Ops/s $\color{#35bf28}+0.68\%$

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

Total Benchmarks: 225. Improved: $\large\color{#35bf28}2$. Worsened: $\large\color{#d91a1a}34$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 0.5779ms 17.6768μs 56.5712 KOps/s 60.5595 KOps/s $\textbf{\color{#d91a1a}-6.59\%}$
test_plain_set_stack_nested 46.8810μs 17.6338μs 56.7093 KOps/s 60.5960 KOps/s $\textbf{\color{#d91a1a}-6.41\%}$
test_plain_set_nested_inplace 84.6420μs 18.6488μs 53.6227 KOps/s 57.0114 KOps/s $\textbf{\color{#d91a1a}-5.94\%}$
test_plain_set_stack_nested_inplace 57.5720μs 18.6549μs 53.6051 KOps/s 57.0598 KOps/s $\textbf{\color{#d91a1a}-6.05\%}$
test_items 18.7100μs 4.7078μs 212.4112 KOps/s 211.9880 KOps/s $\color{#35bf28}+0.20\%$
test_items_nested 0.3962ms 0.3658ms 2.7335 KOps/s 2.7028 KOps/s $\color{#35bf28}+1.14\%$
test_items_nested_locked 0.3892ms 0.3657ms 2.7343 KOps/s 2.7291 KOps/s $\color{#35bf28}+0.19\%$
test_items_nested_leaf 0.1027ms 85.0852μs 11.7529 KOps/s 11.9017 KOps/s $\color{#d91a1a}-1.25\%$
test_items_stack_nested 0.4235ms 0.3708ms 2.6969 KOps/s 2.7599 KOps/s $\color{#d91a1a}-2.28\%$
test_items_stack_nested_leaf 0.1052ms 85.7074μs 11.6676 KOps/s 11.7966 KOps/s $\color{#d91a1a}-1.09\%$
test_items_stack_nested_locked 0.4264ms 0.3675ms 2.7211 KOps/s 2.7428 KOps/s $\color{#d91a1a}-0.79\%$
test_keys 22.4510μs 4.3796μs 228.3336 KOps/s 229.5540 KOps/s $\color{#d91a1a}-0.53\%$
test_keys_nested 89.0520μs 66.4766μs 15.0429 KOps/s 15.3799 KOps/s $\color{#d91a1a}-2.19\%$
test_keys_nested_locked 0.7936ms 73.4926μs 13.6068 KOps/s 13.7917 KOps/s $\color{#d91a1a}-1.34\%$
test_keys_nested_leaf 76.7910μs 58.0945μs 17.2133 KOps/s 17.9287 KOps/s $\color{#d91a1a}-3.99\%$
test_keys_stack_nested 96.3220μs 67.9942μs 14.7071 KOps/s 14.9863 KOps/s $\color{#d91a1a}-1.86\%$
test_keys_stack_nested_leaf 85.9410μs 59.0717μs 16.9286 KOps/s 17.4276 KOps/s $\color{#d91a1a}-2.86\%$
test_keys_stack_nested_locked 97.7120μs 74.2258μs 13.4724 KOps/s 13.9011 KOps/s $\color{#d91a1a}-3.08\%$
test_values 9.7567μs 1.7791μs 562.0662 KOps/s 566.6037 KOps/s $\color{#d91a1a}-0.80\%$
test_values_nested 63.4110μs 34.0970μs 29.3281 KOps/s 29.4786 KOps/s $\color{#d91a1a}-0.51\%$
test_values_nested_locked 56.0310μs 36.3457μs 27.5136 KOps/s 27.8895 KOps/s $\color{#d91a1a}-1.35\%$
test_values_nested_leaf 53.7010μs 30.2134μs 33.0979 KOps/s 33.3046 KOps/s $\color{#d91a1a}-0.62\%$
test_values_stack_nested 51.4610μs 34.4215μs 29.0516 KOps/s 29.2077 KOps/s $\color{#d91a1a}-0.53\%$
test_values_stack_nested_leaf 58.2110μs 30.2915μs 33.0125 KOps/s 33.0998 KOps/s $\color{#d91a1a}-0.26\%$
test_values_stack_nested_locked 59.1610μs 36.0502μs 27.7391 KOps/s 27.8639 KOps/s $\color{#d91a1a}-0.45\%$
test_membership 1.6160μs 0.5723μs 1.7474 MOps/s 1.8279 MOps/s $\color{#d91a1a}-4.41\%$
test_membership_nested 24.2600μs 2.0503μs 487.7232 KOps/s 512.0006 KOps/s $\color{#d91a1a}-4.74\%$
test_membership_nested_leaf 10.2905μs 1.9913μs 502.1884 KOps/s 498.0599 KOps/s $\color{#35bf28}+0.83\%$
test_membership_stacked_nested 19.4510μs 2.0436μs 489.3296 KOps/s 492.2615 KOps/s $\color{#d91a1a}-0.60\%$
test_membership_stacked_nested_leaf 15.9110μs 2.0519μs 487.3580 KOps/s 496.1831 KOps/s $\color{#d91a1a}-1.78\%$
test_membership_nested_last 31.4210μs 3.0000μs 333.3386 KOps/s 341.5020 KOps/s $\color{#d91a1a}-2.39\%$
test_membership_nested_leaf_last 18.0400μs 3.0097μs 332.2645 KOps/s 346.0077 KOps/s $\color{#d91a1a}-3.97\%$
test_membership_stacked_nested_last 21.4900μs 2.9897μs 334.4871 KOps/s 334.7363 KOps/s $\color{#d91a1a}-0.07\%$
test_membership_stacked_nested_leaf_last 32.3100μs 2.9916μs 334.2662 KOps/s 340.7868 KOps/s $\color{#d91a1a}-1.91\%$
test_nested_getleaf 30.9700μs 7.9386μs 125.9661 KOps/s 125.4571 KOps/s $\color{#35bf28}+0.41\%$
test_nested_get 41.1210μs 7.5247μs 132.8949 KOps/s 133.9190 KOps/s $\color{#d91a1a}-0.76\%$
test_stacked_getleaf 33.8400μs 8.0219μs 124.6592 KOps/s 126.0195 KOps/s $\color{#d91a1a}-1.08\%$
test_stacked_get 24.8800μs 7.5494μs 132.4615 KOps/s 132.5427 KOps/s $\color{#d91a1a}-0.06\%$
test_nested_getitemleaf 29.8810μs 8.0937μs 123.5527 KOps/s 123.4969 KOps/s $\color{#35bf28}+0.05\%$
test_nested_getitem 27.0000μs 7.6505μs 130.7111 KOps/s 129.9761 KOps/s $\color{#35bf28}+0.57\%$
test_stacked_getitemleaf 35.7510μs 8.1317μs 122.9756 KOps/s 123.4790 KOps/s $\color{#d91a1a}-0.41\%$
test_stacked_getitem 38.4810μs 7.6783μs 130.2374 KOps/s 129.9875 KOps/s $\color{#35bf28}+0.19\%$
test_lock_nested 1.2741ms 0.4806ms 2.0807 KOps/s 2.1102 KOps/s $\color{#d91a1a}-1.40\%$
test_lock_stack_nested 0.4891ms 0.4446ms 2.2492 KOps/s 2.2852 KOps/s $\color{#d91a1a}-1.57\%$
test_unlock_nested 0.8300ms 0.4045ms 2.4722 KOps/s 2.5344 KOps/s $\color{#d91a1a}-2.46\%$
test_unlock_stack_nested 0.3896ms 0.3654ms 2.7365 KOps/s 2.7893 KOps/s $\color{#d91a1a}-1.90\%$
test_flatten_speed 0.1910ms 0.1042ms 9.5980 KOps/s 9.7785 KOps/s $\color{#d91a1a}-1.85\%$
test_unflatten_speed 0.3253ms 0.2872ms 3.4818 KOps/s 3.4959 KOps/s $\color{#d91a1a}-0.40\%$
test_common_ops 1.6119ms 1.3626ms 733.9098 Ops/s 764.7570 Ops/s $\color{#d91a1a}-4.03\%$
test_creation 14.4810μs 1.6632μs 601.2379 KOps/s 602.2001 KOps/s $\color{#d91a1a}-0.16\%$
test_creation_empty 44.7210μs 18.4340μs 54.2476 KOps/s 61.3900 KOps/s $\textbf{\color{#d91a1a}-11.63\%}$
test_creation_nested_1 40.5410μs 20.6242μs 48.4867 KOps/s 54.7298 KOps/s $\textbf{\color{#d91a1a}-11.41\%}$
test_creation_nested_2 45.4410μs 23.1020μs 43.2863 KOps/s 48.2807 KOps/s $\textbf{\color{#d91a1a}-10.34\%}$
test_clone 0.1778ms 30.2068μs 33.1052 KOps/s 32.9640 KOps/s $\color{#35bf28}+0.43\%$
test_getitem[int] 1.1128ms 17.6843μs 56.5474 KOps/s 58.3814 KOps/s $\color{#d91a1a}-3.14\%$
test_getitem[slice_int] 0.1461ms 30.9748μs 32.2843 KOps/s 33.9214 KOps/s $\color{#d91a1a}-4.83\%$
test_getitem[range] 0.2658ms 0.1166ms 8.5780 KOps/s 8.6530 KOps/s $\color{#d91a1a}-0.87\%$
test_getitem[tuple] 0.1344ms 25.9943μs 38.4699 KOps/s 39.6645 KOps/s $\color{#d91a1a}-3.01\%$
test_getitem[list] 0.2506ms 0.1042ms 9.5987 KOps/s 9.4370 KOps/s $\color{#35bf28}+1.71\%$
test_setitem_dim[int] 74.2210μs 56.3662μs 17.7411 KOps/s 18.7775 KOps/s $\textbf{\color{#d91a1a}-5.52\%}$
test_setitem_dim[slice_int] 0.1228ms 86.8637μs 11.5123 KOps/s 12.7036 KOps/s $\textbf{\color{#d91a1a}-9.38\%}$
test_setitem_dim[range] 0.1756ms 0.1510ms 6.6229 KOps/s 7.0202 KOps/s $\textbf{\color{#d91a1a}-5.66\%}$
test_setitem_dim[tuple] 0.1066ms 79.4255μs 12.5904 KOps/s 14.0734 KOps/s $\textbf{\color{#d91a1a}-10.54\%}$
test_setitem 0.2070ms 48.6314μs 20.5629 KOps/s 22.7891 KOps/s $\textbf{\color{#d91a1a}-9.77\%}$
test_set 0.2178ms 46.8713μs 21.3350 KOps/s 23.6729 KOps/s $\textbf{\color{#d91a1a}-9.88\%}$
test_set_shared 0.3783ms 54.3204μs 18.4093 KOps/s 18.2034 KOps/s $\color{#35bf28}+1.13\%$
test_update 0.2423ms 55.3196μs 18.0768 KOps/s 19.8120 KOps/s $\textbf{\color{#d91a1a}-8.76\%}$
test_update_nested 0.2039ms 60.9498μs 16.4069 KOps/s 17.3295 KOps/s $\textbf{\color{#d91a1a}-5.32\%}$
test_update__nested 0.2332ms 62.9293μs 15.8908 KOps/s 16.1632 KOps/s $\color{#d91a1a}-1.68\%$
test_set_nested 0.2071ms 50.4159μs 19.8350 KOps/s 22.3781 KOps/s $\textbf{\color{#d91a1a}-11.36\%}$
test_set_nested_new 0.1991ms 53.8313μs 18.5765 KOps/s 19.9837 KOps/s $\textbf{\color{#d91a1a}-7.04\%}$
test_select 0.1034ms 69.0836μs 14.4752 KOps/s 14.9755 KOps/s $\color{#d91a1a}-3.34\%$
test_select_nested 71.7820μs 51.3999μs 19.4553 KOps/s 19.4613 KOps/s $\color{#d91a1a}-0.03\%$
test_exclude_nested 94.1320μs 71.0400μs 14.0766 KOps/s 14.3084 KOps/s $\color{#d91a1a}-1.62\%$
test_empty[True] 0.3562ms 0.2866ms 3.4888 KOps/s 3.5121 KOps/s $\color{#d91a1a}-0.66\%$
test_empty[False] 2.4321μs 0.8852μs 1.1297 MOps/s 1.1592 MOps/s $\color{#d91a1a}-2.54\%$
test_to 61.6010μs 41.5538μs 24.0652 KOps/s 25.1756 KOps/s $\color{#d91a1a}-4.41\%$
test_to_nonblocking 0.1466ms 28.2942μs 35.3429 KOps/s 38.7720 KOps/s $\textbf{\color{#d91a1a}-8.84\%}$
test_unbind_speed 0.3599ms 0.3132ms 3.1933 KOps/s 3.2207 KOps/s $\color{#d91a1a}-0.85\%$
test_unbind_speed_stack0 0.4420ms 0.3139ms 3.1862 KOps/s 3.2725 KOps/s $\color{#d91a1a}-2.64\%$
test_unbind_speed_stack1 92.6566ms 0.7992ms 1.2513 KOps/s 1.2623 KOps/s $\color{#d91a1a}-0.87\%$
test_split 93.7002ms 2.3829ms 419.6485 Ops/s 427.3976 Ops/s $\color{#d91a1a}-1.81\%$
test_chunk 94.3853ms 2.3798ms 420.2047 Ops/s 423.4569 Ops/s $\color{#d91a1a}-0.77\%$
test_creation[device0] 0.1594ms 0.1059ms 9.4403 KOps/s 9.3780 KOps/s $\color{#35bf28}+0.66\%$
test_creation_from_tensor 0.1619ms 0.1039ms 9.6211 KOps/s 9.6831 KOps/s $\color{#d91a1a}-0.64\%$
test_add_one[memmap_tensor0] 63.9820μs 9.1656μs 109.1035 KOps/s 106.8955 KOps/s $\color{#35bf28}+2.07\%$
test_contiguous[memmap_tensor0] 27.0510μs 2.2575μs 442.9587 KOps/s 445.6562 KOps/s $\color{#d91a1a}-0.61\%$
test_stack[memmap_tensor0] 35.7310μs 6.9370μs 144.1547 KOps/s 138.4374 KOps/s $\color{#35bf28}+4.13\%$
test_memmaptd_index 1.2174ms 0.4601ms 2.1735 KOps/s 2.2889 KOps/s $\textbf{\color{#d91a1a}-5.04\%}$
test_memmaptd_index_astensor 0.8364ms 0.5267ms 1.8985 KOps/s 1.9674 KOps/s $\color{#d91a1a}-3.50\%$
test_memmaptd_index_op 1.5229ms 1.1200ms 892.8432 Ops/s 942.1066 Ops/s $\textbf{\color{#d91a1a}-5.23\%}$
test_serialize_model 94.9215ms 90.4087ms 11.0609 Ops/s 10.8105 Ops/s $\color{#35bf28}+2.32\%$
test_serialize_model_pickle 1.3462s 1.2361s 0.8090 Ops/s 0.8081 Ops/s $\color{#35bf28}+0.11\%$
test_serialize_weights 0.1841s 96.7575ms 10.3351 Ops/s 11.0799 Ops/s $\textbf{\color{#d91a1a}-6.72\%}$
test_serialize_weights_returnearly 0.2837s 68.6986ms 14.5563 Ops/s 16.0928 Ops/s $\textbf{\color{#d91a1a}-9.55\%}$
test_serialize_weights_pickle 1.3541s 1.2370s 0.8084 Ops/s 0.8087 Ops/s $\color{#d91a1a}-0.03\%$
test_reshape_pytree 83.0620μs 39.6089μs 25.2468 KOps/s 26.1213 KOps/s $\color{#d91a1a}-3.35\%$
test_reshape_td 0.1937ms 46.9909μs 21.2807 KOps/s 22.9986 KOps/s $\textbf{\color{#d91a1a}-7.47\%}$
test_view_pytree 0.2827ms 39.3423μs 25.4180 KOps/s 26.4026 KOps/s $\color{#d91a1a}-3.73\%$
test_view_td 0.2221ms 53.5373μs 18.6786 KOps/s 20.2940 KOps/s $\textbf{\color{#d91a1a}-7.96\%}$
test_unbind_pytree 0.2370ms 38.5058μs 25.9701 KOps/s 26.1200 KOps/s $\color{#d91a1a}-0.57\%$
test_unbind_td 0.4255ms 46.9691μs 21.2906 KOps/s 21.5006 KOps/s $\color{#d91a1a}-0.98\%$
test_split_pytree 0.4302ms 51.8577μs 19.2836 KOps/s 19.3587 KOps/s $\color{#d91a1a}-0.39\%$
test_split_td 0.1678ms 60.9413μs 16.4092 KOps/s 13.8248 KOps/s $\textbf{\color{#35bf28}+18.69\%}$
test_add_pytree 0.2675ms 61.0677μs 16.3753 KOps/s 16.2072 KOps/s $\color{#35bf28}+1.04\%$
test_add_td 0.2973ms 99.6668μs 10.0334 KOps/s 9.8914 KOps/s $\color{#35bf28}+1.44\%$
test_compile_add_one_nested[tensordict-compile] 0.4145ms 0.2117ms 4.7233 KOps/s 4.6211 KOps/s $\color{#35bf28}+2.21\%$
test_compile_add_one_nested[tensordict-eager] 0.3059ms 0.1750ms 5.7130 KOps/s 5.7853 KOps/s $\color{#d91a1a}-1.25\%$
test_compile_add_one_nested[pytree-compile] 0.2995ms 0.1499ms 6.6713 KOps/s 6.6800 KOps/s $\color{#d91a1a}-0.13\%$
test_compile_add_one_nested[pytree-eager] 0.2396ms 0.2007ms 4.9815 KOps/s 5.0147 KOps/s $\color{#d91a1a}-0.66\%$
test_compile_copy_nested[tensordict-compile] 99.0220μs 22.6909μs 44.0705 KOps/s 44.7633 KOps/s $\color{#d91a1a}-1.55\%$
test_compile_copy_nested[tensordict-eager] 70.3120μs 49.0496μs 20.3875 KOps/s 20.6258 KOps/s $\color{#d91a1a}-1.16\%$
test_compile_copy_nested[pytree-compile] 0.1002ms 74.0626μs 13.5021 KOps/s 13.6681 KOps/s $\color{#d91a1a}-1.21\%$
test_compile_copy_nested[pytree-eager] 78.4020μs 60.3946μs 16.5578 KOps/s 16.9700 KOps/s $\color{#d91a1a}-2.43\%$
test_compile_add_one_flat[tensordict-compile] 0.5771ms 0.3446ms 2.9017 KOps/s 2.9994 KOps/s $\color{#d91a1a}-3.26\%$
test_compile_add_one_flat[tensordict-eager] 0.4429ms 0.2264ms 4.4178 KOps/s 4.5024 KOps/s $\color{#d91a1a}-1.88\%$
test_compile_add_one_flat[tensorclass-compile] 0.3831ms 0.1346ms 7.4272 KOps/s 7.2507 KOps/s $\color{#35bf28}+2.43\%$
test_compile_add_one_flat[tensorclass-eager] 0.2740ms 63.3577μs 15.7834 KOps/s 15.9479 KOps/s $\color{#d91a1a}-1.03\%$
test_compile_add_one_flat[pytree-compile] 0.3901ms 0.3346ms 2.9889 KOps/s 3.0008 KOps/s $\color{#d91a1a}-0.40\%$
test_compile_add_one_flat[pytree-eager] 0.8790ms 0.6557ms 1.5252 KOps/s 1.5253 KOps/s $-0.01\%$
test_compile_add_self_flat[tensordict-eager] 0.4716ms 0.2765ms 3.6172 KOps/s 3.6446 KOps/s $\color{#d91a1a}-0.75\%$
test_compile_add_self_flat[tensordict-compile] 0.5899ms 0.3363ms 2.9737 KOps/s 2.9753 KOps/s $\color{#d91a1a}-0.05\%$
test_compile_add_self_flat[tensorclass-eager] 0.3025ms 76.5323μs 13.0664 KOps/s 13.1805 KOps/s $\color{#d91a1a}-0.87\%$
test_compile_add_self_flat[tensorclass-compile] 0.3866ms 0.1346ms 7.4280 KOps/s 7.4102 KOps/s $\color{#35bf28}+0.24\%$
test_compile_add_self_flat[pytree-eager] 0.7863ms 0.5666ms 1.7648 KOps/s 1.8009 KOps/s $\color{#d91a1a}-2.01\%$
test_compile_add_self_flat[pytree-compile] 0.4093ms 0.3319ms 3.0132 KOps/s 2.9650 KOps/s $\color{#35bf28}+1.63\%$
test_compile_copy_flat[tensordict-compile] 0.2400ms 19.0702μs 52.4378 KOps/s 49.3513 KOps/s $\textbf{\color{#35bf28}+6.25\%}$
test_compile_copy_flat[tensordict-eager] 0.2412ms 32.4646μs 30.8028 KOps/s 31.3751 KOps/s $\color{#d91a1a}-1.82\%$
test_compile_copy_flat[pytree-compile] 0.1053ms 76.8290μs 13.0159 KOps/s 12.9826 KOps/s $\color{#35bf28}+0.26\%$
test_compile_copy_flat[pytree-eager] 0.2922ms 60.7031μs 16.4736 KOps/s 16.4022 KOps/s $\color{#35bf28}+0.44\%$
test_compile_assign_and_add[tensordict-compile] 2.6795ms 0.9648ms 1.0365 KOps/s 1.0578 KOps/s $\color{#d91a1a}-2.01\%$
test_compile_assign_and_add[tensordict-eager] 4.0509ms 3.5433ms 282.2223 Ops/s 289.1024 Ops/s $\color{#d91a1a}-2.38\%$
test_compile_assign_and_add[pytree-compile] 2.6211ms 0.9450ms 1.0582 KOps/s 1.0617 KOps/s $\color{#d91a1a}-0.33\%$
test_compile_assign_and_add[pytree-eager] 3.6143ms 3.3960ms 294.4650 Ops/s 291.2900 Ops/s $\color{#35bf28}+1.09\%$
test_compile_indexing[tensor-tensordict-compile] 0.1545ms 0.1139ms 8.7813 KOps/s 8.7177 KOps/s $\color{#35bf28}+0.73\%$
test_compile_indexing[tensor-tensordict-eager] 0.2381ms 67.5531μs 14.8032 KOps/s 15.5813 KOps/s $\color{#d91a1a}-4.99\%$
test_compile_indexing[tensor-tensorclass-compile] 0.1618ms 0.1070ms 9.3437 KOps/s 9.3274 KOps/s $\color{#35bf28}+0.18\%$
test_compile_indexing[tensor-tensorclass-eager] 0.2026ms 48.7018μs 20.5331 KOps/s 21.3225 KOps/s $\color{#d91a1a}-3.70\%$
test_compile_indexing[tensor-pytree-compile] 0.2587ms 0.1115ms 8.9721 KOps/s 9.3828 KOps/s $\color{#d91a1a}-4.38\%$
test_compile_indexing[tensor-pytree-eager] 85.6220μs 50.2480μs 19.9013 KOps/s 21.3960 KOps/s $\textbf{\color{#d91a1a}-6.99\%}$
test_compile_indexing[slice-tensordict-compile] 0.2261ms 0.1442ms 6.9337 KOps/s 6.9188 KOps/s $\color{#35bf28}+0.21\%$
test_compile_indexing[slice-tensordict-eager] 0.1965ms 28.1990μs 35.4623 KOps/s 35.9425 KOps/s $\color{#d91a1a}-1.34\%$
test_compile_indexing[slice-tensorclass-compile] 0.1677ms 0.1363ms 7.3355 KOps/s 7.3270 KOps/s $\color{#35bf28}+0.12\%$
test_compile_indexing[slice-tensorclass-eager] 89.1510μs 24.4212μs 40.9481 KOps/s 43.4902 KOps/s $\textbf{\color{#d91a1a}-5.85\%}$
test_compile_indexing[slice-pytree-compile] 0.3083ms 0.1402ms 7.1339 KOps/s 7.3480 KOps/s $\color{#d91a1a}-2.91\%$
test_compile_indexing[slice-pytree-eager] 64.4110μs 24.8312μs 40.2718 KOps/s 43.0425 KOps/s $\textbf{\color{#d91a1a}-6.44\%}$
test_compile_indexing[int-tensordict-compile] 0.2515ms 0.1438ms 6.9549 KOps/s 6.8884 KOps/s $\color{#35bf28}+0.97\%$
test_compile_indexing[int-tensordict-eager] 0.4566ms 27.5517μs 36.2954 KOps/s 36.8052 KOps/s $\color{#d91a1a}-1.39\%$
test_compile_indexing[int-tensorclass-compile] 0.2769ms 0.1363ms 7.3354 KOps/s 7.2411 KOps/s $\color{#35bf28}+1.30\%$
test_compile_indexing[int-tensorclass-eager] 0.1814ms 25.0005μs 39.9991 KOps/s 43.6139 KOps/s $\textbf{\color{#d91a1a}-8.29\%}$
test_compile_indexing[int-pytree-compile] 0.2553ms 0.1412ms 7.0843 KOps/s 7.3052 KOps/s $\color{#d91a1a}-3.02\%$
test_compile_indexing[int-pytree-eager] 0.3962ms 25.0935μs 39.8509 KOps/s 43.1191 KOps/s $\textbf{\color{#d91a1a}-7.58\%}$
test_mod_add[eager] 0.1800ms 40.3318μs 24.7943 KOps/s 26.2461 KOps/s $\textbf{\color{#d91a1a}-5.53\%}$
test_mod_add[compile] 0.1329ms 73.3362μs 13.6358 KOps/s 14.3507 KOps/s $\color{#d91a1a}-4.98\%$
test_mod_add[compile-overhead] 0.2605ms 0.1516ms 6.5948 KOps/s 6.4581 KOps/s $\color{#35bf28}+2.12\%$
test_mod_wrap[eager] 0.4104ms 0.2597ms 3.8502 KOps/s 3.8366 KOps/s $\color{#35bf28}+0.35\%$
test_mod_wrap[compile] 0.4407ms 0.2978ms 3.3578 KOps/s 3.3735 KOps/s $\color{#d91a1a}-0.47\%$
test_mod_wrap[compile-overhead] 7.9440ms 4.2875ms 233.2369 Ops/s 229.6982 Ops/s $\color{#35bf28}+1.54\%$
test_mod_wrap_and_backward[eager] 1.6057ms 1.4737ms 678.5598 Ops/s 673.4567 Ops/s $\color{#35bf28}+0.76\%$
test_mod_wrap_and_backward[compile] 1.6689ms 1.4841ms 673.8315 Ops/s 682.0745 Ops/s $\color{#d91a1a}-1.21\%$
test_mod_wrap_and_backward[compile-overhead] 1.4827ms 1.0141ms 986.1406 Ops/s 989.4755 Ops/s $\color{#d91a1a}-0.34\%$
test_seq_add[eager] 0.2326ms 0.1158ms 8.6348 KOps/s 8.9957 KOps/s $\color{#d91a1a}-4.01\%$
test_seq_add[compile] 0.1322ms 88.4712μs 11.3031 KOps/s 11.6262 KOps/s $\color{#d91a1a}-2.78\%$
test_seq_add[compile-overhead] 0.2868ms 0.1279ms 7.8178 KOps/s 8.0018 KOps/s $\color{#d91a1a}-2.30\%$
test_seq_wrap[eager] 0.5147ms 0.4347ms 2.3007 KOps/s 2.3500 KOps/s $\color{#d91a1a}-2.10\%$
test_seq_wrap[compile] 0.4742ms 0.3292ms 3.0375 KOps/s 3.0319 KOps/s $\color{#35bf28}+0.18\%$
test_seq_wrap[compile-overhead] 0.3138s 0.1496s 6.6849 Ops/s 6.6567 Ops/s $\color{#35bf28}+0.42\%$
test_func_call_runtime[False-eager] 0.9969ms 0.8070ms 1.2392 KOps/s 1.3000 KOps/s $\color{#d91a1a}-4.67\%$
test_func_call_runtime[False-compile] 0.9607ms 0.8265ms 1.2100 KOps/s 1.1980 KOps/s $\color{#35bf28}+1.00\%$
test_func_call_runtime[False-compile-overhead] 0.4097ms 0.3720ms 2.6884 KOps/s 2.6920 KOps/s $\color{#d91a1a}-0.13\%$
test_func_call_runtime[True-eager] 1.0766ms 0.9635ms 1.0379 KOps/s 1.0285 KOps/s $\color{#35bf28}+0.92\%$
test_func_call_runtime[True-compile] 1.0058ms 0.8680ms 1.1520 KOps/s 1.1515 KOps/s $\color{#35bf28}+0.04\%$
test_func_call_runtime[True-compile-overhead] 0.5550ms 0.4146ms 2.4121 KOps/s 2.4313 KOps/s $\color{#d91a1a}-0.79\%$
test_func_call_cm_runtime[False-eager] 0.9153ms 0.8022ms 1.2466 KOps/s 1.2956 KOps/s $\color{#d91a1a}-3.78\%$
test_func_call_cm_runtime[False-compile] 0.9546ms 0.8279ms 1.2079 KOps/s 1.2176 KOps/s $\color{#d91a1a}-0.80\%$
test_func_call_cm_runtime[False-compile-overhead] 0.4183ms 0.3713ms 2.6935 KOps/s 2.6922 KOps/s $\color{#35bf28}+0.05\%$
test_func_call_cm_runtime[True-eager] 1.2071ms 1.0728ms 932.1385 Ops/s 922.5362 Ops/s $\color{#35bf28}+1.04\%$
test_func_call_cm_runtime[True-compile] 1.2232ms 1.0413ms 960.3523 Ops/s 951.1821 Ops/s $\color{#35bf28}+0.96\%$
test_func_call_cm_runtime[True-compile-overhead] 1.1201ms 1.0397ms 961.7834 Ops/s 954.5928 Ops/s $\color{#35bf28}+0.75\%$
test_distributed 0.2257ms 72.1670μs 13.8568 KOps/s 14.3818 KOps/s $\color{#d91a1a}-3.65\%$
test_tdmodule 89.4820μs 16.9856μs 58.8735 KOps/s 65.3118 KOps/s $\textbf{\color{#d91a1a}-9.86\%}$
test_tdmodule_dispatch 50.7910μs 34.0445μs 29.3733 KOps/s 32.1742 KOps/s $\textbf{\color{#d91a1a}-8.71\%}$
test_tdseq 39.5210μs 17.7789μs 56.2464 KOps/s 63.1888 KOps/s $\textbf{\color{#d91a1a}-10.99\%}$
test_tdseq_dispatch 60.4410μs 36.6657μs 27.2734 KOps/s 29.6432 KOps/s $\textbf{\color{#d91a1a}-7.99\%}$
test_instantiation_functorch 2.1361ms 2.0621ms 484.9343 Ops/s 481.6338 Ops/s $\color{#35bf28}+0.69\%$
test_instantiation_td 2.0709ms 1.3296ms 752.1213 Ops/s 753.1117 Ops/s $\color{#d91a1a}-0.13\%$
test_exec_functorch 0.2753ms 0.2372ms 4.2152 KOps/s 4.3363 KOps/s $\color{#d91a1a}-2.79\%$
test_exec_functional_call 0.3961ms 0.2364ms 4.2297 KOps/s 4.4028 KOps/s $\color{#d91a1a}-3.93\%$
test_exec_td 0.3381ms 0.2285ms 4.3773 KOps/s 4.4601 KOps/s $\color{#d91a1a}-1.86\%$
test_exec_td_decorator 0.4004ms 0.2818ms 3.5485 KOps/s 3.5455 KOps/s $\color{#35bf28}+0.09\%$
test_vmap_mlp_speed[True-True] 1.0580ms 0.6920ms 1.4451 KOps/s 1.4755 KOps/s $\color{#d91a1a}-2.06\%$
test_vmap_mlp_speed[True-False] 0.8136ms 0.6787ms 1.4735 KOps/s 1.4861 KOps/s $\color{#d91a1a}-0.85\%$
test_vmap_mlp_speed[False-True] 0.7511ms 0.6131ms 1.6311 KOps/s 1.6795 KOps/s $\color{#d91a1a}-2.88\%$
test_vmap_mlp_speed[False-False] 0.7649ms 0.5933ms 1.6856 KOps/s 1.6821 KOps/s $\color{#35bf28}+0.21\%$
test_vmap_mlp_speed_decorator[True-True] 1.3520ms 0.7269ms 1.3757 KOps/s 1.3786 KOps/s $\color{#d91a1a}-0.21\%$
test_vmap_mlp_speed_decorator[True-False] 0.8641ms 0.7270ms 1.3756 KOps/s 1.3756 KOps/s $-0.00\%$
test_vmap_mlp_speed_decorator[False-True] 0.8343ms 0.6528ms 1.5318 KOps/s 1.5671 KOps/s $\color{#d91a1a}-2.25\%$
test_vmap_mlp_speed_decorator[False-False] 0.8113ms 0.6586ms 1.5183 KOps/s 1.5782 KOps/s $\color{#d91a1a}-3.79\%$
test_vmap_transformer_speed[True-True] 9.1859ms 8.9206ms 112.1002 Ops/s 111.7117 Ops/s $\color{#35bf28}+0.35\%$
test_vmap_transformer_speed[True-False] 9.0831ms 8.8828ms 112.5765 Ops/s 112.3512 Ops/s $\color{#35bf28}+0.20\%$
test_vmap_transformer_speed[False-True] 9.0403ms 8.8256ms 113.3069 Ops/s 113.0581 Ops/s $\color{#35bf28}+0.22\%$
test_vmap_transformer_speed[False-False] 8.9713ms 8.8278ms 113.2785 Ops/s 112.8804 Ops/s $\color{#35bf28}+0.35\%$
test_vmap_transformer_speed_decorator[True-True] 21.6132ms 20.8564ms 47.9468 Ops/s 47.7950 Ops/s $\color{#35bf28}+0.32\%$
test_vmap_transformer_speed_decorator[True-False] 21.0483ms 20.7827ms 48.1169 Ops/s 48.1303 Ops/s $\color{#d91a1a}-0.03\%$
test_vmap_transformer_speed_decorator[False-True] 21.3546ms 20.6360ms 48.4589 Ops/s 48.3758 Ops/s $\color{#35bf28}+0.17\%$
test_vmap_transformer_speed_decorator[False-False] 21.6746ms 20.6672ms 48.3858 Ops/s 48.4594 Ops/s $\color{#d91a1a}-0.15\%$
test_to_module_speed[True] 1.6901ms 1.1525ms 867.6842 Ops/s 872.8804 Ops/s $\color{#d91a1a}-0.60\%$
test_to_module_speed[False] 1.5051ms 1.1092ms 901.5740 Ops/s 890.2963 Ops/s $\color{#35bf28}+1.27\%$
test_tc_init 82.8720μs 40.1419μs 24.9116 KOps/s 25.1324 KOps/s $\color{#d91a1a}-0.88\%$
test_tc_init_nested 0.1518ms 78.9593μs 12.6647 KOps/s 12.7398 KOps/s $\color{#d91a1a}-0.59\%$
test_tc_first_layer_tensor 3.7800μs 0.8157μs 1.2259 MOps/s 1.2720 MOps/s $\color{#d91a1a}-3.62\%$
test_tc_first_layer_nontensor 22.0400μs 2.5571μs 391.0664 KOps/s 389.2335 KOps/s $\color{#35bf28}+0.47\%$
test_tc_second_layer_tensor 35.6840μs 1.6268μs 614.6987 KOps/s 626.6775 KOps/s $\color{#d91a1a}-1.91\%$
test_tc_second_layer_nontensor 86.5510μs 3.4146μs 292.8579 KOps/s 292.8123 KOps/s $\color{#35bf28}+0.02\%$
test_unbind 0.3382s 12.8288ms 77.9496 Ops/s 77.6283 Ops/s $\color{#35bf28}+0.41\%$
test_full_like 0.7883ms 0.5792ms 1.7265 KOps/s 1.7322 KOps/s $\color{#d91a1a}-0.33\%$
test_zeros_like 0.2688ms 0.1976ms 5.0601 KOps/s 5.0570 KOps/s $\color{#35bf28}+0.06\%$
test_ones_like 0.3772ms 0.1975ms 5.0639 KOps/s 5.0606 KOps/s $\color{#35bf28}+0.07\%$
test_clone 0.5844ms 0.4143ms 2.4137 KOps/s 2.4145 KOps/s $\color{#d91a1a}-0.03\%$
test_squeeze 30.4910μs 11.0302μs 90.6604 KOps/s 88.7785 KOps/s $\color{#35bf28}+2.12\%$
test_unsqueeze 0.2465ms 79.9339μs 12.5103 KOps/s 12.3375 KOps/s $\color{#35bf28}+1.40\%$
test_split 0.4485ms 0.1811ms 5.5209 KOps/s 5.6018 KOps/s $\color{#d91a1a}-1.44\%$
test_permute 0.3311ms 0.1964ms 5.0916 KOps/s 5.2023 KOps/s $\color{#d91a1a}-2.13\%$
test_stack 1.2497ms 0.9187ms 1.0885 KOps/s 1.1123 KOps/s $\color{#d91a1a}-2.14\%$
test_cat 1.3680ms 1.2316ms 811.9460 Ops/s 812.0742 Ops/s $\color{#d91a1a}-0.02\%$

@vmoens vmoens merged commit 1ef5a40 into main Jul 26, 2024
@vmoens vmoens deleted the lints branch July 26, 2024 15:08
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