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[Doc] Add doc on export with nested keys #1085

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merged 1 commit into from
Nov 13, 2024
Merged

[Doc] Add doc on export with nested keys #1085

merged 1 commit into from
Nov 13, 2024

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@vmoens vmoens commented Nov 13, 2024 •
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vmoens added a commit that referenced this pull request Nov 13, 2024
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[Doc] Add doc on export with nested keys
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ghstack-source-id: 9c95e2dba6751d93c20c66d0dba0d4219dc61c0b
Pull Request resolved: #1085
@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 13, 2024
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 217. Improved: $\large\color{#35bf28}12$. Worsened: $\large\color{#d91a1a}27$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 36.4980μs 18.1656μs 55.0492 KOps/s 59.1778 KOps/s $\textbf{\color{#d91a1a}-6.98\%}$
test_plain_set_stack_nested 75.4610μs 18.1015μs 55.2440 KOps/s 58.4605 KOps/s $\textbf{\color{#d91a1a}-5.50\%}$
test_plain_set_nested_inplace 57.9390μs 19.8021μs 50.4996 KOps/s 53.5079 KOps/s $\textbf{\color{#d91a1a}-5.62\%}$
test_plain_set_stack_nested_inplace 65.9330μs 19.6561μs 50.8747 KOps/s 53.0978 KOps/s $\color{#d91a1a}-4.19\%$
test_items 36.8080μs 4.1184μs 242.8122 KOps/s 243.6537 KOps/s $\color{#d91a1a}-0.35\%$
test_items_nested 0.4720ms 0.3443ms 2.9047 KOps/s 2.9247 KOps/s $\color{#d91a1a}-0.69\%$
test_items_nested_locked 0.7775ms 0.3426ms 2.9190 KOps/s 2.9343 KOps/s $\color{#d91a1a}-0.52\%$
test_items_nested_leaf 0.1267ms 71.8537μs 13.9172 KOps/s 13.9170 KOps/s $+0.00\%$
test_items_stack_nested 0.5600ms 0.3458ms 2.8919 KOps/s 2.9083 KOps/s $\color{#d91a1a}-0.57\%$
test_items_stack_nested_leaf 0.1364ms 74.6056μs 13.4038 KOps/s 13.2599 KOps/s $\color{#35bf28}+1.09\%$
test_items_stack_nested_locked 0.6396ms 0.3460ms 2.8904 KOps/s 2.9020 KOps/s $\color{#d91a1a}-0.40\%$
test_keys 32.1700μs 3.5074μs 285.1139 KOps/s 279.7986 KOps/s $\color{#35bf28}+1.90\%$
test_keys_nested 0.2574ms 0.1362ms 7.3409 KOps/s 7.3941 KOps/s $\color{#d91a1a}-0.72\%$
test_keys_nested_locked 1.6804ms 0.1438ms 6.9558 KOps/s 7.1225 KOps/s $\color{#d91a1a}-2.34\%$
test_keys_nested_leaf 0.2328ms 0.1171ms 8.5406 KOps/s 8.5964 KOps/s $\color{#d91a1a}-0.65\%$
test_keys_stack_nested 0.5271ms 0.1377ms 7.2646 KOps/s 7.2948 KOps/s $\color{#d91a1a}-0.41\%$
test_keys_stack_nested_leaf 0.2261ms 0.1159ms 8.6247 KOps/s 8.6053 KOps/s $\color{#35bf28}+0.23\%$
test_keys_stack_nested_locked 0.2292ms 0.1409ms 7.0972 KOps/s 7.0596 KOps/s $\color{#35bf28}+0.53\%$
test_values 8.5960μs 1.0314μs 969.5688 KOps/s 954.9596 KOps/s $\color{#35bf28}+1.53\%$
test_values_nested 0.1041ms 56.2475μs 17.7786 KOps/s 17.7358 KOps/s $\color{#35bf28}+0.24\%$
test_values_nested_locked 0.1030ms 56.3342μs 17.7512 KOps/s 17.7573 KOps/s $\color{#d91a1a}-0.03\%$
test_values_nested_leaf 0.4568ms 60.7084μs 16.4722 KOps/s 16.2662 KOps/s $\color{#35bf28}+1.27\%$
test_values_stack_nested 0.1291ms 57.5650μs 17.3717 KOps/s 17.2879 KOps/s $\color{#35bf28}+0.48\%$
test_values_stack_nested_leaf 0.1188ms 60.5810μs 16.5068 KOps/s 16.6548 KOps/s $\color{#d91a1a}-0.89\%$
test_values_stack_nested_locked 0.1096ms 57.6151μs 17.3566 KOps/s 17.5970 KOps/s $\color{#d91a1a}-1.37\%$
test_membership 12.4430μs 0.9161μs 1.0916 MOps/s 1.1052 MOps/s $\color{#d91a1a}-1.24\%$
test_membership_nested 42.2290μs 2.8341μs 352.8470 KOps/s 360.0149 KOps/s $\color{#d91a1a}-1.99\%$
test_membership_nested_leaf 43.9010μs 2.8385μs 352.2951 KOps/s 354.5303 KOps/s $\color{#d91a1a}-0.63\%$
test_membership_stacked_nested 46.6870μs 2.8157μs 355.1516 KOps/s 354.2872 KOps/s $\color{#35bf28}+0.24\%$
test_membership_stacked_nested_leaf 29.2440μs 2.8472μs 351.2222 KOps/s 358.1467 KOps/s $\color{#d91a1a}-1.93\%$
test_membership_nested_last 56.9860μs 4.1709μs 239.7569 KOps/s 245.6448 KOps/s $\color{#d91a1a}-2.40\%$
test_membership_nested_leaf_last 20.7990μs 4.1910μs 238.6074 KOps/s 243.0882 KOps/s $\color{#d91a1a}-1.84\%$
test_membership_stacked_nested_last 50.2940μs 13.6504μs 73.2577 KOps/s 226.4814 KOps/s $\textbf{\color{#d91a1a}-67.65\%}$
test_membership_stacked_nested_leaf_last 31.6990μs 13.8177μs 72.3712 KOps/s 245.5275 KOps/s $\textbf{\color{#d91a1a}-70.52\%}$
test_nested_getleaf 0.1241ms 11.2543μs 88.8546 KOps/s 92.3909 KOps/s $\color{#d91a1a}-3.83\%$
test_nested_get 0.1291ms 10.7453μs 93.0636 KOps/s 94.8823 KOps/s $\color{#d91a1a}-1.92\%$
test_stacked_getleaf 40.6470μs 11.1507μs 89.6808 KOps/s 90.7527 KOps/s $\color{#d91a1a}-1.18\%$
test_stacked_get 45.7350μs 10.5666μs 94.6376 KOps/s 94.0070 KOps/s $\color{#35bf28}+0.67\%$
test_nested_getitemleaf 53.1590μs 11.6603μs 85.7608 KOps/s 88.2552 KOps/s $\color{#d91a1a}-2.83\%$
test_nested_getitem 54.9120μs 10.9267μs 91.5186 KOps/s 94.7652 KOps/s $\color{#d91a1a}-3.43\%$
test_stacked_getitemleaf 42.3490μs 11.6123μs 86.1156 KOps/s 87.5689 KOps/s $\color{#d91a1a}-1.66\%$
test_stacked_getitem 51.3160μs 10.8869μs 91.8534 KOps/s 94.1457 KOps/s $\color{#d91a1a}-2.43\%$
test_lock_nested 2.6499ms 0.4496ms 2.2243 KOps/s 1.7849 KOps/s $\textbf{\color{#35bf28}+24.61\%}$
test_lock_stack_nested 0.6446ms 0.4044ms 2.4730 KOps/s 2.3218 KOps/s $\textbf{\color{#35bf28}+6.51\%}$
test_unlock_nested 0.9952ms 0.3681ms 2.7167 KOps/s 2.6686 KOps/s $\color{#35bf28}+1.80\%$
test_unlock_stack_nested 0.5034ms 0.3221ms 3.1046 KOps/s 2.9170 KOps/s $\textbf{\color{#35bf28}+6.43\%}$
test_flatten_speed 0.1604ms 92.0995μs 10.8578 KOps/s 10.8454 KOps/s $\color{#35bf28}+0.11\%$
test_unflatten_speed 0.8616ms 0.4892ms 2.0442 KOps/s 2.0714 KOps/s $\color{#d91a1a}-1.32\%$
test_common_ops 3.2684ms 0.7599ms 1.3160 KOps/s 1.3798 KOps/s $\color{#d91a1a}-4.62\%$
test_creation 16.8710μs 2.1033μs 475.4513 KOps/s 466.1922 KOps/s $\color{#35bf28}+1.99\%$
test_creation_empty 46.2560μs 10.3305μs 96.8007 KOps/s 117.1606 KOps/s $\textbf{\color{#d91a1a}-17.38\%}$
test_creation_nested_1 65.5930μs 13.1536μs 76.0250 KOps/s 87.1645 KOps/s $\textbf{\color{#d91a1a}-12.78\%}$
test_creation_nested_2 54.2610μs 17.5063μs 57.1222 KOps/s 63.5160 KOps/s $\textbf{\color{#d91a1a}-10.07\%}$
test_clone 64.0800μs 13.4567μs 74.3125 KOps/s 76.8212 KOps/s $\color{#d91a1a}-3.27\%$
test_getitem[int] 1.2424ms 12.6440μs 79.0890 KOps/s 79.0421 KOps/s $\color{#35bf28}+0.06\%$
test_getitem[slice_int] 0.1362ms 23.6753μs 42.2381 KOps/s 41.8904 KOps/s $\color{#35bf28}+0.83\%$
test_getitem[range] 0.1912ms 46.9061μs 21.3192 KOps/s 20.7782 KOps/s $\color{#35bf28}+2.60\%$
test_getitem[tuple] 0.1289ms 19.7816μs 50.5520 KOps/s 49.4537 KOps/s $\color{#35bf28}+2.22\%$
test_getitem[list] 0.1618ms 42.1789μs 23.7085 KOps/s 22.9046 KOps/s $\color{#35bf28}+3.51\%$
test_setitem_dim[int] 54.7010μs 24.6327μs 40.5964 KOps/s 38.6814 KOps/s $\color{#35bf28}+4.95\%$
test_setitem_dim[slice_int] 87.6130μs 49.7169μs 20.1139 KOps/s 18.8182 KOps/s $\textbf{\color{#35bf28}+6.89\%}$
test_setitem_dim[range] 0.1580ms 74.0474μs 13.5049 KOps/s 13.6468 KOps/s $\color{#d91a1a}-1.04\%$
test_setitem_dim[tuple] 63.6790μs 38.8033μs 25.7710 KOps/s 24.3932 KOps/s $\textbf{\color{#35bf28}+5.65\%}$
test_setitem 63.8590μs 19.8144μs 50.4684 KOps/s 53.7423 KOps/s $\textbf{\color{#d91a1a}-6.09\%}$
test_set 90.5780μs 19.4002μs 51.5458 KOps/s 55.4881 KOps/s $\textbf{\color{#d91a1a}-7.10\%}$
test_set_shared 5.2480ms 0.1663ms 6.0115 KOps/s 6.1397 KOps/s $\color{#d91a1a}-2.09\%$
test_update 0.1435ms 22.1367μs 45.1739 KOps/s 51.5180 KOps/s $\textbf{\color{#d91a1a}-12.31\%}$
test_update_nested 0.1233ms 31.2108μs 32.0402 KOps/s 34.0267 KOps/s $\textbf{\color{#d91a1a}-5.84\%}$
test_update__nested 0.3660ms 32.4255μs 30.8399 KOps/s 30.5077 KOps/s $\color{#35bf28}+1.09\%$
test_set_nested 0.1060ms 21.7784μs 45.9170 KOps/s 49.9110 KOps/s $\textbf{\color{#d91a1a}-8.00\%}$
test_set_nested_new 0.1243ms 26.4686μs 37.7806 KOps/s 40.2640 KOps/s $\textbf{\color{#d91a1a}-6.17\%}$
test_select 0.2194ms 41.9692μs 23.8270 KOps/s 24.1879 KOps/s $\color{#d91a1a}-1.49\%$
test_select_nested 0.1190ms 61.6285μs 16.2263 KOps/s 16.6137 KOps/s $\color{#d91a1a}-2.33\%$
test_exclude_nested 0.1582ms 75.7105μs 13.2082 KOps/s 13.2151 KOps/s $\color{#d91a1a}-0.05\%$
test_empty[True] 0.5633ms 0.3522ms 2.8390 KOps/s 2.8391 KOps/s $-0.00\%$
test_empty[False] 11.8220μs 1.2590μs 794.2561 KOps/s 804.0764 KOps/s $\color{#d91a1a}-1.22\%$
test_unbind_speed 0.4636ms 0.2678ms 3.7335 KOps/s 3.7430 KOps/s $\color{#d91a1a}-0.25\%$
test_unbind_speed_stack0 0.4958ms 0.2549ms 3.9229 KOps/s 3.6167 KOps/s $\textbf{\color{#35bf28}+8.47\%}$
test_unbind_speed_stack1 99.3551ms 0.7416ms 1.3485 KOps/s 1.5838 KOps/s $\textbf{\color{#d91a1a}-14.86\%}$
test_split 2.5903ms 1.5889ms 629.3822 Ops/s 563.4149 Ops/s $\textbf{\color{#35bf28}+11.71\%}$
test_chunk 97.8825ms 1.8909ms 528.8618 Ops/s 571.8623 Ops/s $\textbf{\color{#d91a1a}-7.52\%}$
test_consolidate_njt[False-None] 8.4451ms 8.1318ms 122.9734 Ops/s 120.8286 Ops/s $\color{#35bf28}+1.78\%$
test_creation[device0] 0.2121ms 89.8004μs 11.1358 KOps/s 11.0593 KOps/s $\color{#35bf28}+0.69\%$
test_creation_from_tensor 0.2366ms 94.2629μs 10.6086 KOps/s 10.6443 KOps/s $\color{#d91a1a}-0.34\%$
test_add_one[memmap_tensor0] 0.1912ms 4.8939μs 204.3350 KOps/s 208.3983 KOps/s $\color{#d91a1a}-1.95\%$
test_contiguous[memmap_tensor0] 19.5360μs 0.5224μs 1.9144 MOps/s 1.9095 MOps/s $\color{#35bf28}+0.26\%$
test_stack[memmap_tensor0] 27.4010μs 3.4608μs 288.9537 KOps/s 294.7756 KOps/s $\color{#d91a1a}-1.98\%$
test_memmaptd_index 0.9296ms 0.2351ms 4.2537 KOps/s 4.1744 KOps/s $\color{#35bf28}+1.90\%$
test_memmaptd_index_astensor 0.6310ms 0.3136ms 3.1889 KOps/s 3.1726 KOps/s $\color{#35bf28}+0.52\%$
test_memmaptd_index_op 0.9362ms 0.5696ms 1.7557 KOps/s 1.8559 KOps/s $\textbf{\color{#d91a1a}-5.40\%}$
test_serialize_model 0.1298s 0.1147s 8.7155 Ops/s 7.5475 Ops/s $\textbf{\color{#35bf28}+15.48\%}$
test_serialize_model_pickle 0.4692s 0.4027s 2.4835 Ops/s 2.4876 Ops/s $\color{#d91a1a}-0.17\%$
test_serialize_weights 0.2167s 0.1261s 7.9323 Ops/s 8.6814 Ops/s $\textbf{\color{#d91a1a}-8.63\%}$
test_serialize_weights_returnearly 0.1741s 0.1598s 6.2567 Ops/s 6.4628 Ops/s $\color{#d91a1a}-3.19\%$
test_serialize_weights_pickle 0.4629s 0.4030s 2.4811 Ops/s 1.1203 Ops/s $\textbf{\color{#35bf28}+121.46\%}$
test_serialize_weights_filesystem 0.1526s 0.1431s 6.9903 Ops/s 6.9704 Ops/s $\color{#35bf28}+0.29\%$
test_serialize_model_filesystem 0.1648s 0.1542s 6.4863 Ops/s 6.3310 Ops/s $\color{#35bf28}+2.45\%$
test_reshape_pytree 0.1002ms 27.6786μs 36.1290 KOps/s 36.6170 KOps/s $\color{#d91a1a}-1.33\%$
test_reshape_td 79.7280μs 34.1527μs 29.2803 KOps/s 30.6619 KOps/s $\color{#d91a1a}-4.51\%$
test_view_pytree 74.2890μs 27.2426μs 36.7072 KOps/s 37.1651 KOps/s $\color{#d91a1a}-1.23\%$
test_view_td 81.5820μs 37.9613μs 26.3427 KOps/s 26.2388 KOps/s $\color{#35bf28}+0.40\%$
test_unbind_pytree 69.1890μs 30.2611μs 33.0458 KOps/s 33.0538 KOps/s $\color{#d91a1a}-0.02\%$
test_unbind_td 0.3624ms 39.4027μs 25.3789 KOps/s 25.7891 KOps/s $\color{#d91a1a}-1.59\%$
test_split_pytree 0.1105ms 30.3289μs 32.9718 KOps/s 33.4183 KOps/s $\color{#d91a1a}-1.34\%$
test_split_td 0.5385ms 45.2143μs 22.1169 KOps/s 22.2668 KOps/s $\color{#d91a1a}-0.67\%$
test_add_pytree 80.0990μs 36.5995μs 27.3227 KOps/s 27.7275 KOps/s $\color{#d91a1a}-1.46\%$
test_add_td 0.1672ms 52.6210μs 19.0038 KOps/s 18.7643 KOps/s $\color{#35bf28}+1.28\%$
test_compile_add_one_nested[tensordict-compile] 0.1480ms 62.5413μs 15.9894 KOps/s 15.9242 KOps/s $\color{#35bf28}+0.41\%$
test_compile_add_one_nested[tensordict-eager] 0.3811ms 0.1620ms 6.1724 KOps/s 5.9473 KOps/s $\color{#35bf28}+3.78\%$
test_compile_add_one_nested[pytree-compile] 0.3612ms 47.3975μs 21.0982 KOps/s 21.4176 KOps/s $\color{#d91a1a}-1.49\%$
test_compile_add_one_nested[pytree-eager] 0.5984ms 0.1215ms 8.2294 KOps/s 8.2524 KOps/s $\color{#d91a1a}-0.28\%$
test_compile_copy_nested[tensordict-compile] 0.5510ms 25.8890μs 38.6265 KOps/s 37.8458 KOps/s $\color{#35bf28}+2.06\%$
test_compile_copy_nested[tensordict-eager] 0.1244ms 54.3565μs 18.3971 KOps/s 18.1471 KOps/s $\color{#35bf28}+1.38\%$
test_compile_copy_nested[pytree-compile] 0.1481ms 81.7633μs 12.2304 KOps/s 12.1340 KOps/s $\color{#35bf28}+0.79\%$
test_compile_copy_nested[pytree-eager] 0.3227ms 68.7795μs 14.5392 KOps/s 13.9792 KOps/s $\color{#35bf28}+4.01\%$
test_compile_add_one_flat[tensordict-compile] 0.1825ms 0.1048ms 9.5435 KOps/s 9.4432 KOps/s $\color{#35bf28}+1.06\%$
test_compile_add_one_flat[tensordict-eager] 0.4259ms 0.2005ms 4.9888 KOps/s 4.9655 KOps/s $\color{#35bf28}+0.47\%$
test_compile_add_one_flat[tensorclass-compile] 0.1276ms 45.5841μs 21.9375 KOps/s 22.0511 KOps/s $\color{#d91a1a}-0.52\%$
test_compile_add_one_flat[tensorclass-eager] 0.5094ms 61.2334μs 16.3309 KOps/s 15.4703 KOps/s $\textbf{\color{#35bf28}+5.56\%}$
test_compile_add_one_flat[pytree-compile] 0.2229ms 0.1028ms 9.7243 KOps/s 9.6158 KOps/s $\color{#35bf28}+1.13\%$
test_compile_add_one_flat[pytree-eager] 0.3501ms 0.2032ms 4.9216 KOps/s 4.9746 KOps/s $\color{#d91a1a}-1.07\%$
test_compile_add_self_flat[tensordict-eager] 0.7252ms 0.2100ms 4.7618 KOps/s 4.6415 KOps/s $\color{#35bf28}+2.59\%$
test_compile_add_self_flat[tensordict-compile] 0.1749ms 0.1044ms 9.5816 KOps/s 9.4006 KOps/s $\color{#35bf28}+1.93\%$
test_compile_add_self_flat[tensorclass-eager] 0.1446ms 55.6787μs 17.9602 KOps/s 17.8396 KOps/s $\color{#35bf28}+0.68\%$
test_compile_add_self_flat[tensorclass-compile] 0.1007ms 46.6152μs 21.4522 KOps/s 22.0886 KOps/s $\color{#d91a1a}-2.88\%$
test_compile_add_self_flat[pytree-eager] 1.3155ms 0.1619ms 6.1750 KOps/s 6.2937 KOps/s $\color{#d91a1a}-1.89\%$
test_compile_add_self_flat[pytree-compile] 0.2611ms 0.1034ms 9.6753 KOps/s 9.5378 KOps/s $\color{#35bf28}+1.44\%$
test_compile_copy_flat[tensordict-compile] 59.8310μs 21.6758μs 46.1344 KOps/s 46.6003 KOps/s $\color{#d91a1a}-1.00\%$
test_compile_copy_flat[tensordict-eager] 0.1298ms 59.5771μs 16.7850 KOps/s 16.6250 KOps/s $\color{#35bf28}+0.96\%$
test_compile_copy_flat[pytree-compile] 0.1531ms 82.6819μs 12.0945 KOps/s 12.0489 KOps/s $\color{#35bf28}+0.38\%$
test_compile_copy_flat[pytree-eager] 0.1765ms 73.5227μs 13.6012 KOps/s 14.2300 KOps/s $\color{#d91a1a}-4.42\%$
test_compile_assign_and_add[tensordict-compile] 0.3251ms 0.2084ms 4.7987 KOps/s 4.6720 KOps/s $\color{#35bf28}+2.71\%$
test_compile_assign_and_add[tensordict-eager] 2.6706ms 1.2836ms 779.0372 Ops/s 782.0202 Ops/s $\color{#d91a1a}-0.38\%$
test_compile_assign_and_add[pytree-compile] 0.3690ms 0.2060ms 4.8539 KOps/s 4.8512 KOps/s $\color{#35bf28}+0.06\%$
test_compile_assign_and_add[pytree-eager] 1.8682ms 0.7855ms 1.2731 KOps/s 1.2875 KOps/s $\color{#d91a1a}-1.12\%$
test_compile_assign_and_add_stack[compile] 1.5141ms 0.4716ms 2.1203 KOps/s 2.1709 KOps/s $\color{#d91a1a}-2.33\%$
test_compile_assign_and_add_stack[eager] 2.8439ms 2.5410ms 393.5441 Ops/s 404.3178 Ops/s $\color{#d91a1a}-2.66\%$
test_compile_indexing[tensor-tensordict-compile] 88.9450μs 35.9583μs 27.8100 KOps/s 27.9096 KOps/s $\color{#d91a1a}-0.36\%$
test_compile_indexing[tensor-tensordict-eager] 0.5068ms 31.8864μs 31.3613 KOps/s 30.3632 KOps/s $\color{#35bf28}+3.29\%$
test_compile_indexing[tensor-tensorclass-compile] 77.3440μs 29.2388μs 34.2011 KOps/s 34.4612 KOps/s $\color{#d91a1a}-0.75\%$
test_compile_indexing[tensor-tensorclass-eager] 91.7200μs 24.1732μs 41.3681 KOps/s 41.0702 KOps/s $\color{#35bf28}+0.73\%$
test_compile_indexing[tensor-pytree-compile] 0.2888ms 30.5232μs 32.7620 KOps/s 33.6180 KOps/s $\color{#d91a1a}-2.55\%$
test_compile_indexing[tensor-pytree-eager] 0.1151ms 23.9795μs 41.7023 KOps/s 41.0842 KOps/s $\color{#35bf28}+1.50\%$
test_compile_indexing[slice-tensordict-compile] 0.1295ms 52.9850μs 18.8733 KOps/s 19.4253 KOps/s $\color{#d91a1a}-2.84\%$
test_compile_indexing[slice-tensordict-eager] 0.5589ms 19.5868μs 51.0549 KOps/s 49.7688 KOps/s $\color{#35bf28}+2.58\%$
test_compile_indexing[slice-tensorclass-compile] 0.1053ms 44.9513μs 22.2463 KOps/s 22.5125 KOps/s $\color{#d91a1a}-1.18\%$
test_compile_indexing[slice-tensorclass-eager] 68.6480μs 19.4262μs 51.4768 KOps/s 52.7548 KOps/s $\color{#d91a1a}-2.42\%$
test_compile_indexing[slice-pytree-compile] 0.5744ms 45.3116μs 22.0694 KOps/s 21.5186 KOps/s $\color{#35bf28}+2.56\%$
test_compile_indexing[slice-pytree-eager] 68.4780μs 19.2853μs 51.8531 KOps/s 52.0817 KOps/s $\color{#d91a1a}-0.44\%$
test_compile_indexing[int-tensordict-compile] 0.1313ms 53.8536μs 18.5689 KOps/s 18.6521 KOps/s $\color{#d91a1a}-0.45\%$
test_compile_indexing[int-tensordict-eager] 0.8644ms 19.5321μs 51.1978 KOps/s 49.3185 KOps/s $\color{#35bf28}+3.81\%$
test_compile_indexing[int-tensorclass-compile] 0.1154ms 44.8734μs 22.2849 KOps/s 22.1888 KOps/s $\color{#35bf28}+0.43\%$
test_compile_indexing[int-tensorclass-eager] 70.6110μs 19.1577μs 52.1982 KOps/s 52.3473 KOps/s $\color{#d91a1a}-0.28\%$
test_compile_indexing[int-pytree-compile] 99.4570μs 45.3683μs 22.0418 KOps/s 22.3242 KOps/s $\color{#d91a1a}-1.26\%$
test_compile_indexing[int-pytree-eager] 67.1140μs 19.0313μs 52.5449 KOps/s 52.4486 KOps/s $\color{#35bf28}+0.18\%$
test_mod_add[eager] 89.8270μs 25.6616μs 38.9688 KOps/s 41.2519 KOps/s $\textbf{\color{#d91a1a}-5.53\%}$
test_mod_add[compile] 0.1210ms 44.3623μs 22.5416 KOps/s 22.6376 KOps/s $\color{#d91a1a}-0.42\%$
test_mod_add[compile-overhead] 0.1058ms 43.1100μs 23.1965 KOps/s 22.2131 KOps/s $\color{#35bf28}+4.43\%$
test_mod_wrap[eager] 0.3345ms 0.2062ms 4.8505 KOps/s 4.7622 KOps/s $\color{#35bf28}+1.85\%$
test_mod_wrap[compile] 1.9770ms 0.2028ms 4.9310 KOps/s 4.7497 KOps/s $\color{#35bf28}+3.82\%$
test_mod_wrap[compile-overhead] 2.0858ms 0.2011ms 4.9733 KOps/s 4.8932 KOps/s $\color{#35bf28}+1.64\%$
test_mod_wrap_and_backward[eager] 18.6654ms 12.7135ms 78.6565 Ops/s 82.1615 Ops/s $\color{#d91a1a}-4.27\%$
test_mod_wrap_and_backward[compile] 15.8905ms 12.5918ms 79.4168 Ops/s 73.8515 Ops/s $\textbf{\color{#35bf28}+7.54\%}$
test_mod_wrap_and_backward[compile-overhead] 17.8905ms 14.3922ms 69.4820 Ops/s 76.4820 Ops/s $\textbf{\color{#d91a1a}-9.15\%}$
test_seq_add[eager] 0.1773ms 90.4494μs 11.0559 KOps/s 11.1378 KOps/s $\color{#d91a1a}-0.74\%$
test_seq_add[compile] 0.1374ms 59.6804μs 16.7559 KOps/s 16.4657 KOps/s $\color{#35bf28}+1.76\%$
test_seq_add[compile-overhead] 0.5823ms 58.3186μs 17.1472 KOps/s 16.8276 KOps/s $\color{#35bf28}+1.90\%$
test_seq_wrap[eager] 0.5345ms 0.3846ms 2.6003 KOps/s 2.6054 KOps/s $\color{#d91a1a}-0.19\%$
test_seq_wrap[compile] 0.6509ms 0.2311ms 4.3271 KOps/s 4.4255 KOps/s $\color{#d91a1a}-2.22\%$
test_seq_wrap[compile-overhead] 0.3791ms 0.2233ms 4.4792 KOps/s 4.3796 KOps/s $\color{#35bf28}+2.27\%$
test_func_call_runtime[False-eager] 1.3914ms 0.5341ms 1.8724 KOps/s 1.8402 KOps/s $\color{#35bf28}+1.75\%$
test_func_call_runtime[False-compile] 0.9687ms 0.4299ms 2.3263 KOps/s 2.3207 KOps/s $\color{#35bf28}+0.24\%$
test_func_call_runtime[False-compile-overhead] 0.8162ms 0.4377ms 2.2849 KOps/s 2.3200 KOps/s $\color{#d91a1a}-1.52\%$
test_func_call_runtime[True-eager] 1.0128ms 0.7468ms 1.3390 KOps/s 1.3174 KOps/s $\color{#35bf28}+1.63\%$
test_func_call_runtime[True-compile] 0.8457ms 0.4723ms 2.1175 KOps/s 2.1281 KOps/s $\color{#d91a1a}-0.50\%$
test_func_call_runtime[True-compile-overhead] 0.7465ms 0.4657ms 2.1473 KOps/s 2.1371 KOps/s $\color{#35bf28}+0.48\%$
test_func_call_cm_runtime[False-eager] 0.9612ms 0.5290ms 1.8903 KOps/s 1.8960 KOps/s $\color{#d91a1a}-0.30\%$
test_func_call_cm_runtime[False-compile] 0.8688ms 0.4314ms 2.3179 KOps/s 2.3630 KOps/s $\color{#d91a1a}-1.91\%$
test_func_call_cm_runtime[False-compile-overhead] 0.5925ms 0.4261ms 2.3466 KOps/s 2.3261 KOps/s $\color{#35bf28}+0.88\%$
test_func_call_cm_runtime[True-eager] 1.0665ms 0.8632ms 1.1584 KOps/s 1.1257 KOps/s $\color{#35bf28}+2.91\%$
test_func_call_cm_runtime[True-compile] 0.8467ms 0.4980ms 2.0078 KOps/s 2.0290 KOps/s $\color{#d91a1a}-1.04\%$
test_func_call_cm_runtime[True-compile-overhead] 0.7042ms 0.4883ms 2.0481 KOps/s 2.0190 KOps/s $\color{#35bf28}+1.44\%$
test_vmap_func_call_cm_runtime[eager] 2.6018ms 1.8772ms 532.7180 Ops/s 523.0491 Ops/s $\color{#35bf28}+1.85\%$
test_vmap_func_call_cm_runtime[compile] 1.0648ms 0.5170ms 1.9341 KOps/s 1.9334 KOps/s $\color{#35bf28}+0.03\%$
test_vmap_func_call_cm_runtime[compile-overhead] 0.8692ms 0.5072ms 1.9715 KOps/s 1.9120 KOps/s $\color{#35bf28}+3.11\%$
test_distributed 0.3676ms 0.1272ms 7.8588 KOps/s 7.5894 KOps/s $\color{#35bf28}+3.55\%$
test_tdmodule 37.0400μs 17.9517μs 55.7049 KOps/s 57.2165 KOps/s $\color{#d91a1a}-2.64\%$
test_tdmodule_dispatch 57.6270μs 35.1305μs 28.4653 KOps/s 29.6107 KOps/s $\color{#d91a1a}-3.87\%$
test_tdseq 52.4680μs 21.1894μs 47.1934 KOps/s 51.6029 KOps/s $\textbf{\color{#d91a1a}-8.55\%}$
test_tdseq_dispatch 84.2870μs 41.4052μs 24.1516 KOps/s 26.4710 KOps/s $\textbf{\color{#d91a1a}-8.76\%}$
test_instantiation_functorch 1.7709ms 1.5150ms 660.0604 Ops/s 638.6139 Ops/s $\color{#35bf28}+3.36\%$
test_exec_functorch 0.4194ms 0.1820ms 5.4948 KOps/s 5.5145 KOps/s $\color{#d91a1a}-0.36\%$
test_exec_functional_call 0.3262ms 0.1720ms 5.8130 KOps/s 5.7457 KOps/s $\color{#35bf28}+1.17\%$
test_exec_td_decorator 0.5103ms 0.2239ms 4.4656 KOps/s 4.3291 KOps/s $\color{#35bf28}+3.15\%$
test_vmap_mlp_speed_decorator[True-True] 0.8656ms 0.6298ms 1.5878 KOps/s 1.5276 KOps/s $\color{#35bf28}+3.94\%$
test_vmap_mlp_speed_decorator[True-False] 1.0111ms 0.6340ms 1.5772 KOps/s 1.5586 KOps/s $\color{#35bf28}+1.20\%$
test_vmap_mlp_speed_decorator[False-True] 0.7540ms 0.5221ms 1.9154 KOps/s 1.9126 KOps/s $\color{#35bf28}+0.15\%$
test_vmap_mlp_speed_decorator[False-False] 0.8185ms 0.5232ms 1.9114 KOps/s 1.9143 KOps/s $\color{#d91a1a}-0.15\%$
test_to_module_speed[True] 2.4876ms 1.3178ms 758.8308 Ops/s 762.1887 Ops/s $\color{#d91a1a}-0.44\%$
test_to_module_speed[False] 1.7411ms 1.2848ms 778.3605 Ops/s 775.4965 Ops/s $\color{#35bf28}+0.37\%$
test_tc_init 80.7610μs 44.9903μs 22.2270 KOps/s 24.1265 KOps/s $\textbf{\color{#d91a1a}-7.87\%}$
test_tc_init_nested 0.1532ms 87.4819μs 11.4309 KOps/s 11.6468 KOps/s $\color{#d91a1a}-1.85\%$
test_tc_first_layer_tensor 38.0710μs 1.5854μs 630.7462 KOps/s 651.3461 KOps/s $\color{#d91a1a}-3.16\%$
test_tc_first_layer_nontensor 45.8550μs 4.7058μs 212.5037 KOps/s 209.5071 KOps/s $\color{#35bf28}+1.43\%$
test_tc_second_layer_tensor 25.5380μs 2.8887μs 346.1727 KOps/s 357.5127 KOps/s $\color{#d91a1a}-3.17\%$
test_tc_second_layer_nontensor 54.9520μs 6.0640μs 164.9077 KOps/s 164.9603 KOps/s $\color{#d91a1a}-0.03\%$
test_unbind 0.2377s 13.1311ms 76.1553 Ops/s 79.5685 Ops/s $\color{#d91a1a}-4.29\%$
test_full_like 18.0750ms 12.6602ms 78.9874 Ops/s 126.1551 Ops/s $\textbf{\color{#d91a1a}-37.39\%}$
test_zeros_like 11.0435ms 7.2793ms 137.3762 Ops/s 325.5591 Ops/s $\textbf{\color{#d91a1a}-57.80\%}$
test_ones_like 15.6896ms 8.9808ms 111.3487 Ops/s 279.2304 Ops/s $\textbf{\color{#d91a1a}-60.12\%}$
test_clone 13.9543ms 10.1643ms 98.3840 Ops/s 171.4897 Ops/s $\textbf{\color{#d91a1a}-42.63\%}$
test_squeeze 65.0610μs 11.4967μs 86.9818 KOps/s 83.8284 KOps/s $\color{#35bf28}+3.76\%$
test_unsqueeze 0.3391ms 86.4820μs 11.5631 KOps/s 11.2229 KOps/s $\color{#35bf28}+3.03\%$
test_split 0.3334ms 0.1862ms 5.3704 KOps/s 5.0803 KOps/s $\textbf{\color{#35bf28}+5.71\%}$
test_permute 0.3474ms 0.2133ms 4.6888 KOps/s 4.5805 KOps/s $\color{#35bf28}+2.36\%$
test_stack 28.0831ms 25.3803ms 39.4007 Ops/s 37.6397 Ops/s $\color{#35bf28}+4.68\%$
test_cat 27.7997ms 25.4211ms 39.3374 Ops/s 38.6855 Ops/s $\color{#35bf28}+1.69\%$

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}20$. Worsened: $\large\color{#d91a1a}9$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 33.1120μs 10.1470μs 98.5512 KOps/s 96.5537 KOps/s $\color{#35bf28}+2.07\%$
test_plain_set_stack_nested 43.7120μs 10.2240μs 97.8093 KOps/s 96.0099 KOps/s $\color{#35bf28}+1.87\%$
test_plain_set_nested_inplace 41.1820μs 11.0459μs 90.5311 KOps/s 89.0064 KOps/s $\color{#35bf28}+1.71\%$
test_plain_set_stack_nested_inplace 94.4760μs 11.0724μs 90.3147 KOps/s 89.0011 KOps/s $\color{#35bf28}+1.48\%$
test_items 30.0220μs 3.0836μs 324.2959 KOps/s 339.3715 KOps/s $\color{#d91a1a}-4.44\%$
test_items_nested 0.3471ms 0.3208ms 3.1168 KOps/s 3.1716 KOps/s $\color{#d91a1a}-1.73\%$
test_items_nested_locked 0.4603ms 0.3225ms 3.1003 KOps/s 3.0978 KOps/s $\color{#35bf28}+0.08\%$
test_items_nested_leaf 81.7240μs 57.9632μs 17.2523 KOps/s 17.1776 KOps/s $\color{#35bf28}+0.43\%$
test_items_stack_nested 0.3977ms 0.3231ms 3.0947 KOps/s 3.1385 KOps/s $\color{#d91a1a}-1.40\%$
test_items_stack_nested_leaf 88.9950μs 59.5566μs 16.7907 KOps/s 16.6931 KOps/s $\color{#35bf28}+0.59\%$
test_items_stack_nested_locked 0.3649ms 0.3277ms 3.0520 KOps/s 3.0993 KOps/s $\color{#d91a1a}-1.52\%$
test_keys 30.1110μs 3.4904μs 286.4966 KOps/s 287.2399 KOps/s $\color{#d91a1a}-0.26\%$
test_keys_nested 97.1460μs 70.1090μs 14.2635 KOps/s 14.2502 KOps/s $\color{#35bf28}+0.09\%$
test_keys_nested_locked 0.7225ms 75.3495μs 13.2715 KOps/s 13.1211 KOps/s $\color{#35bf28}+1.15\%$
test_keys_nested_leaf 88.7760μs 61.3020μs 16.3127 KOps/s 16.2937 KOps/s $\color{#35bf28}+0.12\%$
test_keys_stack_nested 99.8960μs 70.5177μs 14.1808 KOps/s 14.0909 KOps/s $\color{#35bf28}+0.64\%$
test_keys_stack_nested_leaf 0.2363ms 61.3676μs 16.2953 KOps/s 16.0587 KOps/s $\color{#35bf28}+1.47\%$
test_keys_stack_nested_locked 0.1255ms 75.8018μs 13.1923 KOps/s 13.0610 KOps/s $\color{#35bf28}+1.01\%$
test_values 5.1737μs 0.8433μs 1.1858 MOps/s 1.1818 MOps/s $\color{#35bf28}+0.34\%$
test_values_nested 72.4650μs 31.7039μs 31.5418 KOps/s 31.5949 KOps/s $\color{#d91a1a}-0.17\%$
test_values_nested_locked 61.5840μs 33.1832μs 30.1358 KOps/s 30.1615 KOps/s $\color{#d91a1a}-0.09\%$
test_values_nested_leaf 65.7240μs 34.2050μs 29.2355 KOps/s 29.5113 KOps/s $\color{#d91a1a}-0.93\%$
test_values_stack_nested 0.1074ms 32.0359μs 31.2150 KOps/s 30.9488 KOps/s $\color{#35bf28}+0.86\%$
test_values_stack_nested_leaf 62.3230μs 34.7844μs 28.7485 KOps/s 28.9564 KOps/s $\color{#d91a1a}-0.72\%$
test_values_stack_nested_locked 0.1012ms 33.8804μs 29.5156 KOps/s 29.6710 KOps/s $\color{#d91a1a}-0.52\%$
test_membership 1.8781μs 0.5088μs 1.9653 MOps/s 1.9600 MOps/s $\color{#35bf28}+0.27\%$
test_membership_nested 14.6210μs 1.8878μs 529.7299 KOps/s 526.3749 KOps/s $\color{#35bf28}+0.64\%$
test_membership_nested_leaf 28.0920μs 1.8553μs 538.9960 KOps/s 544.6213 KOps/s $\color{#d91a1a}-1.03\%$
test_membership_stacked_nested 33.6120μs 2.0164μs 495.9446 KOps/s 515.3778 KOps/s $\color{#d91a1a}-3.77\%$
test_membership_stacked_nested_leaf 25.4010μs 1.9609μs 509.9808 KOps/s 512.9427 KOps/s $\color{#d91a1a}-0.58\%$
test_membership_nested_last 35.7730μs 2.8236μs 354.1547 KOps/s 360.0135 KOps/s $\color{#d91a1a}-1.63\%$
test_membership_nested_leaf_last 35.2820μs 2.7958μs 357.6774 KOps/s 359.8043 KOps/s $\color{#d91a1a}-0.59\%$
test_membership_stacked_nested_last 32.5220μs 5.3356μs 187.4206 KOps/s 284.3248 KOps/s $\textbf{\color{#d91a1a}-34.08\%}$
test_membership_stacked_nested_leaf_last 27.1520μs 5.2653μs 189.9245 KOps/s 284.9581 KOps/s $\textbf{\color{#d91a1a}-33.35\%}$
test_nested_getleaf 35.4320μs 6.0374μs 165.6354 KOps/s 169.3894 KOps/s $\color{#d91a1a}-2.22\%$
test_nested_get 38.0320μs 5.7078μs 175.1989 KOps/s 176.5566 KOps/s $\color{#d91a1a}-0.77\%$
test_stacked_getleaf 37.1120μs 6.0744μs 164.6243 KOps/s 167.7135 KOps/s $\color{#d91a1a}-1.84\%$
test_stacked_get 25.4520μs 5.7611μs 173.5779 KOps/s 176.2487 KOps/s $\color{#d91a1a}-1.52\%$
test_nested_getitemleaf 30.8920μs 6.0805μs 164.4593 KOps/s 164.6292 KOps/s $\color{#d91a1a}-0.10\%$
test_nested_getitem 40.0530μs 5.7799μs 173.0145 KOps/s 173.6848 KOps/s $\color{#d91a1a}-0.39\%$
test_stacked_getitemleaf 30.5510μs 6.0951μs 164.0658 KOps/s 164.8707 KOps/s $\color{#d91a1a}-0.49\%$
test_stacked_getitem 25.8620μs 5.7753μs 173.1516 KOps/s 174.9702 KOps/s $\color{#d91a1a}-1.04\%$
test_lock_nested 9.5550ms 0.3757ms 2.6620 KOps/s 2.7008 KOps/s $\color{#d91a1a}-1.44\%$
test_lock_stack_nested 0.3704ms 0.3389ms 2.9508 KOps/s 2.9553 KOps/s $\color{#d91a1a}-0.16\%$
test_unlock_nested 0.7194ms 0.3130ms 3.1944 KOps/s 3.2405 KOps/s $\color{#d91a1a}-1.42\%$
test_unlock_stack_nested 0.3247ms 0.2784ms 3.5914 KOps/s 3.6181 KOps/s $\color{#d91a1a}-0.74\%$
test_flatten_speed 0.1082ms 73.2165μs 13.6581 KOps/s 13.8097 KOps/s $\color{#d91a1a}-1.10\%$
test_unflatten_speed 0.3294ms 0.2903ms 3.4447 KOps/s 3.4477 KOps/s $\color{#d91a1a}-0.09\%$
test_common_ops 1.7365ms 0.5833ms 1.7144 KOps/s 1.7025 KOps/s $\color{#35bf28}+0.70\%$
test_creation 99.9260μs 1.4748μs 678.0674 KOps/s 676.3143 KOps/s $\color{#35bf28}+0.26\%$
test_creation_empty 32.9020μs 6.5692μs 152.2248 KOps/s 144.3122 KOps/s $\textbf{\color{#35bf28}+5.48\%}$
test_creation_nested_1 30.5810μs 8.1391μs 122.8639 KOps/s 116.5879 KOps/s $\textbf{\color{#35bf28}+5.38\%}$
test_creation_nested_2 41.7730μs 10.6908μs 93.5385 KOps/s 92.1618 KOps/s $\color{#35bf28}+1.49\%$
test_clone 56.7140μs 10.8276μs 92.3567 KOps/s 87.0744 KOps/s $\textbf{\color{#35bf28}+6.07\%}$
test_getitem[int] 94.8782ms 16.1897μs 61.7677 KOps/s 89.7604 KOps/s $\textbf{\color{#d91a1a}-31.19\%}$
test_getitem[slice_int] 0.1115ms 20.7339μs 48.2301 KOps/s 48.3227 KOps/s $\color{#d91a1a}-0.19\%$
test_getitem[range] 0.1288ms 37.3463μs 26.7764 KOps/s 25.8146 KOps/s $\color{#35bf28}+3.73\%$
test_getitem[tuple] 0.1004ms 17.8477μs 56.0295 KOps/s 54.1287 KOps/s $\color{#35bf28}+3.51\%$
test_getitem[list] 0.2259ms 33.1004μs 30.2111 KOps/s 28.9965 KOps/s $\color{#35bf28}+4.19\%$
test_setitem_dim[int] 38.3120μs 18.5136μs 54.0144 KOps/s 51.9232 KOps/s $\color{#35bf28}+4.03\%$
test_setitem_dim[slice_int] 61.2530μs 37.5918μs 26.6016 KOps/s 26.5881 KOps/s $\color{#35bf28}+0.05\%$
test_setitem_dim[range] 77.6350μs 52.3830μs 19.0901 KOps/s 18.6893 KOps/s $\color{#35bf28}+2.14\%$
test_setitem_dim[tuple] 60.3140μs 32.0399μs 31.2111 KOps/s 31.3759 KOps/s $\color{#d91a1a}-0.53\%$
test_setitem 76.3050μs 14.7854μs 67.6345 KOps/s 65.0181 KOps/s $\color{#35bf28}+4.02\%$
test_set 78.8350μs 14.4095μs 69.3986 KOps/s 67.2966 KOps/s $\color{#35bf28}+3.12\%$
test_set_shared 1.8384ms 0.1475ms 6.7803 KOps/s 6.7122 KOps/s $\color{#35bf28}+1.01\%$
test_update 0.3183ms 16.4937μs 60.6294 KOps/s 58.6871 KOps/s $\color{#35bf28}+3.31\%$
test_update_nested 88.8750μs 21.5052μs 46.5003 KOps/s 45.7319 KOps/s $\color{#35bf28}+1.68\%$
test_update__nested 0.4510ms 25.0126μs 39.9798 KOps/s 39.3120 KOps/s $\color{#35bf28}+1.70\%$
test_set_nested 93.1750μs 16.5989μs 60.2451 KOps/s 62.3631 KOps/s $\color{#d91a1a}-3.40\%$
test_set_nested_new 99.8260μs 17.6788μs 56.5649 KOps/s 55.1754 KOps/s $\color{#35bf28}+2.52\%$
test_select 0.2082ms 30.8768μs 32.3868 KOps/s 33.2666 KOps/s $\color{#d91a1a}-2.64\%$
test_select_nested 75.7640μs 41.8317μs 23.9053 KOps/s 24.1562 KOps/s $\color{#d91a1a}-1.04\%$
test_exclude_nested 95.8060μs 58.7530μs 17.0204 KOps/s 16.8931 KOps/s $\color{#35bf28}+0.75\%$
test_empty[True] 0.3068ms 0.2540ms 3.9374 KOps/s 3.9698 KOps/s $\color{#d91a1a}-0.82\%$
test_empty[False] 3.3422μs 0.7383μs 1.3545 MOps/s 1.3427 MOps/s $\color{#35bf28}+0.88\%$
test_to 83.8050μs 55.1633μs 18.1280 KOps/s 18.2861 KOps/s $\color{#d91a1a}-0.86\%$
test_to_nonblocking 0.1080ms 48.3275μs 20.6921 KOps/s 21.6118 KOps/s $\color{#d91a1a}-4.26\%$
test_unbind_speed 0.2811ms 0.2344ms 4.2656 KOps/s 4.3036 KOps/s $\color{#d91a1a}-0.88\%$
test_unbind_speed_stack0 0.2742ms 0.2355ms 4.2468 KOps/s 4.2656 KOps/s $\color{#d91a1a}-0.44\%$
test_unbind_speed_stack1 95.7920ms 0.6511ms 1.5360 KOps/s 1.5462 KOps/s $\color{#d91a1a}-0.66\%$
test_split 97.2017ms 1.5894ms 629.1713 Ops/s 616.8234 Ops/s $\color{#35bf28}+2.00\%$
test_chunk 99.2729ms 1.5949ms 626.9944 Ops/s 564.7831 Ops/s $\textbf{\color{#35bf28}+11.02\%}$
test_consolidate[False-None] 98.9949ms 2.8328ms 353.0047 Ops/s 380.9037 Ops/s $\textbf{\color{#d91a1a}-7.32\%}$
test_consolidate[default-None] 1.7832ms 1.6754ms 596.8699 Ops/s 585.4601 Ops/s $\color{#35bf28}+1.95\%$
test_consolidate[reduce-overhead-None] 1.7951ms 1.7090ms 585.1335 Ops/s 575.8957 Ops/s $\color{#35bf28}+1.60\%$
test_consolidate_njt[False-None] 6.7808ms 6.4881ms 154.1276 Ops/s 154.3975 Ops/s $\color{#d91a1a}-0.17\%$
test_to[False-False-None] 1.7630ms 1.6635ms 601.1344 Ops/s 604.8978 Ops/s $\color{#d91a1a}-0.62\%$
test_to[True-False-None] 1.5843ms 1.3280ms 753.0290 Ops/s 775.6307 Ops/s $\color{#d91a1a}-2.91\%$
test_to[within-False-None] 4.1723ms 3.9087ms 255.8402 Ops/s 249.1144 Ops/s $\color{#35bf28}+2.70\%$
test_to[True-default-None] 5.3422ms 5.1196ms 195.3291 Ops/s 194.8812 Ops/s $\color{#35bf28}+0.23\%$
test_to_njt[False-False-None] 7.3122ms 6.8824ms 145.2978 Ops/s 145.0854 Ops/s $\color{#35bf28}+0.15\%$
test_to_njt[True-False-None] 5.5762ms 5.4544ms 183.3380 Ops/s 183.8119 Ops/s $\color{#d91a1a}-0.26\%$
test_to_njt[within-False-None] 12.5085ms 12.0433ms 83.0337 Ops/s 83.2651 Ops/s $\color{#d91a1a}-0.28\%$
test_creation[device0] 0.4835ms 78.0752μs 12.8082 KOps/s 12.4663 KOps/s $\color{#35bf28}+2.74\%$
test_creation_from_tensor 0.5239ms 84.1280μs 11.8867 KOps/s 11.9133 KOps/s $\color{#d91a1a}-0.22\%$
test_add_one[memmap_tensor0] 0.4525ms 6.8055μs 146.9394 KOps/s 144.2380 KOps/s $\color{#35bf28}+1.87\%$
test_contiguous[memmap_tensor0] 2.1076μs 0.4108μs 2.4345 MOps/s 2.4628 MOps/s $\color{#d91a1a}-1.15\%$
test_stack[memmap_tensor0] 37.4830μs 4.3218μs 231.3836 KOps/s 218.9056 KOps/s $\textbf{\color{#35bf28}+5.70\%}$
test_memmaptd_index 1.6140ms 0.2409ms 4.1504 KOps/s 3.9865 KOps/s $\color{#35bf28}+4.11\%$
test_memmaptd_index_astensor 0.6081ms 0.3000ms 3.3338 KOps/s 3.2503 KOps/s $\color{#35bf28}+2.57\%$
test_memmaptd_index_op 1.0365ms 0.5574ms 1.7941 KOps/s 1.7016 KOps/s $\textbf{\color{#35bf28}+5.44\%}$
test_serialize_model 0.1315s 0.1303s 7.6764 Ops/s 7.6768 Ops/s $-0.01\%$
test_serialize_model_pickle 1.3501s 1.2122s 0.8249 Ops/s 0.8250 Ops/s $-0.01\%$
test_serialize_weights 0.1303s 0.1296s 7.7141 Ops/s 7.7285 Ops/s $\color{#d91a1a}-0.19\%$
test_serialize_weights_returnearly 45.7506ms 41.1024ms 24.3295 Ops/s 14.5057 Ops/s $\textbf{\color{#35bf28}+67.72\%}$
test_serialize_weights_pickle 1.3810s 1.1953s 0.8366 Ops/s 0.8187 Ops/s $\color{#35bf28}+2.19\%$
test_reshape_pytree 60.7540μs 21.9681μs 45.5205 KOps/s 43.5428 KOps/s $\color{#35bf28}+4.54\%$
test_reshape_td 61.9040μs 26.6340μs 37.5460 KOps/s 37.6722 KOps/s $\color{#d91a1a}-0.34\%$
test_view_pytree 0.1373ms 21.9080μs 45.6455 KOps/s 44.3586 KOps/s $\color{#35bf28}+2.90\%$
test_view_td 68.3240μs 29.3583μs 34.0619 KOps/s 32.2643 KOps/s $\textbf{\color{#35bf28}+5.57\%}$
test_unbind_pytree 65.1940μs 28.1559μs 35.5166 KOps/s 34.9968 KOps/s $\color{#35bf28}+1.49\%$
test_unbind_td 0.7741ms 36.1798μs 27.6398 KOps/s 27.6237 KOps/s $\color{#35bf28}+0.06\%$
test_split_pytree 91.4250μs 29.5628μs 33.8263 KOps/s 32.5247 KOps/s $\color{#35bf28}+4.00\%$
test_split_td 1.0058ms 38.7271μs 25.8217 KOps/s 25.3876 KOps/s $\color{#35bf28}+1.71\%$
test_add_pytree 78.8040μs 34.4722μs 29.0088 KOps/s 27.8401 KOps/s $\color{#35bf28}+4.20\%$
test_add_td 89.4550μs 43.3170μs 23.0856 KOps/s 20.3112 KOps/s $\textbf{\color{#35bf28}+13.66\%}$
test_compile_add_one_nested[tensordict-compile] 0.2726ms 0.1225ms 8.1663 KOps/s 8.0371 KOps/s $\color{#35bf28}+1.61\%$
test_compile_add_one_nested[tensordict-eager] 0.2153ms 0.1238ms 8.0800 KOps/s 8.0016 KOps/s $\color{#35bf28}+0.98\%$
test_compile_add_one_nested[pytree-compile] 0.1580ms 95.5956μs 10.4607 KOps/s 10.0629 KOps/s $\color{#35bf28}+3.95\%$
test_compile_add_one_nested[pytree-eager] 0.2949ms 0.1505ms 6.6454 KOps/s 6.6209 KOps/s $\color{#35bf28}+0.37\%$
test_compile_copy_nested[tensordict-compile] 98.2860μs 24.1603μs 41.3902 KOps/s 41.6063 KOps/s $\color{#d91a1a}-0.52\%$
test_compile_copy_nested[tensordict-eager] 57.6730μs 26.9046μs 37.1684 KOps/s 36.9605 KOps/s $\color{#35bf28}+0.56\%$
test_compile_copy_nested[pytree-compile] 0.1865ms 64.7237μs 15.4503 KOps/s 15.0838 KOps/s $\color{#35bf28}+2.43\%$
test_compile_copy_nested[pytree-eager] 90.9860μs 50.1905μs 19.9241 KOps/s 19.9334 KOps/s $\color{#d91a1a}-0.05\%$
test_compile_add_one_flat[tensordict-compile] 0.1821ms 0.1432ms 6.9847 KOps/s 6.8354 KOps/s $\color{#35bf28}+2.18\%$
test_compile_add_one_flat[tensordict-eager] 0.3019ms 0.2086ms 4.7939 KOps/s 4.9082 KOps/s $\color{#d91a1a}-2.33\%$
test_compile_add_one_flat[tensorclass-compile] 0.2405ms 98.7313μs 10.1285 KOps/s 10.2697 KOps/s $\color{#d91a1a}-1.38\%$
test_compile_add_one_flat[tensorclass-eager] 0.1926ms 51.1732μs 19.5415 KOps/s 19.7663 KOps/s $\color{#d91a1a}-1.14\%$
test_compile_add_one_flat[pytree-compile] 0.1942ms 0.1367ms 7.3140 KOps/s 7.0311 KOps/s $\color{#35bf28}+4.02\%$
test_compile_add_one_flat[pytree-eager] 0.6313ms 0.4831ms 2.0699 KOps/s 2.0365 KOps/s $\color{#35bf28}+1.64\%$
test_compile_add_self_flat[tensordict-eager] 0.3537ms 0.2481ms 4.0306 KOps/s 4.0434 KOps/s $\color{#d91a1a}-0.32\%$
test_compile_add_self_flat[tensordict-compile] 0.2469ms 0.1460ms 6.8498 KOps/s 6.9157 KOps/s $\color{#d91a1a}-0.95\%$
test_compile_add_self_flat[tensorclass-eager] 0.1857ms 61.1560μs 16.3516 KOps/s 15.8463 KOps/s $\color{#35bf28}+3.19\%$
test_compile_add_self_flat[tensorclass-compile] 0.2384ms 99.7412μs 10.0259 KOps/s 9.7677 KOps/s $\color{#35bf28}+2.64\%$
test_compile_add_self_flat[pytree-eager] 0.4716ms 0.4096ms 2.4413 KOps/s 2.4604 KOps/s $\color{#d91a1a}-0.78\%$
test_compile_add_self_flat[pytree-compile] 0.1829ms 0.1391ms 7.1887 KOps/s 7.3618 KOps/s $\color{#d91a1a}-2.35\%$
test_compile_copy_flat[tensordict-compile] 54.0930μs 20.0560μs 49.8604 KOps/s 51.1523 KOps/s $\color{#d91a1a}-2.53\%$
test_compile_copy_flat[tensordict-eager] 0.1226ms 26.6795μs 37.4819 KOps/s 36.4073 KOps/s $\color{#35bf28}+2.95\%$
test_compile_copy_flat[pytree-compile] 0.1181ms 69.1783μs 14.4554 KOps/s 14.2193 KOps/s $\color{#35bf28}+1.66\%$
test_compile_copy_flat[pytree-eager] 81.2650μs 51.4272μs 19.4450 KOps/s 19.2042 KOps/s $\color{#35bf28}+1.25\%$
test_compile_assign_and_add[tensordict-compile] 1.6024ms 0.3895ms 2.5671 KOps/s 2.2653 KOps/s $\textbf{\color{#35bf28}+13.32\%}$
test_compile_assign_and_add[tensordict-eager] 2.7351ms 2.6621ms 375.6481 Ops/s 378.0984 Ops/s $\color{#d91a1a}-0.65\%$
test_compile_assign_and_add[pytree-compile] 1.5895ms 0.4321ms 2.3141 KOps/s 2.2879 KOps/s $\color{#35bf28}+1.15\%$
test_compile_assign_and_add[pytree-eager] 2.7437ms 2.6788ms 373.3051 Ops/s 372.0957 Ops/s $\color{#35bf28}+0.33\%$
test_compile_indexing[tensor-tensordict-compile] 0.7266ms 0.1135ms 8.8137 KOps/s 8.2654 KOps/s $\textbf{\color{#35bf28}+6.63\%}$
test_compile_indexing[tensor-tensordict-eager] 0.5487ms 78.7258μs 12.7023 KOps/s 12.0091 KOps/s $\textbf{\color{#35bf28}+5.77\%}$
test_compile_indexing[tensor-tensorclass-compile] 0.6160ms 0.1056ms 9.4719 KOps/s 9.0407 KOps/s $\color{#35bf28}+4.77\%$
test_compile_indexing[tensor-tensorclass-eager] 0.2182ms 67.4926μs 14.8164 KOps/s 13.6979 KOps/s $\textbf{\color{#35bf28}+8.17\%}$
test_compile_indexing[tensor-pytree-compile] 0.2439ms 0.1065ms 9.3904 KOps/s 8.8535 KOps/s $\textbf{\color{#35bf28}+6.06\%}$
test_compile_indexing[tensor-pytree-eager] 0.2164ms 67.8297μs 14.7428 KOps/s 13.7786 KOps/s $\textbf{\color{#35bf28}+7.00\%}$
test_compile_indexing[slice-tensordict-compile] 0.1561ms 0.1008ms 9.9190 KOps/s 9.9297 KOps/s $\color{#d91a1a}-0.11\%$
test_compile_indexing[slice-tensordict-eager] 0.1488ms 17.0039μs 58.8099 KOps/s 56.3971 KOps/s $\color{#35bf28}+4.28\%$
test_compile_indexing[slice-tensorclass-compile] 0.2237ms 96.0300μs 10.4134 KOps/s 10.2220 KOps/s $\color{#35bf28}+1.87\%$
test_compile_indexing[slice-tensorclass-eager] 48.8630μs 15.8160μs 63.2270 KOps/s 61.7365 KOps/s $\color{#35bf28}+2.41\%$
test_compile_indexing[slice-pytree-compile] 0.2428ms 96.6285μs 10.3489 KOps/s 10.2170 KOps/s $\color{#35bf28}+1.29\%$
test_compile_indexing[slice-pytree-eager] 49.0430μs 15.6848μs 63.7559 KOps/s 59.9282 KOps/s $\textbf{\color{#35bf28}+6.39\%}$
test_compile_indexing[int-tensordict-compile] 0.2067ms 0.1013ms 9.8734 KOps/s 9.8284 KOps/s $\color{#35bf28}+0.46\%$
test_compile_indexing[int-tensordict-eager] 0.5808ms 16.9872μs 58.8678 KOps/s 58.0519 KOps/s $\color{#35bf28}+1.41\%$
test_compile_indexing[int-tensorclass-compile] 0.2444ms 96.6128μs 10.3506 KOps/s 10.2635 KOps/s $\color{#35bf28}+0.85\%$
test_compile_indexing[int-tensorclass-eager] 0.1581ms 15.8049μs 63.2717 KOps/s 62.0046 KOps/s $\color{#35bf28}+2.04\%$
test_compile_indexing[int-pytree-compile] 0.2707ms 96.7438μs 10.3366 KOps/s 10.1844 KOps/s $\color{#35bf28}+1.49\%$
test_compile_indexing[int-pytree-eager] 84.0950μs 15.8197μs 63.2125 KOps/s 61.4878 KOps/s $\color{#35bf28}+2.80\%$
test_mod_add[eager] 75.2540μs 30.4630μs 32.8268 KOps/s 31.9960 KOps/s $\color{#35bf28}+2.60\%$
test_mod_add[compile] 0.3799ms 76.8804μs 13.0072 KOps/s 13.0972 KOps/s $\color{#d91a1a}-0.69\%$
test_mod_add[compile-overhead] 0.3206ms 0.1640ms 6.0964 KOps/s 5.8284 KOps/s $\color{#35bf28}+4.60\%$
test_mod_wrap[eager] 0.3554ms 0.2413ms 4.1434 KOps/s 3.9553 KOps/s $\color{#35bf28}+4.76\%$
test_mod_wrap[compile] 1.6151ms 0.2885ms 3.4668 KOps/s 3.5321 KOps/s $\color{#d91a1a}-1.85\%$
test_mod_wrap[compile-overhead] 7.3906ms 3.7863ms 264.1101 Ops/s 262.5025 Ops/s $\color{#35bf28}+0.61\%$
test_mod_wrap_and_backward[eager] 1.5817ms 1.3729ms 728.4083 Ops/s 684.0154 Ops/s $\textbf{\color{#35bf28}+6.49\%}$
test_mod_wrap_and_backward[compile] 1.3489ms 1.2604ms 793.4145 Ops/s 727.7363 Ops/s $\textbf{\color{#35bf28}+9.03\%}$
test_mod_wrap_and_backward[compile-overhead] 1.3911ms 0.9201ms 1.0869 KOps/s 938.7251 Ops/s $\textbf{\color{#35bf28}+15.78\%}$
test_seq_add[eager] 0.1656ms 97.0371μs 10.3053 KOps/s 10.3429 KOps/s $\color{#d91a1a}-0.36\%$
test_seq_add[compile] 0.2631ms 86.3965μs 11.5745 KOps/s 11.6556 KOps/s $\color{#d91a1a}-0.70\%$
test_seq_add[compile-overhead] 0.2740ms 0.1328ms 7.5295 KOps/s 7.8738 KOps/s $\color{#d91a1a}-4.37\%$
test_seq_wrap[eager] 0.4938ms 0.3773ms 2.6503 KOps/s 2.6168 KOps/s $\color{#35bf28}+1.28\%$
test_seq_wrap[compile] 0.4338ms 0.3125ms 3.2001 KOps/s 3.3346 KOps/s $\color{#d91a1a}-4.03\%$
test_seq_wrap[compile-overhead] 0.3617ms 0.2233ms 4.4789 KOps/s 4.4623 KOps/s $\color{#35bf28}+0.37\%$
test_func_call_runtime[False-eager] 1.2227ms 0.7820ms 1.2787 KOps/s 1.3316 KOps/s $\color{#d91a1a}-3.97\%$
test_func_call_runtime[False-compile] 0.8769ms 0.7417ms 1.3483 KOps/s 1.3507 KOps/s $\color{#d91a1a}-0.18\%$
test_func_call_runtime[False-compile-overhead] 0.4033ms 0.3579ms 2.7942 KOps/s 2.7938 KOps/s $\color{#35bf28}+0.01\%$
test_func_call_runtime[True-eager] 1.0533ms 0.9076ms 1.1018 KOps/s 1.0990 KOps/s $\color{#35bf28}+0.26\%$
test_func_call_runtime[True-compile] 0.9705ms 0.7643ms 1.3083 KOps/s 1.3127 KOps/s $\color{#d91a1a}-0.33\%$
test_func_call_runtime[True-compile-overhead] 0.5033ms 0.3789ms 2.6390 KOps/s 2.6452 KOps/s $\color{#d91a1a}-0.23\%$
test_func_call_cm_runtime[False-eager] 0.8798ms 0.7522ms 1.3295 KOps/s 1.3355 KOps/s $\color{#d91a1a}-0.45\%$
test_func_call_cm_runtime[False-compile] 1.1309ms 0.7429ms 1.3460 KOps/s 1.3393 KOps/s $\color{#35bf28}+0.50\%$
test_func_call_cm_runtime[False-compile-overhead] 0.7697ms 0.3599ms 2.7783 KOps/s 2.7739 KOps/s $\color{#35bf28}+0.16\%$
test_func_call_cm_runtime[True-eager] 1.4394ms 1.0023ms 997.7357 Ops/s 982.0657 Ops/s $\color{#35bf28}+1.60\%$
test_func_call_cm_runtime[True-compile] 1.1875ms 0.7890ms 1.2674 KOps/s 1.2633 KOps/s $\color{#35bf28}+0.32\%$
test_func_call_cm_runtime[True-compile-overhead] 0.4732ms 0.4037ms 2.4770 KOps/s 2.4486 KOps/s $\color{#35bf28}+1.16\%$
test_vmap_func_call_cm_runtime[eager] 2.5306ms 2.0868ms 479.1965 Ops/s 475.8587 Ops/s $\color{#35bf28}+0.70\%$
test_vmap_func_call_cm_runtime[compile] 0.9380ms 0.7999ms 1.2502 KOps/s 1.2429 KOps/s $\color{#35bf28}+0.58\%$
test_vmap_func_call_cm_runtime[compile-overhead] 0.5076ms 0.4068ms 2.4580 KOps/s 2.4364 KOps/s $\color{#35bf28}+0.89\%$
test_distributed 6.0240ms 0.2342ms 4.2704 KOps/s 8.6239 KOps/s $\textbf{\color{#d91a1a}-50.48\%}$
test_tdmodule 99.3560μs 13.4995μs 74.0768 KOps/s 75.2015 KOps/s $\color{#d91a1a}-1.50\%$
test_tdmodule_dispatch 43.8930μs 25.9234μs 38.5751 KOps/s 37.5524 KOps/s $\color{#35bf28}+2.72\%$
test_tdseq 28.5710μs 14.8156μs 67.4964 KOps/s 66.1880 KOps/s $\color{#35bf28}+1.98\%$
test_tdseq_dispatch 47.3630μs 28.9024μs 34.5992 KOps/s 33.4448 KOps/s $\color{#35bf28}+3.45\%$
test_instantiation_functorch 1.7221ms 1.5527ms 644.0234 Ops/s 634.8705 Ops/s $\color{#35bf28}+1.44\%$
test_exec_functorch 0.2952ms 0.1491ms 6.7049 KOps/s 6.7619 KOps/s $\color{#d91a1a}-0.84\%$
test_exec_functional_call 0.2000ms 0.1395ms 7.1686 KOps/s 7.0317 KOps/s $\color{#35bf28}+1.95\%$
test_exec_td_decorator 0.3706ms 0.1858ms 5.3807 KOps/s 5.3346 KOps/s $\color{#35bf28}+0.86\%$
test_vmap_mlp_speed_decorator[True-True] 0.8235ms 0.6848ms 1.4602 KOps/s 1.4804 KOps/s $\color{#d91a1a}-1.36\%$
test_vmap_mlp_speed_decorator[True-False] 0.8617ms 0.6883ms 1.4529 KOps/s 1.4781 KOps/s $\color{#d91a1a}-1.70\%$
test_vmap_mlp_speed_decorator[False-True] 0.7777ms 0.6021ms 1.6608 KOps/s 1.6770 KOps/s $\color{#d91a1a}-0.97\%$
test_vmap_mlp_speed_decorator[False-False] 0.7601ms 0.6054ms 1.6517 KOps/s 1.6772 KOps/s $\color{#d91a1a}-1.52\%$
test_vmap_transformer_speed_decorator[True-True] 19.6480ms 19.1562ms 52.2025 Ops/s 52.2558 Ops/s $\color{#d91a1a}-0.10\%$
test_vmap_transformer_speed_decorator[True-False] 20.0422ms 19.3957ms 51.5578 Ops/s 52.0415 Ops/s $\color{#d91a1a}-0.93\%$
test_vmap_transformer_speed_decorator[False-True] 19.3948ms 19.0782ms 52.4159 Ops/s 52.5483 Ops/s $\color{#d91a1a}-0.25\%$
test_vmap_transformer_speed_decorator[False-False] 19.5640ms 19.0673ms 52.4457 Ops/s 52.4215 Ops/s $\color{#35bf28}+0.05\%$
test_to_module_speed[True] 1.3133ms 0.9352ms 1.0693 KOps/s 1.0687 KOps/s $\color{#35bf28}+0.06\%$
test_to_module_speed[False] 1.3654ms 0.9230ms 1.0834 KOps/s 1.0793 KOps/s $\color{#35bf28}+0.38\%$
test_tc_init 74.6450μs 34.4009μs 29.0690 KOps/s 30.0003 KOps/s $\color{#d91a1a}-3.10\%$
test_tc_init_nested 0.4544ms 69.9359μs 14.2988 KOps/s 14.6776 KOps/s $\color{#d91a1a}-2.58\%$
test_tc_first_layer_tensor 54.4004μs 0.7040μs 1.4204 MOps/s 1.4181 MOps/s $\color{#35bf28}+0.16\%$
test_tc_first_layer_nontensor 18.7410μs 2.4421μs 409.4920 KOps/s 432.0806 KOps/s $\textbf{\color{#d91a1a}-5.23\%}$
test_tc_second_layer_tensor 99.4860μs 1.4253μs 701.6029 KOps/s 696.4832 KOps/s $\color{#35bf28}+0.74\%$
test_tc_second_layer_nontensor 0.3794ms 3.1916μs 313.3220 KOps/s 330.1123 KOps/s $\textbf{\color{#d91a1a}-5.09\%}$
test_unbind 0.2253s 9.8406ms 101.6195 Ops/s 148.1572 Ops/s $\textbf{\color{#d91a1a}-31.41\%}$
test_full_like 10.4890ms 9.5714ms 104.4777 Ops/s 101.5904 Ops/s $\color{#35bf28}+2.84\%$
test_zeros_like 4.8977ms 4.3890ms 227.8418 Ops/s 113.3268 Ops/s $\textbf{\color{#35bf28}+101.05\%}$
test_ones_like 9.4797ms 7.3074ms 136.8484 Ops/s 227.0226 Ops/s $\textbf{\color{#d91a1a}-39.72\%}$
test_clone 7.7567ms 6.7716ms 147.6748 Ops/s 144.8250 Ops/s $\color{#35bf28}+1.97\%$
test_squeeze 58.0530μs 9.3245μs 107.2443 KOps/s 107.2626 KOps/s $\color{#d91a1a}-0.02\%$
test_unsqueeze 0.4690ms 73.7629μs 13.5570 KOps/s 13.7614 KOps/s $\color{#d91a1a}-1.49\%$
test_split 0.3910ms 0.1590ms 6.2910 KOps/s 6.2506 KOps/s $\color{#35bf28}+0.65\%$
test_permute 0.6073ms 0.1907ms 5.2425 KOps/s 5.3514 KOps/s $\color{#d91a1a}-2.03\%$
test_stack 52.8574ms 51.9531ms 19.2481 Ops/s 18.8300 Ops/s $\color{#35bf28}+2.22\%$
test_cat 52.3091ms 51.5668ms 19.3923 Ops/s 19.1664 Ops/s $\color{#35bf28}+1.18\%$

@vmoens vmoens merged commit f233417 into gh/vmoens/35/base Nov 13, 2024
46 of 48 checks passed
@vmoens vmoens deleted the gh/vmoens/35/head branch November 13, 2024 13:50
vmoens added a commit that referenced this pull request Nov 14, 2024
@vmoens
[Doc] Add doc on export with nested keys
d64c33d 
ghstack-source-id: 9c95e2dba6751d93c20c66d0dba0d4219dc61c0b
Pull Request resolved: #1085

(cherry picked from commit 3cb5855)
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