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[CI] Update the download-artifacts version #1177

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merged 1 commit into from
Jan 9, 2025
Merged

[CI] Update the download-artifacts version #1177

merged 1 commit into from
Jan 9, 2025

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@vmoens vmoens commented Jan 9, 2025 •
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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 Jan 9, 2025
@vmoens vmoens merged commit a63e7f3 into main Jan 9, 2025
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@vmoens vmoens added the CI label Jan 9, 2025
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 217. Improved: $\large\color{#35bf28}6$. Worsened: $\large\color{#d91a1a}36$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 43.9330μs 21.5356μs 46.4348 KOps/s 51.6860 KOps/s $\textbf{\color{#d91a1a}-10.16\%}$
test_plain_set_stack_nested 86.1020μs 21.5298μs 46.4473 KOps/s 51.3868 KOps/s $\textbf{\color{#d91a1a}-9.61\%}$
test_plain_set_nested_inplace 67.0260μs 22.8477μs 43.7680 KOps/s 47.1527 KOps/s $\textbf{\color{#d91a1a}-7.18\%}$
test_plain_set_stack_nested_inplace 65.6730μs 23.1209μs 43.2508 KOps/s 47.4690 KOps/s $\textbf{\color{#d91a1a}-8.89\%}$
test_items 29.5450μs 4.1672μs 239.9667 KOps/s 235.6827 KOps/s $\color{#35bf28}+1.82\%$
test_items_nested 0.8662ms 0.3995ms 2.5030 KOps/s 2.5284 KOps/s $\color{#d91a1a}-1.00\%$
test_items_nested_locked 0.5229ms 0.4022ms 2.4862 KOps/s 2.4949 KOps/s $\color{#d91a1a}-0.35\%$
test_items_nested_leaf 0.1426ms 77.9328μs 12.8316 KOps/s 12.9473 KOps/s $\color{#d91a1a}-0.89\%$
test_items_stack_nested 0.5983ms 0.4013ms 2.4916 KOps/s 2.5031 KOps/s $\color{#d91a1a}-0.46\%$
test_items_stack_nested_leaf 0.1524ms 80.4205μs 12.4346 KOps/s 12.4096 KOps/s $\color{#35bf28}+0.20\%$
test_items_stack_nested_locked 0.6055ms 0.4023ms 2.4854 KOps/s 2.5085 KOps/s $\color{#d91a1a}-0.92\%$
test_keys 27.4820μs 3.4676μs 288.3813 KOps/s 290.0123 KOps/s $\color{#d91a1a}-0.56\%$
test_keys_nested 0.2278ms 0.1619ms 6.1763 KOps/s 6.1363 KOps/s $\color{#35bf28}+0.65\%$
test_keys_nested_locked 0.7708ms 0.1687ms 5.9264 KOps/s 5.9031 KOps/s $\color{#35bf28}+0.39\%$
test_keys_nested_leaf 0.2327ms 0.1408ms 7.0998 KOps/s 6.8923 KOps/s $\color{#35bf28}+3.01\%$
test_keys_stack_nested 0.2558ms 0.1600ms 6.2490 KOps/s 6.2711 KOps/s $\color{#d91a1a}-0.35\%$
test_keys_stack_nested_leaf 0.2494ms 0.1366ms 7.3201 KOps/s 7.1927 KOps/s $\color{#35bf28}+1.77\%$
test_keys_stack_nested_locked 0.2917ms 0.1646ms 6.0767 KOps/s 5.9696 KOps/s $\color{#35bf28}+1.79\%$
test_values 5.6386μs 1.0348μs 966.3895 KOps/s 974.5596 KOps/s $\color{#d91a1a}-0.84\%$
test_values_nested 0.1254ms 61.6976μs 16.2081 KOps/s 16.3977 KOps/s $\color{#d91a1a}-1.16\%$
test_values_nested_locked 0.1189ms 62.0541μs 16.1150 KOps/s 16.2692 KOps/s $\color{#d91a1a}-0.95\%$
test_values_nested_leaf 0.1331ms 71.5293μs 13.9803 KOps/s 13.8593 KOps/s $\color{#35bf28}+0.87\%$
test_values_stack_nested 0.1309ms 63.3530μs 15.7846 KOps/s 15.4836 KOps/s $\color{#35bf28}+1.94\%$
test_values_stack_nested_leaf 0.1380ms 69.6147μs 14.3648 KOps/s 14.3280 KOps/s $\color{#35bf28}+0.26\%$
test_values_stack_nested_locked 0.1139ms 63.6173μs 15.7190 KOps/s 15.6581 KOps/s $\color{#35bf28}+0.39\%$
test_membership 2.2222μs 0.6856μs 1.4587 MOps/s 1.1668 MOps/s $\textbf{\color{#35bf28}+25.01\%}$
test_membership_nested 15.1890μs 2.8598μs 349.6801 KOps/s 349.1445 KOps/s $\color{#35bf28}+0.15\%$
test_membership_nested_leaf 23.5240μs 2.9007μs 344.7452 KOps/s 352.1408 KOps/s $\color{#d91a1a}-2.10\%$
test_membership_stacked_nested 15.6990μs 2.8536μs 350.4355 KOps/s 351.2543 KOps/s $\color{#d91a1a}-0.23\%$
test_membership_stacked_nested_leaf 32.4110μs 2.9246μs 341.9243 KOps/s 346.1216 KOps/s $\color{#d91a1a}-1.21\%$
test_membership_nested_last 22.1420μs 4.3188μs 231.5469 KOps/s 228.1329 KOps/s $\color{#35bf28}+1.50\%$
test_membership_nested_leaf_last 28.3940μs 4.3559μs 229.5714 KOps/s 228.2604 KOps/s $\color{#35bf28}+0.57\%$
test_membership_stacked_nested_last 43.5210μs 13.0808μs 76.4479 KOps/s 233.1622 KOps/s $\textbf{\color{#d91a1a}-67.21\%}$
test_membership_stacked_nested_leaf_last 39.8650μs 13.1385μs 76.1120 KOps/s 233.1946 KOps/s $\textbf{\color{#d91a1a}-67.36\%}$
test_nested_getleaf 34.7450μs 10.6834μs 93.6035 KOps/s 94.4035 KOps/s $\color{#d91a1a}-0.85\%$
test_nested_get 37.5310μs 10.0113μs 99.8868 KOps/s 100.2566 KOps/s $\color{#d91a1a}-0.37\%$
test_stacked_getleaf 43.5620μs 10.3590μs 96.5346 KOps/s 94.0658 KOps/s $\color{#35bf28}+2.62\%$
test_stacked_get 33.6630μs 9.9795μs 100.2052 KOps/s 98.9774 KOps/s $\color{#35bf28}+1.24\%$
test_nested_getitemleaf 34.0730μs 11.0020μs 90.8922 KOps/s 91.7685 KOps/s $\color{#d91a1a}-0.95\%$
test_nested_getitem 49.1380μs 10.1964μs 98.0741 KOps/s 99.2889 KOps/s $\color{#d91a1a}-1.22\%$
test_stacked_getitemleaf 39.8950μs 10.8526μs 92.1440 KOps/s 91.8954 KOps/s $\color{#35bf28}+0.27\%$
test_stacked_getitem 46.3070μs 9.9738μs 100.2627 KOps/s 99.0707 KOps/s $\color{#35bf28}+1.20\%$
test_lock_nested 0.8031ms 0.4584ms 2.1816 KOps/s 1.7286 KOps/s $\textbf{\color{#35bf28}+26.20\%}$
test_lock_stack_nested 0.8291ms 0.4143ms 2.4138 KOps/s 2.3634 KOps/s $\color{#35bf28}+2.13\%$
test_unlock_nested 0.7168ms 0.3746ms 2.6697 KOps/s 2.6739 KOps/s $\color{#d91a1a}-0.16\%$
test_unlock_stack_nested 0.5235ms 0.3327ms 3.0061 KOps/s 2.9700 KOps/s $\color{#35bf28}+1.22\%$
test_flatten_speed 0.2209ms 0.1012ms 9.8852 KOps/s 10.1138 KOps/s $\color{#d91a1a}-2.26\%$
test_unflatten_speed 0.8646ms 0.5165ms 1.9363 KOps/s 1.9567 KOps/s $\color{#d91a1a}-1.04\%$
test_common_ops 4.2566ms 0.8348ms 1.1979 KOps/s 1.3003 KOps/s $\textbf{\color{#d91a1a}-7.88\%}$
test_creation 18.7350μs 2.4493μs 408.2789 KOps/s 408.3982 KOps/s $\color{#d91a1a}-0.03\%$
test_creation_empty 34.3840μs 13.6433μs 73.2960 KOps/s 101.6930 KOps/s $\textbf{\color{#d91a1a}-27.92\%}$
test_creation_nested_1 64.3110μs 16.4392μs 60.8301 KOps/s 78.2483 KOps/s $\textbf{\color{#d91a1a}-22.26\%}$
test_creation_nested_2 48.4710μs 20.9725μs 47.6816 KOps/s 57.9602 KOps/s $\textbf{\color{#d91a1a}-17.73\%}$
test_clone 62.4570μs 13.3716μs 74.7856 KOps/s 74.7824 KOps/s $+0.00\%$
test_getitem[int] 1.4208ms 13.0637μs 76.5482 KOps/s 76.1834 KOps/s $\color{#35bf28}+0.48\%$
test_getitem[slice_int] 0.1395ms 24.7633μs 40.3824 KOps/s 40.7582 KOps/s $\color{#d91a1a}-0.92\%$
test_getitem[range] 0.1901ms 49.6534μs 20.1396 KOps/s 21.6671 KOps/s $\textbf{\color{#d91a1a}-7.05\%}$
test_getitem[tuple] 0.1336ms 20.6717μs 48.3753 KOps/s 48.3900 KOps/s $\color{#d91a1a}-0.03\%$
test_getitem[list] 0.2395ms 44.7746μs 22.3341 KOps/s 23.7586 KOps/s $\textbf{\color{#d91a1a}-6.00\%}$
test_setitem_dim[int] 52.1380μs 25.2099μs 39.6669 KOps/s 39.9300 KOps/s $\color{#d91a1a}-0.66\%$
test_setitem_dim[slice_int] 92.4440μs 51.9456μs 19.2509 KOps/s 19.4512 KOps/s $\color{#d91a1a}-1.03\%$
test_setitem_dim[range] 0.1263ms 74.1750μs 13.4816 KOps/s 13.9563 KOps/s $\color{#d91a1a}-3.40\%$
test_setitem_dim[tuple] 68.7490μs 40.6881μs 24.5772 KOps/s 24.9575 KOps/s $\color{#d91a1a}-1.52\%$
test_setitem 81.7030μs 21.2939μs 46.9619 KOps/s 51.8026 KOps/s $\textbf{\color{#d91a1a}-9.34\%}$
test_set 82.4340μs 20.9863μs 47.6501 KOps/s 53.0830 KOps/s $\textbf{\color{#d91a1a}-10.23\%}$
test_set_shared 1.1979ms 0.1686ms 5.9309 KOps/s 5.8084 KOps/s $\color{#35bf28}+2.11\%$
test_update 0.1195ms 24.8309μs 40.2725 KOps/s 47.7991 KOps/s $\textbf{\color{#d91a1a}-15.75\%}$
test_update_nested 96.6110μs 35.0398μs 28.5390 KOps/s 31.8067 KOps/s $\textbf{\color{#d91a1a}-10.27\%}$
test_update__nested 0.7906ms 33.1291μs 30.1849 KOps/s 29.5755 KOps/s $\color{#35bf28}+2.06\%$
test_set_nested 74.6100μs 22.8726μs 43.7204 KOps/s 47.1654 KOps/s $\textbf{\color{#d91a1a}-7.30\%}$
test_set_nested_new 0.1054ms 29.6111μs 33.7711 KOps/s 37.7566 KOps/s $\textbf{\color{#d91a1a}-10.56\%}$
test_select 90.4890μs 43.1333μs 23.1839 KOps/s 23.4495 KOps/s $\color{#d91a1a}-1.13\%$
test_select_nested 0.1189ms 63.3603μs 15.7828 KOps/s 15.8559 KOps/s $\color{#d91a1a}-0.46\%$
test_exclude_nested 0.1347ms 81.8581μs 12.2163 KOps/s 12.2598 KOps/s $\color{#d91a1a}-0.36\%$
test_empty[True] 0.7141ms 0.4085ms 2.4482 KOps/s 2.4716 KOps/s $\color{#d91a1a}-0.95\%$
test_empty[False] 7.4565μs 1.4048μs 711.8251 KOps/s 703.4953 KOps/s $\color{#35bf28}+1.18\%$
test_unbind_speed 0.4425ms 0.2730ms 3.6632 KOps/s 3.7303 KOps/s $\color{#d91a1a}-1.80\%$
test_unbind_speed_stack0 0.4267ms 0.2594ms 3.8552 KOps/s 3.8393 KOps/s $\color{#35bf28}+0.41\%$
test_unbind_speed_stack1 0.1049s 0.8428ms 1.1865 KOps/s 1.4003 KOps/s $\textbf{\color{#d91a1a}-15.27\%}$
test_split 0.1130s 1.7983ms 556.0664 Ops/s 561.4347 Ops/s $\color{#d91a1a}-0.96\%$
test_chunk 0.1074s 1.7887ms 559.0616 Ops/s 562.3905 Ops/s $\color{#d91a1a}-0.59\%$
test_consolidate_njt[False-None] 8.9416ms 8.3092ms 120.3491 Ops/s 123.4744 Ops/s $\color{#d91a1a}-2.53\%$
test_creation[device0] 4.1446ms 92.8957μs 10.7648 KOps/s 10.9107 KOps/s $\color{#d91a1a}-1.34\%$
test_creation_from_tensor 0.2413ms 94.7141μs 10.5581 KOps/s 10.5521 KOps/s $\color{#35bf28}+0.06\%$
test_add_one[memmap_tensor0] 0.1653ms 5.0429μs 198.2991 KOps/s 206.5753 KOps/s $\color{#d91a1a}-4.01\%$
test_contiguous[memmap_tensor0] 13.8260μs 0.5108μs 1.9579 MOps/s 1.9370 MOps/s $\color{#35bf28}+1.08\%$
test_stack[memmap_tensor0] 41.2070μs 3.5403μs 282.4644 KOps/s 295.2695 KOps/s $\color{#d91a1a}-4.34\%$
test_memmaptd_index 0.8832ms 0.2365ms 4.2292 KOps/s 4.2456 KOps/s $\color{#d91a1a}-0.39\%$
test_memmaptd_index_astensor 0.5710ms 0.3221ms 3.1048 KOps/s 3.1195 KOps/s $\color{#d91a1a}-0.47\%$
test_memmaptd_index_op 0.9742ms 0.6192ms 1.6149 KOps/s 1.7832 KOps/s $\textbf{\color{#d91a1a}-9.44\%}$
test_serialize_model 0.1234s 0.1170s 8.5469 Ops/s 7.2912 Ops/s $\textbf{\color{#35bf28}+17.22\%}$
test_serialize_model_pickle 0.4670s 0.3943s 2.5359 Ops/s 2.5040 Ops/s $\color{#35bf28}+1.27\%$
test_serialize_weights 0.1185s 0.1132s 8.8349 Ops/s 8.6550 Ops/s $\color{#35bf28}+2.08\%$
test_serialize_weights_returnearly 0.1679s 0.1573s 6.3584 Ops/s 6.2151 Ops/s $\color{#35bf28}+2.31\%$
test_serialize_weights_pickle 0.4682s 0.4031s 2.4805 Ops/s 2.5078 Ops/s $\color{#d91a1a}-1.09\%$
test_serialize_weights_filesystem 0.1552s 0.1465s 6.8270 Ops/s 7.1960 Ops/s $\textbf{\color{#d91a1a}-5.13\%}$
test_serialize_model_filesystem 0.2550s 0.1616s 6.1889 Ops/s 6.1041 Ops/s $\color{#35bf28}+1.39\%$
test_reshape_pytree 57.7880μs 26.7413μs 37.3953 KOps/s 37.2102 KOps/s $\color{#35bf28}+0.50\%$
test_reshape_td 81.6930μs 32.2829μs 30.9761 KOps/s 29.8615 KOps/s $\color{#35bf28}+3.73\%$
test_view_pytree 61.9560μs 26.5738μs 37.6310 KOps/s 37.3521 KOps/s $\color{#35bf28}+0.75\%$
test_view_td 88.7570μs 38.3374μs 26.0842 KOps/s 26.3286 KOps/s $\color{#d91a1a}-0.93\%$
test_unbind_pytree 61.7770μs 29.8657μs 33.4832 KOps/s 33.9472 KOps/s $\color{#d91a1a}-1.37\%$
test_unbind_td 0.3524ms 40.2578μs 24.8399 KOps/s 25.6021 KOps/s $\color{#d91a1a}-2.98\%$
test_split_pytree 0.1048ms 29.5279μs 33.8663 KOps/s 33.8930 KOps/s $\color{#d91a1a}-0.08\%$
test_split_td 0.5273ms 45.2769μs 22.0863 KOps/s 22.3799 KOps/s $\color{#d91a1a}-1.31\%$
test_add_pytree 79.7400μs 35.2132μs 28.3984 KOps/s 28.0941 KOps/s $\color{#35bf28}+1.08\%$
test_add_td 0.1086ms 58.4734μs 17.1018 KOps/s 18.4331 KOps/s $\textbf{\color{#d91a1a}-7.22\%}$
test_compile_add_one_nested[tensordict-compile] 0.1181ms 62.9299μs 15.8907 KOps/s 15.9027 KOps/s $\color{#d91a1a}-0.08\%$
test_compile_add_one_nested[tensordict-eager] 0.5220ms 0.1737ms 5.7563 KOps/s 5.8139 KOps/s $\color{#d91a1a}-0.99\%$
test_compile_add_one_nested[pytree-compile] 0.1351ms 46.1152μs 21.6848 KOps/s 22.0736 KOps/s $\color{#d91a1a}-1.76\%$
test_compile_add_one_nested[pytree-eager] 0.2433ms 0.1190ms 8.4054 KOps/s 8.3327 KOps/s $\color{#35bf28}+0.87\%$
test_compile_copy_nested[tensordict-compile] 63.2490μs 26.7773μs 37.3450 KOps/s 39.1061 KOps/s $\color{#d91a1a}-4.50\%$
test_compile_copy_nested[tensordict-eager] 0.1177ms 58.1611μs 17.1936 KOps/s 16.8345 KOps/s $\color{#35bf28}+2.13\%$
test_compile_copy_nested[pytree-compile] 0.1459ms 77.2332μs 12.9478 KOps/s 12.6843 KOps/s $\color{#35bf28}+2.08\%$
test_compile_copy_nested[pytree-eager] 0.1470ms 67.6592μs 14.7799 KOps/s 14.9139 KOps/s $\color{#d91a1a}-0.90\%$
test_compile_add_one_flat[tensordict-compile] 0.2432ms 0.1076ms 9.2912 KOps/s 9.5740 KOps/s $\color{#d91a1a}-2.95\%$
test_compile_add_one_flat[tensordict-eager] 0.4389ms 0.2182ms 4.5829 KOps/s 4.7018 KOps/s $\color{#d91a1a}-2.53\%$
test_compile_add_one_flat[tensorclass-compile] 0.1700ms 45.5495μs 21.9541 KOps/s 22.1298 KOps/s $\color{#d91a1a}-0.79\%$
test_compile_add_one_flat[tensorclass-eager] 0.5039ms 67.5358μs 14.8070 KOps/s 15.1625 KOps/s $\color{#d91a1a}-2.34\%$
test_compile_add_one_flat[pytree-compile] 0.1772ms 0.1012ms 9.8834 KOps/s 9.9308 KOps/s $\color{#d91a1a}-0.48\%$
test_compile_add_one_flat[pytree-eager] 0.2928ms 0.2059ms 4.8564 KOps/s 4.9495 KOps/s $\color{#d91a1a}-1.88\%$
test_compile_add_self_flat[tensordict-eager] 0.4904ms 0.2349ms 4.2569 KOps/s 4.3321 KOps/s $\color{#d91a1a}-1.73\%$
test_compile_add_self_flat[tensordict-compile] 0.2168ms 0.1068ms 9.3640 KOps/s 9.6432 KOps/s $\color{#d91a1a}-2.90\%$
test_compile_add_self_flat[tensorclass-eager] 0.2112ms 67.7746μs 14.7548 KOps/s 15.4669 KOps/s $\color{#d91a1a}-4.60\%$
test_compile_add_self_flat[tensorclass-compile] 0.1879ms 47.2102μs 21.1819 KOps/s 21.4784 KOps/s $\color{#d91a1a}-1.38\%$
test_compile_add_self_flat[pytree-eager] 0.2906ms 0.1592ms 6.2813 KOps/s 6.3197 KOps/s $\color{#d91a1a}-0.61\%$
test_compile_add_self_flat[pytree-compile] 0.2177ms 0.1021ms 9.7919 KOps/s 9.9249 KOps/s $\color{#d91a1a}-1.34\%$
test_compile_copy_flat[tensordict-compile] 60.9130μs 21.1428μs 47.2974 KOps/s 47.9758 KOps/s $\color{#d91a1a}-1.41\%$
test_compile_copy_flat[tensordict-eager] 0.1648ms 67.3228μs 14.8538 KOps/s 15.0522 KOps/s $\color{#d91a1a}-1.32\%$
test_compile_copy_flat[pytree-compile] 0.1268ms 80.0453μs 12.4929 KOps/s 12.8099 KOps/s $\color{#d91a1a}-2.47\%$
test_compile_copy_flat[pytree-eager] 0.1153ms 68.5083μs 14.5968 KOps/s 14.6950 KOps/s $\color{#d91a1a}-0.67\%$
test_compile_assign_and_add[tensordict-compile] 1.3030ms 0.2093ms 4.7768 KOps/s 4.9276 KOps/s $\color{#d91a1a}-3.06\%$
test_compile_assign_and_add[tensordict-eager] 1.6118ms 1.3070ms 765.0888 Ops/s 764.6990 Ops/s $\color{#35bf28}+0.05\%$
test_compile_assign_and_add[pytree-compile] 0.2854ms 0.2004ms 4.9895 KOps/s 5.0153 KOps/s $\color{#d91a1a}-0.51\%$
test_compile_assign_and_add[pytree-eager] 0.9867ms 0.7851ms 1.2738 KOps/s 1.2824 KOps/s $\color{#d91a1a}-0.68\%$
test_compile_assign_and_add_stack[compile] 0.5781ms 0.4446ms 2.2493 KOps/s 2.2739 KOps/s $\color{#d91a1a}-1.08\%$
test_compile_assign_and_add_stack[eager] 4.1616ms 2.7987ms 357.3128 Ops/s 385.3752 Ops/s $\textbf{\color{#d91a1a}-7.28\%}$
test_compile_indexing[tensor-tensordict-compile] 87.4530μs 36.2777μs 27.5651 KOps/s 28.1363 KOps/s $\color{#d91a1a}-2.03\%$
test_compile_indexing[tensor-tensordict-eager] 0.4857ms 33.5752μs 29.7839 KOps/s 30.2033 KOps/s $\color{#d91a1a}-1.39\%$
test_compile_indexing[tensor-tensorclass-compile] 78.2870μs 28.5470μs 35.0299 KOps/s 33.7828 KOps/s $\color{#35bf28}+3.69\%$
test_compile_indexing[tensor-tensorclass-eager] 0.1074ms 23.0856μs 43.3170 KOps/s 42.5111 KOps/s $\color{#35bf28}+1.90\%$
test_compile_indexing[tensor-pytree-compile] 0.1022ms 29.0069μs 34.4746 KOps/s 33.2998 KOps/s $\color{#35bf28}+3.53\%$
test_compile_indexing[tensor-pytree-eager] 68.2180μs 23.0748μs 43.3373 KOps/s 42.5169 KOps/s $\color{#35bf28}+1.93\%$
test_compile_indexing[slice-tensordict-compile] 0.1276ms 51.8916μs 19.2710 KOps/s 19.4963 KOps/s $\color{#d91a1a}-1.16\%$
test_compile_indexing[slice-tensordict-eager] 0.6079ms 20.6360μs 48.4589 KOps/s 49.8482 KOps/s $\color{#d91a1a}-2.79\%$
test_compile_indexing[slice-tensorclass-compile] 0.1207ms 44.8070μs 22.3179 KOps/s 22.8162 KOps/s $\color{#d91a1a}-2.18\%$
test_compile_indexing[slice-tensorclass-eager] 61.9560μs 18.7326μs 53.3828 KOps/s 53.4713 KOps/s $\color{#d91a1a}-0.17\%$
test_compile_indexing[slice-pytree-compile] 97.7330μs 45.9488μs 21.7634 KOps/s 22.4367 KOps/s $\color{#d91a1a}-3.00\%$
test_compile_indexing[slice-pytree-eager] 51.7270μs 18.7456μs 53.3457 KOps/s 53.4359 KOps/s $\color{#d91a1a}-0.17\%$
test_compile_indexing[int-tensordict-compile] 0.1084ms 53.3247μs 18.7530 KOps/s 19.1620 KOps/s $\color{#d91a1a}-2.13\%$
test_compile_indexing[int-tensordict-eager] 1.0079ms 20.3351μs 49.1760 KOps/s 50.8150 KOps/s $\color{#d91a1a}-3.23\%$
test_compile_indexing[int-tensorclass-compile] 91.5320μs 45.4845μs 21.9855 KOps/s 22.5322 KOps/s $\color{#d91a1a}-2.43\%$
test_compile_indexing[int-tensorclass-eager] 51.5870μs 18.5942μs 53.7802 KOps/s 53.5229 KOps/s $\color{#35bf28}+0.48\%$
test_compile_indexing[int-pytree-compile] 0.1196ms 45.5611μs 21.9485 KOps/s 22.3781 KOps/s $\color{#d91a1a}-1.92\%$
test_compile_indexing[int-pytree-eager] 67.6660μs 18.4124μs 54.3113 KOps/s 53.6981 KOps/s $\color{#35bf28}+1.14\%$
test_mod_add[eager] 0.1063ms 35.9032μs 27.8527 KOps/s 31.0872 KOps/s $\textbf{\color{#d91a1a}-10.40\%}$
test_mod_add[compile] 0.1026ms 47.2313μs 21.1724 KOps/s 21.1684 KOps/s $\color{#35bf28}+0.02\%$
test_mod_add[compile-overhead] 0.1047ms 47.5442μs 21.0331 KOps/s 21.5317 KOps/s $\color{#d91a1a}-2.32\%$
test_mod_wrap[eager] 0.3467ms 0.2221ms 4.5018 KOps/s 4.4961 KOps/s $\color{#35bf28}+0.13\%$
test_mod_wrap[compile] 0.3105ms 0.2037ms 4.9104 KOps/s 4.9066 KOps/s $\color{#35bf28}+0.08\%$
test_mod_wrap[compile-overhead] 0.4954ms 0.2154ms 4.6415 KOps/s 4.9791 KOps/s $\textbf{\color{#d91a1a}-6.78\%}$
test_mod_wrap_and_backward[eager] 15.1852ms 11.8938ms 84.0772 Ops/s 77.8764 Ops/s $\textbf{\color{#35bf28}+7.96\%}$
test_mod_wrap_and_backward[compile] 16.9878ms 13.6200ms 73.4214 Ops/s 81.1555 Ops/s $\textbf{\color{#d91a1a}-9.53\%}$
test_mod_wrap_and_backward[compile-overhead] 15.5957ms 12.9558ms 77.1854 Ops/s 82.8773 Ops/s $\textbf{\color{#d91a1a}-6.87\%}$
test_seq_add[eager] 0.1921ms 0.1188ms 8.4165 KOps/s 8.7457 KOps/s $\color{#d91a1a}-3.76\%$
test_seq_add[compile] 0.1087ms 62.9354μs 15.8893 KOps/s 16.8047 KOps/s $\textbf{\color{#d91a1a}-5.45\%}$
test_seq_add[compile-overhead] 0.1116ms 59.9163μs 16.6899 KOps/s 16.2575 KOps/s $\color{#35bf28}+2.66\%$
test_seq_wrap[eager] 0.7523ms 0.4505ms 2.2197 KOps/s 2.2435 KOps/s $\color{#d91a1a}-1.06\%$
test_seq_wrap[compile] 0.3081ms 0.2271ms 4.4028 KOps/s 4.4000 KOps/s $\color{#35bf28}+0.06\%$
test_seq_wrap[compile-overhead] 0.4376ms 0.2246ms 4.4529 KOps/s 4.3977 KOps/s $\color{#35bf28}+1.25\%$
test_func_call_runtime[False-eager] 0.9639ms 0.5429ms 1.8420 KOps/s 1.8297 KOps/s $\color{#35bf28}+0.67\%$
test_func_call_runtime[False-compile] 0.7649ms 0.4222ms 2.3686 KOps/s 2.3426 KOps/s $\color{#35bf28}+1.11\%$
test_func_call_runtime[False-compile-overhead] 0.5133ms 0.4191ms 2.3862 KOps/s 2.3421 KOps/s $\color{#35bf28}+1.88\%$
test_func_call_runtime[True-eager] 1.4104ms 0.7462ms 1.3400 KOps/s 1.3067 KOps/s $\color{#35bf28}+2.55\%$
test_func_call_runtime[True-compile] 0.6195ms 0.4616ms 2.1665 KOps/s 2.1583 KOps/s $\color{#35bf28}+0.38\%$
test_func_call_runtime[True-compile-overhead] 0.9180ms 0.4614ms 2.1672 KOps/s 2.1616 KOps/s $\color{#35bf28}+0.26\%$
test_func_call_cm_runtime[False-eager] 0.7806ms 0.5423ms 1.8439 KOps/s 1.8406 KOps/s $\color{#35bf28}+0.18\%$
test_func_call_cm_runtime[False-compile] 0.5215ms 0.4176ms 2.3946 KOps/s 2.3759 KOps/s $\color{#35bf28}+0.79\%$
test_func_call_cm_runtime[False-compile-overhead] 0.6012ms 0.4178ms 2.3936 KOps/s 2.3608 KOps/s $\color{#35bf28}+1.39\%$
test_func_call_cm_runtime[True-eager] 0.9922ms 0.8944ms 1.1180 KOps/s 1.0947 KOps/s $\color{#35bf28}+2.13\%$
test_func_call_cm_runtime[True-compile] 0.5714ms 0.4787ms 2.0891 KOps/s 2.0625 KOps/s $\color{#35bf28}+1.29\%$
test_func_call_cm_runtime[True-compile-overhead] 0.8001ms 0.4841ms 2.0657 KOps/s 2.0546 KOps/s $\color{#35bf28}+0.54\%$
test_vmap_func_call_cm_runtime[eager] 2.3353ms 1.8737ms 533.7173 Ops/s 523.7140 Ops/s $\color{#35bf28}+1.91\%$
test_vmap_func_call_cm_runtime[compile] 0.7467ms 0.5137ms 1.9466 KOps/s 1.9160 KOps/s $\color{#35bf28}+1.60\%$
test_vmap_func_call_cm_runtime[compile-overhead] 0.9998ms 0.5166ms 1.9356 KOps/s 1.9283 KOps/s $\color{#35bf28}+0.38\%$
test_distributed 0.2337ms 0.1251ms 7.9922 KOps/s 7.8659 KOps/s $\color{#35bf28}+1.61\%$
test_tdmodule 51.9780μs 27.5359μs 36.3162 KOps/s 39.9478 KOps/s $\textbf{\color{#d91a1a}-9.09\%}$
test_tdmodule_dispatch 82.0140μs 50.1085μs 19.9567 KOps/s 22.3228 KOps/s $\textbf{\color{#d91a1a}-10.60\%}$
test_tdseq 60.3630μs 30.0239μs 33.3068 KOps/s 36.9900 KOps/s $\textbf{\color{#d91a1a}-9.96\%}$
test_tdseq_dispatch 89.9990μs 55.5714μs 17.9949 KOps/s 19.6776 KOps/s $\textbf{\color{#d91a1a}-8.55\%}$
test_instantiation_functorch 3.4666ms 1.5396ms 649.5137 Ops/s 660.0593 Ops/s $\color{#d91a1a}-1.60\%$
test_exec_functorch 0.3188ms 0.1815ms 5.5106 KOps/s 5.6263 KOps/s $\color{#d91a1a}-2.06\%$
test_exec_functional_call 0.3142ms 0.1752ms 5.7091 KOps/s 5.8221 KOps/s $\color{#d91a1a}-1.94\%$
test_exec_td_decorator 0.4411ms 0.2315ms 4.3201 KOps/s 4.4091 KOps/s $\color{#d91a1a}-2.02\%$
test_vmap_mlp_speed_decorator[True-True] 0.8949ms 0.6494ms 1.5400 KOps/s 1.5456 KOps/s $\color{#d91a1a}-0.36\%$
test_vmap_mlp_speed_decorator[True-False] 0.9882ms 0.6512ms 1.5356 KOps/s 1.5344 KOps/s $\color{#35bf28}+0.08\%$
test_vmap_mlp_speed_decorator[False-True] 0.7823ms 0.5204ms 1.9216 KOps/s 1.9065 KOps/s $\color{#35bf28}+0.79\%$
test_vmap_mlp_speed_decorator[False-False] 0.7697ms 0.5226ms 1.9135 KOps/s 1.9021 KOps/s $\color{#35bf28}+0.60\%$
test_to_module_speed[True] 2.0909ms 1.3493ms 741.1200 Ops/s 748.2388 Ops/s $\color{#d91a1a}-0.95\%$
test_to_module_speed[False] 2.4731ms 1.3109ms 762.8410 Ops/s 777.6265 Ops/s $\color{#d91a1a}-1.90\%$
test_tc_init 86.9130μs 48.3717μs 20.6732 KOps/s 22.4598 KOps/s $\textbf{\color{#d91a1a}-7.95\%}$
test_tc_init_nested 0.1973ms 94.6835μs 10.5615 KOps/s 11.4533 KOps/s $\textbf{\color{#d91a1a}-7.79\%}$
test_tc_first_layer_tensor 21.6810μs 1.5291μs 653.9796 KOps/s 656.0728 KOps/s $\color{#d91a1a}-0.32\%$
test_tc_first_layer_nontensor 21.2200μs 4.6126μs 216.7976 KOps/s 219.5368 KOps/s $\color{#d91a1a}-1.25\%$
test_tc_second_layer_tensor 38.7430μs 2.8539μs 350.4002 KOps/s 361.5192 KOps/s $\color{#d91a1a}-3.08\%$
test_tc_second_layer_nontensor 37.8510μs 5.9494μs 168.0835 KOps/s 169.2071 KOps/s $\color{#d91a1a}-0.66\%$
test_unbind 0.2333s 15.4756ms 64.6178 Ops/s 77.9538 Ops/s $\textbf{\color{#d91a1a}-17.11\%}$
test_full_like 9.5799ms 8.2079ms 121.8340 Ops/s 132.0870 Ops/s $\textbf{\color{#d91a1a}-7.76\%}$
test_zeros_like 3.6145ms 2.9316ms 341.1148 Ops/s 354.8626 Ops/s $\color{#d91a1a}-3.87\%$
test_ones_like 4.7861ms 3.4363ms 291.0082 Ops/s 156.2021 Ops/s $\textbf{\color{#35bf28}+86.30\%}$
test_clone 6.0699ms 5.4440ms 183.6883 Ops/s 119.5684 Ops/s $\textbf{\color{#35bf28}+53.63\%}$
test_squeeze 62.2160μs 12.3982μs 80.6572 KOps/s 79.8162 KOps/s $\color{#35bf28}+1.05\%$
test_unsqueeze 0.2988ms 92.3432μs 10.8292 KOps/s 11.0896 KOps/s $\color{#d91a1a}-2.35\%$
test_split 0.3743ms 0.1943ms 5.1468 KOps/s 5.2477 KOps/s $\color{#d91a1a}-1.92\%$
test_permute 0.2785ms 0.2012ms 4.9709 KOps/s 4.9110 KOps/s $\color{#35bf28}+1.22\%$
test_stack 29.9227ms 27.5885ms 36.2470 Ops/s 37.3067 Ops/s $\color{#d91a1a}-2.84\%$
test_cat 31.1309ms 26.7310ms 37.4097 Ops/s 37.9162 Ops/s $\color{#d91a1a}-1.34\%$

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}41$. Worsened: $\large\color{#d91a1a}5$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 36.6310μs 12.3668μs 80.8613 KOps/s 76.6001 KOps/s $\textbf{\color{#35bf28}+5.56\%}$
test_plain_set_stack_nested 37.6500μs 12.4102μs 80.5787 KOps/s 76.1812 KOps/s $\textbf{\color{#35bf28}+5.77\%}$
test_plain_set_nested_inplace 45.2310μs 13.3300μs 75.0188 KOps/s 71.0366 KOps/s $\textbf{\color{#35bf28}+5.61\%}$
test_plain_set_stack_nested_inplace 44.0410μs 13.3107μs 75.1275 KOps/s 71.3264 KOps/s $\textbf{\color{#35bf28}+5.33\%}$
test_items 23.0600μs 2.8821μs 346.9729 KOps/s 341.7641 KOps/s $\color{#35bf28}+1.52\%$
test_items_nested 0.4341ms 0.3580ms 2.7930 KOps/s 2.8285 KOps/s $\color{#d91a1a}-1.25\%$
test_items_nested_locked 0.4246ms 0.3570ms 2.8008 KOps/s 2.8229 KOps/s $\color{#d91a1a}-0.79\%$
test_items_nested_leaf 81.3010μs 57.9626μs 17.2525 KOps/s 17.4158 KOps/s $\color{#d91a1a}-0.94\%$
test_items_stack_nested 0.4238ms 0.3623ms 2.7604 KOps/s 2.8186 KOps/s $\color{#d91a1a}-2.07\%$
test_items_stack_nested_leaf 89.8520μs 59.9555μs 16.6790 KOps/s 16.5865 KOps/s $\color{#35bf28}+0.56\%$
test_items_stack_nested_locked 0.4106ms 0.3603ms 2.7757 KOps/s 2.8220 KOps/s $\color{#d91a1a}-1.64\%$
test_keys 24.3000μs 3.4354μs 291.0901 KOps/s 288.0469 KOps/s $\color{#35bf28}+1.06\%$
test_keys_nested 0.1231ms 80.5583μs 12.4134 KOps/s 12.3712 KOps/s $\color{#35bf28}+0.34\%$
test_keys_nested_locked 0.7832ms 86.3885μs 11.5756 KOps/s 11.5457 KOps/s $\color{#35bf28}+0.26\%$
test_keys_nested_leaf 0.1121ms 71.9239μs 13.9036 KOps/s 13.9345 KOps/s $\color{#d91a1a}-0.22\%$
test_keys_stack_nested 0.1162ms 81.8166μs 12.2225 KOps/s 12.1504 KOps/s $\color{#35bf28}+0.59\%$
test_keys_stack_nested_leaf 0.1216ms 73.1626μs 13.6682 KOps/s 13.6102 KOps/s $\color{#35bf28}+0.43\%$
test_keys_stack_nested_locked 0.1415ms 89.1599μs 11.2158 KOps/s 11.3854 KOps/s $\color{#d91a1a}-1.49\%$
test_values 5.2902μs 0.8582μs 1.1653 MOps/s 1.1627 MOps/s $\color{#35bf28}+0.22\%$
test_values_nested 60.2310μs 34.4164μs 29.0559 KOps/s 29.4432 KOps/s $\color{#d91a1a}-1.32\%$
test_values_nested_locked 63.3210μs 35.8490μs 27.8948 KOps/s 28.0466 KOps/s $\color{#d91a1a}-0.54\%$
test_values_nested_leaf 72.3310μs 39.1172μs 25.5642 KOps/s 25.6237 KOps/s $\color{#d91a1a}-0.23\%$
test_values_stack_nested 60.4410μs 34.7527μs 28.7748 KOps/s 28.9204 KOps/s $\color{#d91a1a}-0.50\%$
test_values_stack_nested_leaf 73.4210μs 39.7739μs 25.1421 KOps/s 25.5711 KOps/s $\color{#d91a1a}-1.68\%$
test_values_stack_nested_locked 71.8110μs 36.5693μs 27.3453 KOps/s 27.6246 KOps/s $\color{#d91a1a}-1.01\%$
test_membership 7.1706μs 0.5043μs 1.9828 MOps/s 1.9893 MOps/s $\color{#d91a1a}-0.32\%$
test_membership_nested 13.3650μs 1.9362μs 516.4654 KOps/s 508.6961 KOps/s $\color{#35bf28}+1.53\%$
test_membership_nested_leaf 17.1455μs 1.9219μs 520.3251 KOps/s 510.6658 KOps/s $\color{#35bf28}+1.89\%$
test_membership_stacked_nested 27.9200μs 2.0301μs 492.5801 KOps/s 482.8565 KOps/s $\color{#35bf28}+2.01\%$
test_membership_stacked_nested_leaf 40.6310μs 2.0213μs 494.7292 KOps/s 487.1460 KOps/s $\color{#35bf28}+1.56\%$
test_membership_nested_last 35.0710μs 2.9909μs 334.3492 KOps/s 328.0863 KOps/s $\color{#35bf28}+1.91\%$
test_membership_nested_leaf_last 36.0610μs 2.9876μs 334.7201 KOps/s 333.7883 KOps/s $\color{#35bf28}+0.28\%$
test_membership_stacked_nested_last 27.4700μs 3.0507μs 327.7889 KOps/s 203.1771 KOps/s $\textbf{\color{#35bf28}+61.33\%}$
test_membership_stacked_nested_leaf_last 26.8100μs 2.9584μs 338.0259 KOps/s 204.3167 KOps/s $\textbf{\color{#35bf28}+65.44\%}$
test_nested_getleaf 33.7600μs 6.1089μs 163.6964 KOps/s 164.1616 KOps/s $\color{#d91a1a}-0.28\%$
test_nested_get 34.6000μs 5.8065μs 172.2215 KOps/s 173.4035 KOps/s $\color{#d91a1a}-0.68\%$
test_stacked_getleaf 43.7810μs 6.0587μs 165.0508 KOps/s 163.8273 KOps/s $\color{#35bf28}+0.75\%$
test_stacked_get 29.6100μs 5.7927μs 172.6311 KOps/s 172.7710 KOps/s $\color{#d91a1a}-0.08\%$
test_nested_getitemleaf 36.8400μs 6.1565μs 162.4310 KOps/s 162.0909 KOps/s $\color{#35bf28}+0.21\%$
test_nested_getitem 35.1610μs 5.9508μs 168.0457 KOps/s 170.5791 KOps/s $\color{#d91a1a}-1.49\%$
test_stacked_getitemleaf 30.6810μs 6.1389μs 162.8959 KOps/s 161.8054 KOps/s $\color{#35bf28}+0.67\%$
test_stacked_getitem 33.3300μs 5.8724μs 170.2879 KOps/s 171.3390 KOps/s $\color{#d91a1a}-0.61\%$
test_lock_nested 0.7460ms 0.3725ms 2.6847 KOps/s 2.7060 KOps/s $\color{#d91a1a}-0.79\%$
test_lock_stack_nested 0.3916ms 0.3409ms 2.9338 KOps/s 2.9422 KOps/s $\color{#d91a1a}-0.29\%$
test_unlock_nested 0.7867ms 0.3100ms 3.2259 KOps/s 3.2187 KOps/s $\color{#35bf28}+0.22\%$
test_unlock_stack_nested 0.3403ms 0.2791ms 3.5832 KOps/s 3.5961 KOps/s $\color{#d91a1a}-0.36\%$
test_flatten_speed 0.1038ms 75.4480μs 13.2542 KOps/s 13.3513 KOps/s $\color{#d91a1a}-0.73\%$
test_unflatten_speed 0.4017ms 0.3202ms 3.1230 KOps/s 3.1478 KOps/s $\color{#d91a1a}-0.79\%$
test_common_ops 93.8521ms 0.6844ms 1.4612 KOps/s 1.5554 KOps/s $\textbf{\color{#d91a1a}-6.05\%}$
test_creation 35.7110μs 1.7288μs 578.4443 KOps/s 577.7725 KOps/s $\color{#35bf28}+0.12\%$
test_creation_empty 34.3200μs 8.2950μs 120.5549 KOps/s 101.8570 KOps/s $\textbf{\color{#35bf28}+18.36\%}$
test_creation_nested_1 34.2010μs 9.7750μs 102.3013 KOps/s 87.3017 KOps/s $\textbf{\color{#35bf28}+17.18\%}$
test_creation_nested_2 36.6800μs 12.4502μs 80.3202 KOps/s 70.9365 KOps/s $\textbf{\color{#35bf28}+13.23\%}$
test_clone 76.2410μs 10.5459μs 94.8237 KOps/s 92.1476 KOps/s $\color{#35bf28}+2.90\%$
test_getitem[int] 1.5886ms 10.3647μs 96.4814 KOps/s 94.0231 KOps/s $\color{#35bf28}+2.61\%$
test_getitem[slice_int] 0.1254ms 20.5430μs 48.6784 KOps/s 47.0420 KOps/s $\color{#35bf28}+3.48\%$
test_getitem[range] 0.1289ms 36.4386μs 27.4434 KOps/s 27.0721 KOps/s $\color{#35bf28}+1.37\%$
test_getitem[tuple] 0.1047ms 17.8697μs 55.9605 KOps/s 55.6552 KOps/s $\color{#35bf28}+0.55\%$
test_getitem[list] 0.1732ms 32.4850μs 30.7834 KOps/s 30.4786 KOps/s $\color{#35bf28}+1.00\%$
test_setitem_dim[int] 41.9310μs 17.9757μs 55.6306 KOps/s 52.4268 KOps/s $\textbf{\color{#35bf28}+6.11\%}$
test_setitem_dim[slice_int] 62.8900μs 37.8121μs 26.4465 KOps/s 26.3414 KOps/s $\color{#35bf28}+0.40\%$
test_setitem_dim[range] 81.0710μs 51.1667μs 19.5439 KOps/s 19.2144 KOps/s $\color{#35bf28}+1.72\%$
test_setitem_dim[tuple] 51.7710μs 30.6861μs 32.5880 KOps/s 31.2856 KOps/s $\color{#35bf28}+4.16\%$
test_setitem 67.9510μs 15.1031μs 66.2117 KOps/s 61.7585 KOps/s $\textbf{\color{#35bf28}+7.21\%}$
test_set 65.6210μs 14.7684μs 67.7121 KOps/s 63.8176 KOps/s $\textbf{\color{#35bf28}+6.10\%}$
test_set_shared 1.6504ms 0.1504ms 6.6487 KOps/s 6.6312 KOps/s $\color{#35bf28}+0.26\%$
test_update 0.4598ms 17.7399μs 56.3702 KOps/s 51.0573 KOps/s $\textbf{\color{#35bf28}+10.41\%}$
test_update_nested 71.2710μs 23.4091μs 42.7185 KOps/s 40.3658 KOps/s $\textbf{\color{#35bf28}+5.83\%}$
test_update__nested 0.6048ms 24.8317μs 40.2711 KOps/s 39.4695 KOps/s $\color{#35bf28}+2.03\%$
test_set_nested 63.7610μs 15.8885μs 62.9386 KOps/s 59.1880 KOps/s $\textbf{\color{#35bf28}+6.34\%}$
test_set_nested_new 64.2410μs 18.2642μs 54.7519 KOps/s 52.6288 KOps/s $\color{#35bf28}+4.03\%$
test_select 92.8220μs 30.5647μs 32.7174 KOps/s 31.5357 KOps/s $\color{#35bf28}+3.75\%$
test_select_nested 69.3910μs 43.1145μs 23.1941 KOps/s 23.0045 KOps/s $\color{#35bf28}+0.82\%$
test_exclude_nested 89.2110μs 62.2525μs 16.0636 KOps/s 16.1394 KOps/s $\color{#d91a1a}-0.47\%$
test_empty[True] 0.3423ms 0.2908ms 3.4390 KOps/s 3.4831 KOps/s $\color{#d91a1a}-1.26\%$
test_empty[False] 3.3810μs 0.8183μs 1.2221 MOps/s 1.2195 MOps/s $\color{#35bf28}+0.21\%$
test_to 88.2310μs 55.7459μs 17.9385 KOps/s 17.1955 KOps/s $\color{#35bf28}+4.32\%$
test_to_nonblocking 93.6120μs 48.0740μs 20.8013 KOps/s 20.7056 KOps/s $\color{#35bf28}+0.46\%$
test_unbind_speed 1.3286ms 0.2315ms 4.3206 KOps/s 4.1765 KOps/s $\color{#35bf28}+3.45\%$
test_unbind_speed_stack0 0.2777ms 0.2350ms 4.2559 KOps/s 4.1849 KOps/s $\color{#35bf28}+1.70\%$
test_unbind_speed_stack1 93.4131ms 0.6632ms 1.5079 KOps/s 1.5025 KOps/s $\color{#35bf28}+0.36\%$
test_split 94.8115ms 1.5889ms 629.3507 Ops/s 630.1966 Ops/s $\color{#d91a1a}-0.13\%$
test_chunk 95.0579ms 1.5816ms 632.2675 Ops/s 631.5419 Ops/s $\color{#35bf28}+0.11\%$
test_consolidate[False-None] 97.6825ms 2.9447ms 339.5988 Ops/s 342.6524 Ops/s $\color{#d91a1a}-0.89\%$
test_consolidate[default-None] 1.7991ms 1.6434ms 608.5026 Ops/s 593.1332 Ops/s $\color{#35bf28}+2.59\%$
test_consolidate[reduce-overhead-None] 1.7639ms 1.6865ms 592.9537 Ops/s 584.3206 Ops/s $\color{#35bf28}+1.48\%$
test_consolidate_njt[False-None] 6.6411ms 6.3868ms 156.5735 Ops/s 152.3785 Ops/s $\color{#35bf28}+2.75\%$
test_to[False-False-None] 1.8675ms 1.7468ms 572.4883 Ops/s 567.1778 Ops/s $\color{#35bf28}+0.94\%$
test_to[True-False-None] 1.5795ms 1.3295ms 752.1849 Ops/s 738.1657 Ops/s $\color{#35bf28}+1.90\%$
test_to[within-False-None] 4.2230ms 4.1152ms 243.0007 Ops/s 242.3968 Ops/s $\color{#35bf28}+0.25\%$
test_to[True-default-None] 5.4110ms 5.1461ms 194.3203 Ops/s 185.5109 Ops/s $\color{#35bf28}+4.75\%$
test_to_njt[False-False-None] 7.0673ms 6.8507ms 145.9701 Ops/s 141.6678 Ops/s $\color{#35bf28}+3.04\%$
test_to_njt[True-False-None] 5.6395ms 5.3764ms 185.9977 Ops/s 186.1709 Ops/s $\color{#d91a1a}-0.09\%$
test_to_njt[within-False-None] 12.1684ms 11.9421ms 83.7376 Ops/s 82.4203 Ops/s $\color{#35bf28}+1.60\%$
test_creation[device0] 0.5389ms 82.1199μs 12.1773 KOps/s 12.2871 KOps/s $\color{#d91a1a}-0.89\%$
test_creation_from_tensor 0.6055ms 83.2384μs 12.0137 KOps/s 12.0270 KOps/s $\color{#d91a1a}-0.11\%$
test_add_one[memmap_tensor0] 0.2403ms 7.0214μs 142.4211 KOps/s 147.7350 KOps/s $\color{#d91a1a}-3.60\%$
test_contiguous[memmap_tensor0] 1.8530μs 0.4017μs 2.4892 MOps/s 2.4669 MOps/s $\color{#35bf28}+0.90\%$
test_stack[memmap_tensor0] 38.4510μs 4.2635μs 234.5485 KOps/s 231.7473 KOps/s $\color{#35bf28}+1.21\%$
test_memmaptd_index 0.5897ms 0.2465ms 4.0569 KOps/s 4.0386 KOps/s $\color{#35bf28}+0.45\%$
test_memmaptd_index_astensor 0.5890ms 0.3099ms 3.2271 KOps/s 3.2275 KOps/s $\color{#d91a1a}-0.01\%$
test_memmaptd_index_op 1.0557ms 0.5793ms 1.7261 KOps/s 1.6267 KOps/s $\textbf{\color{#35bf28}+6.11\%}$
test_serialize_model 0.1324s 0.1315s 7.6072 Ops/s 7.6078 Ops/s $-0.01\%$
test_serialize_model_pickle 1.3490s 1.2116s 0.8254 Ops/s 0.8242 Ops/s $\color{#35bf28}+0.15\%$
test_serialize_weights 0.1324s 0.1311s 7.6281 Ops/s 7.6614 Ops/s $\color{#d91a1a}-0.43\%$
test_serialize_weights_returnearly 0.4320s 67.8227ms 14.7443 Ops/s 16.3354 Ops/s $\textbf{\color{#d91a1a}-9.74\%}$
test_serialize_weights_pickle 1.3762s 1.2170s 0.8217 Ops/s 0.8219 Ops/s $\color{#d91a1a}-0.02\%$
test_reshape_pytree 53.6810μs 22.0362μs 45.3799 KOps/s 43.3117 KOps/s $\color{#35bf28}+4.78\%$
test_reshape_td 53.6410μs 26.5022μs 37.7327 KOps/s 34.4201 KOps/s $\textbf{\color{#35bf28}+9.62\%}$
test_view_pytree 47.9900μs 21.9880μs 45.4795 KOps/s 43.0702 KOps/s $\textbf{\color{#35bf28}+5.59\%}$
test_view_td 57.0510μs 30.5654μs 32.7168 KOps/s 29.2950 KOps/s $\textbf{\color{#35bf28}+11.68\%}$
test_unbind_pytree 68.5310μs 27.5430μs 36.3068 KOps/s 33.7785 KOps/s $\textbf{\color{#35bf28}+7.49\%}$
test_unbind_td 0.7740ms 35.2392μs 28.3775 KOps/s 26.1719 KOps/s $\textbf{\color{#35bf28}+8.43\%}$
test_split_pytree 73.7610μs 29.4550μs 33.9501 KOps/s 32.0377 KOps/s $\textbf{\color{#35bf28}+5.97\%}$
test_split_td 0.9136ms 37.5017μs 26.6655 KOps/s 25.7449 KOps/s $\color{#35bf28}+3.58\%$
test_add_pytree 70.8810μs 34.4302μs 29.0443 KOps/s 27.1144 KOps/s $\textbf{\color{#35bf28}+7.12\%}$
test_add_td 0.1894ms 51.0607μs 19.5845 KOps/s 18.6118 KOps/s $\textbf{\color{#35bf28}+5.23\%}$
test_compile_add_one_nested[tensordict-compile] 0.1760ms 0.1217ms 8.2170 KOps/s 7.6966 KOps/s $\textbf{\color{#35bf28}+6.76\%}$
test_compile_add_one_nested[tensordict-eager] 0.2262ms 0.1293ms 7.7345 KOps/s 7.2339 KOps/s $\textbf{\color{#35bf28}+6.92\%}$
test_compile_add_one_nested[pytree-compile] 0.1399ms 95.7167μs 10.4475 KOps/s 10.3243 KOps/s $\color{#35bf28}+1.19\%$
test_compile_add_one_nested[pytree-eager] 0.2066ms 0.1480ms 6.7569 KOps/s 6.6785 KOps/s $\color{#35bf28}+1.17\%$
test_compile_copy_nested[tensordict-compile] 57.4500μs 22.5039μs 44.4368 KOps/s 44.4647 KOps/s $\color{#d91a1a}-0.06\%$
test_compile_copy_nested[tensordict-eager] 53.4310μs 29.1839μs 34.2655 KOps/s 34.8043 KOps/s $\color{#d91a1a}-1.55\%$
test_compile_copy_nested[pytree-compile] 0.3363ms 64.6960μs 15.4569 KOps/s 15.2747 KOps/s $\color{#35bf28}+1.19\%$
test_compile_copy_nested[pytree-eager] 87.5310μs 49.2459μs 20.3063 KOps/s 20.0396 KOps/s $\color{#35bf28}+1.33\%$
test_compile_add_one_flat[tensordict-compile] 0.1871ms 0.1418ms 7.0510 KOps/s 6.9410 KOps/s $\color{#35bf28}+1.58\%$
test_compile_add_one_flat[tensordict-eager] 0.3050ms 0.2152ms 4.6458 KOps/s 4.6346 KOps/s $\color{#35bf28}+0.24\%$
test_compile_add_one_flat[tensorclass-compile] 0.1355ms 97.9767μs 10.2065 KOps/s 10.1378 KOps/s $\color{#35bf28}+0.68\%$
test_compile_add_one_flat[tensorclass-eager] 0.1106ms 54.3187μs 18.4099 KOps/s 17.9494 KOps/s $\color{#35bf28}+2.57\%$
test_compile_add_one_flat[pytree-compile] 0.1825ms 0.1364ms 7.3331 KOps/s 7.3134 KOps/s $\color{#35bf28}+0.27\%$
test_compile_add_one_flat[pytree-eager] 0.5654ms 0.4816ms 2.0765 KOps/s 2.0643 KOps/s $\color{#35bf28}+0.59\%$
test_compile_add_self_flat[tensordict-eager] 0.3711ms 0.2592ms 3.8581 KOps/s 3.8383 KOps/s $\color{#35bf28}+0.52\%$
test_compile_add_self_flat[tensordict-compile] 0.1904ms 0.1430ms 6.9920 KOps/s 6.9828 KOps/s $\color{#35bf28}+0.13\%$
test_compile_add_self_flat[tensorclass-eager] 0.1508ms 67.4367μs 14.8287 KOps/s 14.3487 KOps/s $\color{#35bf28}+3.35\%$
test_compile_add_self_flat[tensorclass-compile] 0.1424ms 0.1012ms 9.8806 KOps/s 9.9060 KOps/s $\color{#d91a1a}-0.26\%$
test_compile_add_self_flat[pytree-eager] 0.4645ms 0.4109ms 2.4335 KOps/s 2.4154 KOps/s $\color{#35bf28}+0.75\%$
test_compile_add_self_flat[pytree-compile] 0.1762ms 0.1359ms 7.3577 KOps/s 7.3812 KOps/s $\color{#d91a1a}-0.32\%$
test_compile_copy_flat[tensordict-compile] 60.2410μs 19.2404μs 51.9740 KOps/s 56.0618 KOps/s $\textbf{\color{#d91a1a}-7.29\%}$
test_compile_copy_flat[tensordict-eager] 57.2600μs 31.4180μs 31.8289 KOps/s 32.5048 KOps/s $\color{#d91a1a}-2.08\%$
test_compile_copy_flat[pytree-compile] 0.1019ms 71.3401μs 14.0174 KOps/s 14.0195 KOps/s $\color{#d91a1a}-0.02\%$
test_compile_copy_flat[pytree-eager] 0.1629ms 52.0375μs 19.2169 KOps/s 19.0636 KOps/s $\color{#35bf28}+0.80\%$
test_compile_assign_and_add[tensordict-compile] 1.6055ms 0.3894ms 2.5683 KOps/s 2.2536 KOps/s $\textbf{\color{#35bf28}+13.96\%}$
test_compile_assign_and_add[tensordict-eager] 3.1071ms 2.6696ms 374.5881 Ops/s 382.0570 Ops/s $\color{#d91a1a}-1.95\%$
test_compile_assign_and_add[pytree-compile] 1.5778ms 0.4309ms 2.3208 KOps/s 2.2928 KOps/s $\color{#35bf28}+1.22\%$
test_compile_assign_and_add[pytree-eager] 2.7938ms 2.6880ms 372.0237 Ops/s 372.7449 Ops/s $\color{#d91a1a}-0.19\%$
test_compile_indexing[tensor-tensordict-compile] 0.1848ms 0.1137ms 8.7948 KOps/s 8.3669 KOps/s $\textbf{\color{#35bf28}+5.11\%}$
test_compile_indexing[tensor-tensordict-eager] 0.5658ms 78.8906μs 12.6758 KOps/s 12.0288 KOps/s $\textbf{\color{#35bf28}+5.38\%}$
test_compile_indexing[tensor-tensorclass-compile] 0.1545ms 0.1066ms 9.3831 KOps/s 9.2339 KOps/s $\color{#35bf28}+1.62\%$
test_compile_indexing[tensor-tensorclass-eager] 0.1257ms 68.4332μs 14.6128 KOps/s 14.1700 KOps/s $\color{#35bf28}+3.12\%$
test_compile_indexing[tensor-pytree-compile] 0.2033ms 0.1074ms 9.3089 KOps/s 8.7677 KOps/s $\textbf{\color{#35bf28}+6.17\%}$
test_compile_indexing[tensor-pytree-eager] 0.1193ms 70.0244μs 14.2807 KOps/s 13.7522 KOps/s $\color{#35bf28}+3.84\%$
test_compile_indexing[slice-tensordict-compile] 0.2412ms 99.9012μs 10.0099 KOps/s 9.9399 KOps/s $\color{#35bf28}+0.70\%$
test_compile_indexing[slice-tensordict-eager] 0.1388ms 17.1034μs 58.4680 KOps/s 56.5867 KOps/s $\color{#35bf28}+3.32\%$
test_compile_indexing[slice-tensorclass-compile] 0.1389ms 96.2666μs 10.3878 KOps/s 10.2532 KOps/s $\color{#35bf28}+1.31\%$
test_compile_indexing[slice-tensorclass-eager] 50.9610μs 15.8774μs 62.9827 KOps/s 60.9758 KOps/s $\color{#35bf28}+3.29\%$
test_compile_indexing[slice-pytree-compile] 0.1425ms 0.1017ms 9.8322 KOps/s 10.2508 KOps/s $\color{#d91a1a}-4.08\%$
test_compile_indexing[slice-pytree-eager] 49.4810μs 16.5231μs 60.5215 KOps/s 61.3113 KOps/s $\color{#d91a1a}-1.29\%$
test_compile_indexing[int-tensordict-compile] 0.1622ms 0.1060ms 9.4318 KOps/s 9.4169 KOps/s $\color{#35bf28}+0.16\%$
test_compile_indexing[int-tensordict-eager] 0.5849ms 16.9792μs 58.8955 KOps/s 56.5328 KOps/s $\color{#35bf28}+4.18\%$
test_compile_indexing[int-tensorclass-compile] 0.1484ms 0.1014ms 9.8591 KOps/s 10.1993 KOps/s $\color{#d91a1a}-3.34\%$
test_compile_indexing[int-tensorclass-eager] 61.3510μs 16.9517μs 58.9912 KOps/s 61.5631 KOps/s $\color{#d91a1a}-4.18\%$
test_compile_indexing[int-pytree-compile] 0.1572ms 0.1022ms 9.7863 KOps/s 9.7675 KOps/s $\color{#35bf28}+0.19\%$
test_compile_indexing[int-pytree-eager] 53.6110μs 16.5064μs 60.5826 KOps/s 61.1322 KOps/s $\color{#d91a1a}-0.90\%$
test_mod_add[eager] 0.1709ms 40.0984μs 24.9386 KOps/s 25.6218 KOps/s $\color{#d91a1a}-2.67\%$
test_mod_add[compile] 0.1311ms 85.2523μs 11.7299 KOps/s 10.3918 KOps/s $\textbf{\color{#35bf28}+12.88\%}$
test_mod_add[compile-overhead] 0.3365ms 0.1748ms 5.7206 KOps/s 5.7003 KOps/s $\color{#35bf28}+0.36\%$
test_mod_wrap[eager] 0.3497ms 0.2464ms 4.0586 KOps/s 3.9487 KOps/s $\color{#35bf28}+2.78\%$
test_mod_wrap[compile] 0.3386ms 0.2796ms 3.5768 KOps/s 3.5124 KOps/s $\color{#35bf28}+1.84\%$
test_mod_wrap[compile-overhead] 7.1527ms 3.6855ms 271.3313 Ops/s 268.5897 Ops/s $\color{#35bf28}+1.02\%$
test_mod_wrap_and_backward[eager] 1.6043ms 1.3656ms 732.2906 Ops/s 686.8014 Ops/s $\textbf{\color{#35bf28}+6.62\%}$
test_mod_wrap_and_backward[compile] 1.3860ms 1.2677ms 788.8409 Ops/s 729.2499 Ops/s $\textbf{\color{#35bf28}+8.17\%}$
test_mod_wrap_and_backward[compile-overhead] 1.4189ms 0.9295ms 1.0759 KOps/s 938.6712 Ops/s $\textbf{\color{#35bf28}+14.61\%}$
test_seq_add[eager] 0.1742ms 0.1165ms 8.5866 KOps/s 8.3559 KOps/s $\color{#35bf28}+2.76\%$
test_seq_add[compile] 0.1275ms 86.8857μs 11.5094 KOps/s 11.4642 KOps/s $\color{#35bf28}+0.39\%$
test_seq_add[compile-overhead] 0.1763ms 0.1297ms 7.7110 KOps/s 7.7452 KOps/s $\color{#d91a1a}-0.44\%$
test_seq_wrap[eager] 0.5037ms 0.4352ms 2.2978 KOps/s 2.2283 KOps/s $\color{#35bf28}+3.12\%$
test_seq_wrap[compile] 0.3637ms 0.3013ms 3.3188 KOps/s 3.1819 KOps/s $\color{#35bf28}+4.30\%$
test_seq_wrap[compile-overhead] 0.3286ms 0.2254ms 4.4370 KOps/s 4.3771 KOps/s $\color{#35bf28}+1.37\%$
test_func_call_runtime[False-eager] 0.9327ms 0.7815ms 1.2795 KOps/s 1.2750 KOps/s $\color{#35bf28}+0.35\%$
test_func_call_runtime[False-compile] 0.7946ms 0.7370ms 1.3569 KOps/s 1.3378 KOps/s $\color{#35bf28}+1.43\%$
test_func_call_runtime[False-compile-overhead] 0.4358ms 0.3618ms 2.7642 KOps/s 2.7630 KOps/s $\color{#35bf28}+0.04\%$
test_func_call_runtime[True-eager] 0.9778ms 0.9034ms 1.1069 KOps/s 1.0852 KOps/s $\color{#35bf28}+2.00\%$
test_func_call_runtime[True-compile] 0.8052ms 0.7586ms 1.3181 KOps/s 1.3070 KOps/s $\color{#35bf28}+0.85\%$
test_func_call_runtime[True-compile-overhead] 0.4670ms 0.3815ms 2.6214 KOps/s 2.6124 KOps/s $\color{#35bf28}+0.35\%$
test_func_call_cm_runtime[False-eager] 0.7918ms 0.7283ms 1.3731 KOps/s 1.3385 KOps/s $\color{#35bf28}+2.58\%$
test_func_call_cm_runtime[False-compile] 0.8264ms 0.7433ms 1.3454 KOps/s 1.3455 KOps/s $\color{#d91a1a}-0.01\%$
test_func_call_cm_runtime[False-compile-overhead] 0.4134ms 0.3609ms 2.7707 KOps/s 2.7621 KOps/s $\color{#35bf28}+0.31\%$
test_func_call_cm_runtime[True-eager] 1.1019ms 1.0025ms 997.5190 Ops/s 983.4458 Ops/s $\color{#35bf28}+1.43\%$
test_func_call_cm_runtime[True-compile] 0.8542ms 0.7836ms 1.2761 KOps/s 1.2211 KOps/s $\color{#35bf28}+4.51\%$
test_func_call_cm_runtime[True-compile-overhead] 0.4574ms 0.4043ms 2.4735 KOps/s 2.4319 KOps/s $\color{#35bf28}+1.71\%$
test_vmap_func_call_cm_runtime[eager] 2.6550ms 2.1045ms 475.1801 Ops/s 478.2714 Ops/s $\color{#d91a1a}-0.65\%$
test_vmap_func_call_cm_runtime[compile] 0.9111ms 0.8029ms 1.2454 KOps/s 1.2346 KOps/s $\color{#35bf28}+0.88\%$
test_vmap_func_call_cm_runtime[compile-overhead] 0.4884ms 0.4085ms 2.4478 KOps/s 2.4285 KOps/s $\color{#35bf28}+0.79\%$
test_distributed 1.8869ms 0.1757ms 5.6921 KOps/s 8.5579 KOps/s $\textbf{\color{#d91a1a}-33.49\%}$
test_tdmodule 72.5510μs 19.7063μs 50.7453 KOps/s 48.9283 KOps/s $\color{#35bf28}+3.71\%$
test_tdmodule_dispatch 72.6010μs 34.7456μs 28.7807 KOps/s 26.9289 KOps/s $\textbf{\color{#35bf28}+6.88\%}$
test_tdseq 40.1400μs 20.7982μs 48.0810 KOps/s 46.3727 KOps/s $\color{#35bf28}+3.68\%$
test_tdseq_dispatch 59.7110μs 38.6774μs 25.8549 KOps/s 24.4206 KOps/s $\textbf{\color{#35bf28}+5.87\%}$
test_instantiation_functorch 1.6119ms 1.5235ms 656.3763 Ops/s 644.7839 Ops/s $\color{#35bf28}+1.80\%$
test_exec_functorch 0.1856ms 0.1445ms 6.9217 KOps/s 6.8479 KOps/s $\color{#35bf28}+1.08\%$
test_exec_functional_call 0.1873ms 0.1453ms 6.8801 KOps/s 7.1692 KOps/s $\color{#d91a1a}-4.03\%$
test_exec_td_decorator 0.4117ms 0.1887ms 5.2997 KOps/s 5.3242 KOps/s $\color{#d91a1a}-0.46\%$
test_vmap_mlp_speed_decorator[True-True] 0.7810ms 0.6892ms 1.4509 KOps/s 1.4619 KOps/s $\color{#d91a1a}-0.76\%$
test_vmap_mlp_speed_decorator[True-False] 0.7991ms 0.6988ms 1.4310 KOps/s 1.4590 KOps/s $\color{#d91a1a}-1.92\%$
test_vmap_mlp_speed_decorator[False-True] 0.7271ms 0.6171ms 1.6204 KOps/s 1.6919 KOps/s $\color{#d91a1a}-4.22\%$
test_vmap_mlp_speed_decorator[False-False] 0.7347ms 0.6212ms 1.6099 KOps/s 1.6842 KOps/s $\color{#d91a1a}-4.41\%$
test_vmap_transformer_speed_decorator[True-True] 19.8250ms 19.3728ms 51.6189 Ops/s 51.9006 Ops/s $\color{#d91a1a}-0.54\%$
test_vmap_transformer_speed_decorator[True-False] 20.0861ms 19.3750ms 51.6130 Ops/s 52.0240 Ops/s $\color{#d91a1a}-0.79\%$
test_vmap_transformer_speed_decorator[False-True] 20.1035ms 19.5923ms 51.0404 Ops/s 52.2746 Ops/s $\color{#d91a1a}-2.36\%$
test_vmap_transformer_speed_decorator[False-False] 19.9466ms 19.2363ms 51.9850 Ops/s 52.4007 Ops/s $\color{#d91a1a}-0.79\%$
test_to_module_speed[True] 1.0699ms 0.9646ms 1.0367 KOps/s 1.0290 KOps/s $\color{#35bf28}+0.76\%$
test_to_module_speed[False] 1.5323ms 0.9464ms 1.0567 KOps/s 1.0535 KOps/s $\color{#35bf28}+0.30\%$
test_tc_init 75.6810μs 37.6832μs 26.5370 KOps/s 25.0757 KOps/s $\textbf{\color{#35bf28}+5.83\%}$
test_tc_init_nested 0.1213ms 75.4768μs 13.2491 KOps/s 12.3181 KOps/s $\textbf{\color{#35bf28}+7.56\%}$
test_tc_first_layer_tensor 6.4257μs 0.7301μs 1.3697 MOps/s 1.3617 MOps/s $\color{#35bf28}+0.59\%$
test_tc_first_layer_nontensor 25.4710μs 2.2403μs 446.3652 KOps/s 437.7048 KOps/s $\color{#35bf28}+1.98\%$
test_tc_second_layer_tensor 10.3800μs 1.4721μs 679.2925 KOps/s 640.7627 KOps/s $\textbf{\color{#35bf28}+6.01\%}$
test_tc_second_layer_nontensor 95.8010μs 3.0332μs 329.6795 KOps/s 326.6603 KOps/s $\color{#35bf28}+0.92\%$
test_unbind 0.2190s 9.8141ms 101.8939 Ops/s 145.2682 Ops/s $\textbf{\color{#d91a1a}-29.86\%}$
test_full_like 9.2458ms 9.1007ms 109.8818 Ops/s 107.8879 Ops/s $\color{#35bf28}+1.85\%$
test_zeros_like 5.4516ms 4.3232ms 231.3127 Ops/s 137.2848 Ops/s $\textbf{\color{#35bf28}+68.49\%}$
test_ones_like 4.4214ms 4.3137ms 231.8178 Ops/s 231.8823 Ops/s $\color{#d91a1a}-0.03\%$
test_clone 6.4669ms 6.3566ms 157.3180 Ops/s 157.3798 Ops/s $\color{#d91a1a}-0.04\%$
test_squeeze 60.4310μs 9.4524μs 105.7936 KOps/s 106.1756 KOps/s $\color{#d91a1a}-0.36\%$
test_unsqueeze 0.1205ms 70.6683μs 14.1506 KOps/s 13.0179 KOps/s $\textbf{\color{#35bf28}+8.70\%}$
test_split 0.3867ms 0.1586ms 6.3055 KOps/s 6.0655 KOps/s $\color{#35bf28}+3.96\%$
test_permute 0.2307ms 0.1752ms 5.7080 KOps/s 5.4757 KOps/s $\color{#35bf28}+4.24\%$
test_stack 50.6073ms 50.4259ms 19.8311 Ops/s 19.8668 Ops/s $\color{#d91a1a}-0.18\%$
test_cat 50.7066ms 50.4660ms 19.8153 Ops/s 19.9065 Ops/s $\color{#d91a1a}-0.46\%$

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