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[Versioning] Require draft GitHub releases - #1765

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codex/ensure-draft-release
Aug 16, 2026
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[Versioning] Require draft GitHub releases#1765
vmoens merged 1 commit into
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codex/ensure-draft-release

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@vmoens vmoens commented Aug 14, 2026

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Makes every release run create or update an unpublished GitHub draft with the approved notes, including dry-runs, without committing a release-notes file.

@meta-cla meta-cla Bot added the CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. label Aug 14, 2026
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 356. Improved: $\large\color{#35bf28}12$. Worsened: $\large\color{#d91a1a}29$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_collector_preallocated_write[stack_out-cpu-32-2] 0.2415ms 0.1687ms 5.9291 KOps/s 5.9207 KOps/s $\color{#35bf28}+0.14\%$
test_collector_preallocated_write[stack_out-cpu-32-8] 0.4755ms 0.2976ms 3.3600 KOps/s 3.3853 KOps/s $\color{#d91a1a}-0.75\%$
test_collector_preallocated_write[stack_out-cpu-32-32] 0.8349ms 0.7839ms 1.2757 KOps/s 1.2721 KOps/s $\color{#35bf28}+0.29\%$
test_collector_preallocated_write[stack_out-cpu-4096-2] 0.4196ms 0.3426ms 2.9185 KOps/s 2.5627 KOps/s $\textbf{\color{#35bf28}+13.88\%}$
test_collector_preallocated_write[stack_out-cpu-4096-8] 1.4013ms 1.1193ms 893.4005 Ops/s 901.1837 Ops/s $\color{#d91a1a}-0.86\%$
test_collector_preallocated_write[stack_out-cpu-4096-32] 7.5813ms 7.3004ms 136.9782 Ops/s 134.9302 Ops/s $\color{#35bf28}+1.52\%$
test_collector_preallocated_write[stack_out-cuda-32-2] 0.3292ms 0.2618ms 3.8199 KOps/s 3.9942 KOps/s $\color{#d91a1a}-4.36\%$
test_collector_preallocated_write[stack_out-cuda-32-8] 0.4886ms 0.3778ms 2.6472 KOps/s 2.6718 KOps/s $\color{#d91a1a}-0.92\%$
test_collector_preallocated_write[stack_out-cuda-32-32] 0.9607ms 0.8281ms 1.2076 KOps/s 1.2009 KOps/s $\color{#35bf28}+0.55\%$
test_collector_preallocated_write[stack_out-cuda-4096-2] 0.3504ms 0.2629ms 3.8036 KOps/s 3.9316 KOps/s $\color{#d91a1a}-3.25\%$
test_collector_preallocated_write[stack_out-cuda-4096-8] 0.4432ms 0.3757ms 2.6614 KOps/s 2.6684 KOps/s $\color{#d91a1a}-0.26\%$
test_collector_preallocated_write[stack_out-cuda-4096-32] 0.9568ms 0.8879ms 1.1263 KOps/s 1.1239 KOps/s $\color{#35bf28}+0.22\%$
test_collector_preallocated_write[set_at_loop-cpu-32-2] 0.2943ms 0.2156ms 4.6375 KOps/s 4.6877 KOps/s $\color{#d91a1a}-1.07\%$
test_collector_preallocated_write[set_at_loop-cpu-32-8] 1.0156ms 0.8235ms 1.2144 KOps/s 1.2197 KOps/s $\color{#d91a1a}-0.44\%$
test_collector_preallocated_write[set_at_loop-cpu-32-32] 3.3806ms 3.2517ms 307.5284 Ops/s 303.8542 Ops/s $\color{#35bf28}+1.21\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-2] 0.5426ms 0.3734ms 2.6778 KOps/s 2.6359 KOps/s $\color{#35bf28}+1.59\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-8] 2.2363ms 1.7500ms 571.4362 Ops/s 595.3448 Ops/s $\color{#d91a1a}-4.02\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-32] 10.9133ms 10.4065ms 96.0934 Ops/s 99.6842 Ops/s $\color{#d91a1a}-3.60\%$
test_collector_preallocated_write[set_at_loop-cuda-32-2] 0.4421ms 0.3957ms 2.5273 KOps/s 2.5782 KOps/s $\color{#d91a1a}-1.98\%$
test_collector_preallocated_write[set_at_loop-cuda-32-8] 1.5911ms 1.4745ms 678.1750 Ops/s 685.3201 Ops/s $\color{#d91a1a}-1.04\%$
test_collector_preallocated_write[set_at_loop-cuda-32-32] 5.9918ms 5.6994ms 175.4573 Ops/s 176.7940 Ops/s $\color{#d91a1a}-0.76\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-2] 0.4602ms 0.4137ms 2.4171 KOps/s 2.5727 KOps/s $\textbf{\color{#d91a1a}-6.05\%}$
test_collector_preallocated_write[set_at_loop-cuda-4096-8] 1.6632ms 1.5439ms 647.7062 Ops/s 693.6452 Ops/s $\textbf{\color{#d91a1a}-6.62\%}$
test_collector_preallocated_write[set_at_loop-cuda-4096-32] 6.2149ms 6.0970ms 164.0161 Ops/s 176.1077 Ops/s $\textbf{\color{#d91a1a}-6.87\%}$
test_collector_preallocated_write[copy_at-cpu-32-2] 0.2228ms 0.1727ms 5.7914 KOps/s 5.7843 KOps/s $\color{#35bf28}+0.12\%$
test_collector_preallocated_write[copy_at-cpu-32-8] 1.0446ms 0.6756ms 1.4801 KOps/s 1.4851 KOps/s $\color{#d91a1a}-0.34\%$
test_collector_preallocated_write[copy_at-cpu-32-32] 2.7524ms 2.6638ms 375.4078 Ops/s 373.2619 Ops/s $\color{#35bf28}+0.57\%$
test_collector_preallocated_write[copy_at-cpu-4096-2] 0.4093ms 0.3301ms 3.0297 KOps/s 2.9756 KOps/s $\color{#35bf28}+1.82\%$
test_collector_preallocated_write[copy_at-cpu-4096-8] 1.7383ms 1.5830ms 631.7291 Ops/s 683.5604 Ops/s $\textbf{\color{#d91a1a}-7.58\%}$
test_collector_preallocated_write[copy_at-cpu-4096-32] 9.8406ms 9.5408ms 104.8126 Ops/s 105.5591 Ops/s $\color{#d91a1a}-0.71\%$
test_collector_preallocated_write[copy_at-cuda-32-2] 0.4149ms 0.3276ms 3.0527 KOps/s 3.0884 KOps/s $\color{#d91a1a}-1.16\%$
test_collector_preallocated_write[copy_at-cuda-32-8] 1.2919ms 1.2194ms 820.0433 Ops/s 830.6563 Ops/s $\color{#d91a1a}-1.28\%$
test_collector_preallocated_write[copy_at-cuda-32-32] 5.0363ms 4.7914ms 208.7063 Ops/s 210.0667 Ops/s $\color{#d91a1a}-0.65\%$
test_collector_preallocated_write[copy_at-cuda-4096-2] 0.4298ms 0.3275ms 3.0537 KOps/s 3.0732 KOps/s $\color{#d91a1a}-0.64\%$
test_collector_preallocated_write[copy_at-cuda-4096-8] 1.2596ms 1.2200ms 819.6456 Ops/s 826.7813 Ops/s $\color{#d91a1a}-0.86\%$
test_collector_preallocated_write[copy_at-cuda-4096-32] 5.0477ms 4.7705ms 209.6210 Ops/s 210.6694 Ops/s $\color{#d91a1a}-0.50\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-2] 0.1639ms 0.1313ms 7.6135 KOps/s 8.4111 KOps/s $\textbf{\color{#d91a1a}-9.48\%}$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-8] 0.5690ms 0.5213ms 1.9181 KOps/s 2.1281 KOps/s $\textbf{\color{#d91a1a}-9.87\%}$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-32] 2.1366ms 2.0734ms 482.2989 Ops/s 538.1674 Ops/s $\textbf{\color{#d91a1a}-10.38\%}$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-2] 0.3553ms 0.2741ms 3.6487 KOps/s 3.8479 KOps/s $\textbf{\color{#d91a1a}-5.18\%}$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-8] 1.7944ms 1.3156ms 760.1271 Ops/s 829.2590 Ops/s $\textbf{\color{#d91a1a}-8.34\%}$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-32] 9.1576ms 8.6232ms 115.9660 Ops/s 117.7070 Ops/s $\color{#d91a1a}-1.48\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-2] 0.3975ms 0.2912ms 3.4337 KOps/s 3.6106 KOps/s $\color{#d91a1a}-4.90\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-8] 1.2277ms 1.1046ms 905.2907 Ops/s 974.3609 Ops/s $\textbf{\color{#d91a1a}-7.09\%}$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-32] 4.4253ms 4.3091ms 232.0668 Ops/s 248.5696 Ops/s $\textbf{\color{#d91a1a}-6.64\%}$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-2] 0.3679ms 0.2974ms 3.3621 KOps/s 3.6225 KOps/s $\textbf{\color{#d91a1a}-7.19\%}$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-8] 1.1502ms 1.0961ms 912.3639 Ops/s 975.2375 Ops/s $\textbf{\color{#d91a1a}-6.45\%}$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-32] 4.5139ms 4.2183ms 237.0596 Ops/s 248.7741 Ops/s $\color{#d91a1a}-4.71\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-128] 16.5369ms 16.3196ms 61.2761 Ops/s 61.2306 Ops/s $\color{#35bf28}+0.07\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-256] 33.1408ms 32.9782ms 30.3231 Ops/s 30.3778 Ops/s $\color{#d91a1a}-0.18\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-128] 85.1852ms 83.6612ms 11.9530 Ops/s 11.4730 Ops/s $\color{#35bf28}+4.18\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-256] 0.1990s 0.1979s 5.0523 Ops/s 4.9470 Ops/s $\color{#35bf28}+2.13\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-128] 13.9554ms 13.8077ms 72.4235 Ops/s 72.0263 Ops/s $\color{#35bf28}+0.55\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-256] 27.1171ms 26.8690ms 37.2176 Ops/s 36.8437 Ops/s $\color{#35bf28}+1.01\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-128] 14.1259ms 13.9866ms 71.4969 Ops/s 71.4277 Ops/s $\color{#35bf28}+0.10\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-256] 27.5034ms 27.3657ms 36.5421 Ops/s 36.5383 Ops/s $\color{#35bf28}+0.01\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-128] 53.0549ms 52.6748ms 18.9844 Ops/s 19.3195 Ops/s $\color{#d91a1a}-1.73\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-256] 0.1054s 0.1052s 9.5061 Ops/s 9.0833 Ops/s $\color{#35bf28}+4.66\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-128] 0.1511s 0.1501s 6.6630 Ops/s 6.6421 Ops/s $\color{#35bf28}+0.31\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-256] 0.3263s 0.3259s 3.0686 Ops/s 3.0701 Ops/s $\color{#d91a1a}-0.05\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-128] 77.0272ms 76.0342ms 13.1520 Ops/s 13.8488 Ops/s $\textbf{\color{#d91a1a}-5.03\%}$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-256] 0.1528s 0.1514s 6.6053 Ops/s 6.8796 Ops/s $\color{#d91a1a}-3.99\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-128] 77.6390ms 76.7029ms 13.0373 Ops/s 13.8723 Ops/s $\textbf{\color{#d91a1a}-6.02\%}$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-256] 0.1561s 0.1522s 6.5707 Ops/s 6.7919 Ops/s $\color{#d91a1a}-3.26\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-128] 30.9323ms 30.2410ms 33.0677 Ops/s 32.4104 Ops/s $\color{#35bf28}+2.03\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-256] 62.4321ms 62.1742ms 16.0838 Ops/s 16.1453 Ops/s $\color{#d91a1a}-0.38\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-128] 0.1197s 0.1182s 8.4615 Ops/s 8.0251 Ops/s $\textbf{\color{#35bf28}+5.44\%}$
test_wide_nested_preallocated_write[copy_at-cpu-4096-256] 0.2639s 0.2615s 3.8243 Ops/s 3.6841 Ops/s $\color{#35bf28}+3.81\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-128] 43.9399ms 43.7389ms 22.8630 Ops/s 23.0950 Ops/s $\color{#d91a1a}-1.00\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-256] 87.9904ms 87.8118ms 11.3880 Ops/s 11.6094 Ops/s $\color{#d91a1a}-1.91\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-128] 44.3668ms 44.0590ms 22.6968 Ops/s 22.9689 Ops/s $\color{#d91a1a}-1.18\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-256] 88.8953ms 88.3439ms 11.3194 Ops/s 11.4876 Ops/s $\color{#d91a1a}-1.46\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-128] 22.6776ms 21.3398ms 46.8608 Ops/s 48.7905 Ops/s $\color{#d91a1a}-3.95\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-256] 43.2535ms 42.8757ms 23.3232 Ops/s 23.9092 Ops/s $\color{#d91a1a}-2.45\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-128] 0.1103s 0.1085s 9.2179 Ops/s 9.0130 Ops/s $\color{#35bf28}+2.27\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-256] 0.2453s 0.2398s 4.1704 Ops/s 4.0738 Ops/s $\color{#35bf28}+2.37\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-128] 37.7231ms 37.3999ms 26.7381 Ops/s 27.5344 Ops/s $\color{#d91a1a}-2.89\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-256] 74.9863ms 74.7663ms 13.3750 Ops/s 13.7019 Ops/s $\color{#d91a1a}-2.39\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-128] 37.6787ms 37.3989ms 26.7387 Ops/s 27.1274 Ops/s $\color{#d91a1a}-1.43\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-256] 74.9341ms 74.6231ms 13.4007 Ops/s 13.6689 Ops/s $\color{#d91a1a}-1.96\%$
test_plain_set_nested 48.3510μs 15.3648μs 65.0839 KOps/s 65.0581 KOps/s $\color{#35bf28}+0.04\%$
test_plain_set_stack_nested 50.7910μs 15.1970μs 65.8025 KOps/s 67.6131 KOps/s $\color{#d91a1a}-2.68\%$
test_plain_set_nested_inplace 43.1110μs 16.8212μs 59.4487 KOps/s 59.8197 KOps/s $\color{#d91a1a}-0.62\%$
test_plain_set_stack_nested_inplace 48.1610μs 16.4369μs 60.8387 KOps/s 60.9017 KOps/s $\color{#d91a1a}-0.10\%$
test_items 43.8610μs 6.0345μs 165.7125 KOps/s 165.5815 KOps/s $\color{#35bf28}+0.08\%$
test_items_nested 0.5342ms 0.4677ms 2.1381 KOps/s 2.1715 KOps/s $\color{#d91a1a}-1.54\%$
test_items_nested_locked 0.5136ms 0.4647ms 2.1520 KOps/s 2.1413 KOps/s $\color{#35bf28}+0.50\%$
test_items_nested_leaf 0.1557ms 97.8397μs 10.2208 KOps/s 10.1368 KOps/s $\color{#35bf28}+0.83\%$
test_items_stack_nested 0.5361ms 0.4547ms 2.1995 KOps/s 2.1475 KOps/s $\color{#35bf28}+2.42\%$
test_items_stack_nested_leaf 0.1489ms 97.4727μs 10.2593 KOps/s 10.1346 KOps/s $\color{#35bf28}+1.23\%$
test_items_stack_nested_locked 0.5570ms 0.4651ms 2.1503 KOps/s 2.1045 KOps/s $\color{#35bf28}+2.18\%$
test_keys 23.3510μs 4.1851μs 238.9450 KOps/s 240.1820 KOps/s $\color{#d91a1a}-0.52\%$
test_keys_nested 0.2008ms 0.1271ms 7.8671 KOps/s 7.6145 KOps/s $\color{#35bf28}+3.32\%$
test_keys_nested_locked 2.2572ms 0.1397ms 7.1576 KOps/s 7.0607 KOps/s $\color{#35bf28}+1.37\%$
test_keys_nested_leaf 0.1719ms 0.1218ms 8.2100 KOps/s 8.2102 KOps/s $-0.00\%$
test_keys_stack_nested 0.1662ms 0.1296ms 7.7178 KOps/s 7.6487 KOps/s $\color{#35bf28}+0.90\%$
test_keys_stack_nested_leaf 0.1682ms 0.1206ms 8.2923 KOps/s 8.2563 KOps/s $\color{#35bf28}+0.44\%$
test_keys_stack_nested_locked 0.1861ms 0.1378ms 7.2551 KOps/s 7.2322 KOps/s $\color{#35bf28}+0.32\%$
test_values 11.0902μs 1.0125μs 987.6233 KOps/s 964.2705 KOps/s $\color{#35bf28}+2.42\%$
test_values_nested 86.2320μs 52.8276μs 18.9295 KOps/s 18.9386 KOps/s $\color{#d91a1a}-0.05\%$
test_values_nested_locked 88.5220μs 55.8531μs 17.9041 KOps/s 17.9846 KOps/s $\color{#d91a1a}-0.45\%$
test_values_nested_leaf 91.0620μs 60.6076μs 16.4996 KOps/s 16.4216 KOps/s $\color{#35bf28}+0.47\%$
test_values_stack_nested 83.7920μs 52.6541μs 18.9919 KOps/s 19.0574 KOps/s $\color{#d91a1a}-0.34\%$
test_values_stack_nested_leaf 92.1320μs 60.1400μs 16.6279 KOps/s 16.6217 KOps/s $\color{#35bf28}+0.04\%$
test_values_stack_nested_locked 86.1120μs 55.2957μs 18.0846 KOps/s 18.0404 KOps/s $\color{#35bf28}+0.25\%$
test_membership 4.2385μs 0.8413μs 1.1886 MOps/s 1.1970 MOps/s $\color{#d91a1a}-0.70\%$
test_membership_nested 34.9600μs 2.9779μs 335.8075 KOps/s 334.7819 KOps/s $\color{#35bf28}+0.31\%$
test_membership_nested_leaf 24.3610μs 2.9483μs 339.1820 KOps/s 335.4789 KOps/s $\color{#35bf28}+1.10\%$
test_membership_stacked_nested 30.5310μs 2.8680μs 348.6788 KOps/s 348.9859 KOps/s $\color{#d91a1a}-0.09\%$
test_membership_stacked_nested_leaf 20.2810μs 2.8709μs 348.3279 KOps/s 344.7407 KOps/s $\color{#35bf28}+1.04\%$
test_membership_nested_last 36.0310μs 4.4185μs 226.3222 KOps/s 227.2387 KOps/s $\color{#d91a1a}-0.40\%$
test_membership_nested_leaf_last 33.2610μs 4.4067μs 226.9272 KOps/s 226.3297 KOps/s $\color{#35bf28}+0.26\%$
test_membership_stacked_nested_last 29.9700μs 4.2523μs 235.1670 KOps/s 233.5263 KOps/s $\color{#35bf28}+0.70\%$
test_membership_stacked_nested_leaf_last 27.5510μs 4.2842μs 233.4173 KOps/s 233.1373 KOps/s $\color{#35bf28}+0.12\%$
test_nested_getleaf 53.2110μs 21.8308μs 45.8068 KOps/s 47.5355 KOps/s $\color{#d91a1a}-3.64\%$
test_nested_get 47.9010μs 20.8223μs 48.0254 KOps/s 48.5300 KOps/s $\color{#d91a1a}-1.04\%$
test_stacked_getleaf 49.9410μs 21.8158μs 45.8384 KOps/s 46.0644 KOps/s $\color{#d91a1a}-0.49\%$
test_stacked_get 47.0810μs 20.6371μs 48.4564 KOps/s 48.5700 KOps/s $\color{#d91a1a}-0.23\%$
test_nested_getitemleaf 44.2500μs 22.4208μs 44.6014 KOps/s 44.4812 KOps/s $\color{#35bf28}+0.27\%$
test_nested_getitem 50.2310μs 21.1845μs 47.2044 KOps/s 46.7078 KOps/s $\color{#35bf28}+1.06\%$
test_stacked_getitemleaf 44.6910μs 22.2960μs 44.8511 KOps/s 45.0939 KOps/s $\color{#d91a1a}-0.54\%$
test_stacked_getitem 47.7410μs 21.0691μs 47.4628 KOps/s 47.7373 KOps/s $\color{#d91a1a}-0.58\%$
test_lock_nested 3.0595ms 0.5099ms 1.9612 KOps/s 1.9668 KOps/s $\color{#d91a1a}-0.28\%$
test_lock_stack_nested 0.5635ms 0.5106ms 1.9584 KOps/s 1.9554 KOps/s $\color{#35bf28}+0.15\%$
test_unlock_nested 0.4781ms 0.4015ms 2.4907 KOps/s 2.4810 KOps/s $\color{#35bf28}+0.39\%$
test_unlock_stack_nested 0.4444ms 0.4035ms 2.4781 KOps/s 2.4615 KOps/s $\color{#35bf28}+0.67\%$
test_flatten_speed 0.1559ms 0.1241ms 8.0600 KOps/s 8.0708 KOps/s $\color{#d91a1a}-0.13\%$
test_unflatten_speed 0.6376ms 0.5599ms 1.7862 KOps/s 1.7302 KOps/s $\color{#35bf28}+3.24\%$
test_common_ops 0.8974ms 0.7297ms 1.3704 KOps/s 1.4311 KOps/s $\color{#d91a1a}-4.24\%$
test_creation 0.1377ms 3.1832μs 314.1533 KOps/s 309.6466 KOps/s $\color{#35bf28}+1.46\%$
test_creation_empty 40.8710μs 7.0452μs 141.9410 KOps/s 140.8397 KOps/s $\color{#35bf28}+0.78\%$
test_creation_nested_1 31.8710μs 11.5023μs 86.9389 KOps/s 86.0272 KOps/s $\color{#35bf28}+1.06\%$
test_creation_nested_2 0.1106ms 13.6090μs 73.4808 KOps/s 72.5815 KOps/s $\color{#35bf28}+1.24\%$
test_creation_many_keys[10] 49.3510μs 21.1131μs 47.3639 KOps/s 46.3780 KOps/s $\color{#35bf28}+2.13\%$
test_creation_many_keys[50] 0.1198ms 91.0762μs 10.9798 KOps/s 10.7928 KOps/s $\color{#35bf28}+1.73\%$
test_creation_many_keys[100] 0.2540ms 0.1776ms 5.6317 KOps/s 5.5507 KOps/s $\color{#35bf28}+1.46\%$
test_creation_nested_many_keys[10] 73.5720μs 45.5106μs 21.9729 KOps/s 21.7047 KOps/s $\color{#35bf28}+1.24\%$
test_creation_nested_many_keys[50] 0.2216ms 0.1842ms 5.4284 KOps/s 5.3405 KOps/s $\color{#35bf28}+1.65\%$
test_clone 50.7310μs 13.7923μs 72.5042 KOps/s 77.9688 KOps/s $\textbf{\color{#d91a1a}-7.01\%}$
test_getitem[int] 1.5143ms 15.8980μs 62.9011 KOps/s 63.0697 KOps/s $\color{#d91a1a}-0.27\%$
test_getitem[slice_int] 0.1517ms 25.0497μs 39.9206 KOps/s 39.3063 KOps/s $\color{#35bf28}+1.56\%$
test_getitem[range] 0.1853ms 66.7420μs 14.9831 KOps/s 16.0664 KOps/s $\textbf{\color{#d91a1a}-6.74\%}$
test_getitem[tuple] 0.1519ms 24.6259μs 40.6076 KOps/s 40.4117 KOps/s $\color{#35bf28}+0.48\%$
test_getitem[list] 0.1996ms 60.0261μs 16.6594 KOps/s 17.2363 KOps/s $\color{#d91a1a}-3.35\%$
test_setitem_dim[int] 58.4010μs 25.7489μs 38.8367 KOps/s 37.6954 KOps/s $\color{#35bf28}+3.03\%$
test_setitem_dim[slice_int] 75.8310μs 42.1179μs 23.7429 KOps/s 22.9211 KOps/s $\color{#35bf28}+3.59\%$
test_setitem_dim[range] 0.1284ms 94.1917μs 10.6167 KOps/s 10.7328 KOps/s $\color{#d91a1a}-1.08\%$
test_setitem_dim[tuple] 59.1710μs 38.9835μs 25.6519 KOps/s 24.7323 KOps/s $\color{#35bf28}+3.72\%$
test_setitem 49.7510μs 18.4458μs 54.2129 KOps/s 56.9748 KOps/s $\color{#d91a1a}-4.85\%$
test_set 49.5110μs 17.4446μs 57.3244 KOps/s 60.1712 KOps/s $\color{#d91a1a}-4.73\%$
test_set_shared 0.4996ms 0.2138ms 4.6764 KOps/s 4.8642 KOps/s $\color{#d91a1a}-3.86\%$
test_update 0.2091ms 22.1314μs 45.1847 KOps/s 46.4115 KOps/s $\color{#d91a1a}-2.64\%$
test_update_nested 65.9610μs 33.7390μs 29.6393 KOps/s 30.2676 KOps/s $\color{#d91a1a}-2.08\%$
test_update__nested 0.4403ms 33.3156μs 30.0160 KOps/s 30.7658 KOps/s $\color{#d91a1a}-2.44\%$
test_set_nested 61.5210μs 19.2303μs 52.0012 KOps/s 54.4621 KOps/s $\color{#d91a1a}-4.52\%$
test_set_nested_new 59.1810μs 23.5937μs 42.3841 KOps/s 43.5840 KOps/s $\color{#d91a1a}-2.75\%$
test_select 82.1420μs 40.0484μs 24.9698 KOps/s 25.6604 KOps/s $\color{#d91a1a}-2.69\%$
test_select_nested 0.1085ms 75.6041μs 13.2268 KOps/s 13.3547 KOps/s $\color{#d91a1a}-0.96\%$
test_exclude_nested 0.1222ms 92.2500μs 10.8401 KOps/s 11.0251 KOps/s $\color{#d91a1a}-1.68\%$
test_empty[True] 0.4679ms 0.4031ms 2.4806 KOps/s 2.4830 KOps/s $\color{#d91a1a}-0.10\%$
test_empty[False] 8.2277μs 1.4005μs 714.0330 KOps/s 738.0325 KOps/s $\color{#d91a1a}-3.25\%$
test_to 0.1165ms 72.7094μs 13.7534 KOps/s 14.1602 KOps/s $\color{#d91a1a}-2.87\%$
test_to_nonblocking 0.1086ms 72.1483μs 13.8603 KOps/s 14.5471 KOps/s $\color{#d91a1a}-4.72\%$
test_unbind_speed 0.3947ms 0.3423ms 2.9216 KOps/s 2.9418 KOps/s $\color{#d91a1a}-0.68\%$
test_unbind_speed_stack0 0.3950ms 0.3347ms 2.9881 KOps/s 2.9807 KOps/s $\color{#35bf28}+0.25\%$
test_unbind_speed_stack1 0.1254s 0.8622ms 1.1598 KOps/s 1.1299 KOps/s $\color{#35bf28}+2.65\%$
test_split 0.1251s 1.4632ms 683.4294 Ops/s 773.6291 Ops/s $\textbf{\color{#d91a1a}-11.66\%}$
test_chunk 1.2932ms 1.2401ms 806.3848 Ops/s 807.7656 Ops/s $\color{#d91a1a}-0.17\%$
test_to_cpu_blocking 20.4716ms 20.3681ms 49.0964 Ops/s 43.8799 Ops/s $\textbf{\color{#35bf28}+11.89\%}$
test_to_cpu_global_sync 0.1371s 13.5613ms 73.7395 Ops/s 84.6546 Ops/s $\textbf{\color{#d91a1a}-12.89\%}$
test_to_cpu_event_sync 13.4333ms 13.1032ms 76.3171 Ops/s 78.2836 Ops/s $\color{#d91a1a}-2.51\%$
test_to_cpu_default 13.4761ms 13.1275ms 76.1759 Ops/s 78.2308 Ops/s $\color{#d91a1a}-2.63\%$
test_consolidate[False-None] 4.3044ms 4.1968ms 238.2781 Ops/s 236.4926 Ops/s $\color{#35bf28}+0.76\%$
test_consolidate[default-None] 3.3326ms 2.3194ms 431.1540 Ops/s 429.0703 Ops/s $\color{#35bf28}+0.49\%$
test_consolidate[reduce-overhead-None] 3.3601ms 2.2424ms 445.9556 Ops/s 443.9066 Ops/s $\color{#35bf28}+0.46\%$
test_consolidate_njt[False-None] 6.0865ms 5.1746ms 193.2511 Ops/s 190.2017 Ops/s $\color{#35bf28}+1.60\%$
test_to[False-False-None] 2.3308ms 2.2400ms 446.4360 Ops/s 448.8812 Ops/s $\color{#d91a1a}-0.54\%$
test_to[True-False-None] 2.1050ms 1.9538ms 511.8251 Ops/s 511.1582 Ops/s $\color{#35bf28}+0.13\%$
test_to[within-False-None] 6.6485ms 6.2790ms 159.2604 Ops/s 159.4722 Ops/s $\color{#d91a1a}-0.13\%$
test_to[True-default-None] 11.1479ms 10.4048ms 96.1092 Ops/s 93.1061 Ops/s $\color{#35bf28}+3.23\%$
test_to_njt[False-False-None] 7.7863ms 7.2330ms 138.2559 Ops/s 139.3963 Ops/s $\color{#d91a1a}-0.82\%$
test_to_njt[True-False-None] 4.1941ms 3.9906ms 250.5891 Ops/s 245.8389 Ops/s $\color{#35bf28}+1.93\%$
test_to_njt[within-False-None] 9.6932ms 9.1856ms 108.8660 Ops/s 108.1775 Ops/s $\color{#35bf28}+0.64\%$
test_creation[device0] 0.5097ms 0.1218ms 8.2109 KOps/s 8.2507 KOps/s $\color{#d91a1a}-0.48\%$
test_creation_from_tensor 0.4118ms 0.1209ms 8.2689 KOps/s 8.2795 KOps/s $\color{#d91a1a}-0.13\%$
test_add_one[memmap_tensor0] 0.3722ms 6.4701μs 154.5569 KOps/s 161.3400 KOps/s $\color{#d91a1a}-4.20\%$
test_contiguous[memmap_tensor0] 18.8600μs 0.6960μs 1.4367 MOps/s 2.1264 MOps/s $\textbf{\color{#d91a1a}-32.44\%}$
test_stack[memmap_tensor0] 86.6810μs 4.3999μs 227.2773 KOps/s 233.3504 KOps/s $\color{#d91a1a}-2.60\%$
test_memmaptd_index 1.3560ms 0.2857ms 3.5003 KOps/s 3.6000 KOps/s $\color{#d91a1a}-2.77\%$
test_memmaptd_index_astensor 0.5573ms 0.3937ms 2.5399 KOps/s 2.6264 KOps/s $\color{#d91a1a}-3.29\%$
test_memmaptd_index_op 1.1078ms 0.6517ms 1.5344 KOps/s 1.5907 KOps/s $\color{#d91a1a}-3.54\%$
test_serialize_model 0.1435s 0.1419s 7.0465 Ops/s 7.1187 Ops/s $\color{#d91a1a}-1.01\%$
test_serialize_model_archive 1.3503s 1.2444s 0.8036 Ops/s 0.8024 Ops/s $\color{#35bf28}+0.16\%$
test_load_archive 18.2813ms 18.0766ms 55.3202 Ops/s 55.1568 Ops/s $\color{#35bf28}+0.30\%$
test_serialize_model_zarr 2.5181s 2.5062s 0.3990 Ops/s 0.3985 Ops/s $\color{#35bf28}+0.14\%$
test_load_zarr 0.5812s 0.4313s 2.3187 Ops/s 2.5759 Ops/s $\textbf{\color{#d91a1a}-9.98\%}$
test_serialize_model_pickle 1.7489s 1.2777s 0.7827 Ops/s 0.6949 Ops/s $\textbf{\color{#35bf28}+12.63\%}$
test_serialize_weights 0.1411s 0.1399s 7.1454 Ops/s 5.7493 Ops/s $\textbf{\color{#35bf28}+24.28\%}$
test_serialize_weights_returnearly 64.5201ms 51.6587ms 19.3578 Ops/s 19.1122 Ops/s $\color{#35bf28}+1.29\%$
test_serialize_weights_pickle 1.3973s 1.2220s 0.8183 Ops/s 0.8251 Ops/s $\color{#d91a1a}-0.82\%$
test_consolidate[few_large-0] 67.3227ms 7.5299ms 132.8041 Ops/s 122.9459 Ops/s $\textbf{\color{#35bf28}+8.02\%}$
test_consolidate[few_large-8] 40.2890ms 7.2291ms 138.3300 Ops/s 148.2087 Ops/s $\textbf{\color{#d91a1a}-6.67\%}$
test_consolidate[many_small-0] 0.1275s 0.1224s 8.1691 Ops/s 8.1157 Ops/s $\color{#35bf28}+0.66\%$
test_consolidate[many_small-8] 44.7528ms 41.1001ms 24.3309 Ops/s 19.9128 Ops/s $\textbf{\color{#35bf28}+22.19\%}$
test_consolidate_to_file[few_large-0] 0.1310s 21.8808ms 45.7022 Ops/s 45.0442 Ops/s $\color{#35bf28}+1.46\%$
test_consolidate_to_file[few_large-8] 0.1535s 32.8533ms 30.4383 Ops/s 40.4242 Ops/s $\textbf{\color{#d91a1a}-24.70\%}$
test_consolidate_to_file[many_small-0] 0.5913s 0.4863s 2.0563 Ops/s 5.3557 Ops/s $\textbf{\color{#d91a1a}-61.60\%}$
test_consolidate_to_file[many_small-8] 0.6745s 0.6417s 1.5583 Ops/s 3.8936 Ops/s $\textbf{\color{#d91a1a}-59.98\%}$
test_reshape_pytree 0.1892ms 32.5550μs 30.7172 KOps/s 30.7034 KOps/s $\color{#35bf28}+0.05\%$
test_reshape_td 0.1038ms 45.7208μs 21.8719 KOps/s 22.2669 KOps/s $\color{#d91a1a}-1.77\%$
test_view_pytree 0.2314ms 32.3035μs 30.9564 KOps/s 31.9222 KOps/s $\color{#d91a1a}-3.03\%$
test_view_td 0.1077ms 54.4767μs 18.3565 KOps/s 18.5308 KOps/s $\color{#d91a1a}-0.94\%$
test_unbind_pytree 0.2312ms 36.6726μs 27.2683 KOps/s 27.9904 KOps/s $\color{#d91a1a}-2.58\%$
test_unbind_td 0.1490ms 49.5713μs 20.1729 KOps/s 19.8232 KOps/s $\color{#35bf28}+1.76\%$
test_split_pytree 0.2460ms 41.3547μs 24.1811 KOps/s 24.4814 KOps/s $\color{#d91a1a}-1.23\%$
test_split_td 0.1190ms 71.8665μs 13.9147 KOps/s 13.5919 KOps/s $\color{#35bf28}+2.38\%$
test_add_pytree 0.2286ms 40.2985μs 24.8148 KOps/s 24.9422 KOps/s $\color{#d91a1a}-0.51\%$
test_add_td 0.1022ms 54.3445μs 18.4011 KOps/s 17.3709 KOps/s $\textbf{\color{#35bf28}+5.93\%}$
test_compile_add_one_nested[tensordict-compile] 0.3973ms 0.2857ms 3.4998 KOps/s 3.6807 KOps/s $\color{#d91a1a}-4.92\%$
test_compile_add_one_nested[tensordict-eager] 0.2921ms 0.2046ms 4.8879 KOps/s 4.9370 KOps/s $\color{#d91a1a}-0.99\%$
test_compile_add_one_nested[pytree-compile] 0.3538ms 0.1587ms 6.3002 KOps/s 6.0552 KOps/s $\color{#35bf28}+4.05\%$
test_compile_add_one_nested[pytree-eager] 0.5215ms 0.1882ms 5.3137 KOps/s 5.4378 KOps/s $\color{#d91a1a}-2.28\%$
test_compile_copy_nested[tensordict-compile] 0.1219ms 30.0336μs 33.2961 KOps/s 46.5579 KOps/s $\textbf{\color{#d91a1a}-28.48\%}$
test_compile_copy_nested[tensordict-eager] 87.3020μs 53.0617μs 18.8460 KOps/s 18.3166 KOps/s $\color{#35bf28}+2.89\%$
test_compile_copy_nested[pytree-compile] 0.2103ms 18.7553μs 53.3184 KOps/s 52.6776 KOps/s $\color{#35bf28}+1.22\%$
test_compile_copy_nested[pytree-eager] 0.3439ms 65.9662μs 15.1593 KOps/s 15.0285 KOps/s $\color{#35bf28}+0.87\%$
test_compile_add_one_flat[tensordict-compile] 0.3976ms 0.3185ms 3.1397 KOps/s 3.0481 KOps/s $\color{#35bf28}+3.00\%$
test_compile_add_one_flat[tensordict-eager] 0.3768ms 0.2921ms 3.4233 KOps/s 3.4249 KOps/s $\color{#d91a1a}-0.05\%$
test_compile_add_one_flat[tensorclass-compile] 0.3703ms 0.2175ms 4.5973 KOps/s 4.3607 KOps/s $\textbf{\color{#35bf28}+5.43\%}$
test_compile_add_one_flat[tensorclass-eager] 0.1388ms 79.9355μs 12.5101 KOps/s 12.7361 KOps/s $\color{#d91a1a}-1.77\%$
test_compile_add_one_flat[pytree-compile] 0.5247ms 0.2466ms 4.0558 KOps/s 4.0242 KOps/s $\color{#35bf28}+0.78\%$
test_compile_add_one_flat[pytree-eager] 0.8817ms 0.5456ms 1.8330 KOps/s 1.8781 KOps/s $\color{#d91a1a}-2.41\%$
test_compile_add_self_flat[tensordict-eager] 0.5052ms 0.3423ms 2.9216 KOps/s 2.9580 KOps/s $\color{#d91a1a}-1.23\%$
test_compile_add_self_flat[tensordict-compile] 0.7953ms 0.3117ms 3.2083 KOps/s 3.0494 KOps/s $\textbf{\color{#35bf28}+5.21\%}$
test_compile_add_self_flat[tensorclass-eager] 0.1399ms 96.4743μs 10.3655 KOps/s 10.5169 KOps/s $\color{#d91a1a}-1.44\%$
test_compile_add_self_flat[tensorclass-compile] 0.3640ms 0.2124ms 4.7090 KOps/s 4.4868 KOps/s $\color{#35bf28}+4.95\%$
test_compile_add_self_flat[pytree-eager] 0.7164ms 0.4488ms 2.2283 KOps/s 2.2251 KOps/s $\color{#35bf28}+0.14\%$
test_compile_add_self_flat[pytree-compile] 0.5060ms 0.2444ms 4.0912 KOps/s 4.0053 KOps/s $\color{#35bf28}+2.14\%$
test_compile_copy_flat[tensordict-compile] 78.6610μs 25.4848μs 39.2391 KOps/s 40.2353 KOps/s $\color{#d91a1a}-2.48\%$
test_compile_copy_flat[tensordict-eager] 0.1060ms 41.7736μs 23.9385 KOps/s 24.4971 KOps/s $\color{#d91a1a}-2.28\%$
test_compile_copy_flat[pytree-compile] 0.1038ms 24.7418μs 40.4174 KOps/s 38.7628 KOps/s $\color{#35bf28}+4.27\%$
test_compile_copy_flat[pytree-eager] 0.3416ms 52.6607μs 18.9895 KOps/s 19.1848 KOps/s $\color{#d91a1a}-1.02\%$
test_compile_assign_and_add[tensordict-compile] 2.1495ms 0.2591ms 3.8591 KOps/s 3.7267 KOps/s $\color{#35bf28}+3.55\%$
test_compile_assign_and_add[tensordict-eager] 3.7514ms 3.3602ms 297.5976 Ops/s 296.0878 Ops/s $\color{#35bf28}+0.51\%$
test_compile_assign_and_add[pytree-compile] 2.0068ms 0.1938ms 5.1610 KOps/s 5.0238 KOps/s $\color{#35bf28}+2.73\%$
test_compile_assign_and_add[pytree-eager] 3.0578ms 2.8173ms 354.9446 Ops/s 349.2937 Ops/s $\color{#35bf28}+1.62\%$
test_compile_indexing[tensor-tensordict-compile] 0.3424ms 0.1569ms 6.3738 KOps/s 6.1819 KOps/s $\color{#35bf28}+3.10\%$
test_compile_indexing[tensor-tensordict-eager] 0.3795ms 74.2873μs 13.4613 KOps/s 13.3264 KOps/s $\color{#35bf28}+1.01\%$
test_compile_indexing[tensor-tensorclass-compile] 0.2991ms 0.1339ms 7.4660 KOps/s 7.4048 KOps/s $\color{#35bf28}+0.83\%$
test_compile_indexing[tensor-tensorclass-eager] 0.3471ms 44.4813μs 22.4814 KOps/s 22.0852 KOps/s $\color{#35bf28}+1.79\%$
test_compile_indexing[tensor-pytree-compile] 0.1823ms 0.1353ms 7.3896 KOps/s 7.2768 KOps/s $\color{#35bf28}+1.55\%$
test_compile_indexing[tensor-pytree-eager] 0.2976ms 44.5592μs 22.4420 KOps/s 21.9651 KOps/s $\color{#35bf28}+2.17\%$
test_compile_indexing[slice-tensordict-compile] 0.1748ms 90.1019μs 11.0985 KOps/s 10.7881 KOps/s $\color{#35bf28}+2.88\%$
test_compile_indexing[slice-tensordict-eager] 0.2240ms 28.0030μs 35.7104 KOps/s 35.5841 KOps/s $\color{#35bf28}+0.35\%$
test_compile_indexing[slice-tensorclass-compile] 0.1964ms 70.0038μs 14.2849 KOps/s 13.9905 KOps/s $\color{#35bf28}+2.10\%$
test_compile_indexing[slice-tensorclass-eager] 0.2699ms 22.0185μs 45.4164 KOps/s 44.9484 KOps/s $\color{#35bf28}+1.04\%$
test_compile_indexing[slice-pytree-compile] 0.1196ms 71.7148μs 13.9441 KOps/s 13.6397 KOps/s $\color{#35bf28}+2.23\%$
test_compile_indexing[slice-pytree-eager] 0.2637ms 22.0759μs 45.2983 KOps/s 45.3017 KOps/s $-0.01\%$
test_compile_indexing[int-tensordict-compile] 0.1345ms 91.5984μs 10.9172 KOps/s 10.6304 KOps/s $\color{#35bf28}+2.70\%$
test_compile_indexing[int-tensordict-eager] 0.2451ms 27.5698μs 36.2716 KOps/s 35.8649 KOps/s $\color{#35bf28}+1.13\%$
test_compile_indexing[int-tensorclass-compile] 0.1128ms 71.4940μs 13.9872 KOps/s 13.8371 KOps/s $\color{#35bf28}+1.08\%$
test_compile_indexing[int-tensorclass-eager] 0.2519ms 22.1272μs 45.1933 KOps/s 44.9679 KOps/s $\color{#35bf28}+0.50\%$
test_compile_indexing[int-pytree-compile] 0.1185ms 71.1566μs 14.0535 KOps/s 13.7305 KOps/s $\color{#35bf28}+2.35\%$
test_compile_indexing[int-pytree-eager] 0.2459ms 21.9905μs 45.4742 KOps/s 45.1380 KOps/s $\color{#35bf28}+0.74\%$
test_compile_replace[single-eager] 99.8120μs 46.6874μs 21.4191 KOps/s 21.5948 KOps/s $\color{#d91a1a}-0.81\%$
test_compile_replace[single-compile] 0.1983ms 0.1460ms 6.8514 KOps/s 6.7383 KOps/s $\color{#35bf28}+1.68\%$
test_compile_replace[multi-eager] 0.7711ms 0.5630ms 1.7763 KOps/s 1.7804 KOps/s $\color{#d91a1a}-0.23\%$
test_compile_replace[multi-compile] 0.3724ms 0.1653ms 6.0507 KOps/s 6.0758 KOps/s $\color{#d91a1a}-0.41\%$
test_compile_tc_getattr_20[eager] 0.2547ms 0.1811ms 5.5214 KOps/s 5.7074 KOps/s $\color{#d91a1a}-3.26\%$
test_compile_tc_getattr_20[compile] 0.4096ms 0.1767ms 5.6582 KOps/s 5.4447 KOps/s $\color{#35bf28}+3.92\%$
test_compile_clone_shallow[20-eager] 0.1036ms 19.4594μs 51.3891 KOps/s 51.7418 KOps/s $\color{#d91a1a}-0.68\%$
test_compile_clone_shallow[20-compile] 78.7120μs 22.8976μs 43.6726 KOps/s 42.3301 KOps/s $\color{#35bf28}+3.17\%$
test_compile_clone_shallow[40-eager] 76.9020μs 34.2575μs 29.1907 KOps/s 29.5875 KOps/s $\color{#d91a1a}-1.34\%$
test_compile_clone_shallow[40-compile] 81.0110μs 25.4223μs 39.3356 KOps/s 40.4830 KOps/s $\color{#d91a1a}-2.83\%$
test_compile_clone_shallow[80-eager] 93.0120μs 63.7298μs 15.6912 KOps/s 15.7577 KOps/s $\color{#d91a1a}-0.42\%$
test_compile_clone_shallow[80-compile] 85.3620μs 28.0669μs 35.6292 KOps/s 34.1477 KOps/s $\color{#35bf28}+4.34\%$
test_compile_update_inplace[eager] 0.2213ms 62.5819μs 15.9791 KOps/s 15.9581 KOps/s $\color{#35bf28}+0.13\%$
test_compile_update_inplace[compile] 0.2014ms 0.1234ms 8.1041 KOps/s 7.9590 KOps/s $\color{#35bf28}+1.82\%$
test_mod_add[eager] 0.2794ms 0.2256ms 4.4322 KOps/s 4.4442 KOps/s $\color{#d91a1a}-0.27\%$
test_mod_add[compile] 0.3978ms 0.1215ms 8.2303 KOps/s 8.1943 KOps/s $\color{#35bf28}+0.44\%$
test_mod_add[compile-overhead] 0.2821ms 0.1985ms 5.0371 KOps/s 5.0340 KOps/s $\color{#35bf28}+0.06\%$
test_mod_wrap[eager] 0.5547ms 0.4659ms 2.1463 KOps/s 2.0492 KOps/s $\color{#35bf28}+4.74\%$
test_mod_wrap[compile] 0.4839ms 0.3591ms 2.7847 KOps/s 2.7794 KOps/s $\color{#35bf28}+0.19\%$
test_mod_wrap[compile-overhead] 7.3287ms 4.0214ms 248.6683 Ops/s 250.0400 Ops/s $\color{#d91a1a}-0.55\%$
test_mod_wrap_and_backward[eager] 1.8495ms 1.7011ms 587.8705 Ops/s 593.8870 Ops/s $\color{#d91a1a}-1.01\%$
test_mod_wrap_and_backward[compile] 1.9093ms 1.4243ms 702.0826 Ops/s 736.5528 Ops/s $\color{#d91a1a}-4.68\%$
test_mod_wrap_and_backward[compile-overhead] 1.8179ms 1.0806ms 925.3850 Ops/s 1.0289 KOps/s $\textbf{\color{#d91a1a}-10.06\%}$
test_seq_add[eager] 0.5730ms 0.5129ms 1.9498 KOps/s 1.9694 KOps/s $\color{#d91a1a}-1.00\%$
test_seq_add[compile] 0.2548ms 0.1383ms 7.2319 KOps/s 7.0164 KOps/s $\color{#35bf28}+3.07\%$
test_seq_add[compile-overhead] 0.3396ms 0.2134ms 4.6866 KOps/s 4.5631 KOps/s $\color{#35bf28}+2.71\%$
test_seq_wrap[eager] 1.5200ms 1.4126ms 707.9320 Ops/s 693.9608 Ops/s $\color{#35bf28}+2.01\%$
test_seq_wrap[compile] 0.5124ms 0.3757ms 2.6620 KOps/s 2.6541 KOps/s $\color{#35bf28}+0.30\%$
test_seq_wrap[compile-overhead] 0.4593ms 0.3288ms 3.0412 KOps/s 2.9960 KOps/s $\color{#35bf28}+1.51\%$
test_func_call_runtime[False-eager] 0.9457ms 0.8155ms 1.2262 KOps/s 1.1806 KOps/s $\color{#35bf28}+3.86\%$
test_func_call_runtime[False-compile] 0.8320ms 0.7548ms 1.3249 KOps/s 1.2995 KOps/s $\color{#35bf28}+1.95\%$
test_func_call_runtime[False-compile-overhead] 0.6868ms 0.5167ms 1.9354 KOps/s 1.9320 KOps/s $\color{#35bf28}+0.18\%$
test_func_call_runtime[True-eager] 1.4679ms 1.3247ms 754.8604 Ops/s 767.7626 Ops/s $\color{#d91a1a}-1.68\%$
test_func_call_runtime[True-compile] 0.9095ms 0.7713ms 1.2965 KOps/s 1.2927 KOps/s $\color{#35bf28}+0.29\%$
test_func_call_runtime[True-compile-overhead] 0.7306ms 0.5329ms 1.8766 KOps/s 1.8563 KOps/s $\color{#35bf28}+1.10\%$
test_func_call_cm_runtime[False-eager] 0.9779ms 0.8392ms 1.1916 KOps/s 1.2252 KOps/s $\color{#d91a1a}-2.75\%$
test_func_call_cm_runtime[False-compile] 0.9073ms 0.7716ms 1.2959 KOps/s 1.2993 KOps/s $\color{#d91a1a}-0.26\%$
test_func_call_cm_runtime[False-compile-overhead] 0.6095ms 0.5019ms 1.9925 KOps/s 2.0118 KOps/s $\color{#d91a1a}-0.96\%$
test_func_call_cm_runtime[True-eager] 1.5725ms 1.4633ms 683.3809 Ops/s 686.3693 Ops/s $\color{#d91a1a}-0.44\%$
test_func_call_cm_runtime[True-compile] 0.9681ms 0.8564ms 1.1677 KOps/s 1.1645 KOps/s $\color{#35bf28}+0.28\%$
test_func_call_cm_runtime[True-compile-overhead] 1.1072ms 0.8808ms 1.1353 KOps/s 1.1257 KOps/s $\color{#35bf28}+0.86\%$
test_vmap_func_call_cm_runtime[eager] 3.2459ms 2.7102ms 368.9754 Ops/s 372.1849 Ops/s $\color{#d91a1a}-0.86\%$
test_vmap_func_call_cm_runtime[compile] 4.3583ms 3.7802ms 264.5345 Ops/s 264.2687 Ops/s $\color{#35bf28}+0.10\%$
test_vmap_func_call_cm_runtime[compile-overhead] 4.3584ms 3.7791ms 264.6128 Ops/s 263.9856 Ops/s $\color{#35bf28}+0.24\%$
test_distributed 1.5465ms 0.1574ms 6.3513 KOps/s 6.4494 KOps/s $\color{#d91a1a}-1.52\%$
test_tdmodule 0.3291ms 0.1929ms 5.1830 KOps/s 5.1552 KOps/s $\color{#35bf28}+0.54\%$
test_tdmodule_dispatch 0.4653ms 0.3759ms 2.6603 KOps/s 2.6613 KOps/s $\color{#d91a1a}-0.04\%$
test_tdseq 48.0310μs 26.5327μs 37.6893 KOps/s 37.8272 KOps/s $\color{#d91a1a}-0.36\%$
test_tdseq_dispatch 0.2588ms 0.2177ms 4.5931 KOps/s 4.5972 KOps/s $\color{#d91a1a}-0.09\%$
test_instantiation_functorch 2.9963ms 2.7235ms 367.1685 Ops/s 367.2084 Ops/s $\color{#d91a1a}-0.01\%$
test_exec_functorch 0.2705ms 0.1978ms 5.0557 KOps/s 5.0943 KOps/s $\color{#d91a1a}-0.76\%$
test_exec_functional_call 0.2148ms 0.1556ms 6.4286 KOps/s 6.5230 KOps/s $\color{#d91a1a}-1.45\%$
test_exec_td_decorator 0.6590ms 0.3724ms 2.6851 KOps/s 2.7331 KOps/s $\color{#d91a1a}-1.76\%$
test_vmap_mlp_speed_decorator[True-True] 1.4269ms 1.2071ms 828.4006 Ops/s 838.4449 Ops/s $\color{#d91a1a}-1.20\%$
test_vmap_mlp_speed_decorator[True-False] 1.4172ms 1.1965ms 835.7763 Ops/s 837.8775 Ops/s $\color{#d91a1a}-0.25\%$
test_vmap_mlp_speed_decorator[False-True] 1.0941ms 0.9046ms 1.1055 KOps/s 1.1096 KOps/s $\color{#d91a1a}-0.37\%$
test_vmap_mlp_speed_decorator[False-False] 1.1283ms 0.9028ms 1.1077 KOps/s 1.1157 KOps/s $\color{#d91a1a}-0.72\%$
test_vmap_transformer_speed_decorator[True-True] 29.3410ms 27.0764ms 36.9325 Ops/s 36.1194 Ops/s $\color{#35bf28}+2.25\%$
test_vmap_transformer_speed_decorator[True-False] 27.0576ms 26.8675ms 37.2196 Ops/s 36.1999 Ops/s $\color{#35bf28}+2.82\%$
test_vmap_transformer_speed_decorator[False-True] 27.1671ms 26.5747ms 37.6298 Ops/s 36.5341 Ops/s $\color{#35bf28}+3.00\%$
test_vmap_transformer_speed_decorator[False-False] 26.7053ms 26.4674ms 37.7824 Ops/s 37.7001 Ops/s $\color{#35bf28}+0.22\%$
test_to_module_speed[True] 3.5973ms 3.4674ms 288.4035 Ops/s 288.8702 Ops/s $\color{#d91a1a}-0.16\%$
test_to_module_speed[False] 3.5484ms 3.4449ms 290.2825 Ops/s 293.8321 Ops/s $\color{#d91a1a}-1.21\%$
test_to_module_plain_tensor_speed[None] 3.6101ms 3.4719ms 288.0236 Ops/s 291.2886 Ops/s $\color{#d91a1a}-1.12\%$
test_to_module_plain_tensor_speed[False] 1.7285ms 1.5721ms 636.0948 Ops/s 634.7901 Ops/s $\color{#35bf28}+0.21\%$
test_to_module_plain_tensor_speed[True] 3.5411ms 3.4615ms 288.8950 Ops/s 291.8376 Ops/s $\color{#d91a1a}-1.01\%$
test_tc_init 85.3620μs 45.0498μs 22.1977 KOps/s 21.6863 KOps/s $\color{#35bf28}+2.36\%$
test_tc_init_tensor_only 35.9600μs 9.5157μs 105.0899 KOps/s 99.3660 KOps/s $\textbf{\color{#35bf28}+5.76\%}$
test_tc_init_nested 0.1366ms 87.7848μs 11.3915 KOps/s 11.0859 KOps/s $\color{#35bf28}+2.76\%$
test_tc_init_many_fields 54.2720μs 17.4971μs 57.1525 KOps/s 57.0920 KOps/s $\color{#35bf28}+0.11\%$
test_tc_first_layer_tensor 29.8510μs 1.8154μs 550.8537 KOps/s 550.8376 KOps/s $+0.00\%$
test_tc_first_layer_tensor_only 4.0601μs 0.4141μs 2.4151 MOps/s 2.4992 MOps/s $\color{#d91a1a}-3.36\%$
test_tc_first_layer_tensor_set 43.5310μs 4.2245μs 236.7171 KOps/s 236.8795 KOps/s $\color{#d91a1a}-0.07\%$
test_tc_first_layer_tensor_only_set 31.1700μs 3.8317μs 260.9825 KOps/s 271.0377 KOps/s $\color{#d91a1a}-3.71\%$
test_tc_first_layer_nontensor 29.7900μs 6.1346μs 163.0086 KOps/s 157.8623 KOps/s $\color{#35bf28}+3.26\%$
test_tc_second_layer_tensor 32.7410μs 4.3805μs 228.2821 KOps/s 229.8439 KOps/s $\color{#d91a1a}-0.68\%$
test_tc_second_layer_nontensor 50.4510μs 8.5671μs 116.7251 KOps/s 112.6484 KOps/s $\color{#35bf28}+3.62\%$
test_unbind 0.2997s 14.7475ms 67.8080 Ops/s 64.0954 Ops/s $\textbf{\color{#35bf28}+5.79\%}$
test_full_like 4.8545ms 4.6791ms 213.7142 Ops/s 213.6690 Ops/s $\color{#35bf28}+0.02\%$
test_zeros_like 4.7442ms 4.5997ms 217.4078 Ops/s 215.5121 Ops/s $\color{#35bf28}+0.88\%$
test_ones_like 4.7907ms 4.5841ms 218.1435 Ops/s 215.1748 Ops/s $\color{#35bf28}+1.38\%$
test_clone 6.9875ms 6.8418ms 146.1593 Ops/s 146.8749 Ops/s $\color{#d91a1a}-0.49\%$
test_squeeze 0.1725ms 14.3138μs 69.8627 KOps/s 68.4799 KOps/s $\color{#35bf28}+2.02\%$
test_unsqueeze 0.1922ms 0.1123ms 8.9017 KOps/s 8.9452 KOps/s $\color{#d91a1a}-0.49\%$
test_split 0.4159ms 0.1900ms 5.2641 KOps/s 5.2496 KOps/s $\color{#35bf28}+0.28\%$
test_permute 0.2634ms 0.2006ms 4.9851 KOps/s 5.1499 KOps/s $\color{#d91a1a}-3.20\%$
test_stack 52.3750ms 52.1260ms 19.1843 Ops/s 52.0912 Ops/s $\textbf{\color{#d91a1a}-63.17\%}$
test_cat 54.9039ms 53.2299ms 18.7865 Ops/s 52.1937 Ops/s $\textbf{\color{#d91a1a}-64.01\%}$
test_sequential_tensordict 0.9997ms 0.8893ms 1.1245 KOps/s 1.1165 KOps/s $\color{#35bf28}+0.72\%$
test_sequential_graph_module 0.5231ms 0.4370ms 2.2883 KOps/s 2.2841 KOps/s $\color{#35bf28}+0.18\%$
test_nested_tensordict 1.3971ms 1.3195ms 757.8344 Ops/s 751.8426 Ops/s $\color{#35bf28}+0.80\%$
test_nested_graph_module 0.6565ms 0.5998ms 1.6673 KOps/s 1.6673 KOps/s $+0.00\%$

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

Total Benchmarks: 356. Improved: $\large\color{#35bf28}10$. Worsened: $\large\color{#d91a1a}16$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_collector_preallocated_write[stack_out-cpu-32-2] 0.2165ms 0.1660ms 6.0239 KOps/s 5.8778 KOps/s $\color{#35bf28}+2.49\%$
test_collector_preallocated_write[stack_out-cpu-32-8] 0.3868ms 0.2968ms 3.3691 KOps/s 3.3587 KOps/s $\color{#35bf28}+0.31\%$
test_collector_preallocated_write[stack_out-cpu-32-32] 0.8368ms 0.7796ms 1.2827 KOps/s 1.2694 KOps/s $\color{#35bf28}+1.05\%$
test_collector_preallocated_write[stack_out-cpu-4096-2] 0.4020ms 0.3422ms 2.9224 KOps/s 2.9890 KOps/s $\color{#d91a1a}-2.23\%$
test_collector_preallocated_write[stack_out-cpu-4096-8] 1.3698ms 1.1521ms 867.9483 Ops/s 906.1496 Ops/s $\color{#d91a1a}-4.22\%$
test_collector_preallocated_write[stack_out-cpu-4096-32] 7.7325ms 7.4902ms 133.5072 Ops/s 134.0971 Ops/s $\color{#d91a1a}-0.44\%$
test_collector_preallocated_write[stack_out-cuda-32-2] 0.2857ms 0.2506ms 3.9906 KOps/s 3.9153 KOps/s $\color{#35bf28}+1.92\%$
test_collector_preallocated_write[stack_out-cuda-32-8] 0.5065ms 0.3752ms 2.6650 KOps/s 2.6185 KOps/s $\color{#35bf28}+1.77\%$
test_collector_preallocated_write[stack_out-cuda-32-32] 0.9607ms 0.8341ms 1.1989 KOps/s 1.1897 KOps/s $\color{#35bf28}+0.77\%$
test_collector_preallocated_write[stack_out-cuda-4096-2] 0.3238ms 0.2521ms 3.9667 KOps/s 3.8066 KOps/s $\color{#35bf28}+4.21\%$
test_collector_preallocated_write[stack_out-cuda-4096-8] 0.4891ms 0.3760ms 2.6593 KOps/s 2.6303 KOps/s $\color{#35bf28}+1.10\%$
test_collector_preallocated_write[stack_out-cuda-4096-32] 0.9717ms 0.8892ms 1.1246 KOps/s 1.1191 KOps/s $\color{#35bf28}+0.49\%$
test_collector_preallocated_write[set_at_loop-cpu-32-2] 0.2901ms 0.2140ms 4.6738 KOps/s 4.6284 KOps/s $\color{#35bf28}+0.98\%$
test_collector_preallocated_write[set_at_loop-cpu-32-8] 0.8980ms 0.8149ms 1.2271 KOps/s 1.2114 KOps/s $\color{#35bf28}+1.29\%$
test_collector_preallocated_write[set_at_loop-cpu-32-32] 3.3543ms 3.2414ms 308.5119 Ops/s 305.8670 Ops/s $\color{#35bf28}+0.86\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-2] 0.4970ms 0.3622ms 2.7609 KOps/s 2.6241 KOps/s $\textbf{\color{#35bf28}+5.21\%}$
test_collector_preallocated_write[set_at_loop-cpu-4096-8] 8.7562ms 1.7706ms 564.7774 Ops/s 576.1057 Ops/s $\color{#d91a1a}-1.97\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-32] 14.7334ms 10.5487ms 94.7983 Ops/s 94.2608 Ops/s $\color{#35bf28}+0.57\%$
test_collector_preallocated_write[set_at_loop-cuda-32-2] 0.4842ms 0.4152ms 2.4082 KOps/s 2.4588 KOps/s $\color{#d91a1a}-2.06\%$
test_collector_preallocated_write[set_at_loop-cuda-32-8] 1.6461ms 1.5348ms 651.5506 Ops/s 668.7929 Ops/s $\color{#d91a1a}-2.58\%$
test_collector_preallocated_write[set_at_loop-cuda-32-32] 6.5257ms 5.9908ms 166.9228 Ops/s 171.8103 Ops/s $\color{#d91a1a}-2.84\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-2] 0.5257ms 0.3938ms 2.5396 KOps/s 2.4809 KOps/s $\color{#35bf28}+2.37\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-8] 1.5604ms 1.4668ms 681.7748 Ops/s 666.2164 Ops/s $\color{#35bf28}+2.34\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-32] 5.8865ms 5.7312ms 174.4824 Ops/s 170.0562 Ops/s $\color{#35bf28}+2.60\%$
test_collector_preallocated_write[copy_at-cpu-32-2] 0.2369ms 0.1705ms 5.8647 KOps/s 5.7112 KOps/s $\color{#35bf28}+2.69\%$
test_collector_preallocated_write[copy_at-cpu-32-8] 0.7307ms 0.6634ms 1.5073 KOps/s 1.4797 KOps/s $\color{#35bf28}+1.87\%$
test_collector_preallocated_write[copy_at-cpu-32-32] 2.7890ms 2.6591ms 376.0695 Ops/s 375.7686 Ops/s $\color{#35bf28}+0.08\%$
test_collector_preallocated_write[copy_at-cpu-4096-2] 0.4567ms 0.3362ms 2.9744 KOps/s 2.9793 KOps/s $\color{#d91a1a}-0.17\%$
test_collector_preallocated_write[copy_at-cpu-4096-8] 1.7487ms 1.4957ms 668.5622 Ops/s 658.0608 Ops/s $\color{#35bf28}+1.60\%$
test_collector_preallocated_write[copy_at-cpu-4096-32] 10.0306ms 9.6855ms 103.2471 Ops/s 102.9029 Ops/s $\color{#35bf28}+0.33\%$
test_collector_preallocated_write[copy_at-cuda-32-2] 0.4701ms 0.3295ms 3.0351 KOps/s 3.0636 KOps/s $\color{#d91a1a}-0.93\%$
test_collector_preallocated_write[copy_at-cuda-32-8] 1.3926ms 1.2244ms 816.6959 Ops/s 828.0229 Ops/s $\color{#d91a1a}-1.37\%$
test_collector_preallocated_write[copy_at-cuda-32-32] 5.1321ms 4.8032ms 208.1928 Ops/s 212.0782 Ops/s $\color{#d91a1a}-1.83\%$
test_collector_preallocated_write[copy_at-cuda-4096-2] 0.4031ms 0.3306ms 3.0252 KOps/s 3.0730 KOps/s $\color{#d91a1a}-1.55\%$
test_collector_preallocated_write[copy_at-cuda-4096-8] 1.4324ms 1.2251ms 816.2741 Ops/s 820.9562 Ops/s $\color{#d91a1a}-0.57\%$
test_collector_preallocated_write[copy_at-cuda-4096-32] 5.1559ms 4.8082ms 207.9798 Ops/s 210.2705 Ops/s $\color{#d91a1a}-1.09\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-2] 0.2030ms 0.1210ms 8.2626 KOps/s 8.1760 KOps/s $\color{#35bf28}+1.06\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-8] 0.5577ms 0.4756ms 2.1028 KOps/s 2.0936 KOps/s $\color{#35bf28}+0.44\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-32] 2.0091ms 1.8973ms 527.0701 Ops/s 525.8390 Ops/s $\color{#35bf28}+0.23\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-2] 0.3471ms 0.2535ms 3.9453 KOps/s 3.9735 KOps/s $\color{#d91a1a}-0.71\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-8] 1.4237ms 1.2510ms 799.3919 Ops/s 793.1000 Ops/s $\color{#35bf28}+0.79\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-32] 8.9256ms 8.7019ms 114.9173 Ops/s 113.1286 Ops/s $\color{#35bf28}+1.58\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-2] 0.3577ms 0.2831ms 3.5325 KOps/s 3.6000 KOps/s $\color{#d91a1a}-1.88\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-8] 1.1799ms 1.0488ms 953.5100 Ops/s 967.6939 Ops/s $\color{#d91a1a}-1.47\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-32] 4.2921ms 4.0937ms 244.2772 Ops/s 248.8020 Ops/s $\color{#d91a1a}-1.82\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-2] 0.3513ms 0.2811ms 3.5574 KOps/s 3.6031 KOps/s $\color{#d91a1a}-1.27\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-8] 1.1800ms 1.0509ms 951.5763 Ops/s 970.0719 Ops/s $\color{#d91a1a}-1.91\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-32] 4.2480ms 4.0983ms 244.0061 Ops/s 247.5180 Ops/s $\color{#d91a1a}-1.42\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-128] 16.7447ms 16.4247ms 60.8840 Ops/s 60.1400 Ops/s $\color{#35bf28}+1.24\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-256] 33.3700ms 33.1596ms 30.1572 Ops/s 30.1069 Ops/s $\color{#35bf28}+0.17\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-128] 87.1568ms 86.1781ms 11.6039 Ops/s 11.6244 Ops/s $\color{#d91a1a}-0.18\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-256] 0.2055s 0.2047s 4.8860 Ops/s 4.9641 Ops/s $\color{#d91a1a}-1.57\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-128] 14.6971ms 13.8875ms 72.0072 Ops/s 72.2422 Ops/s $\color{#d91a1a}-0.33\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-256] 27.1846ms 26.8945ms 37.1823 Ops/s 36.6659 Ops/s $\color{#35bf28}+1.41\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-128] 14.0540ms 13.9450ms 71.7103 Ops/s 71.3432 Ops/s $\color{#35bf28}+0.51\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-256] 27.4722ms 27.2410ms 36.7094 Ops/s 36.3603 Ops/s $\color{#35bf28}+0.96\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-128] 52.1597ms 51.6964ms 19.3437 Ops/s 19.4554 Ops/s $\color{#d91a1a}-0.57\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-256] 0.1050s 0.1045s 9.5725 Ops/s 9.6204 Ops/s $\color{#d91a1a}-0.50\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-128] 0.1497s 0.1485s 6.7323 Ops/s 6.6128 Ops/s $\color{#35bf28}+1.81\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-256] 0.3336s 0.3274s 3.0546 Ops/s 3.0846 Ops/s $\color{#d91a1a}-0.97\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-128] 73.0839ms 72.4953ms 13.7940 Ops/s 13.1028 Ops/s $\textbf{\color{#35bf28}+5.28\%}$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-256] 0.1587s 0.1525s 6.5578 Ops/s 6.4882 Ops/s $\color{#35bf28}+1.07\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-128] 75.1519ms 73.6021ms 13.5866 Ops/s 13.6620 Ops/s $\color{#d91a1a}-0.55\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-256] 0.1488s 0.1476s 6.7737 Ops/s 6.5109 Ops/s $\color{#35bf28}+4.04\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-128] 30.3899ms 30.2698ms 33.0362 Ops/s 32.6940 Ops/s $\color{#35bf28}+1.05\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-256] 62.4806ms 62.0441ms 16.1176 Ops/s 16.1624 Ops/s $\color{#d91a1a}-0.28\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-128] 0.1225s 0.1220s 8.1936 Ops/s 8.2119 Ops/s $\color{#d91a1a}-0.22\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-256] 0.2772s 0.2745s 3.6427 Ops/s 3.6587 Ops/s $\color{#d91a1a}-0.44\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-128] 43.9423ms 43.7829ms 22.8400 Ops/s 23.1167 Ops/s $\color{#d91a1a}-1.20\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-256] 87.9336ms 87.5994ms 11.4156 Ops/s 11.5361 Ops/s $\color{#d91a1a}-1.04\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-128] 44.1739ms 43.9751ms 22.7402 Ops/s 22.9222 Ops/s $\color{#d91a1a}-0.79\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-256] 88.3879ms 88.1675ms 11.3420 Ops/s 11.4733 Ops/s $\color{#d91a1a}-1.14\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-128] 20.8674ms 20.6116ms 48.5163 Ops/s 47.9786 Ops/s $\color{#35bf28}+1.12\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-256] 42.1982ms 41.9562ms 23.8344 Ops/s 23.6907 Ops/s $\color{#35bf28}+0.61\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-128] 0.1155s 0.1136s 8.8060 Ops/s 9.1013 Ops/s $\color{#d91a1a}-3.24\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-256] 0.2560s 0.2534s 3.9460 Ops/s 3.9672 Ops/s $\color{#d91a1a}-0.53\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-128] 37.5749ms 37.0820ms 26.9673 Ops/s 26.8958 Ops/s $\color{#35bf28}+0.27\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-256] 75.0239ms 74.4985ms 13.4231 Ops/s 13.5108 Ops/s $\color{#d91a1a}-0.65\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-128] 37.4331ms 37.1866ms 26.8914 Ops/s 26.9718 Ops/s $\color{#d91a1a}-0.30\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-256] 75.0285ms 74.5851ms 13.4075 Ops/s 13.4463 Ops/s $\color{#d91a1a}-0.29\%$
test_plain_set_nested 76.5310μs 15.3379μs 65.1980 KOps/s 65.1850 KOps/s $\color{#35bf28}+0.02\%$
test_plain_set_stack_nested 50.8710μs 15.0006μs 66.6641 KOps/s 66.1373 KOps/s $\color{#35bf28}+0.80\%$
test_plain_set_nested_inplace 50.6610μs 16.8708μs 59.2740 KOps/s 58.8357 KOps/s $\color{#35bf28}+0.75\%$
test_plain_set_stack_nested_inplace 0.1207ms 16.0593μs 62.2693 KOps/s 59.6066 KOps/s $\color{#35bf28}+4.47\%$
test_items 30.6310μs 6.0100μs 166.3894 KOps/s 162.0961 KOps/s $\color{#35bf28}+2.65\%$
test_items_nested 0.5488ms 0.4704ms 2.1261 KOps/s 2.0750 KOps/s $\color{#35bf28}+2.46\%$
test_items_nested_locked 0.5420ms 0.4717ms 2.1198 KOps/s 2.0670 KOps/s $\color{#35bf28}+2.56\%$
test_items_nested_leaf 0.1338ms 98.1032μs 10.1933 KOps/s 9.9199 KOps/s $\color{#35bf28}+2.76\%$
test_items_stack_nested 0.5584ms 0.4688ms 2.1329 KOps/s 2.0751 KOps/s $\color{#35bf28}+2.79\%$
test_items_stack_nested_leaf 0.1447ms 97.6686μs 10.2387 KOps/s 10.0739 KOps/s $\color{#35bf28}+1.64\%$
test_items_stack_nested_locked 0.5370ms 0.4707ms 2.1245 KOps/s 2.0735 KOps/s $\color{#35bf28}+2.46\%$
test_keys 48.5710μs 4.1672μs 239.9675 KOps/s 240.6346 KOps/s $\color{#d91a1a}-0.28\%$
test_keys_nested 0.1894ms 0.1330ms 7.5179 KOps/s 7.4479 KOps/s $\color{#35bf28}+0.94\%$
test_keys_nested_locked 2.2267ms 0.1412ms 7.0797 KOps/s 7.0266 KOps/s $\color{#35bf28}+0.76\%$
test_keys_nested_leaf 0.1714ms 0.1228ms 8.1458 KOps/s 8.0916 KOps/s $\color{#35bf28}+0.67\%$
test_keys_stack_nested 0.2194ms 0.1311ms 7.6302 KOps/s 7.5285 KOps/s $\color{#35bf28}+1.35\%$
test_keys_stack_nested_leaf 0.2020ms 0.1209ms 8.2720 KOps/s 8.1521 KOps/s $\color{#35bf28}+1.47\%$
test_keys_stack_nested_locked 0.2974ms 0.1369ms 7.3040 KOps/s 7.1197 KOps/s $\color{#35bf28}+2.59\%$
test_values 9.2922μs 1.0184μs 981.9065 KOps/s 969.5084 KOps/s $\color{#35bf28}+1.28\%$
test_values_nested 92.7220μs 53.3134μs 18.7570 KOps/s 18.6194 KOps/s $\color{#35bf28}+0.74\%$
test_values_nested_locked 95.6620μs 56.5944μs 17.6696 KOps/s 17.6102 KOps/s $\color{#35bf28}+0.34\%$
test_values_nested_leaf 0.1066ms 61.1369μs 16.3567 KOps/s 16.1571 KOps/s $\color{#35bf28}+1.24\%$
test_values_stack_nested 96.8320μs 53.2829μs 18.7678 KOps/s 18.7238 KOps/s $\color{#35bf28}+0.23\%$
test_values_stack_nested_leaf 0.1364ms 59.2749μs 16.8705 KOps/s 16.3501 KOps/s $\color{#35bf28}+3.18\%$
test_values_stack_nested_locked 0.1031ms 56.1422μs 17.8119 KOps/s 17.8161 KOps/s $\color{#d91a1a}-0.02\%$
test_membership 5.6100μs 0.8335μs 1.1998 MOps/s 1.1900 MOps/s $\color{#35bf28}+0.82\%$
test_membership_nested 34.5610μs 2.9811μs 335.4502 KOps/s 333.0415 KOps/s $\color{#35bf28}+0.72\%$
test_membership_nested_leaf 36.7810μs 2.9635μs 337.4371 KOps/s 346.1184 KOps/s $\color{#d91a1a}-2.51\%$
test_membership_stacked_nested 38.4310μs 2.8543μs 350.3434 KOps/s 346.3521 KOps/s $\color{#35bf28}+1.15\%$
test_membership_stacked_nested_leaf 47.5510μs 2.7988μs 357.2958 KOps/s 342.9727 KOps/s $\color{#35bf28}+4.18\%$
test_membership_nested_last 50.8010μs 4.4239μs 226.0443 KOps/s 222.1041 KOps/s $\color{#35bf28}+1.77\%$
test_membership_nested_leaf_last 34.1110μs 4.4271μs 225.8820 KOps/s 222.7609 KOps/s $\color{#35bf28}+1.40\%$
test_membership_stacked_nested_last 51.7910μs 4.2736μs 233.9936 KOps/s 232.3387 KOps/s $\color{#35bf28}+0.71\%$
test_membership_stacked_nested_leaf_last 56.7010μs 4.2241μs 236.7354 KOps/s 233.0570 KOps/s $\color{#35bf28}+1.58\%$
test_nested_getleaf 53.7610μs 21.8286μs 45.8115 KOps/s 45.7854 KOps/s $\color{#35bf28}+0.06\%$
test_nested_get 46.2210μs 20.4154μs 48.9827 KOps/s 47.3026 KOps/s $\color{#35bf28}+3.55\%$
test_stacked_getleaf 59.7110μs 21.6068μs 46.2818 KOps/s 46.4780 KOps/s $\color{#d91a1a}-0.42\%$
test_stacked_get 59.6020μs 20.3377μs 49.1697 KOps/s 49.1959 KOps/s $\color{#d91a1a}-0.05\%$
test_nested_getitemleaf 54.6310μs 21.9527μs 45.5524 KOps/s 45.3406 KOps/s $\color{#35bf28}+0.47\%$
test_nested_getitem 45.6710μs 21.1894μs 47.1935 KOps/s 46.8356 KOps/s $\color{#35bf28}+0.76\%$
test_stacked_getitemleaf 60.3610μs 21.9007μs 45.6606 KOps/s 45.1683 KOps/s $\color{#35bf28}+1.09\%$
test_stacked_getitem 68.1120μs 20.8376μs 47.9902 KOps/s 47.3823 KOps/s $\color{#35bf28}+1.28\%$
test_lock_nested 3.0164ms 0.5069ms 1.9728 KOps/s 1.9734 KOps/s $\color{#d91a1a}-0.03\%$
test_lock_stack_nested 0.6492ms 0.5129ms 1.9496 KOps/s 1.9578 KOps/s $\color{#d91a1a}-0.42\%$
test_unlock_nested 0.5949ms 0.3995ms 2.5030 KOps/s 2.4885 KOps/s $\color{#35bf28}+0.58\%$
test_unlock_stack_nested 0.6296ms 0.4058ms 2.4641 KOps/s 2.4773 KOps/s $\color{#d91a1a}-0.53\%$
test_flatten_speed 0.3219ms 0.1231ms 8.1233 KOps/s 7.8558 KOps/s $\color{#35bf28}+3.40\%$
test_unflatten_speed 0.6535ms 0.5563ms 1.7977 KOps/s 1.7603 KOps/s $\color{#35bf28}+2.13\%$
test_common_ops 0.8570ms 0.7053ms 1.4178 KOps/s 1.4109 KOps/s $\color{#35bf28}+0.49\%$
test_creation 0.1499ms 3.2074μs 311.7766 KOps/s 311.7545 KOps/s $+0.01\%$
test_creation_empty 36.9410μs 7.0293μs 142.2610 KOps/s 141.8927 KOps/s $\color{#35bf28}+0.26\%$
test_creation_nested_1 43.3700μs 11.7147μs 85.3628 KOps/s 85.6809 KOps/s $\color{#d91a1a}-0.37\%$
test_creation_nested_2 59.1410μs 13.3856μs 74.7069 KOps/s 72.7494 KOps/s $\color{#35bf28}+2.69\%$
test_creation_many_keys[10] 45.7510μs 21.2205μs 47.1243 KOps/s 47.5913 KOps/s $\color{#d91a1a}-0.98\%$
test_creation_many_keys[50] 0.1308ms 91.6455μs 10.9116 KOps/s 10.9460 KOps/s $\color{#d91a1a}-0.31\%$
test_creation_many_keys[100] 0.2495ms 0.1793ms 5.5788 KOps/s 5.6410 KOps/s $\color{#d91a1a}-1.10\%$
test_creation_nested_many_keys[10] 74.9420μs 45.7361μs 21.8646 KOps/s 22.0510 KOps/s $\color{#d91a1a}-0.85\%$
test_creation_nested_many_keys[50] 0.2445ms 0.1872ms 5.3415 KOps/s 5.4341 KOps/s $\color{#d91a1a}-1.70\%$
test_clone 46.7210μs 12.8441μs 77.8570 KOps/s 78.8286 KOps/s $\color{#d91a1a}-1.23\%$
test_getitem[int] 1.5242ms 15.7660μs 63.4274 KOps/s 64.2698 KOps/s $\color{#d91a1a}-1.31\%$
test_getitem[slice_int] 0.1497ms 24.8770μs 40.1977 KOps/s 39.5758 KOps/s $\color{#35bf28}+1.57\%$
test_getitem[range] 0.1850ms 62.8230μs 15.9177 KOps/s 16.1340 KOps/s $\color{#d91a1a}-1.34\%$
test_getitem[tuple] 0.1586ms 24.5734μs 40.6944 KOps/s 40.7244 KOps/s $\color{#d91a1a}-0.07\%$
test_getitem[list] 0.1878ms 58.3639μs 17.1339 KOps/s 16.3523 KOps/s $\color{#35bf28}+4.78\%$
test_setitem_dim[int] 49.6010μs 27.3735μs 36.5316 KOps/s 36.2081 KOps/s $\color{#35bf28}+0.89\%$
test_setitem_dim[slice_int] 76.3220μs 45.3338μs 22.0586 KOps/s 23.2989 KOps/s $\textbf{\color{#d91a1a}-5.32\%}$
test_setitem_dim[range] 0.1514ms 98.9591μs 10.1052 KOps/s 10.2568 KOps/s $\color{#d91a1a}-1.48\%$
test_setitem_dim[tuple] 73.9820μs 39.8083μs 25.1204 KOps/s 25.1554 KOps/s $\color{#d91a1a}-0.14\%$
test_setitem 49.9710μs 17.7422μs 56.3629 KOps/s 56.7991 KOps/s $\color{#d91a1a}-0.77\%$
test_set 56.7010μs 16.8005μs 59.5220 KOps/s 58.5754 KOps/s $\color{#35bf28}+1.62\%$
test_set_shared 0.5641ms 0.2174ms 4.6004 KOps/s 4.7943 KOps/s $\color{#d91a1a}-4.04\%$
test_update 0.2641ms 21.4851μs 46.5439 KOps/s 46.5194 KOps/s $\color{#35bf28}+0.05\%$
test_update_nested 69.3310μs 33.4435μs 29.9012 KOps/s 30.2827 KOps/s $\color{#d91a1a}-1.26\%$
test_update__nested 0.5029ms 33.1069μs 30.2052 KOps/s 29.7495 KOps/s $\color{#35bf28}+1.53\%$
test_set_nested 52.0210μs 18.5089μs 54.0280 KOps/s 54.3255 KOps/s $\color{#d91a1a}-0.55\%$
test_set_nested_new 64.2020μs 23.4552μs 42.6345 KOps/s 42.7553 KOps/s $\color{#d91a1a}-0.28\%$
test_select 84.8910μs 39.9626μs 25.0234 KOps/s 24.6775 KOps/s $\color{#35bf28}+1.40\%$
test_select_nested 0.1076ms 74.3849μs 13.4436 KOps/s 13.1402 KOps/s $\color{#35bf28}+2.31\%$
test_exclude_nested 0.1329ms 91.4810μs 10.9312 KOps/s 10.6789 KOps/s $\color{#35bf28}+2.36\%$
test_empty[True] 0.4713ms 0.4034ms 2.4790 KOps/s 2.4321 KOps/s $\color{#35bf28}+1.93\%$
test_empty[False] 19.7430μs 1.3620μs 734.1965 KOps/s 698.9171 KOps/s $\textbf{\color{#35bf28}+5.05\%}$
test_to 0.1132ms 72.4129μs 13.8097 KOps/s 13.7737 KOps/s $\color{#35bf28}+0.26\%$
test_to_nonblocking 0.1212ms 71.1180μs 14.0611 KOps/s 14.0437 KOps/s $\color{#35bf28}+0.12\%$
test_unbind_speed 0.3887ms 0.3431ms 2.9143 KOps/s 2.9206 KOps/s $\color{#d91a1a}-0.22\%$
test_unbind_speed_stack0 0.4234ms 0.3356ms 2.9795 KOps/s 3.0039 KOps/s $\color{#d91a1a}-0.81\%$
test_unbind_speed_stack1 0.1237s 0.8720ms 1.1468 KOps/s 1.1341 KOps/s $\color{#35bf28}+1.11\%$
test_split 0.1241s 1.4664ms 681.9249 Ops/s 773.4366 Ops/s $\textbf{\color{#d91a1a}-11.83\%}$
test_chunk 1.2954ms 1.2361ms 808.9978 Ops/s 803.4170 Ops/s $\color{#35bf28}+0.69\%$
test_to_cpu_blocking 20.3167ms 20.0817ms 49.7966 Ops/s 49.8664 Ops/s $\color{#d91a1a}-0.14\%$
test_to_cpu_global_sync 12.0622ms 11.9160ms 83.9206 Ops/s 85.2981 Ops/s $\color{#d91a1a}-1.61\%$
test_to_cpu_event_sync 13.2778ms 12.9218ms 77.3889 Ops/s 78.4985 Ops/s $\color{#d91a1a}-1.41\%$
test_to_cpu_default 13.2980ms 12.9582ms 77.1713 Ops/s 78.1577 Ops/s $\color{#d91a1a}-1.26\%$
test_consolidate[False-None] 4.3561ms 4.1893ms 238.7060 Ops/s 236.8100 Ops/s $\color{#35bf28}+0.80\%$
test_consolidate[default-None] 3.3065ms 2.2817ms 438.2621 Ops/s 430.6621 Ops/s $\color{#35bf28}+1.76\%$
test_consolidate[reduce-overhead-None] 3.2341ms 2.2049ms 453.5259 Ops/s 445.2260 Ops/s $\color{#35bf28}+1.86\%$
test_consolidate_njt[False-None] 5.6699ms 5.3807ms 185.8482 Ops/s 189.3571 Ops/s $\color{#d91a1a}-1.85\%$
test_to[False-False-None] 2.4334ms 2.2292ms 448.5899 Ops/s 445.2822 Ops/s $\color{#35bf28}+0.74\%$
test_to[True-False-None] 2.4559ms 2.0184ms 495.4462 Ops/s 493.9467 Ops/s $\color{#35bf28}+0.30\%$
test_to[within-False-None] 6.6329ms 6.2527ms 159.9304 Ops/s 155.4705 Ops/s $\color{#35bf28}+2.87\%$
test_to[True-default-None] 11.2310ms 10.6318ms 94.0570 Ops/s 94.5645 Ops/s $\color{#d91a1a}-0.54\%$
test_to_njt[False-False-None] 7.6233ms 7.3203ms 136.6055 Ops/s 138.4618 Ops/s $\color{#d91a1a}-1.34\%$
test_to_njt[True-False-None] 4.0994ms 3.9452ms 253.4737 Ops/s 249.2381 Ops/s $\color{#35bf28}+1.70\%$
test_to_njt[within-False-None] 9.4206ms 9.1751ms 108.9906 Ops/s 107.3968 Ops/s $\color{#35bf28}+1.48\%$
test_creation[device0] 0.3953ms 0.1213ms 8.2460 KOps/s 8.2588 KOps/s $\color{#d91a1a}-0.15\%$
test_creation_from_tensor 0.4122ms 0.1204ms 8.3053 KOps/s 8.3456 KOps/s $\color{#d91a1a}-0.48\%$
test_add_one[memmap_tensor0] 0.5346ms 6.3134μs 158.3930 KOps/s 157.3522 KOps/s $\color{#35bf28}+0.66\%$
test_contiguous[memmap_tensor0] 36.7710μs 0.6986μs 1.4315 MOps/s 2.0964 MOps/s $\textbf{\color{#d91a1a}-31.72\%}$
test_stack[memmap_tensor0] 30.7500μs 4.2406μs 235.8177 KOps/s 234.4800 KOps/s $\color{#35bf28}+0.57\%$
test_memmaptd_index 1.4300ms 0.2817ms 3.5497 KOps/s 3.5100 KOps/s $\color{#35bf28}+1.13\%$
test_memmaptd_index_astensor 0.5482ms 0.3863ms 2.5890 KOps/s 2.5599 KOps/s $\color{#35bf28}+1.13\%$
test_memmaptd_index_op 0.7981ms 0.6305ms 1.5861 KOps/s 1.5623 KOps/s $\color{#35bf28}+1.53\%$
test_serialize_model 0.1420s 0.1408s 7.1009 Ops/s 7.0386 Ops/s $\color{#35bf28}+0.88\%$
test_serialize_model_archive 1.3491s 1.2449s 0.8033 Ops/s 0.8038 Ops/s $\color{#d91a1a}-0.07\%$
test_load_archive 18.8706ms 18.4303ms 54.2586 Ops/s 53.7693 Ops/s $\color{#35bf28}+0.91\%$
test_serialize_model_zarr 2.5190s 2.5126s 0.3980 Ops/s 0.3948 Ops/s $\color{#35bf28}+0.80\%$
test_load_zarr 0.4190s 0.3991s 2.5054 Ops/s 2.5217 Ops/s $\color{#d91a1a}-0.65\%$
test_serialize_model_pickle 1.6809s 1.2719s 0.7862 Ops/s 0.7361 Ops/s $\textbf{\color{#35bf28}+6.81\%}$
test_serialize_weights 0.3431s 0.1698s 5.8890 Ops/s 7.0843 Ops/s $\textbf{\color{#d91a1a}-16.87\%}$
test_serialize_weights_returnearly 64.4732ms 53.2759ms 18.7702 Ops/s 17.9370 Ops/s $\color{#35bf28}+4.65\%$
test_serialize_weights_pickle 1.3623s 1.2147s 0.8232 Ops/s 0.8229 Ops/s $\color{#35bf28}+0.04\%$
test_consolidate[few_large-0] 60.3804ms 7.5994ms 131.5891 Ops/s 139.4129 Ops/s $\textbf{\color{#d91a1a}-5.61\%}$
test_consolidate[few_large-8] 53.9154ms 7.4731ms 133.8137 Ops/s 145.2040 Ops/s $\textbf{\color{#d91a1a}-7.84\%}$
test_consolidate[many_small-0] 0.1265s 0.1232s 8.1199 Ops/s 8.0058 Ops/s $\color{#35bf28}+1.42\%$
test_consolidate[many_small-8] 0.2339s 48.9227ms 20.4404 Ops/s 24.2613 Ops/s $\textbf{\color{#d91a1a}-15.75\%}$
test_consolidate_to_file[few_large-0] 0.1394s 23.2491ms 43.0124 Ops/s 42.5518 Ops/s $\color{#35bf28}+1.08\%$
test_consolidate_to_file[few_large-8] 0.2245s 36.1155ms 27.6890 Ops/s 36.6578 Ops/s $\textbf{\color{#d91a1a}-24.47\%}$
test_consolidate_to_file[many_small-0] 0.7014s 0.5797s 1.7251 Ops/s 2.5278 Ops/s $\textbf{\color{#d91a1a}-31.75\%}$
test_consolidate_to_file[many_small-8] 0.7124s 0.6881s 1.4533 Ops/s 1.8838 Ops/s $\textbf{\color{#d91a1a}-22.85\%}$
test_reshape_pytree 6.8214ms 33.0579μs 30.2499 KOps/s 31.1804 KOps/s $\color{#d91a1a}-2.98\%$
test_reshape_td 98.1120μs 48.9622μs 20.4239 KOps/s 21.8499 KOps/s $\textbf{\color{#d91a1a}-6.53\%}$
test_view_pytree 0.2233ms 31.9615μs 31.2876 KOps/s 31.5734 KOps/s $\color{#d91a1a}-0.91\%$
test_view_td 0.1042ms 55.3438μs 18.0689 KOps/s 18.7502 KOps/s $\color{#d91a1a}-3.63\%$
test_unbind_pytree 0.2470ms 36.3983μs 27.4738 KOps/s 27.5815 KOps/s $\color{#d91a1a}-0.39\%$
test_unbind_td 0.1405ms 50.2933μs 19.8834 KOps/s 19.6995 KOps/s $\color{#35bf28}+0.93\%$
test_split_pytree 0.2610ms 41.4993μs 24.0968 KOps/s 24.0630 KOps/s $\color{#35bf28}+0.14\%$
test_split_td 0.2119ms 73.1093μs 13.6782 KOps/s 13.6880 KOps/s $\color{#d91a1a}-0.07\%$
test_add_pytree 0.2286ms 39.7643μs 25.1482 KOps/s 25.2849 KOps/s $\color{#d91a1a}-0.54\%$
test_add_td 0.1304ms 57.3155μs 17.4473 KOps/s 18.9267 KOps/s $\textbf{\color{#d91a1a}-7.82\%}$
test_compile_add_one_nested[tensordict-compile] 0.5077ms 0.2837ms 3.5252 KOps/s 3.5441 KOps/s $\color{#d91a1a}-0.53\%$
test_compile_add_one_nested[tensordict-eager] 0.3223ms 0.2051ms 4.8764 KOps/s 4.8721 KOps/s $\color{#35bf28}+0.09\%$
test_compile_add_one_nested[pytree-compile] 0.4547ms 0.1630ms 6.1357 KOps/s 6.2767 KOps/s $\color{#d91a1a}-2.25\%$
test_compile_add_one_nested[pytree-eager] 0.5207ms 0.1866ms 5.3597 KOps/s 5.4657 KOps/s $\color{#d91a1a}-1.94\%$
test_compile_copy_nested[tensordict-compile] 69.7320μs 22.3972μs 44.6484 KOps/s 47.5240 KOps/s $\textbf{\color{#d91a1a}-6.05\%}$
test_compile_copy_nested[tensordict-eager] 0.3249ms 52.5781μs 19.0193 KOps/s 18.7427 KOps/s $\color{#35bf28}+1.48\%$
test_compile_copy_nested[pytree-compile] 0.1657ms 19.0426μs 52.5140 KOps/s 51.3108 KOps/s $\color{#35bf28}+2.34\%$
test_compile_copy_nested[pytree-eager] 0.3638ms 65.6825μs 15.2248 KOps/s 15.0599 KOps/s $\color{#35bf28}+1.09\%$
test_compile_add_one_flat[tensordict-compile] 0.5293ms 0.3243ms 3.0834 KOps/s 3.0418 KOps/s $\color{#35bf28}+1.36\%$
test_compile_add_one_flat[tensordict-eager] 0.4560ms 0.2959ms 3.3797 KOps/s 3.4163 KOps/s $\color{#d91a1a}-1.07\%$
test_compile_add_one_flat[tensorclass-compile] 0.4007ms 0.2221ms 4.5016 KOps/s 4.4888 KOps/s $\color{#35bf28}+0.29\%$
test_compile_add_one_flat[tensorclass-eager] 0.1353ms 82.0076μs 12.1940 KOps/s 13.0403 KOps/s $\textbf{\color{#d91a1a}-6.49\%}$
test_compile_add_one_flat[pytree-compile] 0.5600ms 0.2465ms 4.0576 KOps/s 4.0254 KOps/s $\color{#35bf28}+0.80\%$
test_compile_add_one_flat[pytree-eager] 0.8628ms 0.5703ms 1.7534 KOps/s 1.8098 KOps/s $\color{#d91a1a}-3.12\%$
test_compile_add_self_flat[tensordict-eager] 0.4976ms 0.3433ms 2.9129 KOps/s 2.9422 KOps/s $\color{#d91a1a}-1.00\%$
test_compile_add_self_flat[tensordict-compile] 0.4395ms 0.3139ms 3.1854 KOps/s 3.0798 KOps/s $\color{#35bf28}+3.43\%$
test_compile_add_self_flat[tensorclass-eager] 0.1521ms 96.9432μs 10.3153 KOps/s 10.7506 KOps/s $\color{#d91a1a}-4.05\%$
test_compile_add_self_flat[tensorclass-compile] 0.4094ms 0.2181ms 4.5853 KOps/s 4.4341 KOps/s $\color{#35bf28}+3.41\%$
test_compile_add_self_flat[pytree-eager] 0.7430ms 0.4769ms 2.0971 KOps/s 2.2647 KOps/s $\textbf{\color{#d91a1a}-7.40\%}$
test_compile_add_self_flat[pytree-compile] 0.3837ms 0.2469ms 4.0506 KOps/s 3.9523 KOps/s $\color{#35bf28}+2.49\%$
test_compile_copy_flat[tensordict-compile] 0.1094ms 27.4209μs 36.4685 KOps/s 37.6675 KOps/s $\color{#d91a1a}-3.18\%$
test_compile_copy_flat[tensordict-eager] 81.1810μs 40.2997μs 24.8141 KOps/s 24.2075 KOps/s $\color{#35bf28}+2.51\%$
test_compile_copy_flat[pytree-compile] 0.1615ms 26.3793μs 37.9085 KOps/s 38.7674 KOps/s $\color{#d91a1a}-2.22\%$
test_compile_copy_flat[pytree-eager] 0.3407ms 52.1298μs 19.1829 KOps/s 19.0030 KOps/s $\color{#35bf28}+0.95\%$
test_compile_assign_and_add[tensordict-compile] 2.1366ms 0.2606ms 3.8366 KOps/s 3.5985 KOps/s $\textbf{\color{#35bf28}+6.62\%}$
test_compile_assign_and_add[tensordict-eager] 3.5467ms 3.3588ms 297.7264 Ops/s 298.1323 Ops/s $\color{#d91a1a}-0.14\%$
test_compile_assign_and_add[pytree-compile] 1.9563ms 0.1944ms 5.1450 KOps/s 4.9532 KOps/s $\color{#35bf28}+3.87\%$
test_compile_assign_and_add[pytree-eager] 3.0411ms 2.8524ms 350.5879 Ops/s 343.2727 Ops/s $\color{#35bf28}+2.13\%$
test_compile_indexing[tensor-tensordict-compile] 0.3290ms 0.1640ms 6.0967 KOps/s 6.0990 KOps/s $\color{#d91a1a}-0.04\%$
test_compile_indexing[tensor-tensordict-eager] 0.3977ms 77.9270μs 12.8325 KOps/s 12.4494 KOps/s $\color{#35bf28}+3.08\%$
test_compile_indexing[tensor-tensorclass-compile] 0.3143ms 0.1381ms 7.2430 KOps/s 7.3545 KOps/s $\color{#d91a1a}-1.52\%$
test_compile_indexing[tensor-tensorclass-eager] 0.3241ms 47.5694μs 21.0219 KOps/s 22.0601 KOps/s $\color{#d91a1a}-4.71\%$
test_compile_indexing[tensor-pytree-compile] 0.1933ms 0.1377ms 7.2645 KOps/s 7.3122 KOps/s $\color{#d91a1a}-0.65\%$
test_compile_indexing[tensor-pytree-eager] 0.2725ms 47.9409μs 20.8590 KOps/s 22.0425 KOps/s $\textbf{\color{#d91a1a}-5.37\%}$
test_compile_indexing[slice-tensordict-compile] 0.2160ms 92.7951μs 10.7764 KOps/s 10.4706 KOps/s $\color{#35bf28}+2.92\%$
test_compile_indexing[slice-tensordict-eager] 0.2309ms 28.1320μs 35.5468 KOps/s 35.7229 KOps/s $\color{#d91a1a}-0.49\%$
test_compile_indexing[slice-tensorclass-compile] 0.2368ms 71.3683μs 14.0118 KOps/s 14.0677 KOps/s $\color{#d91a1a}-0.40\%$
test_compile_indexing[slice-tensorclass-eager] 0.2499ms 22.2255μs 44.9933 KOps/s 44.6460 KOps/s $\color{#35bf28}+0.78\%$
test_compile_indexing[slice-pytree-compile] 0.1163ms 71.7430μs 13.9386 KOps/s 13.7888 KOps/s $\color{#35bf28}+1.09\%$
test_compile_indexing[slice-pytree-eager] 0.2589ms 22.0032μs 45.4479 KOps/s 45.6911 KOps/s $\color{#d91a1a}-0.53\%$
test_compile_indexing[int-tensordict-compile] 0.2092ms 94.5547μs 10.5759 KOps/s 10.3515 KOps/s $\color{#35bf28}+2.17\%$
test_compile_indexing[int-tensordict-eager] 0.2751ms 27.9889μs 35.7285 KOps/s 35.7443 KOps/s $\color{#d91a1a}-0.04\%$
test_compile_indexing[int-tensorclass-compile] 0.1160ms 73.8479μs 13.5414 KOps/s 13.9302 KOps/s $\color{#d91a1a}-2.79\%$
test_compile_indexing[int-tensorclass-eager] 0.2552ms 22.0911μs 45.2671 KOps/s 44.5203 KOps/s $\color{#35bf28}+1.68\%$
test_compile_indexing[int-pytree-compile] 0.1163ms 73.2084μs 13.6596 KOps/s 13.8583 KOps/s $\color{#d91a1a}-1.43\%$
test_compile_indexing[int-pytree-eager] 0.2655ms 22.0277μs 45.3973 KOps/s 44.8554 KOps/s $\color{#35bf28}+1.21\%$
test_compile_replace[single-eager] 0.1189ms 48.6077μs 20.5729 KOps/s 20.8330 KOps/s $\color{#d91a1a}-1.25\%$
test_compile_replace[single-compile] 0.3140ms 0.1506ms 6.6400 KOps/s 6.6135 KOps/s $\color{#35bf28}+0.40\%$
test_compile_replace[multi-eager] 0.7415ms 0.5715ms 1.7498 KOps/s 1.7645 KOps/s $\color{#d91a1a}-0.83\%$
test_compile_replace[multi-compile] 0.3636ms 0.1663ms 6.0117 KOps/s 6.1017 KOps/s $\color{#d91a1a}-1.47\%$
test_compile_tc_getattr_20[eager] 0.2967ms 0.1767ms 5.6604 KOps/s 5.5907 KOps/s $\color{#35bf28}+1.25\%$
test_compile_tc_getattr_20[compile] 0.2393ms 0.1789ms 5.5912 KOps/s 5.4654 KOps/s $\color{#35bf28}+2.30\%$
test_compile_clone_shallow[20-eager] 50.3710μs 18.9335μs 52.8163 KOps/s 51.9753 KOps/s $\color{#35bf28}+1.62\%$
test_compile_clone_shallow[20-compile] 80.5720μs 22.8283μs 43.8053 KOps/s 43.9470 KOps/s $\color{#d91a1a}-0.32\%$
test_compile_clone_shallow[40-eager] 71.0920μs 33.4204μs 29.9218 KOps/s 29.6321 KOps/s $\color{#35bf28}+0.98\%$
test_compile_clone_shallow[40-compile] 75.4320μs 24.9231μs 40.1234 KOps/s 39.7781 KOps/s $\color{#35bf28}+0.87\%$
test_compile_clone_shallow[80-eager] 90.2920μs 61.5675μs 16.2423 KOps/s 15.9342 KOps/s $\color{#35bf28}+1.93\%$
test_compile_clone_shallow[80-compile] 85.7920μs 27.5347μs 36.3178 KOps/s 35.0253 KOps/s $\color{#35bf28}+3.69\%$
test_compile_update_inplace[eager] 0.2394ms 61.6307μs 16.2257 KOps/s 16.1762 KOps/s $\color{#35bf28}+0.31\%$
test_compile_update_inplace[compile] 0.3805ms 0.1243ms 8.0441 KOps/s 7.9748 KOps/s $\color{#35bf28}+0.87\%$
test_mod_add[eager] 0.3091ms 0.2259ms 4.4258 KOps/s 4.4114 KOps/s $\color{#35bf28}+0.33\%$
test_mod_add[compile] 0.3158ms 0.1282ms 7.8026 KOps/s 7.9984 KOps/s $\color{#d91a1a}-2.45\%$
test_mod_add[compile-overhead] 0.4024ms 0.2012ms 4.9707 KOps/s 4.9286 KOps/s $\color{#35bf28}+0.85\%$
test_mod_wrap[eager] 0.5773ms 0.4835ms 2.0681 KOps/s 2.1225 KOps/s $\color{#d91a1a}-2.56\%$
test_mod_wrap[compile] 0.4506ms 0.3475ms 2.8779 KOps/s 2.7340 KOps/s $\textbf{\color{#35bf28}+5.27\%}$
test_mod_wrap[compile-overhead] 7.2289ms 4.0232ms 248.5586 Ops/s 250.2863 Ops/s $\color{#d91a1a}-0.69\%$
test_mod_wrap_and_backward[eager] 1.8335ms 1.6648ms 600.6898 Ops/s 594.7742 Ops/s $\color{#35bf28}+0.99\%$
test_mod_wrap_and_backward[compile] 1.4846ms 1.3359ms 748.5336 Ops/s 727.9205 Ops/s $\color{#35bf28}+2.83\%$
test_mod_wrap_and_backward[compile-overhead] 1.5659ms 0.9621ms 1.0394 KOps/s 1.0126 KOps/s $\color{#35bf28}+2.65\%$
test_seq_add[eager] 0.5833ms 0.5068ms 1.9731 KOps/s 1.9565 KOps/s $\color{#35bf28}+0.85\%$
test_seq_add[compile] 0.2706ms 0.1362ms 7.3432 KOps/s 6.9937 KOps/s $\color{#35bf28}+5.00\%$
test_seq_add[compile-overhead] 0.2666ms 0.2078ms 4.8114 KOps/s 4.6790 KOps/s $\color{#35bf28}+2.83\%$
test_seq_wrap[eager] 1.4838ms 1.4045ms 712.0074 Ops/s 702.1060 Ops/s $\color{#35bf28}+1.41\%$
test_seq_wrap[compile] 0.4247ms 0.3655ms 2.7362 KOps/s 2.6368 KOps/s $\color{#35bf28}+3.77\%$
test_seq_wrap[compile-overhead] 0.4544ms 0.3267ms 3.0605 KOps/s 2.9783 KOps/s $\color{#35bf28}+2.76\%$
test_func_call_runtime[False-eager] 0.9080ms 0.8084ms 1.2371 KOps/s 1.2091 KOps/s $\color{#35bf28}+2.31\%$
test_func_call_runtime[False-compile] 0.9409ms 0.7643ms 1.3084 KOps/s 1.2793 KOps/s $\color{#35bf28}+2.27\%$
test_func_call_runtime[False-compile-overhead] 0.6949ms 0.5178ms 1.9311 KOps/s 1.9153 KOps/s $\color{#35bf28}+0.82\%$
test_func_call_runtime[True-eager] 1.3981ms 1.3082ms 764.4050 Ops/s 756.0910 Ops/s $\color{#35bf28}+1.10\%$
test_func_call_runtime[True-compile] 0.8899ms 0.7828ms 1.2774 KOps/s 1.2705 KOps/s $\color{#35bf28}+0.54\%$
test_func_call_runtime[True-compile-overhead] 0.7673ms 0.5397ms 1.8530 KOps/s 1.8441 KOps/s $\color{#35bf28}+0.48\%$
test_func_call_cm_runtime[False-eager] 0.8822ms 0.7951ms 1.2577 KOps/s 1.2515 KOps/s $\color{#35bf28}+0.49\%$
test_func_call_cm_runtime[False-compile] 0.8616ms 0.7514ms 1.3309 KOps/s 1.3206 KOps/s $\color{#35bf28}+0.77\%$
test_func_call_cm_runtime[False-compile-overhead] 0.5962ms 0.4972ms 2.0115 KOps/s 1.9954 KOps/s $\color{#35bf28}+0.80\%$
test_func_call_cm_runtime[True-eager] 1.6172ms 1.4699ms 680.3214 Ops/s 668.7468 Ops/s $\color{#35bf28}+1.73\%$
test_func_call_cm_runtime[True-compile] 0.9258ms 0.8609ms 1.1616 KOps/s 1.1510 KOps/s $\color{#35bf28}+0.92\%$
test_func_call_cm_runtime[True-compile-overhead] 1.2587ms 0.9321ms 1.0729 KOps/s 1.1240 KOps/s $\color{#d91a1a}-4.55\%$
test_vmap_func_call_cm_runtime[eager] 3.2531ms 2.6970ms 370.7770 Ops/s 370.5745 Ops/s $\color{#35bf28}+0.05\%$
test_vmap_func_call_cm_runtime[compile] 4.3147ms 3.7686ms 265.3527 Ops/s 263.3426 Ops/s $\color{#35bf28}+0.76\%$
test_vmap_func_call_cm_runtime[compile-overhead] 4.3242ms 3.7773ms 264.7394 Ops/s 263.5159 Ops/s $\color{#35bf28}+0.46\%$
test_distributed 1.9612ms 0.1609ms 6.2164 KOps/s 5.9362 KOps/s $\color{#35bf28}+4.72\%$
test_tdmodule 0.7398ms 0.1924ms 5.1976 KOps/s 5.0952 KOps/s $\color{#35bf28}+2.01\%$
test_tdmodule_dispatch 0.4151ms 0.3742ms 2.6727 KOps/s 2.6649 KOps/s $\color{#35bf28}+0.29\%$
test_tdseq 44.5010μs 25.9567μs 38.5258 KOps/s 37.3367 KOps/s $\color{#35bf28}+3.18\%$
test_tdseq_dispatch 0.2730ms 0.2162ms 4.6248 KOps/s 4.5592 KOps/s $\color{#35bf28}+1.44\%$
test_instantiation_functorch 2.8079ms 2.7108ms 368.8946 Ops/s 368.7719 Ops/s $\color{#35bf28}+0.03\%$
test_exec_functorch 0.2579ms 0.1997ms 5.0069 KOps/s 5.0174 KOps/s $\color{#d91a1a}-0.21\%$
test_exec_functional_call 0.2546ms 0.1567ms 6.3811 KOps/s 6.3599 KOps/s $\color{#35bf28}+0.33\%$
test_exec_td_decorator 0.6503ms 0.3693ms 2.7075 KOps/s 2.6989 KOps/s $\color{#35bf28}+0.32\%$
test_vmap_mlp_speed_decorator[True-True] 1.4216ms 1.1971ms 835.3628 Ops/s 831.6187 Ops/s $\color{#35bf28}+0.45\%$
test_vmap_mlp_speed_decorator[True-False] 1.3939ms 1.1913ms 839.3979 Ops/s 832.9000 Ops/s $\color{#35bf28}+0.78\%$
test_vmap_mlp_speed_decorator[False-True] 1.1183ms 0.8972ms 1.1146 KOps/s 1.1064 KOps/s $\color{#35bf28}+0.74\%$
test_vmap_mlp_speed_decorator[False-False] 1.1278ms 0.9077ms 1.1017 KOps/s 1.1080 KOps/s $\color{#d91a1a}-0.57\%$
test_vmap_transformer_speed_decorator[True-True] 30.0898ms 27.5856ms 36.2508 Ops/s 37.1863 Ops/s $\color{#d91a1a}-2.52\%$
test_vmap_transformer_speed_decorator[True-False] 27.8605ms 26.9087ms 37.1627 Ops/s 37.3863 Ops/s $\color{#d91a1a}-0.60\%$
test_vmap_transformer_speed_decorator[False-True] 27.3947ms 26.4416ms 37.8192 Ops/s 37.8832 Ops/s $\color{#d91a1a}-0.17\%$
test_vmap_transformer_speed_decorator[False-False] 27.2602ms 26.4640ms 37.7872 Ops/s 37.8915 Ops/s $\color{#d91a1a}-0.28\%$
test_to_module_speed[True] 4.1028ms 3.4489ms 289.9451 Ops/s 286.7334 Ops/s $\color{#35bf28}+1.12\%$
test_to_module_speed[False] 3.5547ms 3.4147ms 292.8548 Ops/s 290.8031 Ops/s $\color{#35bf28}+0.71\%$
test_to_module_plain_tensor_speed[None] 3.5209ms 3.4205ms 292.3576 Ops/s 287.6348 Ops/s $\color{#35bf28}+1.64\%$
test_to_module_plain_tensor_speed[False] 3.2130ms 1.5737ms 635.4356 Ops/s 626.9504 Ops/s $\color{#35bf28}+1.35\%$
test_to_module_plain_tensor_speed[True] 4.0949ms 3.4214ms 292.2760 Ops/s 286.0689 Ops/s $\color{#35bf28}+2.17\%$
test_tc_init 83.1620μs 45.2592μs 22.0950 KOps/s 21.5910 KOps/s $\color{#35bf28}+2.33\%$
test_tc_init_tensor_only 36.3410μs 9.7183μs 102.8988 KOps/s 105.1849 KOps/s $\color{#d91a1a}-2.17\%$
test_tc_init_nested 0.1230ms 89.1596μs 11.2158 KOps/s 10.8873 KOps/s $\color{#35bf28}+3.02\%$
test_tc_init_many_fields 54.7810μs 17.4914μs 57.1711 KOps/s 58.1507 KOps/s $\color{#d91a1a}-1.68\%$
test_tc_first_layer_tensor 28.0200μs 1.8314μs 546.0419 KOps/s 542.1459 KOps/s $\color{#35bf28}+0.72\%$
test_tc_first_layer_tensor_only 2.3326μs 0.3928μs 2.5458 MOps/s 2.4936 MOps/s $\color{#35bf28}+2.09\%$
test_tc_first_layer_tensor_set 28.9310μs 4.2131μs 237.3567 KOps/s 228.2606 KOps/s $\color{#35bf28}+3.98\%$
test_tc_first_layer_tensor_only_set 30.8900μs 3.7231μs 268.5899 KOps/s 272.8866 KOps/s $\color{#d91a1a}-1.57\%$
test_tc_first_layer_nontensor 27.3500μs 6.1517μs 162.5563 KOps/s 163.0279 KOps/s $\color{#d91a1a}-0.29\%$
test_tc_second_layer_tensor 27.0510μs 4.3953μs 227.5160 KOps/s 227.9107 KOps/s $\color{#d91a1a}-0.17\%$
test_tc_second_layer_nontensor 45.7400μs 8.6901μs 115.0730 KOps/s 114.6732 KOps/s $\color{#35bf28}+0.35\%$
test_unbind 0.2977s 14.0866ms 70.9897 Ops/s 62.3352 Ops/s $\textbf{\color{#35bf28}+13.88\%}$
test_full_like 4.8657ms 4.6916ms 213.1450 Ops/s 213.5213 Ops/s $\color{#d91a1a}-0.18\%$
test_zeros_like 4.7681ms 4.6276ms 216.0944 Ops/s 213.4871 Ops/s $\color{#35bf28}+1.22\%$
test_ones_like 4.8523ms 4.6724ms 214.0220 Ops/s 214.3740 Ops/s $\color{#d91a1a}-0.16\%$
test_clone 7.2449ms 6.9812ms 143.2422 Ops/s 143.2848 Ops/s $\color{#d91a1a}-0.03\%$
test_squeeze 0.1836ms 13.8170μs 72.3744 KOps/s 69.9303 KOps/s $\color{#35bf28}+3.50\%$
test_unsqueeze 0.3008ms 0.1123ms 8.9018 KOps/s 8.7098 KOps/s $\color{#35bf28}+2.20\%$
test_split 0.2526ms 0.1900ms 5.2636 KOps/s 5.2242 KOps/s $\color{#35bf28}+0.75\%$
test_permute 0.2448ms 0.1935ms 5.1677 KOps/s 5.0194 KOps/s $\color{#35bf28}+2.96\%$
test_stack 29.0870ms 28.3080ms 35.3257 Ops/s 18.9941 Ops/s $\textbf{\color{#35bf28}+85.98\%}$
test_cat 29.2099ms 28.2372ms 35.4143 Ops/s 22.4293 Ops/s $\textbf{\color{#35bf28}+57.89\%}$
test_sequential_tensordict 1.0027ms 0.9201ms 1.0868 KOps/s 1.1228 KOps/s $\color{#d91a1a}-3.21\%$
test_sequential_graph_module 0.5364ms 0.4360ms 2.2935 KOps/s 2.3241 KOps/s $\color{#d91a1a}-1.32\%$
test_nested_tensordict 1.3906ms 1.2586ms 794.5641 Ops/s 800.1904 Ops/s $\color{#d91a1a}-0.70\%$
test_nested_graph_module 0.6525ms 0.5432ms 1.8411 KOps/s 1.6633 KOps/s $\textbf{\color{#35bf28}+10.69\%}$

@vmoens
vmoens marked this pull request as ready for review August 16, 2026 05:57
@vmoens
vmoens merged commit 8e4daaa into main Aug 16, 2026
74 of 75 checks passed
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