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JuliaMath/SpecialFunctions.jl#503 means that hopefully, we can now upgrade our JET compat 🙂

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github-actions bot commented Oct 4, 2025

Benchmark Report for Commit f52a648

Computer Information

Julia Version 1.11.7
Commit f2b3dbda30a (2025-09-08 12:10 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
  CPU: 4 × AMD EPYC 7763 64-Core Processor
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Benchmark Results

┌───────────────────────┬───────┬─────────────┬───────────────────┬────────┬────────────────┬─────────────────┐
│                 Model │   Dim │  AD Backend │           VarInfo │ Linked │ t(eval)/t(ref) │ t(grad)/t(eval) │
├───────────────────────┼───────┼─────────────┼───────────────────┼────────┼────────────────┼─────────────────┤
│ Simple assume observe │     1 │ forwarddiff │             typed │  false │            8.4 │             1.6 │
│           Smorgasbord │   201 │ forwarddiff │             typed │  false │          668.5 │            43.4 │
│           Smorgasbord │   201 │ forwarddiff │ simple_namedtuple │   true │          300.7 │            78.3 │
│           Smorgasbord │   201 │ forwarddiff │           untyped │   true │         1230.8 │            30.7 │
│           Smorgasbord │   201 │ forwarddiff │       simple_dict │   true │         7080.7 │            28.3 │
│           Smorgasbord │   201 │ reversediff │             typed │   true │         1457.3 │            29.1 │
│           Smorgasbord │   201 │    mooncake │             typed │   true │         1020.3 │             4.7 │
│           Smorgasbord │   201 │      enzyme │             typed │   true │         1464.0 │             2.7 │
│    Loop univariate 1k │  1000 │    mooncake │             typed │   true │         5892.0 │             4.3 │
│       Multivariate 1k │  1000 │    mooncake │             typed │   true │         1033.9 │             9.2 │
│   Loop univariate 10k │ 10000 │    mooncake │             typed │   true │        66131.1 │             3.9 │
│      Multivariate 10k │ 10000 │    mooncake │             typed │   true │         8510.5 │            10.8 │
│               Dynamic │    10 │    mooncake │             typed │   true │          133.8 │            11.1 │
│              Submodel │     1 │    mooncake │             typed │   true │           12.6 │             5.2 │
│                   LDA │    12 │ reversediff │             typed │   true │         1090.8 │             2.0 │
└───────────────────────┴───────┴─────────────┴───────────────────┴────────┴────────────────┴─────────────────┘

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codecov bot commented Oct 4, 2025

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 82.39%. Comparing base (3ff4149) to head (f52a648).
⚠️ Report is 1 commits behind head on main.

Additional details and impacted files
@@           Coverage Diff           @@
##             main    #1065   +/-   ##
=======================================
  Coverage   82.39%   82.39%           
=======================================
  Files          39       39           
  Lines        3965     3965           
=======================================
  Hits         3267     3267           
  Misses        698      698           

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@penelopeysm penelopeysm merged commit 70b9e5f into main Oct 4, 2025
22 checks passed
@penelopeysm penelopeysm deleted the py/jet branch October 4, 2025 22:05
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