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[breaking] v0.40#1164

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[breaking] v0.40#1164

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Release 0.40

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github-actionsbot commentedDec 3, 2025•
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Benchmark Report

  • this PR's head:62e0da82e76e2c487c58291da8c338a1f1dfbd52
  • base branch:11960e572528a126182f28212b887fbd22f2e9e4

Computer Information

Julia Version 1.11.7Commit f2b3dbda30a (2025-09-08 12:10 UTC)Build Info:  Official https://julialang.org/ releasePlatform Info:  OS: Linux (x86_64-linux-gnu)  CPU: 4 × Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz  WORD_SIZE: 64  LLVM: libLLVM-16.0.6 (ORCJIT, icelake-server)Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Benchmark Results

┌───────────────────────┬───────┬─────────────┬───────────────────┬────────┬────────────────────────────────┬────────────────────────────┬─────────────────────────────────┐│                       │       │             │                   │        │        t(eval) / t(ref)        │     t(grad) / t(eval)      │        t(grad) / t(ref)         ││                       │       │             │                   │        │ ─────────┬───────────┬──────── │ ───────┬─────────┬──────── │ ──────────┬───────────┬──────── ││                 Model │   Dim │  AD Backend │           VarInfo │ Linked │     base │   this PR │ speedup │   base │ this PR │ speedup │      base │   this PR │ speedup │├───────────────────────┼───────┼─────────────┼───────────────────┼────────┼──────────┼───────────┼─────────┼────────┼─────────┼─────────┼───────────┼───────────┼─────────┤│               Dynamic │    10 │    mooncake │             typed │   true │   338.66 │    381.39 │    0.89 │  10.20 │   11.18 │    0.91 │   3452.82 │   4264.18 │    0.81 ││                   LDA │    12 │ reversediff │             typed │   true │  2326.46 │   2665.08 │    0.87 │   5.20 │    5.01 │    1.04 │  12091.60 │  13363.01 │    0.90 ││   Loop univariate 10k │ 10000 │    mooncake │             typed │   true │ 93169.48 │ 109675.94 │    0.85 │   4.18 │    3.84 │    1.09 │ 389736.99 │ 421324.95 │    0.93 │├───────────────────────┼───────┼─────────────┼───────────────────┼────────┼──────────┼───────────┼─────────┼────────┼─────────┼─────────┼───────────┼───────────┼─────────┤│    Loop univariate 1k │  1000 │    mooncake │             typed │   true │  7075.05 │   8716.81 │    0.81 │   4.76 │    4.37 │    1.09 │  33684.80 │  38073.16 │    0.88 ││      Multivariate 10k │ 10000 │    mooncake │             typed │   true │ 28643.02 │  37394.41 │    0.77 │  10.15 │   12.53 │    0.81 │ 290733.47 │ 468667.45 │    0.62 ││       Multivariate 1k │  1000 │    mooncake │             typed │   true │  3180.55 │   3764.00 │    0.84 │  12.84 │    9.02 │    1.42 │  40827.08 │  33937.95 │    1.20 │├───────────────────────┼───────┼─────────────┼───────────────────┼────────┼──────────┼───────────┼─────────┼────────┼─────────┼─────────┼───────────┼───────────┼─────────┤│ Simple assume observe │     1 │ forwarddiff │             typed │  false │     2.38 │      2.69 │    0.89 │   3.87 │    4.15 │    0.93 │      9.22 │     11.16 │    0.83 ││           Smorgasbord │   201 │ forwarddiff │             typed │  false │  1064.34 │   1229.66 │    0.87 │ 124.28 │   65.23 │    1.91 │ 132279.37 │  80208.70 │    1.65 ││           Smorgasbord │   201 │ forwarddiff │       simple_dict │   true │      err │       err │     err │    err │     err │     err │       err │       err │     err │├───────────────────────┼───────┼─────────────┼───────────────────┼────────┼──────────┼───────────┼─────────┼────────┼─────────┼─────────┼───────────┼───────────┼─────────┤│           Smorgasbord │   201 │ forwarddiff │ simple_namedtuple │   true │      err │       err │     err │    err │     err │     err │       err │       err │     err ││           Smorgasbord │   201 │      enzyme │             typed │   true │  1470.16 │   1679.89 │    0.88 │   6.35 │    7.75 │    0.82 │   9330.60 │  13014.16 │    0.72 ││           Smorgasbord │   201 │    mooncake │             typed │   true │  1471.54 │   1751.05 │    0.84 │   5.36 │    5.88 │    0.91 │   7883.39 │  10297.66 │    0.77 │├───────────────────────┼───────┼─────────────┼───────────────────┼────────┼──────────┼───────────┼─────────┼────────┼─────────┼─────────┼───────────┼───────────┼─────────┤│           Smorgasbord │   201 │ reversediff │             typed │   true │  1461.84 │   1727.36 │    0.85 │  90.37 │   89.09 │    1.01 │ 132105.53 │ 153892.59 │    0.86 ││           Smorgasbord │   201 │ forwarddiff │      typed_vector │   true │  1481.25 │   1683.84 │    0.88 │  55.82 │   62.34 │    0.90 │  82682.09 │ 104977.29 │    0.79 ││           Smorgasbord │   201 │ forwarddiff │           untyped │   true │  1463.92 │   1701.22 │    0.86 │  58.51 │  118.74 │    0.49 │  85652.90 │ 201999.14 │    0.42 │├───────────────────────┼───────┼─────────────┼───────────────────┼────────┼──────────┼───────────┼─────────┼────────┼─────────┼─────────┼───────────┼───────────┼─────────┤│           Smorgasbord │   201 │ forwarddiff │    untyped_vector │   true │  1474.31 │   1685.42 │    0.87 │  55.76 │   58.32 │    0.96 │  82207.01 │  98300.53 │    0.84 ││              Submodel │     1 │    mooncake │             typed │   true │     6.29 │      7.22 │    0.87 │   5.19 │    5.31 │    0.98 │     32.64 │     38.37 │    0.85 │└───────────────────────┴───────┴─────────────┴───────────────────┴────────┴──────────┴───────────┴─────────┴────────┴─────────┴─────────┴───────────┴───────────┴─────────┘

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codecovbot commentedDec 3, 2025•
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Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 78.90%. Comparing base (11960e5) to head (62e0da8).

Additional details and impacted files
@@           Coverage Diff           @@##             main    #1164   +/-   ##=======================================  Coverage   78.90%   78.90%           =======================================  Files          41       41             Lines        3910     3910           =======================================  Hits         3085     3085             Misses        825      825

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DynamicPPL.jl documentation for PR#1164 is available at:
https://TuringLang.github.io/DynamicPPL.jl/previews/PR1164/

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