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[penelopeysm]

Closes #1083
Closes #1084
Closes #1085

[github-actions]

Benchmark Report for Commit b0989c0

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 │            6.7 │             1.8 │
│           Smorgasbord │   201 │ forwarddiff │             typed │  false │          747.5 │            44.5 │
│           Smorgasbord │   201 │ forwarddiff │ simple_namedtuple │   true │          422.3 │            56.1 │
│           Smorgasbord │   201 │ forwarddiff │           untyped │   true │          796.8 │            37.6 │
│           Smorgasbord │   201 │ forwarddiff │       simple_dict │   true │         6932.4 │            29.5 │
│           Smorgasbord │   201 │ reversediff │             typed │   true │          773.0 │            55.3 │
│           Smorgasbord │   201 │    mooncake │             typed │   true │          749.2 │             6.3 │
│           Smorgasbord │   201 │      enzyme │             typed │   true │          933.5 │             3.9 │
│    Loop univariate 1k │  1000 │    mooncake │             typed │   true │         3968.7 │             5.9 │
│       Multivariate 1k │  1000 │    mooncake │             typed │   true │         1025.2 │             9.0 │
│   Loop univariate 10k │ 10000 │    mooncake │             typed │   true │        44489.8 │             5.4 │
│      Multivariate 10k │ 10000 │    mooncake │             typed │   true │         9104.4 │             9.8 │
│               Dynamic │    10 │    mooncake │             typed │   true │          123.0 │            11.9 │
│              Submodel │     1 │    mooncake │             typed │   true │            9.2 │             6.3 │
│                   LDA │    12 │ reversediff │             typed │   true │         1012.3 │             2.0 │
└───────────────────────┴───────┴─────────────┴───────────────────┴────────┴────────────────┴─────────────────┘

[codecov]

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 81.06%. Comparing base (1b159a6) to head (b0989c0).
⚠️ Report is 1 commits behind head on main.

Additional details and impacted files

@@           Coverage Diff           @@
##             main    #1089   +/-   ##
=======================================
  Coverage   81.06%   81.06%           
=======================================
  Files          40       40           
  Lines        3749     3749           
=======================================
  Hits         3039     3039           
  Misses        710      710           

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[penelopeysm]

CI failures are #1081.

[github-actions]

DynamicPPL.jl documentation for PR #1089 is available at:
https://TuringLang.github.io/DynamicPPL.jl/previews/PR1089/