[DO NOT MERGE] Debugging ALL_MODELS

[mhauru]

#1173 has a CI failure that only happens on Windows. Since I can't reproduce it locally, I'll use this PR to run CI for debugging.

[github-actions]

Benchmark Report

• this PR's head: ba03dffc91d3855606acac5c7ac0d647c17668dd
• base branch: 6266f644ce8caaa3b98fc65c1eb960f4f77243b1

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

┌───────────────────────┬───────┬─────────────┬───────────────────┬────────┬─────────────────────────────────┬────────────────────────────┬─────────────────────────────────┐
│                       │       │             │                   │        │        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 │    372.64 │    378.49 │    0.98 │  11.94 │    9.93 │    1.20 │   4447.90 │   3757.53 │    1.18 │
│                   LDA │    12 │ reversediff │             typed │   true │   2671.14 │   2627.50 │    1.02 │   5.03 │    5.21 │    0.96 │  13424.22 │  13690.04 │    0.98 │
│   Loop univariate 10k │ 10000 │    mooncake │             typed │   true │ 108247.90 │ 105771.77 │    1.02 │   4.14 │    4.19 │    0.99 │ 448581.91 │ 443388.49 │    1.01 │
├───────────────────────┼───────┼─────────────┼───────────────────┼────────┼───────────┼───────────┼─────────┼────────┼─────────┼─────────┼───────────┼───────────┼─────────┤
│    Loop univariate 1k │  1000 │    mooncake │             typed │   true │   8035.86 │   7850.87 │    1.02 │   4.77 │    4.87 │    0.98 │  38359.90 │  38247.17 │    1.00 │
│      Multivariate 10k │ 10000 │    mooncake │             typed │   true │  33932.54 │  32992.17 │    1.03 │   9.96 │   10.12 │    0.98 │ 338110.07 │ 333820.36 │    1.01 │
│       Multivariate 1k │  1000 │    mooncake │             typed │   true │   3686.27 │   3632.25 │    1.01 │  12.81 │   12.97 │    0.99 │  47234.12 │  47106.83 │    1.00 │
├───────────────────────┼───────┼─────────────┼───────────────────┼────────┼───────────┼───────────┼─────────┼────────┼─────────┼─────────┼───────────┼───────────┼─────────┤
│ Simple assume observe │     1 │ forwarddiff │             typed │  false │      2.72 │      2.72 │    1.00 │   3.92 │    3.91 │    1.00 │     10.65 │     10.64 │    1.00 │
│           Smorgasbord │   201 │ forwarddiff │             typed │  false │   1220.30 │   1222.93 │    1.00 │  64.42 │   63.12 │    1.02 │  78608.76 │  77191.75 │    1.02 │
│           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 │   1675.29 │   1671.08 │    1.00 │   5.90 │    6.03 │    0.98 │   9881.29 │  10075.97 │    0.98 │
│           Smorgasbord │   201 │    mooncake │             typed │   true │   1678.45 │   1667.12 │    1.01 │   5.39 │    5.55 │    0.97 │   9039.70 │   9256.45 │    0.98 │
├───────────────────────┼───────┼─────────────┼───────────────────┼────────┼───────────┼───────────┼─────────┼────────┼─────────┼─────────┼───────────┼───────────┼─────────┤
│           Smorgasbord │   201 │ reversediff │             typed │   true │   1681.53 │   1678.27 │    1.00 │  89.96 │   89.31 │    1.01 │ 151267.79 │ 149893.06 │    1.01 │
│           Smorgasbord │   201 │ forwarddiff │      typed_vector │   true │   1700.58 │   1708.33 │    1.00 │ 119.03 │  122.84 │    0.97 │ 202416.24 │ 209849.76 │    0.96 │
│           Smorgasbord │   201 │ forwarddiff │           untyped │   true │   1673.71 │   1664.04 │    1.01 │  56.97 │   57.80 │    0.99 │  95351.00 │  96185.75 │    0.99 │
├───────────────────────┼───────┼─────────────┼───────────────────┼────────┼───────────┼───────────┼─────────┼────────┼─────────┼─────────┼───────────┼───────────┼─────────┤
│           Smorgasbord │   201 │ forwarddiff │    untyped_vector │   true │   1692.68 │   1675.90 │    1.01 │  57.77 │   59.19 │    0.98 │  97779.07 │  99191.22 │    0.99 │
│              Submodel │     1 │    mooncake │             typed │   true │      7.23 │      7.27 │    0.99 │   5.19 │    5.14 │    1.01 │     37.51 │     37.34 │    1.00 │
└───────────────────────┴───────┴─────────────┴───────────────────┴────────┴───────────┴───────────┴─────────┴────────┴─────────┴─────────┴───────────┴───────────┴─────────┘

[codecov]

Codecov Report

❌ Patch coverage is 18.51852% with 22 lines in your changes missing coverage. Please review.
✅ Project coverage is 7.75%. Comparing base (6266f64) to head (3c2ab18).

Files with missing lines	Patch %	Lines
src/threadsafe.jl	0.00%	8 Missing ⚠️
src/test_utils/models.jl	14.28%	6 Missing ⚠️
src/test_utils/varinfo.jl	0.00%	4 Missing ⚠️
src/abstract_varinfo.jl	66.66%	2 Missing ⚠️
src/test_utils/model_interface.jl	0.00%	2 Missing ⚠️

❗ There is a different number of reports uploaded between BASE (6266f64) and HEAD (3c2ab18). Click for more details.

HEAD has 10 uploads less than BASE

Flag	BASE (6266f64)	HEAD (3c2ab18)
	12	2

Additional details and impacted files

@@            Coverage Diff             @@
##             main   #1179       +/-   ##
==========================================
- Coverage   78.95%   7.75%   -71.20%     
==========================================
  Files          41      40        -1     
  Lines        3896    3817       -79     
==========================================
- Hits         3076     296     -2780     
- Misses        820    3521     +2701     

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