[shravanngoswamii]

Dependabot-triggered tests fail in Julia Pkg before the suite starts.

[github-actions]

DynamicPPL.jl documentation for PR #1518 is available at:
https://TuringLang.github.io/DynamicPPL.jl/previews/PR1518/

[codecov]

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 84.70%. Comparing base (94e4e4a) to head (21823c1).

Additional details and impacted files

@@           Coverage Diff           @@
##             main    #1518   +/-   ##
=======================================
  Coverage   84.70%   84.70%           
=======================================
  Files          52       52           
  Lines        4590     4590           
=======================================
  Hits         3888     3888           
  Misses        702      702           

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[github-actions]

Benchmarks

Performance Ratio: gradient time divided by log-density time.

For very small models these ratios are noisy across runs and machines; raw primal and gradient timings are more reliable. The benchmarks are aimed at DynamicPPL developers and mainly catch obvious allocation or type-stability regressions. See benchmark notes for details.

Primal times: main 94e4e4a, PR 21823c1

===============================================================================================================
                                                    primal                            gradient                 
                                            ----------------------  -------------------------------------------
Model                        dim    linked        main          PR     FwdDiff    RvsDiff    Mooncake    Enzyme
---------------------------------------------------------------------------------------------------------------
Simple assume observe*         1     false     4.17 ns     5.26 ns        9.39    1408.00       10.18      6.11
Simple assume observe*         1      true     4.17 ns     5.25 ns        9.55    1428.45        9.62      6.49
Smorgasbord                  201     false     4.21 μs     5.38 μs       75.94     144.19        5.68      1.40
Smorgasbord                  201      true     4.98 μs     6.48 μs       72.07     171.67        5.87      1.45
Loop univariate 1k          1000     false     11.9 μs     16.8 μs      853.60     332.54        3.12      0.80
Loop univariate 1k          1000      true     14.2 μs     18.1 μs     1324.92     302.19        2.82      0.73
Multivariate 1k             1000     false    924.0 ns    968.0 ns     1612.14    1006.28        1.83      3.28
Multivariate 1k             1000      true    894.0 ns    963.0 ns     1619.78    1010.71        2.01      2.83
Loop univariate 10k        10000     false    117.0 μs    164.0 μs    24371.47     379.90        3.00      0.72
Loop univariate 10k        10000      true    136.0 μs    176.0 μs    25148.40     351.22        2.86      0.66
Multivariate 10k           10000     false     8.83 μs     9.23 μs    27050.18    1091.06        1.67      3.15
Multivariate 10k           10000      true      8.0 μs     8.88 μs    24981.78    1087.73        1.69      3.08
Dynamic                      err     false     1.05 μs     1.33 μs         err      57.53       15.62      6.15
Dynamic                       10      true     1.41 μs     1.88 μs        1.72      73.71       23.74      5.66
Submodel*                      1     false     4.18 ns     5.26 ns        9.88    1853.74       10.00      6.45
Submodel*                      1      true     4.19 ns     5.27 ns        9.30    1693.21        9.53      6.45
LDA                            6      true     3.05 μs     3.72 μs        1.45      12.76       29.97     32.31
===============================================================================================================

Environment

Julia Version 1.13.2
Commit 45b6d15e34b (2026-10-14 20:33 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-20.1.8 (ORCJIT, znver3)
  GC: Built with stock GC
Threads: 1 default, 1 interactive, 1 GC (on 4 virtual cores)