Mark _evaluate!! as noinline

[penelopeysm]

This is a patch to work around EnzymeAD/Enzyme.jl#2337. I'm mainly pushing this so that it's on a branch & I can experiment on it + so that CI can run.

[github-actions]

Benchmark Report for Commit ea52a85

Computer Information

Julia Version 1.11.4
Commit 8561cc3d68d (2025-03-10 11:36 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 | Dimension |  AD Backend |      VarInfo Type | Linked | Eval Time / Ref Time | AD Time / Eval Time |
|-----------------------|-----------|-------------|-------------------|--------|----------------------|---------------------|
| Simple assume observe |         1 | forwarddiff |             typed |  false |                  9.5 |                 1.6 |
|           Smorgasbord |       201 | forwarddiff |             typed |  false |                621.5 |                42.1 |
|           Smorgasbord |       201 | forwarddiff | simple_namedtuple |   true |                413.1 |                46.9 |
|           Smorgasbord |       201 | forwarddiff |           untyped |   true |               1206.5 |                27.9 |
|           Smorgasbord |       201 | forwarddiff |       simple_dict |   true |               3912.1 |                19.9 |
|           Smorgasbord |       201 | reversediff |             typed |   true |               1456.3 |                29.3 |
|           Smorgasbord |       201 |    mooncake |             typed |   true |                949.6 |                 5.3 |
|    Loop univariate 1k |      1000 |    mooncake |             typed |   true |               5451.4 |                 4.1 |
|       Multivariate 1k |      1000 |    mooncake |             typed |   true |               1127.3 |                 8.2 |
|   Loop univariate 10k |     10000 |    mooncake |             typed |   true |              60743.8 |                 3.9 |
|      Multivariate 10k |     10000 |    mooncake |             typed |   true |               9443.3 |                 9.2 |
|               Dynamic |        10 |    mooncake |             typed |   true |                132.5 |                14.3 |
|              Submodel |         1 |    mooncake |             typed |   true |                 25.8 |                 8.0 |
|                   LDA |        12 | reversediff |             typed |   true |                473.0 |                 7.3 |

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 84.87%. Comparing base (eed80e5) to head (ea52a85).
Report is 3 commits behind head on main.

Additional details and impacted files

@@           Coverage Diff           @@
##             main     #877   +/-   ##
=======================================
  Coverage   84.87%   84.87%           
=======================================
  Files          34       34           
  Lines        3815     3815           
=======================================
  Hits         3238     3238           
  Misses        577      577           

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[coveralls]

Pull Request Test Coverage Report for Build 14193897586

Details

• 1 of 1 (100.0%) changed or added relevant line in 1 file are covered.
• No unchanged relevant lines lost coverage.
• Overall coverage remained the same at 84.965%

---

Totals
Change from base Build 14127923718:	0.0%
Covered Lines:	3238
Relevant Lines:	3811

---

💛 - Coveralls

[yebai]

No longer needed (hopefully) after EnzymeAD/Enzyme.jl#2337