simplify benchmarking commit ref

[yebai]

New ref:

Benchmark Report for Commit 2e19236

Old ref:

Benchmark Report for Commit 2e1923645aed4b77c0784b734e4886cdd831844a

[github-actions]

Benchmark Report for Commit 19b288b

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 |                  9.6 |                 1.6 |
|           Smorgasbord |       201 | forwarddiff |             typed |  false |                626.3 |                43.3 |
|           Smorgasbord |       201 | forwarddiff | simple_namedtuple |   true |                416.0 |                50.0 |
|           Smorgasbord |       201 | forwarddiff |           untyped |   true |               1222.6 |                29.8 |
|           Smorgasbord |       201 | forwarddiff |       simple_dict |   true |               4069.6 |                20.2 |
|           Smorgasbord |       201 | reversediff |             typed |   true |               1471.7 |                30.3 |
|           Smorgasbord |       201 |    mooncake |             typed |   true |                953.4 |                 5.4 |
|    Loop univariate 1k |      1000 |    mooncake |             typed |   true |               5628.5 |                 4.2 |
|       Multivariate 1k |      1000 |    mooncake |             typed |   true |               1107.8 |                 8.4 |
|   Loop univariate 10k |     10000 |    mooncake |             typed |   true |              62063.5 |                 3.8 |
|      Multivariate 10k |     10000 |    mooncake |             typed |   true |               9295.1 |                 9.5 |
|               Dynamic |        10 |    mooncake |             typed |   true |                126.0 |                13.5 |
|              Submodel |         1 |    mooncake |             typed |   true |                 25.9 |                 7.4 |
|                   LDA |        12 | reversediff |             typed |   true |                473.6 |                 4.7 |

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 84.43%. Comparing base (e4fa7f2) to head (19b288b).
Report is 2 commits behind head on main.

Additional details and impacted files

@@           Coverage Diff           @@
##             main     #855   +/-   ##
=======================================
  Coverage   84.43%   84.43%           
=======================================
  Files          34       34           
  Lines        3849     3849           
=======================================
  Hits         3250     3250           
  Misses        599      599           

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[coveralls]

Pull Request Test Coverage Report for Build 13994619120

Details

• 0 of 0 changed or added relevant lines in 0 files are covered.
• No unchanged relevant lines lost coverage.
• Overall coverage decreased (-4.5%) to 80.068%

---

Totals
Change from base Build 13957720054:	-4.5%
Covered Lines:	3073
Relevant Lines:	3838

---

💛 - Coveralls

[coveralls]

Pull Request Test Coverage Report for Build 13994619120

Details

• 0 of 0 changed or added relevant lines in 0 files are covered.
• No unchanged relevant lines lost coverage.
• Overall coverage remained the same at 84.525%

---

Totals
Change from base Build 13957720054:	0.0%
Covered Lines:	3250
Relevant Lines:	3845

---

💛 - Coveralls

[penelopeysm]

Thanks @yebai - are you happy to merge?