ForwardDiff -> 1

[penelopeysm]

No description provided.

[github-actions]

Benchmark Report for Commit 7f4e5d0

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 |                  9.7 |                 1.5 |
|           Smorgasbord |       201 | forwarddiff |             typed |  false |                587.9 |                44.4 |
|           Smorgasbord |       201 | forwarddiff | simple_namedtuple |   true |                418.5 |                46.9 |
|           Smorgasbord |       201 | forwarddiff |           untyped |   true |               1210.5 |                28.9 |
|           Smorgasbord |       201 | forwarddiff |       simple_dict |   true |               4030.8 |                19.6 |
|           Smorgasbord |       201 | reversediff |             typed |   true |               1438.8 |                28.6 |
|           Smorgasbord |       201 |    mooncake |             typed |   true |                923.4 |                 5.3 |
|    Loop univariate 1k |      1000 |    mooncake |             typed |   true |               5363.9 |                 4.1 |
|       Multivariate 1k |      1000 |    mooncake |             typed |   true |               1120.4 |                 8.0 |
|   Loop univariate 10k |     10000 |    mooncake |             typed |   true |              59832.6 |                 3.7 |
|      Multivariate 10k |     10000 |    mooncake |             typed |   true |               8685.0 |                 9.8 |
|               Dynamic |        10 |    mooncake |             typed |   true |                135.5 |                13.8 |
|              Submodel |         1 |    mooncake |             typed |   true |                 25.8 |                 8.5 |
|                   LDA |        12 | reversediff |             typed |   true |                456.1 |                 8.3 |

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 84.87%. Comparing base (eed80e5) to head (7f4e5d0).

Additional details and impacted files

@@           Coverage Diff           @@
##             main     #871   +/-   ##
=======================================
  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 14134335858

Details

• 0 of 0 changed or added relevant lines in 0 files are covered.
• 1213 unchanged lines in 26 files lost coverage.
• Overall coverage decreased (-0.6%) to 84.414%

---

Files with Coverage Reduction	New Missed Lines	%
src/DynamicPPL.jl	1	90.91%
src/submodel_macro.jl	2	82.35%
src/extract_priors.jl	5	53.57%
src/test_utils/model_interface.jl	5	22.22%
src/test_utils/varinfo.jl	5	78.26%
src/values_as_in_model.jl	6	43.9%
src/logdensityfunction.jl	7	64.44%
src/model_utils.jl	7	7.14%
src/distribution_wrappers.jl	13	9.76%
src/model.jl	13	80.0%

Totals
Change from base Build 14127923718:	-0.6%
Covered Lines:	3217
Relevant Lines:	3811

---

💛 - Coveralls

[coveralls]

Pull Request Test Coverage Report for Build 14134335858

Details

• 0 of 0 changed or added relevant lines in 0 files are covered.
• 1213 unchanged lines in 26 files lost coverage.
• Overall coverage remained the same at 84.965%

---

Files with Coverage Reduction	New Missed Lines	%
src/DynamicPPL.jl	1	90.91%
src/submodel_macro.jl	2	82.35%
src/extract_priors.jl	5	53.57%
src/test_utils/model_interface.jl	5	22.22%
src/test_utils/varinfo.jl	5	78.26%
src/values_as_in_model.jl	6	43.9%
src/logdensityfunction.jl	7	64.44%
src/model_utils.jl	7	7.14%
src/distribution_wrappers.jl	13	9.76%
src/model.jl	13	80.0%

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

---

💛 - Coveralls

[coveralls]

Pull Request Test Coverage Report for Build 14134335858

Details

• 0 of 0 changed or added relevant lines in 0 files are covered.
• 1213 unchanged lines in 26 files lost coverage.
• Overall coverage remained the same at 84.965%

---

Files with Coverage Reduction	New Missed Lines	%
src/DynamicPPL.jl	1	90.91%
src/submodel_macro.jl	2	82.35%
src/extract_priors.jl	5	53.57%
src/test_utils/model_interface.jl	5	22.22%
src/test_utils/varinfo.jl	5	78.26%
src/values_as_in_model.jl	6	43.9%
src/logdensityfunction.jl	7	64.44%
src/model_utils.jl	7	7.14%
src/distribution_wrappers.jl	13	9.76%
src/model.jl	13	80.0%

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

---

💛 - Coveralls

[penelopeysm]

CI is not resolving to ForwardDiff=1, so the green tick is not indicative of the compatibility.

Also it's likely we need to fix Bijectors upstream first: TuringLang/Bijectors.jl#378