JET 0.10

[penelopeysm]

Turns out, that JET.jl 0.10 is only compatible with Julia 1.12. See https://github.com/aviatesk/JET.jl/releases/tag/v0.10.0 for context.

[github-actions]

Benchmark Report for Commit 714a6ac

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 |                622.9 |                40.1 |
|           Smorgasbord |       201 | forwarddiff | simple_namedtuple |   true |                424.5 |                44.6 |
|           Smorgasbord |       201 | forwarddiff |           untyped |   true |               1228.3 |                28.5 |
|           Smorgasbord |       201 | forwarddiff |       simple_dict |   true |               4042.8 |                20.3 |
|           Smorgasbord |       201 | reversediff |             typed |   true |               1486.5 |                28.9 |
|           Smorgasbord |       201 |    mooncake |             typed |   true |                958.0 |                 5.4 |
|    Loop univariate 1k |      1000 |    mooncake |             typed |   true |               5577.6 |                 4.0 |
|       Multivariate 1k |      1000 |    mooncake |             typed |   true |               1167.3 |                 8.1 |
|   Loop univariate 10k |     10000 |    mooncake |             typed |   true |              62033.0 |                 3.9 |
|      Multivariate 10k |     10000 |    mooncake |             typed |   true |               9600.6 |                 9.1 |
|               Dynamic |        10 |    mooncake |             typed |   true |                132.9 |                12.4 |
|              Submodel |         1 |    mooncake |             typed |   true |                 25.9 |                 8.7 |
|                   LDA |        12 | reversediff |             typed |   true |                483.4 |                 5.0 |

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 84.87%. Comparing base (eed80e5) to head (714a6ac).

Additional details and impacted files

@@           Coverage Diff           @@
##             main     #878   +/-   ##
=======================================
  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 14194090516

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