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@github-actions github-actions bot commented Sep 20, 2025

Warning

DO NOT MERGE

This will cause CI failures on 1.12 when JET tests models with product_distribution([InverseGamma(2, 3)]) see #1040 and aviatesk/JET.jl#749

@devmotion devmotion force-pushed the compathelper/new_version/2025-09-20-00-12-04-799-01474438487 branch from 2295621 to b68dc21 Compare September 20, 2025 00:12
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github-actions bot commented Sep 20, 2025

Benchmark Report for Commit b68dc21

Computer Information

Julia Version 1.11.7
Commit f2b3dbda30a (2025-09-08 12:10 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 |                  8.6 |                 1.6 |
|           Smorgasbord |       201 | forwarddiff |             typed |  false |                680.5 |                43.4 |
|           Smorgasbord |       201 | forwarddiff | simple_namedtuple |   true |                327.1 |                70.6 |
|           Smorgasbord |       201 | forwarddiff |           untyped |   true |               1190.7 |                30.6 |
|           Smorgasbord |       201 | forwarddiff |       simple_dict |   true |               6862.5 |                29.5 |
|           Smorgasbord |       201 | reversediff |             typed |   true |               1488.8 |                29.2 |
|           Smorgasbord |       201 |    mooncake |             typed |   true |               1055.8 |                 4.6 |
|    Loop univariate 1k |      1000 |    mooncake |             typed |   true |               6055.4 |                 4.3 |
|       Multivariate 1k |      1000 |    mooncake |             typed |   true |               1028.3 |                 9.1 |
|   Loop univariate 10k |     10000 |    mooncake |             typed |   true |              68378.3 |                 3.8 |
|      Multivariate 10k |     10000 |    mooncake |             typed |   true |               8763.6 |                10.2 |
|               Dynamic |        10 |    mooncake |             typed |   true |                138.2 |                11.0 |
|              Submodel |         1 |    mooncake |             typed |   true |                 13.3 |                 4.9 |
|                   LDA |        12 | reversediff |             typed |   true |               1191.4 |                 2.3 |

@penelopeysm penelopeysm marked this pull request as draft September 20, 2025 01:35
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