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Copilot AI commented Aug 27, 2025

  • Add Julia v1.12 compatibility for BBCode and IR infrastructure
  • Update IR verification and type inference
  • Fix inlining policy function name change for v1.12+
  • Add rules for new intrinsics (min_float_fast, max_float_fast)
  • Add documentation for resolve_unbound_globalrefs function
  • Address remaining test failures

✨ Let Copilot coding agent set things up for you — coding agent works faster and does higher quality work when set up for your repo.

Closes #813

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Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>
Copilot AI changed the title [WIP] Take a look at the proposed changes in TuringLang/Libtask.jl#196 and apply the same updates here. Note that Libtask and Mooncake share the same underlying basic block code implementation. Add Julia v1.12 compatibility for BBCode and IR infrastructure Aug 27, 2025
Copilot AI requested a review from yebai August 27, 2025 11:33
Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>
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Mooncake.jl documentation for PR #714 is available at:
https://chalk-lab.github.io/Mooncake.jl/previews/PR714/

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yebai commented Aug 27, 2025

@copilot, I don't know of a inlining_policy but I know of a src_inlining_policy function in Compiler, so my intuition told me it could be a simple renaming change, which it indeed is, changed in JuliaLang/julia@7057763 (found via inspecting the git blame for the oldest change involving src_inlining_policy, a function I knew of but could have also been found by searching for inlining_policy across Compiler files)

Additionally, reformat the code via

using JuliaFormatter
format(".")

from the root of the repo.

…format code

Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>
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Copilot AI commented Aug 27, 2025

@copilot, I don't know of a inlining_policy but I know of a src_inlining_policy function in Compiler, so my intuition told me it could be a simple renaming change, which it indeed is, changed in https...

Fixed in commit 1507b4d. Updated the inlining policy function to use CC.src_inlining_policy for Julia v1.12+ while maintaining backward compatibility. Also formatted the code using JuliaFormatter as requested.

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github-actions bot commented Aug 27, 2025

Performance Ratio:
Ratio of time to compute gradient and time to compute function.
Warning: results are very approximate! See here for more context.

┌────────────────────────────┬──────────┬──────────┬─────────────┬─────────┬─────────────┬────────┐
│                      Label │   Primal │ Mooncake │ MooncakeFwd │  Zygote │ ReverseDiff │ Enzyme │
│                     String │   String │   String │      String │  String │      String │ String │
├────────────────────────────┼──────────┼──────────┼─────────────┼─────────┼─────────────┼────────┤
│                   sum_1000 │ 100.0 ns │      1.9 │         1.9 │     1.1 │        5.61 │   8.31 │
│                  _sum_1000 │ 941.0 ns │     6.56 │        1.01 │  1380.0 │        33.9 │   1.09 │
│               sum_sin_1000 │  6.55 μs │     2.46 │        1.36 │    1.68 │        10.5 │   2.19 │
│              _sum_sin_1000 │  5.34 μs │     3.61 │        2.16 │   277.0 │        13.0 │   2.46 │
│                   kron_sum │ 303.0 μs │     43.1 │        3.05 │    5.61 │       227.0 │   15.3 │
│              kron_view_sum │ 327.0 μs │     42.0 │        3.66 │    11.5 │       240.0 │   6.75 │
│      naive_map_sin_cos_exp │  2.12 μs │     2.41 │         1.4 │ missing │        7.23 │   2.37 │
│            map_sin_cos_exp │  2.12 μs │     2.69 │        1.45 │    1.51 │         6.1 │   2.36 │
│      broadcast_sin_cos_exp │  2.23 μs │     2.39 │        1.39 │    2.33 │        1.47 │   2.22 │
│                 simple_mlp │ 417.0 μs │      4.6 │        3.01 │    1.62 │        6.71 │   3.26 │
│                     gp_lml │ 252.0 μs │     8.34 │        2.11 │    3.77 │     missing │   4.57 │
│ turing_broadcast_benchmark │  1.75 ms │     4.91 │        3.47 │ missing │        33.3 │   2.71 │
│         large_single_block │ 380.0 ns │     4.53 │        2.03 │  4540.0 │        31.0 │   2.24 │
└────────────────────────────┴──────────┴──────────┴─────────────┴─────────┴─────────────┴────────┘

@yebai yebai changed the title Add Julia v1.12 compatibility for BBCode and IR infrastructure Add Julia v1.12 compatibility Aug 27, 2025
github-actions bot and others added 10 commits August 28, 2025 18:01
…ng compat) (#691)

* CompatHelper: bump compat for JET in [weakdeps] to 0.10, (keep existing compat)

* Set tangent_type for AbstractLogger to NoTangent (#710)

* Initial plan

* Set tangent_type for Logging.ConsoleLogger to NoTangent

Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

* Apply suggestions from code review

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* Add ConsoleLogger test to verify AbstractLogger tangent type coverage

Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

* Add Base.CoreLogging.SimpleLogger to type union

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* Update test/tangents.jl

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

---------

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>
Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

* Add better error messages for tangent accessors when types are passed (#707)

* Initial plan

* Add better error messages for tangent accessors when types are passed

Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: Hong Ge <hg344@cam.ac.uk>
Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

* Tidy up  (#715)

* Tidy up error-generating methods

* Remove redundant tests

* Remove more redundant test cases

* Bump patch version

* add rule for complex logdet (#664)

* working complex logdet

* bump version

* proper getrf! tests

* improve tests

* move tests

* generalize tests

* formatting and version

---------

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>
Signed-off-by: Mateus Araújo <maltusan@gmail.com>
Co-authored-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* Delete .github/copilot-instructions.md (#722)

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* Uncomment b_binv_test_case for PlanarLayer (#727)

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* Add DiffEq integration test for Mooncake (#726)

* Initial plan

* Add DiffEq integration test with original example from issue

Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

* Finalize DiffEq integration test with comprehensive structure

Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

* Remove @info and @test_broken statements to reduce clutter

Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

* fix formatting (#728)

* Fix DiffEq integration test by restricting to reverse mode only (#731)

* Initial plan

* Fix DiffEq integration test by testing reverse mode only

Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

* formatting

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>
Co-authored-by: Hong Ge <hg344@cam.ac.uk>

* Fix IR docs duplication and improve documentation structure (#718)

* Initial plan

* Update IR docs title and remove duplication, add comparison section

Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

* Address PR feedback: update title and simplify Optics reference

Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

* Restore IRCode field details that were incorrectly removed

Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

* Add robust Julia version-dependent JET version handling to CI workflow (#733)

* Fix changelog version (#693)

* remove `const M` (#696)

* remove const M

* fix formatting

* Update Project.toml

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

---------

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* Update README.md (#697)

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* minimal print io output (#699)

* minimal print

* vers bump

* remove prev tests

* include show in derived

* Update algorithmic_differentiation.md (#703)

I noticed a typo. I likely won't look at this again for a week or so, so please feel free to merge for me.

Signed-off-by: Will Tebbutt <3628294+willtebbutt@users.noreply.github.com>

* Fix 660 (#705)

* Fix + tests

* Bump patch version

* Use _stable_typeof directly

* Comment on the use of _stable_typeof

* Extend arrayify for complex numbers (#706)

* Fix + tests

* Bump patch version

* Use _stable_typeof directly

* Add arrayify tests

* Widen permitted types

* Bump patch version again

* Formatting

* Uncomment blas tests

* Create contribution guidelines in copilot-instructions.md (#713)

Added contribution guidelines for the automatic differentiation package.

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* Set tangent_type for AbstractLogger to NoTangent (#710)

* Initial plan

* Set tangent_type for Logging.ConsoleLogger to NoTangent

Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

* Apply suggestions from code review

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* Add ConsoleLogger test to verify AbstractLogger tangent type coverage

Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

* Add Base.CoreLogging.SimpleLogger to type union

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* Update test/tangents.jl

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

---------

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>
Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

* Add better error messages for tangent accessors when types are passed (#707)

* Initial plan

* Add better error messages for tangent accessors when types are passed

Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: Hong Ge <hg344@cam.ac.uk>
Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>

* Tidy up  (#715)

* Tidy up error-generating methods

* Remove redundant tests

* Remove more redundant test cases

* Bump patch version

* add rule for complex logdet (#664)

* working complex logdet

* bump version

* proper getrf! tests

* improve tests

* move tests

* generalize tests

* formatting and version

---------

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>
Signed-off-by: Mateus Araújo <maltusan@gmail.com>
Co-authored-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* Delete .github/copilot-instructions.md (#722)

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* Uncomment b_binv_test_case for PlanarLayer (#727)

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* Add DiffEq integration test for Mooncake (#726)

* Initial plan

* Add DiffEq integration test with original example from issue

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* Finalize DiffEq integration test with comprehensive structure

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* Remove @info and @test_broken statements to reduce clutter

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* fix formatting (#728)

* Fix DiffEq integration test by restricting to reverse mode only (#731)

* Initial plan

* Fix DiffEq integration test by testing reverse mode only

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* formatting

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* Fix IR docs duplication and improve documentation structure (#718)

* Initial plan

* Update IR docs title and remove duplication, add comparison section

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* Address PR feedback: update title and simplify Optics reference

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* Restore IRCode field details that were incorrectly removed

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* Initial plan

* Add Julia version-dependent JET version selection to CI workflow

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* Improve JET version handling to support complex constraints and remove need for explicit version on Julia 1.12+

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* Apply suggestions from code review

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* Update CI.yml

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…ccca

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This is disallowed by the language and results in an error.
penelopeysm and others added 2 commits November 10, 2025 15:58
* Fix allocation counters for `sum` and `rand` primals

This fixes:
- `sum(abs2, randn(11))` on 1.12
- `rand(rng, Float64)` on 1.10 and 1.11

* Use `eval` instead

* Fix for `_new_` (I think)

* Just get rid of the varargs in count_allocs

* Add a warning

* Fix all the horrible edge cases

* Final fixes (please don't let me down)

* Format
* Refactor stability rules for Float types in Julia

Updated stability and allocation rules for Float types based on Julia version.

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* Remove Float16 cases from test cases

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* Update avoiding_non_differentiable_code.jl

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>

* reformat

---------

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>
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#843 actually caused regressions on allocations in twice_precision for 1.12. That's annoying. I'll try, but no promises.

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@yebai yebai marked this pull request as ready for review November 10, 2025 16:55
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yebai commented Nov 10, 2025

This is ready for a final look—let's try to merge it in the next few days.

All tests should pass after merging #839, except extra allocations on TwicePrecision and array tests -- happy to disable it on Julia 1.12 until Base.allocations becomes more accurate.

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I'm cautiously optimistic that #845 should fix those. Feel free to merge / not merge as you wish, I'm signing off for today.

penelopeysm and others added 2 commits November 10, 2025 18:34
* Add rules for LAPACK.lacpy!

* LAPACK.lacpy! is exclusive to Julia 1.11+

* Add rule for BLAS.trsv!

* Isolate sensitive trsm! rule

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Co-authored-by: Hong Ge <3279477+yebai@users.noreply.github.com>
@yebai yebai force-pushed the copilot/fix-521d0edf-b6f3-4f8f-810a-9b67505eccca branch from 4f2b3ed to 5bd2676 Compare November 10, 2025 19:10
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@yebai yebai force-pushed the copilot/fix-521d0edf-b6f3-4f8f-810a-9b67505eccca branch from 5bd2676 to 021de39 Compare November 10, 2025 22:57
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@yebai yebai force-pushed the copilot/fix-521d0edf-b6f3-4f8f-810a-9b67505eccca branch from 021de39 to 4cb2b6f Compare November 10, 2025 23:01
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I have one gripe about the version bounds, but otherwise I'm happy with everything that I understand about this PR (which is a minority). A round of applause to everyone, but especially @serenity4 and @Technici4n, for getting this done.

Co-authored-by: Markus Hauru <mhauru@turing.ac.uk>
Signed-off-by: Bruno Ploumhans <13494793+Technici4n@users.noreply.github.com>
@sunxd3 sunxd3 merged commit ecc8167 into main Nov 11, 2025
130 of 131 checks passed
@sunxd3 sunxd3 deleted the copilot/fix-521d0edf-b6f3-4f8f-810a-9b67505eccca branch November 11, 2025 17:03
@Technici4n Technici4n mentioned this pull request Nov 11, 2025
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9 participants