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Set tangent_type for AbstractLogger to NoTangent#710

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yebai merged 7 commits intomainfrom
copilot/fix-b927b52d-2d90-45b6-b5a8-41632ce63d3e
Aug 27, 2025
Merged

Set tangent_type for AbstractLogger to NoTangent#710
yebai merged 7 commits intomainfrom
copilot/fix-b927b52d-2d90-45b6-b5a8-41632ce63d3e

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Copilot AI commented Aug 26, 2025

This PR sets the tangent_type for Base.CoreLogging.AbstractLogger to NoTangent, addressing the issue where logger objects (including ConsoleLogger and SimpleLogger) were getting complex auto-generated tangent types that are unnecessary for logging infrastructure.

Problem

Previously, logger objects would get complex tangent types with nested MutableTangent structures:

julia> using Mooncake, Logging
julia> logger = ConsoleLogger()
julia> Mooncake.tangent_type(typeof(logger))
Mooncake.Tangent{@NamedTuple{stream, lock::Mooncake.MutableTangent{...}, ...}}

This is problematic because logging operations don't have meaningful derivatives in the context of automatic differentiation, and the complex tangent structure is both unnecessary and potentially inefficient.

Solution

Added a single line to src/tangents.jl to explicitly set the tangent type for all logger types:

tangent_type(::Type{<:Base.CoreLogging.AbstractLogger}) = NoTangent

This follows the established pattern for other non-differentiable types like String, IOStream, TTY, MersenneTwister, etc. By using AbstractLogger, the rule covers all logger types including ConsoleLogger, SimpleLogger, and any custom logger implementations.

After the change

julia> using Mooncake, Logging
julia> logger = ConsoleLogger()
julia> Mooncake.tangent_type(typeof(logger))
Mooncake.NoTangent

julia> simple_logger = SimpleLogger()
julia> Mooncake.tangent_type(typeof(simple_logger))
Mooncake.NoTangent

Testing

Added test cases for both ConsoleLogger and SimpleLogger to test/tangents.jl to ensure the tangent type is correctly set to NoTangent for all concrete logger types.

This is a minimal, surgical change that improves the behavior of the automatic differentiation system when encountering logging objects, which are common in many Julia applications.


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

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Mooncake.jl documentation for PR #710 is available at:
https://chalk-lab.github.io/Mooncake.jl/previews/PR710/

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codecov bot commented Aug 26, 2025

Codecov Report

❌ Patch coverage is 0% with 1 line in your changes missing coverage. Please review.

Files with missing lines Patch % Lines
src/tangents.jl 0.00% 1 Missing ⚠️

📢 Thoughts on this report? Let us know!

Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>
Copilot AI changed the title [WIP] Set tangent_type for Logging.ConsoleLogger to NoTangent Set tangent_type for Logging.ConsoleLogger to NoTangent Aug 26, 2025
Copilot AI requested a review from yebai August 26, 2025 23:10
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github-actions bot commented Aug 26, 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 │      1.8 │         1.9 │     1.0 │         5.7 │    8.11 │
│                  _sum_1000 │ 941.0 ns │     7.18 │        1.02 │  1510.0 │        34.1 │    1.09 │
│               sum_sin_1000 │  6.53 μs │     2.19 │         1.4 │    1.69 │        10.7 │    2.23 │
│              _sum_sin_1000 │  5.18 μs │     2.59 │         2.2 │   292.0 │        13.7 │    2.49 │
│                   kron_sum │ 347.0 μs │     52.5 │         2.9 │    4.68 │       203.0 │     8.0 │
│              kron_view_sum │ 360.0 μs │     39.6 │        3.44 │    10.4 │       218.0 │    5.97 │
│      naive_map_sin_cos_exp │  2.11 μs │     2.21 │         1.4 │ missing │        7.36 │    2.33 │
│            map_sin_cos_exp │  2.14 μs │     2.43 │        1.43 │    1.58 │        6.19 │    2.87 │
│      broadcast_sin_cos_exp │  2.25 μs │     2.32 │        1.37 │    2.36 │        1.46 │    2.25 │
│                 simple_mlp │ 203.0 μs │     6.08 │        2.95 │     1.7 │        11.3 │    3.49 │
│                     gp_lml │ 249.0 μs │     8.63 │         2.1 │    3.66 │     missing │    5.25 │
│ turing_broadcast_benchmark │  1.99 ms │     4.15 │        2.99 │ missing │        25.3 │ missing │
│         large_single_block │ 381.0 ns │     4.52 │        2.02 │  4490.0 │        30.7 │    2.23 │
└────────────────────────────┴──────────┴──────────┴─────────────┴─────────┴─────────────┴─────────┘

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>
@yebai yebai marked this pull request as ready for review August 27, 2025 08:00
@yebai yebai requested a review from willtebbutt August 27, 2025 08:00
Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>
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Copilot AI commented Aug 27, 2025

Just as a heads up, I was blocked by some firewall rules while working on your feedback. Expand below for details.

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Copilot AI changed the title Set tangent_type for Logging.ConsoleLogger to NoTangent Set tangent_type for AbstractLogger to NoTangent Aug 27, 2025
Copilot AI requested a review from yebai August 27, 2025 12:14
Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>
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Copilot AI commented Aug 27, 2025

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If you need me to access, download, or install something from one of these locations, you can either:

Copilot AI requested a review from yebai August 27, 2025 12:33
@yebai yebai merged commit 83889dc into main Aug 27, 2025
84 of 87 checks passed
@yebai yebai deleted the copilot/fix-b927b52d-2d90-45b6-b5a8-41632ce63d3e branch August 27, 2025 12:33
@willtebbutt willtebbutt mentioned this pull request Aug 27, 2025
yebai added a commit that referenced this pull request Aug 28, 2025
#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>

---------

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yebai added a commit that referenced this pull request Aug 28, 2025
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sunxd3 pushed a commit that referenced this pull request Nov 11, 2025
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* 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>
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* 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>

---------

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* 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>
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* Initial plan

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

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

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

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>

* Update CI.yml

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

---------

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>
Signed-off-by: Will Tebbutt <3628294+willtebbutt@users.noreply.github.com>
Signed-off-by: Mateus Araújo <maltusan@gmail.com>
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Co-authored-by: Hong Ge <hg344@cam.ac.uk>
Co-authored-by: Mateus Araújo <maltusan@gmail.com>

---------

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>
Signed-off-by: Mateus Araújo <maltusan@gmail.com>
Signed-off-by: Will Tebbutt <3628294+willtebbutt@users.noreply.github.com>
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* Prevent exporting names already declared as public

This is disallowed by the language and results in an error.

* Extend required interface CC.add_edges_impl!

* Adapt to stackless inference change (using CC.Future etc)

* Always return a boolean from `src_inlining_policy`

* Fix relocation of a few Experimental functions to CC

* Fix `_ir_abstract_constant_propagation` rename

* Adjust to `ir_abstract_constant_propagation` changes

* Support `invoke` CodeInstance arguments

* Adjust to opaque macro behavior change

* Define better slotnames for debugging

* Fix opaque closure construction

* Adjust to 1.12 opaque closure creation change

* More fixes

* Fix IRCode construction bug

* Adjust to binding changes for primal type extraction

* Rules for new intrinsics

* Set appropriate world bounds on the `CodeInfo`

* Optimize opaque closures

* Avoid failures on <1.12

* Don't attempt to set bounds if no inferred code is available

* More <1.12 fixes

* Don't optimize if IR interp can't be performed

* More fixes/tests

* Revert use of `Base.allocations`

It is not defined on <1.12, and the macro form seems fine.

* Fix bad line info information

* Make line info logic more robust, fix a few more things

* [WIP] add rules for `svec` and `_svec_len`

* Don't add _svec_len rule for < 1.12

* Try to avoid error in IRInterp

* Allow type unstability for `compute_oc_signature`

* Attempt to fix allocations

* Still use the same Tuple type for < 1.12

* Unconditionally set ir.argtypes[1] to an accurate Tuple

* Fix `primal_type` bug

* Fix construction error for IRCode

* Fix more issues

* Discard unwanted change

* Make version check static

* Add some @zero_derivatives for logging (#815)

* Mark Base.fixup_stdlib_path as having @zero_derivative

This comes up because in Julia 1.12 logmsg_code gets the folder of
Core.Compiler if needed to resolve paths, which results in a ccall
with no known rule. See
JuliaLang/julia#57274.

* Make Base.CoreLogging.handle_message_nothrow as having @zero_derivative

This comes up in logmsg_code, because in Julia v1.12
handle_message_nothrow got a try-catch structure, which creates an
UpsilonNode that Mooncake can't handle.

* Update avoiding_non_differentiable_code.jl

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

* fix format

* Fix handle_message_nothrow @zero_derivative rule

* Improve a comment

* Fix duplicate svec rule after merge

* Remove JET version adjustment from CI workflow

Removed JET version adjustment step based on Julia version from CI workflow.

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

* Fix typo in 1.12-

* Also test buildkit and ext on 1.12?

* Use an eval to avoid duplicating BBCode

* Remove useless line (thanks Copilot)

* Update get_primal_type for GlobalRef

* Update isva comment

* Require Julia 1.12.1 or newer

* Fix stdin reference not working in 1.11

* Update patch_for_319 following Julia 1.12 changes

* Binding partitions are lazily populated!

* Set the IR's valid worlds to only the interpreter world (#832)

* Try to set the IR valid worlds to only the interpreter world

* Add explanation to set_valid_worlds!

* Tweak comment

* Update dispatch_doctor.jl

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

* Import _Utils from DispatchDoctor in tests

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

* reformat

* Use a single world for inference

* Disable JET tests for Julia 1.12 temporarily.

Julia 1.12 has a few Base functions that are not type-stable, causing false-positive JET test failures in Mooncake.

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

* re-enable JET test for Julia 1.12 and format.

* Mark compute_oc_signature as unstable

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

* Add documentation for resolve_unbound_globalrefs function

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

* Add unstable block for version-specific functions

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

* Update allocation tests for Julia version compatibility

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

* Update frule allocation tests for Julia version compatibility

* refactor count_allocs

* Update JET version to include 0.11 (#841)

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

* fix allocation counts for primals (plus `_new_` frule) (#843)

* 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

* Skip certain stability and performance tests for 1.12 (#844)

* 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>

* Clarify GlobalRef resolution docs

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

* Fix for TwicePrecision allocs (#845)

* Add rules for LAPACK.lacpy! and BLAS.trsv! (#839)

* Add rules for LAPACK.lacpy!

* LAPACK.lacpy! is exclusive to Julia 1.11+

* Add rule for BLAS.trsv!

* Isolate sensitive trsm! rule

---------

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

* re-enable F16, only F32 and F64 are type unstable on 1.12

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

* Update Project.toml

Co-authored-by: Markus Hauru <mhauru@turing.ac.uk>
Signed-off-by: Bruno Ploumhans <13494793+Technici4n@users.noreply.github.com>

---------

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>
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Co-authored-by: Will Tebbutt <3628294+willtebbutt@users.noreply.github.com>
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Co-authored-by: Astitva Aggarwal <84859349+AstitvaAggarwal@users.noreply.github.com>
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