Merge branch 'main' into gd/enzyme_secondorder_functionannot

Author: gdalle

DifferentiationInterface/CHANGELOG.md

@@ -5,7 +5,18 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
-## [Unreleased](https://github.com/JuliaDiff/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.7.12...main)
+## [Unreleased](https://github.com/JuliaDiff/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.7.13...main)
+
+## [0.7.13](https://github.com/JuliaDiff/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.7.12...DifferentiationInterface-v0.7.13)
+
+### Added
+
+- Allow non-numeric arguments with AutoSymbolics ([#945](https://github.com/JuliaDiff/DifferentiationInterface.jl/pull/945))
+
+### Fixed
+
+- Improve wrong-mode pushforward/pullback ([#932](https://github.com/JuliaDiff/DifferentiationInterface.jl/pull/932), [#931](https://github.com/JuliaDiff/DifferentiationInterface.jl/pull/931))
+- Clean up CI ([#926](https://github.com/JuliaDiff/DifferentiationInterface.jl/pull/926), [#924](https://github.com/JuliaDiff/DifferentiationInterface.jl/pull/924))
 
 ## [0.7.12](https://github.com/JuliaDiff/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.7.11...DifferentiationInterface-v0.7.12)
 

DifferentiationInterface/Project.toml

@@ -1,7 +1,7 @@
 name = "DifferentiationInterface"
 uuid = "a0c0ee7d-e4b9-4e03-894e-1c5f64a51d63"
 authors = ["Guillaume Dalle", "Adrian Hill"]
-version = "0.7.12"
+version = "0.7.13"
 
 [deps]
 ADTypes = "47edcb42-4c32-4615-8424-f2b9edc5f35b"

DifferentiationInterface/ext/DifferentiationInterfaceSymbolicsExt/DifferentiationInterfaceSymbolicsExt.jl

@@ -26,6 +26,7 @@ dense_ad(backend::AutoSparse{<:AutoSymbolics}) = ADTypes.dense_ad(backend)
 
 variablize(::Number, name::Symbol) = variable(name)
 variablize(x::AbstractArray, name::Symbol) = variables(name, axes(x)...)
+variablize(::T, name::Symbol) where {T} = variable(name; T)
 
 function variablize(contexts::NTuple{C, DI.Context}) where {C}
     return ntuple(Val(C)) do k

DifferentiationInterface/test/Back/Symbolics/test.jl

@@ -41,3 +41,23 @@ test_differentiation(
     @test sparsity_pattern(jac!_prep) == Diagonal(trues(10))
     @test sparsity_pattern(hess_prep) == Diagonal(trues(10))
 end
+
+@testset "Non-numeric arguments" begin
+    function differentiate_me!(out, x, c)
+        @assert c isa Any # Just to use it somewhere
+        return copyto!(out, x)
+    end
+    function differentiate_me(x, c)
+        tmp = similar(x)
+        differentiate_me!(tmp, x, c)
+        return tmp
+    end
+    x = rand(10)
+    xbuffer = copy(x)
+    c = "I am a string"
+    backend = AutoSymbolics()
+    jac_prep = prepare_jacobian(differentiate_me, backend, x, Constant(c))
+    jac!_prep = prepare_jacobian(differentiate_me!, xbuffer, backend, x, Constant(c))
+    @test jacobian(differentiate_me, jac_prep, backend, x, Constant(c)) ≈ I
+    @test jacobian(differentiate_me!, xbuffer, jac!_prep, backend, x, Constant(c)) ≈ I
+end