Switch to DifferentiationInterface (#135)

* Switch to DifferentiationInterface

* Fix more stuff

* Fix tests and start Enzyme

* More tests

* Fix ENzyme

* Update docs

* Select tag and chunksize for AutoForwardDiff

* Right chunksize

.github/workflows/CI.yml

@@ -18,13 +18,13 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        version: ['1.6', '1']
+        version: ['1.10', '1']
         os: [ubuntu-latest]
         arch: [x64]
         allow_failure: [false]
     steps:
       - uses: actions/checkout@v4
-      - uses: julia-actions/setup-julia@v1
+      - uses: julia-actions/setup-julia@v2
         with:
           version: ${{ matrix.version }}
           arch: ${{ matrix.arch }}
@@ -45,7 +45,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
-      - uses: julia-actions/setup-julia@v1
+      - uses: julia-actions/setup-julia@v2
         with:
           version: '1'
       - uses: julia-actions/cache@v1

CITATION.bib

@@ -2,7 +2,7 @@ @misc{ImplicitDifferentiation.jl
 	author  = {Guillaume Dalle, Mohamed Tarek and contributors},
 	title   = {ImplicitDifferentiation.jl},
 	url     = {https://github.com/gdalle/ImplicitDifferentiation.jl},
-	version = {v0.5.0},
-	year    = {2023},
-	month   = {8}
+	version = {v0.6.0},
+	year    = {2024},
+	month   = {4}
 }

Project.toml

@@ -1,64 +1,73 @@
 name = "ImplicitDifferentiation"
 uuid = "57b37032-215b-411a-8a7c-41a003a55207"
 authors = ["Guillaume Dalle", "Mohamed Tarek and contributors"]
-version = "0.5.2"
+version = "0.6.0"
 
 [deps]
-AbstractDifferentiation = "c29ec348-61ec-40c8-8164-b8c60e9d9f3d"
-ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
+ADTypes = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
+DifferentiationInterface = "a0c0ee7d-e4b9-4e03-894e-1c5f64a51d63"
 Krylov = "ba0b0d4f-ebba-5204-a429-3ac8c609bfb7"
 LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 LinearOperators = "5c8ed15e-5a4c-59e4-a42b-c7e8811fb125"
-PrecompileTools = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
-Requires = "ae029012-a4dd-5104-9daa-d747884805df"
-SimpleUnPack = "ce78b400-467f-4804-87d8-8f486da07d0a"
 
 [weakdeps]
 ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
+Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"
 ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
-StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
-Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
 
 [extensions]
 ImplicitDifferentiationChainRulesCoreExt = "ChainRulesCore"
+ImplicitDifferentiationEnzymeExt = "Enzyme"
 ImplicitDifferentiationForwardDiffExt = "ForwardDiff"
-ImplicitDifferentiationStaticArraysExt = "StaticArrays"
-ImplicitDifferentiationZygoteExt = "Zygote"
 
 [compat]
-AbstractDifferentiation = "0.5, 0.6"
-ChainRulesCore = "1.14"
-ForwardDiff = "0.10"
-Krylov = "0.8, 0.9"
-LinearAlgebra = "1.6"
-LinearOperators = "2.2"
-PrecompileTools = "1.1"
-Requires = "1.3"
-SimpleUnPack = "1.1"
-StaticArrays = "1.6"
-Zygote = "0.6"
-julia = "1.6"
+ChainRulesCore = "1.23.0"
+Enzyme = "0.11.20"
+ForwardDiff = "0.10.36"
+Krylov = "0.9.5"
+LinearAlgebra = "1.10"
+LinearOperators = "2.7.0"
+julia = "1.10"
 
 [extras]
+ADTypes = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
 Aqua = "4c88cf16-eb10-579e-8560-4a9242c79595"
 ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 ChainRulesTestUtils = "cdddcdb0-9152-4a09-a978-84456f9df70a"
 ComponentArrays = "b0b7db55-cfe3-40fc-9ded-d10e2dbeff66"
+DifferentiationInterface = "a0c0ee7d-e4b9-4e03-894e-1c5f64a51d63"
 Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
-FiniteDifferences = "26cc04aa-876d-5657-8c51-4c34ba976000"
+Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"
 ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
 JET = "c3a54625-cd67-489e-a8e7-0a5a0ff4e31b"
 JuliaFormatter = "98e50ef6-434e-11e9-1051-2b60c6c9e899"
 Krylov = "ba0b0d4f-ebba-5204-a429-3ac8c609bfb7"
 NLsolve = "2774e3e8-f4cf-5e23-947b-6d7e65073b56"
 Optim = "429524aa-4258-5aef-a3af-852621145aeb"
-Pkg = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
-ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
 SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
 Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
 
 [targets]
-test = ["Aqua", "ChainRulesCore", "ChainRulesTestUtils", "ComponentArrays", "Documenter", "FiniteDifferences", "ForwardDiff", "JET", "JuliaFormatter", "NLsolve", "Optim", "Pkg", "Random", "ReverseDiff", "SparseArrays", "StaticArrays", "Test", "Zygote"]
+test = [
+    "ADTypes",
+    "Aqua",
+    "ChainRulesCore",
+    "ChainRulesTestUtils",
+    "ComponentArrays",
+    "DifferentiationInterface",
+    "Documenter",
+    "Enzyme",
+    "ForwardDiff",
+    "JET",
+    "JuliaFormatter",
+    "NLsolve",
+    "Optim",
+    "Random",
+    "SparseArrays",
+    "StaticArrays",
+    "Test",
+    "Zygote",
+]

README.md

@@ -49,6 +49,7 @@ Please read the [documentation](https://gdalle.github.io/ImplicitDifferentiation
 
 In Julia:
 
+- [SciML](https://sciml.ai/) ecosystem, especially [LinearSolve.jl](https://github.com/SciML/LinearSolve.jl), [NonlinearSolve.jl](https://github.com/SciML/NonlinearSolve.jl) and [Optimization.jl](https://github.com/SciML/Optimization.jl)
 - [jump-dev/DiffOpt.jl](https://github.com/jump-dev/DiffOpt.jl): differentiation of convex optimization problems
 - [axelparmentier/InferOpt.jl](https://github.com/axelparmentier/InferOpt.jl): approximate differentiation of combinatorial optimization problems
 - [JuliaNonconvex/NonconvexUtils.jl](https://github.com/JuliaNonconvex/NonconvexUtils.jl): contains the original implementation from which this package drew inspiration