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CITATION.bib

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author = {Dalle, Guillaume and Hill, Adrian},
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year = 2024,
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doi = {10.5281/zenodo.11092033},
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url = {https://github.com/gdalle/DifferentiationInterface.jl}
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url = {https://github.com/JuliaDiff/DifferentiationInterface.jl}
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}
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@article{Schafer_AbstractDifferentiation_2021,

CONTRIBUTING.md

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# Contributing
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Thank you for your willingness to contribute to [DifferentiationInterface.jl](https://github.com/gdalle/DifferentiationInterface.jl).
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Thank you for your willingness to contribute to [DifferentiationInterface.jl](https://github.com/JuliaDiff/DifferentiationInterface.jl).
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The maintainers of this package are Guillaume Dalle ([@gdalle](https://github.com/gdalle)) and Adrian Hill ([@adrhill](https://github.com/adrhill)).
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If you have a problem to report or an improvement to suggest, please [open an issue](https://github.com/gdalle/DifferentiationInterface.jl/issues/new/choose) with a precise description (and a reproducible example whenever possible).
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If you have a problem to report or an improvement to suggest, please [open an issue](https://github.com/JuliaDiff/DifferentiationInterface.jl/issues/new/choose) with a precise description (and a reproducible example whenever possible).
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Once your issue receives positive feedback, you can open a pull request to address it.
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_Only the two maintainers are allowed to approve and merge pull requests._
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Feel free to ping them if they do not answer within a week or so.
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Apart from the conditions above, this repository follows the [ColPrac](https://github.com/SciML/ColPrac) best practices and [Conventional Commits](https://www.conventionalcommits.org/en/).
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Its code is formatted using [JuliaFormatter.jl](https://github.com/domluna/JuliaFormatter.jl) with [BlueStyle](https://github.com/JuliaDiff/BlueStyle) -- please format any modified code before opening a pull request, otherwise CI will fail.
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You can refer to the [dev guide](https://gdalle.github.io/DifferentiationInterface.jl/DifferentiationInterface/dev/dev_guide/) for details on the package structure and the testing pipeline.
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You can refer to the [dev guide](https://juliadiff.org/DifferentiationInterface.jl/DifferentiationInterface/dev/dev_guide/) for details on the package structure and the testing pipeline.

DifferentiationInterface/README.md

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![DifferentiationInterface Logo](https://raw.githubusercontent.com/gdalle/DifferentiationInterface.jl/main/DifferentiationInterface/docs/src/assets/logo.svg)
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![DifferentiationInterface Logo](https://raw.githubusercontent.com/JuliaDiff/DifferentiationInterface.jl/main/DifferentiationInterface/docs/src/assets/logo.svg)
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# DifferentiationInterface
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[![Build Status](https://github.com/gdalle/DifferentiationInterface.jl/actions/workflows/Test.yml/badge.svg?branch=main)](https://github.com/gdalle/DifferentiationInterface.jl/actions/workflows/Test.yml?query=branch%3Amain)
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[![Coverage](https://codecov.io/gh/gdalle/DifferentiationInterface.jl/branch/main/graph/badge.svg?flag=DI)](https://app.codecov.io/gh/gdalle/DifferentiationInterface.jl)
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[![Code Style: Blue](https://img.shields.io/badge/code%20style-blue-4495d1.svg)](https://github.com/invenia/BlueStyle)
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[![Build Status](https://github.com/JuliaDiff/DifferentiationInterface.jl/actions/workflows/Test.yml/badge.svg?branch=main)](https://github.com/JuliaDiff/DifferentiationInterface.jl/actions/workflows/Test.yml?query=branch%3Amain)
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[![Coverage](https://codecov.io/gh/JuliaDiff/DifferentiationInterface.jl/branch/main/graph/badge.svg?flag=DI)](https://app.codecov.io/gh/JuliaDiff/DifferentiationInterface.jl)
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[![Code Style: Blue](https://img.shields.io/badge/code%20style-blue-4495d1.svg)](https://github.com/JuliaDiff/BlueStyle)
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[![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor's%20Guide-blueviolet)](https://github.com/SciML/ColPrac)
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[![DOI](https://zenodo.org/badge/740973714.svg)](https://zenodo.org/doi/10.5281/zenodo.11092033)
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| Package | Docs |
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| :--------------------------: | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| DifferentiationInterface | [![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://gdalle.github.io/DifferentiationInterface.jl/DifferentiationInterface/stable/) [![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://gdalle.github.io/DifferentiationInterface.jl/DifferentiationInterface/dev/) |
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| DifferentiationInterfaceTest | [![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://gdalle.github.io/DifferentiationInterface.jl/DifferentiationInterfaceTest/stable/) [![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://gdalle.github.io/DifferentiationInterface.jl/DifferentiationInterfaceTest/dev/) |
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| DifferentiationInterface | [![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://juliadiff.org/DifferentiationInterface.jl/DifferentiationInterface/stable/) [![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://juliadiff.org/DifferentiationInterface.jl/DifferentiationInterface/dev/) |
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| DifferentiationInterfaceTest | [![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://juliadiff.org/DifferentiationInterface.jl/DifferentiationInterfaceTest/stable/) [![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://juliadiff.org/DifferentiationInterface.jl/DifferentiationInterfaceTest/dev/) |
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An interface to various automatic differentiation (AD) backends in Julia.
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- Preparation mechanism (e.g. to pre-allocate a cache or record a tape)
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- Built-in sparsity handling
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- Thorough validation on standard inputs and outputs (numbers, vectors, matrices)
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- Testing and benchmarking utilities accessible to users with [DifferentiationInterfaceTest](https://github.com/gdalle/DifferentiationInterface.jl/tree/main/DifferentiationInterfaceTest)
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- Testing and benchmarking utilities accessible to users with [DifferentiationInterfaceTest](https://github.com/JuliaDiff/DifferentiationInterface.jl/tree/main/DifferentiationInterfaceTest)
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## Compatibility
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using Pkg
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Pkg.add(
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url="https://github.com/gdalle/DifferentiationInterface.jl",
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url="https://github.com/JuliaDiff/DifferentiationInterface.jl",
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subdir="DifferentiationInterface"
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)
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```

DifferentiationInterface/docs/make.jl

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)
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deploydocs(;
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repo="github.com/gdalle/DifferentiationInterface.jl",
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repo="github.com/JuliaDiff/DifferentiationInterface.jl",
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devbranch="main",
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dirname="DifferentiationInterface",
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tag_prefix="DifferentiationInterface-",

DifferentiationInterface/docs/src/dev_guide.md

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### Tests and docs
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Once that is done, you need to add your new backend to the test suite.
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Test files should be gathered in a folder named `SuperDiff` inside [`DifferentiationInterface/test/Back`](https://github.com/gdalle/DifferentiationInterface.jl/tree/main/DifferentiationInterface/test/Back).
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They should use [DifferentiationInterfaceTest.jl](https://github.com/gdalle/DifferentiationInterface.jl/tree/main/DifferentiationInterfaceTest) to check correctness against the default scenarios.
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Test files should be gathered in a folder named `SuperDiff` inside [`DifferentiationInterface/test/Back`](https://github.com/JuliaDiff/DifferentiationInterface.jl/tree/main/DifferentiationInterface/test/Back).
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They should use [DifferentiationInterfaceTest.jl](https://github.com/JuliaDiff/DifferentiationInterface.jl/tree/main/DifferentiationInterfaceTest) to check correctness against the default scenarios.
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Take inspiration from the tests of other backends to write your own.
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To activate tests in CI, modify the [test workflow](https://github.com/gdalle/DifferentiationInterface.jl/blob/main/.github/workflows/Test.yml) and add your package to the list.
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To run the tests locally, replace the following line in [`DifferentiationInterface/test/runtests.jl`](https://github.com/gdalle/DifferentiationInterface.jl/blob/main/DifferentiationInterface/test/runtests.jl)
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To activate tests in CI, modify the [test workflow](https://github.com/JuliaDiff/DifferentiationInterface.jl/blob/main/.github/workflows/Test.yml) and add your package to the list.
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To run the tests locally, replace the following line in [`DifferentiationInterface/test/runtests.jl`](https://github.com/JuliaDiff/DifferentiationInterface.jl/blob/main/DifferentiationInterface/test/runtests.jl)
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```julia
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GROUP = get(ENV, "JULIA_DI_TEST_GROUP", "All")

DifferentiationInterface/docs/src/tutorials/basic.md

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```
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In short, DifferentiationInterface.jl allows for easy testing and comparison of AD backends.
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If you want to go further, check out the [documentation of DifferentiationInterfaceTest.jl](https://gdalle.github.io/DifferentiationInterface.jl/DifferentiationInterfaceTest).
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If you want to go further, check out the [documentation of DifferentiationInterfaceTest.jl](https://juliadiff.org/DifferentiationInterface.jl/DifferentiationInterfaceTest).
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This related package provides benchmarking utilities to compare backends and help you select the one that is best suited for your problem.

DifferentiationInterface/src/utils/exceptions.jl

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else
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print(
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io,
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"Please open an issue: https://github.com/gdalle/DifferentiationInterface.jl/issues/new",
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"Please open an issue: https://github.com/JuliaDiff/DifferentiationInterface.jl/issues/new",
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)
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end
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end

DifferentiationInterfaceTest/README.md

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# DifferentiationInterfaceTest
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[![Build Status](https://github.com/gdalle/DifferentiationInterface.jl/actions/workflows/Test.yml/badge.svg?branch=main)](https://github.com/gdalle/DifferentiationInterface.jl/actions/workflows/Test.yml?query=branch%3Amain)
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[![Coverage](https://codecov.io/gh/gdalle/DifferentiationInterface.jl/branch/main/graph/badge.svg?flag=DIT)](https://app.codecov.io/gh/gdalle/DifferentiationInterface.jl)
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[![Code Style: Blue](https://img.shields.io/badge/code%20style-blue-4495d1.svg)](https://github.com/invenia/BlueStyle)
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[![Build Status](https://github.com/JuliaDiff/DifferentiationInterface.jl/actions/workflows/Test.yml/badge.svg?branch=main)](https://github.com/JuliaDiff/DifferentiationInterface.jl/actions/workflows/Test.yml?query=branch%3Amain)
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[![Coverage](https://codecov.io/gh/JuliaDiff/DifferentiationInterface.jl/branch/main/graph/badge.svg?flag=DIT)](https://app.codecov.io/gh/JuliaDiff/DifferentiationInterface.jl)
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[![Code Style: Blue](https://img.shields.io/badge/code%20style-blue-4495d1.svg)](https://github.com/JuliaDiff/BlueStyle)
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[![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor's%20Guide-blueviolet)](https://github.com/SciML/ColPrac)
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[![DOI](https://zenodo.org/badge/740973714.svg)](https://zenodo.org/doi/10.5281/zenodo.11092033)
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| Package | Docs |
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| DifferentiationInterface | [![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://gdalle.github.io/DifferentiationInterface.jl/DifferentiationInterface/stable/) [![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://gdalle.github.io/DifferentiationInterface.jl/DifferentiationInterface/dev/) |
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| DifferentiationInterfaceTest | [![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://gdalle.github.io/DifferentiationInterface.jl/DifferentiationInterfaceTest/stable/) [![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://gdalle.github.io/DifferentiationInterface.jl/DifferentiationInterfaceTest/dev/) |
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| DifferentiationInterface | [![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://juliadiff.org/DifferentiationInterface.jl/DifferentiationInterface/stable/) [![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://juliadiff.org/DifferentiationInterface.jl/DifferentiationInterface/dev/) |
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| DifferentiationInterfaceTest | [![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://juliadiff.org/DifferentiationInterface.jl/DifferentiationInterfaceTest/stable/) [![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://juliadiff.org/DifferentiationInterface.jl/DifferentiationInterfaceTest/dev/) |
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Testing and benchmarking utilities for automatic differentiation (AD) in Julia, based on [DifferentiationInterface](https://github.com/gdalle/DifferentiationInterface.jl/tree/main/DifferentiationInterface).
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Testing and benchmarking utilities for automatic differentiation (AD) in Julia, based on [DifferentiationInterface](https://github.com/JuliaDiff/DifferentiationInterface.jl/tree/main/DifferentiationInterface).
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## Goal
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Pkg.add(
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DifferentiationInterfaceTest/docs/make.jl

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DifferentiationInterfaceTest/docs/src/tutorial.md

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# Tutorial
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We present a typical workflow with DifferentiationInterfaceTest.jl, building on the tutorial of the [DifferentiationInterface.jl documentation](https://gdalle.github.io/DifferentiationInterface.jl/DifferentiationInterface) (which we encourage you to read first).
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We present a typical workflow with DifferentiationInterfaceTest.jl, building on the tutorial of the [DifferentiationInterface.jl documentation](https://juliadiff.org/DifferentiationInterface.jl/DifferentiationInterface) (which we encourage you to read first).
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```@repl tuto
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using DifferentiationInterface, DifferentiationInterfaceTest

DifferentiationInterfaceTest/ext/DifferentiationInterfaceTestFluxExt/DifferentiationInterfaceTestFluxExt.jl

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#=
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Relevant discussions:
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- https://github.com/gdalle/DifferentiationInterface.jl/issues/105
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- https://github.com/gdalle/DifferentiationInterface.jl/issues/343
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- https://github.com/JuliaDiff/DifferentiationInterface.jl/issues/105
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- https://github.com/JuliaDiff/DifferentiationInterface.jl/issues/343
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- https://github.com/FluxML/Flux.jl/issues/2469
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=#
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