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DifferentiationInterface/README.md
@@ -48,6 +48,11 @@ We support all of the backends defined by [ADTypes.jl](https://github.com/SciML/
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- [Tracker.jl](https://github.com/FluxML/Tracker.jl)
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- [Zygote.jl](https://github.com/FluxML/Zygote.jl)
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+Note that in some cases, going through DifferentiationInterface.jl might be slower than a direct call to the backend's API.
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+This is mostly true for Enzyme.jl, whose handling of activities and multiple arguments unlocks additional performance.
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+We are working on this challenge, and welcome any suggestions or contributions.
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+Meanwhile, if differentiation fails or takes too long, consider using Enzyme.jl directly.
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+
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## Installation
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To install the stable version of the package, run the following code in a Julia REPL:
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