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Add Enzyme performance warning #344

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Jul 5, 2024
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Add Enzyme performance warning #344

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Add Enzyme performance warning
gdalle Jul 4, 2024
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Rephrase
gdalle Jul 5, 2024
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5 changes: 5 additions & 0 deletions DifferentiationInterface/README.md
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Expand Up @@ -48,6 +48,11 @@ We support all of the backends defined by [ADTypes.jl](https://github.com/SciML/
- [Tracker.jl](https://github.com/FluxML/Tracker.jl)
- [Zygote.jl](https://github.com/FluxML/Zygote.jl)

Note that in some cases, going through DifferentiationInterface.jl might be slower than a direct call to the backend's API.
This is mostly true for Enzyme.jl, whose handling of activities and multiple arguments unlocks additional performance.
We are working on this challenge, and welcome any suggestions or contributions.
Meanwhile, if differentiation fails or takes too long, consider using Enzyme.jl directly.

## Installation

To install the stable version of the package, run the following code in a Julia REPL:
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