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Add Enzyme performance warning #344

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Jul 5, 2024
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4 changes: 4 additions & 0 deletions DifferentiationInterface/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -48,6 +48,10 @@ 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, using DifferentiationInterface.jl will be slower than calling backend-specific utilities.
This is mostly true for Enzyme.jl, whose handling of activities and multiple arguments unlocks additional performance compared to our simple API.
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We are working on this challenge, and welcome any suggestions or contributions.

## Installation

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