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Sample enzyme extension #478

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Sample enzyme extension #478

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wsmoses
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@wsmoses wsmoses commented Oct 10, 2024

See #476

Obviously should be reformatted and cleaned up a bit.

@oscardssmith
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How does performance compare?

@avik-pal
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From our lab meeting discussion earlier this morning, we decided to have an Enzyme special case for SimpleNonlinearSolve at the very least (I will add that via #458).

We can see the overall performance benefits here (in the NonlinearSolve context) later, but for SimpleNonlinearSolve, I would argue we want to save every second we can, and if adding a minor maintenance burden is the way to go (especially with NonlinearSolveBase switching the default backend to Enzyme if loaded), then we should do it.

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