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Merge #1076
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1076: Update README r=DhairyaLGandhi a=willtebbutt

The current README is a bit misleading in terms of performance, because Zygote really doesn't have good performance when control flow is involved. I'm open to other suggestions for re-wording, but it seems reasonable to me that we temper what is currently there a bit.

Co-authored-by: willtebbutt <[email protected]>
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bors[bot] and willtebbutt authored Sep 24, 2021
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"Source-to-source" means that Zygote hooks into Julia's compiler, and generates the backwards pass for you – as if you had written it by hand.

Without compromising on performance, Zygote supports the full flexibility and dynamism of the Julia language, including control flow, recursion, closures, structs, dictionaries, and more.
Zygote supports the full flexibility and dynamism of the Julia language, including control flow, recursion, closures, structs, dictionaries, and more.

```julia
julia> fs = Dict("sin" => sin, "cos" => cos, "tan" => tan);
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