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ArguMentor (talk | contribs) Integrating the Swift stuff into the rest of the text. Some of the original stuff is implicit from the earlier contents in the paragraph (and the last bit about the authors' plans doesn't seem notable enough for inclusion). |
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Both of these early approaches are only able to differentiate code written in a suitable manner for the framework, limiting their interoperability with other programs.
A more recent package in the [[Julia (programming language)|Julia]] programming language — [https://github.com/FluxML/Zygote.jl Zygote] — resolves the issues that earlier attempts faced by treating the language's syntax as the graph; the design of the Julia language makes it easy for the [[intermediate representation]] of arbitrary Julia code to be differentiated directly, [[compiler optimization|optimized]], and compiled.<ref name="flux" /><ref>{{cite arxiv|last=Innes|first=Michael|date=2018-10-18|title=Don't Unroll Adjoint: Differentiating SSA-Form Programs|eprint=1810.07951|class=cs.PL}}</ref> An in-development differentiable programming language called [[Myia (programming language)|Myia]] also uses a similar approach <ref name="myia1" />, as does an
==See also==
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