JuliaDiff / JuliaDiff/ForwardDiff.jl

Create lightweight package AbstractDualNumbers or ForwardDiffBase or similar?

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Julia
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Description

My apologies if this has been suggested before:

While ForwardDiff is not the heaviest of packages in the ecosystem, it's also not exactly lightweight (take 1.6 seconds to load on my system). A lightweight package AbstractDualNumbers.jl or ForwardDiffBase.jl (or similar) that just defines something like abstract type AbstractDualNumber{Tag} <: Real end and things like function AbstractDualNumbers.value end and function AbstractDualNumbers.partials end could allow packages to define custom push-forwards without depending on ForwardDiff itself.

I know that there are exciting efforts underway in the Julia-AD-ecosystem for new ADs (e.g. Diffractor), but ForwardDiff is certainly not going away any time soon. A really lightweight way to define push-forwards could reduce the frequency of @require ForwardDiff in the ecosystem quite a bit, and also make it possible to move code from packages like DistributionsAD to Distributions, etc.

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First steps

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Research direction

No implementation files or tests are identified. Start by reviewing ForwardDiff's public dual-number interfaces and the proposed AbstractDualNumbers or ForwardDiffBase scope; the issue would need a settled package name, API, and adoption criteria before completion can be assessed.

Written by the indexing model from the issue text.

Assessment

Tech stack
julia
Domain
tooling
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
25/100

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