JuliaDiff / JuliaDiff/ChainRulesCore.jl

Make Differentials more Numbery

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#37 4 comments 1 reaction 0 assignees View on GitHub

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Dominant language
Julia
Stars
267
Forks
66
PR merge metrics
No merged PRs in 30d

Description

See https://github.com/JuliaDiff/ChainRulesCore.jl/pull/35#issuecomment-526319264
and https://github.com/JuliaDiff/ChainRules.jl/pull/55#discussion_r296359409

Things to consider:

  • Subtype Number
  • define iszero
  • define -
  • define /
  • define convert/promote using extern
  • boardcasting ? Like scalar?

I don't know that we should do all of them but with considering.
I don't particular like the idea of things implictly calling extern
But maybe it is ok.

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First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start by reading the linked ChainRulesCore.jl and ChainRules.jl pull-request discussions, then inspect how Differentials are currently defined. Evaluate the listed options—Number subtyping, iszero, arithmetic, conversion and promotion, and broadcasting—and determine which behavior should be included. Done means the intended scope and semantics are agreed before implementation.

Written by the indexing model from the issue text.

Assessment

Tech stack
julia
Domain
backend
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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