Giter Club home page Giter Club logo

Comments (3)

wsmoses avatar wsmoses commented on May 27, 2024 4

It definitely should be possible and I agree the Julia front end is likely a good place to start (also happy to video call next week and do some planning).

My bet as to the big things that will need to be done for Numba as a front end:

  • Load Enzyme as a plugin and call it as an optimization at the appropriate time (Julia has good example of)
  • Expose API for gradients in numba
  • Ensure Numba passes down all of the relevant bitcode
  • Ensure Numba passes down Type Information that can be understood (as TBAA)
  • Re-entry into Numba JIT if AD of non fully statically analzable code is desired

from enzyme.

vchuravy avatar vchuravy commented on May 27, 2024

You could take a look of how the Julia frontend does things, https://github.com/wsmoses/Enzyme.jl
GPUCompiler works similar to Numba, and there is a C-API call for creating the enzyme pass.

Happy to chat about the detailed strategy, but I am not familiar enough with Numba to make any direct recommendations.

from enzyme.

sebastienwood avatar sebastienwood commented on May 27, 2024

Hi !
Is there any news on this potential functionality ?
Thanks !

from enzyme.

Related Issues (20)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.