Giter Club home page Giter Club logo

laser's Introduction

LASER (a toolkit for Large scAle diStributEd tRaining)

A toolkit for large scale distributed training

With LARSER we succeeded to train DeBERTa 1.5B model without model parallelism. The DeBERTa 1.5B model is the SOAT model on GLUE and SuperGLUE leaderboard. And it's the first model that surpass T5 11B model and human performance on SuperGLUE leaderboard.

TODOs

  • Add documentation and usage examples

laser's People

Contributors

bigbird01 avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar

laser's Issues

method summary please?

Could you possibly post a brief summary of the used approach? Or a link to a paper/article that discusses your approach?

I'm documenting the different approaches to training huge models here: huggingface/transformers#9766

Would love to add yours if you could share the approach you use.

Thank you very much!

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.