Git Product home page Git Product logo

pruning's Introduction

Model Prune

本项目使用微软的NNI进行模型剪枝

原本模型的结构及参数： img.png img.png

模型剪枝后的结构及参数： img.png img.png

准确率对比:（进行了修改，提高了epoch以及略微降低稀疏度）

对比：

参数量由原本的33834降低到3293。 参数占用内存由原本的0.14MB降低到0.01MB。 性能从最高63.9%降到最高53.84%，可能是由于网络结构过于简单所致，后续进行深入探究

pruning's People

Contributors

berry-wu avatar

Stargazers

avatar avatar

Watchers

avatar

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.