Code Monkey home page Code Monkey logo

lmvp's Introduction

License GitHub commit activity GitHub stars

LMVP

Lightweight Model Versioning Platform

About

An open source neural network versioning system designed to separate model management functions and computationally expensive training operations.

Features

  • Fetch, update, and publish models from anywhere
  • Track metrics
  • Manage model history on the web
  • Add team members, make contributions

Example commands

>>> localModel = lmvp.download(modelName)
>>> lmvp.showHistory(project)
>>> lmvp.update(modelname, localModel)

Task Groups

Commits addressing issues in a group may now be added to the corresponding branch. The dev branch may be used for generating test builds, which are available at the Docker repository jbinvnt/lmvp:latest. The master branch gets built at jbinvnt/lmvp:stable and should be used once features have been tested.

Issues for each group are available in the Projects tab.

Group Features
client Utilities such as Python modules to allow team members to transfer models to/from the central server.
versioning System for keeping track of how models and weights change over time.
webapp The web administrator console. Built using Django, frontend framework TBD.

Comparison with other platforms

Traditional Cloud Worlflow Local Training Workflow

lmvp's People

Contributors

jbinvnt avatar abhinavtripathy avatar

Watchers

James Cloos avatar

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.