Code Monkey home page Code Monkey logo

q-routing-protocol's Introduction

RL for Network Packet Routing

This repo is a python port of the c implementation of Packet Routing in Dynamically Changing Networks: A Reinforcement Learning approach (found here:https://www.cs.cmu.edu/~jab/cv/pubs/boyan.q-routing.pdf)

The network simulator is implemented in envs/simulator.py and extends the OpenAI gym environment class.

To run this code simply choose and agent file (currently we have Q learning and SARSA) and run:

python do_TYPE_learning.py

so for instance, to run the Q learning agent, type

python do_q_learning.py

in this directory.

The agent's performance is written to the console.

q-routing-protocol's People

Contributors

tildelorde avatar duncanswilson avatar pollockcr 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.