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kandbox_planner's Introduction

Reinforcement Learning for Real Time Field Service Planning

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中文 | English

Online Demo

This is a demo system to dispatch services in London area:

Features

👍 Timeline Chart with travel time

👉 Reinforcement Learning Environment per standard of Gym

👉 Heurisitc Agent for the Environment

Get Started

It is recommended to use docker version. For more details about installation, click get_started_locally.

  1. Prepare linux or macos with docker, docker-compose. This is how to install docker-compose

  2. Run this commond in {KPlanner_HOME}/src folder:

    cd src
    docker-compose -f prod.yml build
    docker-compose -f prod.yml up
  3. If there is no error, you should be able to create a super user with:

    cd src
    docker-compose -f prod.yml  run backend python manage.py createsuperuser
  4. Open a browser and visit http://localhost:8000. You can create the rest of users with the super user credential.

  5. (optional) To populate sample data, run :

    docker-compose -f prod.yml  run backend python kandbox_planner/fsm_adapter/toy_generator/london_service_generator.py 	<your_access_token>

Keywords

Reinforcement Learning, Field Service Scheduling, Dispatching, Planning, AI, Optimization

Architecture

System_Architecture

Technology Stack

Frontend UI: Django | Django-SimpleUI

Backend Algorithm Platform: Gym | RLLib for RL | Ortools for Optimization

Everything is in python but JS in browser.

TODO

  • Improve London area dispatching quality
  • Create usage documents

Known Issues

kandbox_planner's People

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