Code Monkey home page Code Monkey logo

dqn's Introduction

DQN Library

Support

  • ExperienceReplay
  • PrioritizedExperienceReplay
  • multi-step bootstrap
  • Double DQN (default)
  • ε-greedy method
  • Dueling DQN
  • User costomized network and env

Quick start

1. Config setting

info:
  name: Carpole_dqn
  module_name: cartpole_dqn
# Replay
replay:
  type: PrioritizedExperienceReplay  # ExperienceReplay or PrioritizedExperienceReplay
  capacity: 10000
# Train
train: 
  train_mode: true # if False, eval mode
  num_episode: 1000
  batch_size: 32
  target_update_iter: 20
  multi_step_bootstrap: true  # multi-step bootstrap
  num_multi_step_bootstrap: 5 # multi-step bootstrap
  gamma: 0.97      # ε-greedy
  eps_start: 0.9   # ε-greedy
  eps_end: 0.05    # ε-greedy
  eps_decay: 200   # ε-greedy
  render: False
  # Save
  save_iter: 200
  save_filename: cartpole
# Eval
eval:
  num_episode: 100
  filename: cartpole_1000.pth
  render: True

2. Run DQN

python dqn.py -f config.yaml

3. View Result

You can result by tensorboard

tensorboard --logdir results/20210914165555

result is created at results/YYYYMMDDHHMMSS/

for Docker

docker-compose up -d
docker exec -it dqn_breakout bash

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.