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Implement DQN and DDQN algorithm on Atari games,such as BreakoutNoFrameskip-v4, PongNoFrameskip-v4,BoxingNoFrameskip-v4.

Python 100.00%

dqn-pytorch-atari's Introduction

DQN-pytorch-Atari

Implement DQN and DDQN algorithm on Atari games,such as BreakoutNoFrameskip-v4, PongNoFrameskip-v4,BoxingNoFrameskip-v4.

Requirements

  • cuda 10.1
  • python 3.7.6
  • gym 0.17.6
  • pytorch 1.5.0
  • tdqm

Usage Example

$ python main.py --env_name BreakoutNoFrameskip-v4-v2

Results without tricks in OpenAI Baselines

BreakoutNoFrameskip-v4

imageimageimage

Results with tricks in OpenAI Baselines

BreakoutNoFrameskip-v4

image

PongNoFrameskip-v4

image

BoxingNoFrameskip-v4

image

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