qingshi9974 / DQN-pytorch-Atari

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

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

Results with tricks in OpenAI Baselines

BreakoutNoFrameskip-v4

PongNoFrameskip-v4

BoxingNoFrameskip-v4