Duel_DQN

reinforcement learning, tensorflow + openAI gym implementation of dueling DDQN, dueling DQN

Requirement main

python3.6

gym[atari]

opencv-python

tensorflow-1.10-gpu

Usage

For dueling_DQN train:

python game_main.py --episode=10000 --env_name=Solaris-v0 --model_type=dueldqn --train=True --load_network=False

For dueling_DDQN train:

--model_type=duelddqn

For test model:

--train=False --load_network=True

For game name:

--env_name=Solaris-v0

Result

Summary

tensorboard --logdir=./summary/Solaris-v0/dueldqn
tensorboard --logdir=./summary/Solaris-v0/duelddqn

For Dueling_DQN summary:

For Dueling_DDQN summary:

Reference

Dueling Network Architectures for Deep Reinforcement Learning