Concept

Use Baseline3 Zoo framework train games like Super Mario Bros., Tetris etc....

Example

All videos put in https://github.com/pangafu/baseline3-zoo-games-videoes

PPO - Super Mario Bros.

PPO - Tetris2

games

I have make or wrap games bellow in gym-bz-games/

GameName	INFO
BZ-Mario-v0	default mario world 1 stage 1
BZ-Mario-X-Y-v0	mario world X: world 1-8 Y: stage:1-4
BZ-MarioRandom-v0	mario world random choose
BZ-Tetris-v0	nes tetris
BZ-Tetris2-v0	tetris game in python with drop info and full info(can clear line, score up/down ...)
BZ-Tetris3-v0	tetris game in python with drop info (without info maybe evolved some advanced strategies)
BZ-Tetris4-v0	tetris game in python in direct drop mode(drop with pos, rotate action)

models

All modeles put in https://github.com/pangafu/baseline3-zoo-games-logs

Install

git clone https://github.com/pangafu/baseline3-zoo-games.git
cd baseline3-zoo-games/
./install.sh

Download Trained models and videoes

git clone https://github.com/pangafu/baseline3-zoo-games-videoes.git
git clone https://github.com/pangafu/baseline3-zoo-games-logs.git

Train

./train.sh ppo BZ-Mario-v0 

Train continue

./train.sh ppo BZ-Mario-v0 logs/ppo/BZ-Mario——v0_1/best_model.zip

Test

./test.sh ppo BZ-Mario-v0 

Clear (clear all trained model, beware to use!)

./clear.sh ppo BZ-Mario-v0 

Result

Game	PPO	QRDQN
BZ-Tetris2-v0	well	-
BZ-Mario-1-1-v0	pass	-
BZ-Mario-1-2-v0	pass	-
BZ-MarioRandom-v0	-	-

Citing the Project

To cite this repository in publications:

@misc{baseline3-zoo-games,
  author = {YuanQuan},
  title = {RL Baselines3 Zoo Games},
  year = {2021},
  publisher = {GitHub},
  journal = {GitHub repository},
  howpublished = {\url{https://github.com/pangafu/baseline3-zoo-games}},
}