hxworm/pysekiro_with_RL

《Sekiro™ Shadows Die Twice》【DoubleDQN】【Conv3D】

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Quick start

Quick_start.ipynb

Project structuret

How_it_works.ipynb

• pysekiro
  • img_tools
    • _init_.py
    • adjustment.py
    • get_status.py
    • get_vertices.py
    • grab_screen.py
  • key_tools
    • _init_.py
    • actions.py
    • direct_keys.py
    • get_keys.py
  • _init_.py
  • Agent.py (DoubleDQN)
  • model.py
  • on_policy.py
  • off_policy.py

Installation

Install Anaconda3

https://www.anaconda.com/

Create a virtual environment and install dependencies

conda create -n pysekiro python=3.8
conda activate pysekiro
conda install pandas
conda install matplotlib
conda install pywin32
pip install opencv-python>=4.0 -i https://pypi.tuna.tsinghua.edu.cn/simple
pip install tensorflow>=2.0 -i https://pypi.tuna.tsinghua.edu.cn/simple
conda install -c conda-forge jupyterlab

Reference

https://github.com/Sentdex/pygta5
https://github.com/analoganddigital/sekiro_tensorflow
https://github.com/analoganddigital/DQN_play_sekiro
https://github.com/ZhiqingXiao/rl-book/blob/master/chapter10_atari/BreakoutDeterministic-v4_tf.ipynb
https://github.com/ZhiqingXiao/rl-book/blob/master/chapter06_approx/MountainCar-v0_tf.ipynb
https://github.com/MorvanZhou/Reinforcement-learning-with-tensorflow/tree/master/contents/5_Deep_Q_Network