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https://github.com/zhiyiyo/alpha-gobang-zero

A gobang robot based on reinforcement learning.
https://github.com/zhiyiyo/alpha-gobang-zero

alphazero gobang pyqt5 pytorch reinforcement-learning

Last synced: 20 days ago
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A gobang robot based on reinforcement learning.

Host: GitHub
URL: https://github.com/zhiyiyo/alpha-gobang-zero
Owner: zhiyiYo
License: gpl-3.0
Created: 2021-03-20T15:56:26.000Z (over 3 years ago)
Default Branch: master
Last Pushed: 2023-03-28T03:38:52.000Z (over 1 year ago)
Last Synced: 2024-05-23T04:36:58.939Z (6 months ago)
Topics: alphazero, gobang, pyqt5, pytorch, reinforcement-learning
Language: Python
Homepage: https://www.cnblogs.com/zhiyiYo/p/14683450.html
Size: 71.5 MB
Stars: 91
Watchers: 3
Forks: 21
Open Issues: 0
Metadata Files:
- Readme: README.md
- License: LICENSE

Awesome Lists containing this project

README

Alpha Gobang Zero

A gobang robot based on reinforcement learning

## Policy-Value Net
* Network structure
* `ConvBlock` × 1
* `ResidueBlock` × 4
* `PolicyHead` × 1
* `ValueHead` × 1
* Network visualization

## Quick start
1. Create virtual environment:

```shell
conda create -n Alpha_Gobang_Zero python=3.8
conda activate Alpha_Gobang_Zero
pip install -r requirements.txt
```

2. Install `PyTorch`，refer to the [blog](https://www.cnblogs.com/zhiyiYo/p/15865454.html) for details；

3. Start game:

```shell
conda activate Alpha_Gobang_Zero
python game.py
```

## Train model

```shell
conda activate Alpha_Gobang_Zero
python train.py
```

## Blog
[《如何使用自对弈强化学习训练一个五子棋机器人Alpha Gobang Zero》](https://www.cnblogs.com/zhiyiYo/p/14683450.html)

## Reference
* [《Mastering the game of Go without human knowledge》](https://www.nature.com/articles/nature24270.epdf?author_access_token=VJXbVjaSHxFoctQQ4p2k4tRgN0jAjWel9jnR3ZoTv0PVW4gB86EEpGqTRDtpIz-2rmo8-KG06gqVobU5NSCFeHILHcVFUeMsbvwS-lxjqQGg98faovwjxeTUgZAUMnRQ)
* [《Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm》](https://arxiv.org/abs/1712.01815)

## FAQs
* **Why does the window get stuck when it is dragged?**

Because the interface background uses acrylic effect, this problem will occur for some versions of win10. There are three solutions:

* Upgrade win10 to the latest version.
* Uncheck the check box of **Advanced system settings --> Performance --> Show window contents when dragging**.
* Turn off the option to enable acrylic background in the setting interface.

* **Why does the configuration I modified in the settings interface not take effect immediately?**

The modified configuration will take effect at the beginning of the next game.

## License
Alpha-Gobang-Zero is licensed under [GPLv3](./LICENSE).