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# RLCard: A Toolkit for Reinforcement Learning in Card Games <img width="500" src="https://dczha.com/files/rlcard/logo.jpg" alt="Logo" /> [](https://github.com/datamllab/rlcard/actions/workflows/python-package.yml) [](https://badge.fury.io/py/rlcard) [](https://coveralls.io/github/datamllab/rlcard?branch=master) [](https://pepy.tech/project/rlcard) [](https://pepy.tech/project/rlcard) [](https://opensource.org/licenses/MIT) [中文文档](README.zh-CN.md) RLCard is a toolkit for Reinforcement Learning (RL) in card games. It supports multiple card environments with easy-to-use interfaces for implementing various reinforcement learning and searching algorithms. The goal of RLCard is to bridge reinforcement learning and imperfect information games. RLCard is developed by [DATA Lab](http://faculty.cs.tamu.edu/xiahu/) at Rice and Texas A&M University, and community contributors. * Official Website: [https://www.rlcard.org](https://www.rlcard.org) * Tutorial in Jupyter Notebook: [https://github.com/datamllab/rlcard-tutorial](https://github.com/datamllab/rlcard-tutorial) * Paper: [https://arxiv.org/abs/1910.04376](https://arxiv.org/abs/1910.04376) * Video: [YouTube](https://youtu.be/krK2jmSdKZc) * GUI: [RLCard-Showdown](https://github.com/datamllab/rlcard-showdown) * Dou Dizhu Demo: [Demo](https://douzero.org/) * Resources: [Awesome-Game-AI](https://github.com/datamllab/awesome-game-ai) * Related Project: [DouZero Project](https://github.com/kwai/DouZero) * Zhihu: https://zhuanlan.zhihu.com/p/526723604 * Miscellaneous Resources: Have you heard of data-centric AI? Please check out our [data-centric AI survey](https://arxiv.org/abs/2303.10158) and [awesome data-centric AI resources](https://github.com/daochenzha/data-centric-AI)! **Community:** * **Slack**: Discuss in our [#rlcard-project](https://join.slack.com/t/rlcard/shared_invite/zt-rkvktsaq-xkMwz8BfKupCM6zGhO01xg) slack channel. * **QQ Group**: Join our QQ group to discuss. Password: rlcardqqgroup * Group 1: 665647450 * Group 2: 117349516 **News:** * We have updated the tutorials in Jupyter Notebook to help you walk through RLCard! Please check [RLCard Tutorial](https://github.com/datamllab/rlcard-tutorial). * All the algorithms can suppport [PettingZoo](https://github.com/PettingZoo-Team/PettingZoo) now. Please check [here](examples/pettingzoo). Thanks the contribtuion from [Yifei Cheng](https://github.com/ycheng517). * Please follow [DouZero](https://github.com/kwai/DouZero), a strong Dou Dizhu AI and the [ICML 2021 paper](https://arxiv.org/abs/2106.06135). An online demo is available [here](https://douzero.org/). The algorithm is also integrated in RLCard. See [Training DMC on Dou Dizhu](docs/toy-examples.md#training-dmc-on-dou-dizhu). * Our package is used in [PettingZoo](https://github.com/PettingZoo-Team/PettingZoo). Please check it out! * We have released RLCard-Showdown, GUI demo for RLCard. Please check out [here](https://github.com/datamllab/rlcard-showdown)! * Jupyter Notebook tutorial available! We add some examples in R to call Python interfaces of RLCard with reticulate. See [here](docs/toy-examples-r.md) * Thanks for the contribution of [@Clarit7](https://github.com/Clarit7) for supporting different number of players in Blackjack. We call for contributions for gradually making the games more configurable. See [here](CONTRIBUTING.md#making-configurable-environments) for more details. * Thanks for the contribution of [@Clarit7](https://github.com/Clarit7) for the Blackjack and Limit Hold'em human interface. * Now RLCard supports environment local seeding and multiprocessing. Thanks for the testing scripts provided by [@weepingwillowben](https://github.com/weepingwillowben). * Human interface of NoLimit Holdem available. The action space of NoLimit Holdem has been abstracted. Thanks for the contribution of [@AdrianP-](https://github.com/AdrianP-). * New game Gin Rummy and human GUI available. Thanks for the contribution of [@billh0420](https://github.com/billh0420). * PyTorch implementation available. Thanks for the contribution of [@mjudell](https://github.com/mjudell). ## Contributors The following games are mainly developed and maintained by community contributors. Thank you! * Gin Rummy: [@billh0420](https://github.com/billh0420) * Bridge: [@billh0420](https://github.com/billh0420) Thank all the contributors! <a href="https://github.com/daochenzha"><img src="https://github.com/daochenzha.png" width="40px" alt="daochenzha" /></a>&nbsp;&nbsp; <a href="https://github.com/hsywhu"><img src="https://github.com/hsywhu.png" width="40px" alt="hsywhu" /></a>&nbsp;&nbsp; <a href="https://github.com/CaoYuanpu"><img src="https://github.com/CaoYuanpu.png" width="40px" alt="CaoYuanpu" /></a>&nbsp;&nbsp; <a href="https://github.com/billh0420"><img src="https://github.com/billh0420.png" width="40px" alt="billh0420" /></a>&nbsp;&nbsp; <a href="https://github.com/ruzhwei"><img src="https://github.com/ruzhwei.png" width="40px" alt="ruzhwei" /></a>&nbsp;&nbsp; <a href="https://github.com/adrianpgob"><img src="https://github.com/adrianpgob.png" width="40px" alt="adrianpgob" /></a>&nbsp;&nbsp; <a href="https://github.com/Zhigal"><img src="https://github.com/Zhigal.png" width="40px" alt="Zhigal" /></a>&nbsp;&nbsp; <a href="https://github.com/aypee19"><img src="https://github.com/aypee19.png" width="40px" alt="aypee19" /></a>&nbsp;&nbsp; <a href="https://github.com/Clarit7"><img src="https://github.com/Clarit7.png" width="40px" alt="Clarit7" /></a>&nbsp;&nbsp; <a href="https://github.com/lhenry15"><img src="https://github.com/lhenry15.png" width="40px" alt="lhenry15" /></a>&nbsp;&nbsp; <a href="https://github.com/ismael-elatifi"><img src="https://github.com/ismael-elatifi.png" width="40px" alt="ismael-elatifi" /></a>&nbsp;&nbsp; <a href="https://github.com/mjudell"><img src="https://github.com/mjudell.png" width="40px" alt="mjudell" /></a>&nbsp;&nbsp; <a href="https://github.com/jkterry1"><img src="https://github.com/jkterry1.png" width="40px" alt="jkterry1" /></a>&nbsp;&nbsp; <a href="https://github.com/kaanozdogru"><img src="https://github.com/kaanozdogru.png" width="40px" alt="kaanozdogru" /></a>&nbsp;&nbsp; <a href="https://github.com/junyuGuo"><img src="https://github.com/junyuGuo.png" width="40px" alt="junyuGuo" /></a>&nbsp;&nbsp; <br /> <a href="https://github.com/Xixo99"><img src="https://github.com/Xixo99.png" width="40px" alt="Xixo99" /></a>&nbsp;&nbsp; <a href="https://github.com/rodrigodelazcano"><img src="https://github.com/rodrigodelazcano.png" width="40px" alt="rodrigodelazcano" /></a>&nbsp;&nbsp; <a href="https://github.com/Michael1015198808"><img src="https://github.com/Michael1015198808.png" width="40px" alt="Michael1015198808" /></a>&nbsp;&nbsp; <a href="https://github.com/mia1996"><img src="https://github.com/mia1996.png" width="40px" alt="mia1996" /></a>&nbsp;&nbsp; <a href="https://github.com/kaiks"><img src="https://github.com/kaiks.png" width="40px" alt="kaiks" /></a>&nbsp;&nbsp; <a href="https://github.com/claude9493"><img src="https://github.com/claude9493.png" width="40px" alt="claude9493" /></a>&nbsp;&nbsp; <a href="https://github.com/SonSang"><img src="https://github.com/SonSang.png" width="40px" alt="SonSang" /></a>&nbsp;&nbsp; <a href="https://github.com/rishabhvarshney14"><img src="https://github.com/rishabhvarshney14.png" width="40px" alt="rishabhvarshney14" /></a>&nbsp;&nbsp; <a href="https://github.com/aetheryang"><img src="https://github.com/aetheryang.png" width="40px" alt="aetheryang" /></a>&nbsp;&nbsp; <a href="https://github.com/