Serpent.AI - Game Agent Framework (Python)
Serpent.AI is a simple yet powerful, novel framework to assist developers in the creation of game agents. Turn ANY video game you own into a sandbox environment ripe for experimentation, all with familiar Python code. The framework's raison d'être is first and foremost to provide a valuable tool for Machine Learning & AI research. It also turns out to be ridiculously fun to use as a hobbyist (and dangerously addictive; a fair warning)!
The framework features a large assortment of supporting modules that provide solutions to commonly encountered scenarios when using video games as environments as well as CLI tools to accelerate development. It provides some useful conventions but is absolutely NOT opiniated about what you put in your agents: Want to use the latest, cutting-edge deep reinforcement learning algorithm? ALLOWED. Want to use computer vision techniques, image processing and trigonometry? ALLOWED. Want to randomly press the Left or Right buttons? sigh ALLOWED. To top it all off, Serpent.AI was designed to be entirely plugin-based (for both game support and game agents) so your experiments are actually portable and distributable to your peers and random strangers on the Internet.
You'll also be glad to hear that all 3 major OSes are supported: Linux, Windows & macOS.
Experiment: Game agent learning to defeat Monstro (The Binding of Isaac: Afterbirth+)
The project was born out of admiration for / frustration with OpenAI Universe. The idea is perfect, let's be honest, but some implementation details leave a lot to be desired. From these, the core tennets of the framework were established:
- Thou shall run natively. Thou shalt not use Docker containers or VNC servers.
- Thou shall allow a user to bring their own games. Thou shalt not wait for licensing deals and special game APIs.
- Thou shall encourage diverse and creative approaches. Thou shalt not only enable AI flavors of the month.
Want to know more about how Serpent.AI came to be? Read The Story Behind Serpent.AI on the blog!
Guides, tutorials and videos are being produced and added to the GitHub Wiki. It currently is the official source of documentation.
If you encounter a problem while using the Serpent.AI framework, you are encouraged to create a GitHub issue. If you do so, please make sure to provide as much context as possible. You can also ask your questions and get help from the community on Discord in the #serpent-ai-help public channel. Installation problems should also be directed towards that Discord channel and not GitHub issues; Your chances of receiving a prompt response are much better that way!
Showcasing your Work
Have you built something cool using Serpent.AI? Want to give the community progress updates? Share your repositories and videos in #serpent-ai-showcase on Discord. There is also a wiki page reserved for showcasing your plugins!
Experiment: Game agent learning to match tiles (You Must Build a Boat)
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