Clash Royale Build-A-Bot

Build your own bot to play Clash Royale

Description

We present an advanced state generator, which is accurate and returns a lot of information. It uses:

• YOLOv5 to infer the units and numbers
• Image hashes to detect the cards
• A simple function of the pixels to deduce the elixir

With a more powerful interpretation of the state, we can start to build bots that can make intelligent decisions.

Getting Started

• Setup your environment and the emulator.

• Try the basic bot building tutorial.

• Learn how the state is generated.

Releases

• 1.1.0
  • Moved to bigger Yolov5 model.
  • Predict 'ally/enemy' separately from the unit (Doubles training data + fewer classes to predict).

Roadmap

• Improve flaws of PeteBot (Placement, elixir management, etc.).
• Label more images, of more diverse cards, so that more decks can be played.
• Add a layer that operates on the object detection output to produce more reliable unit predictions. (I.e. Tracking units over time).
• Add a basic Q-learning tutorial.
• Add a basic imitation learning tutorial.
• Publish the YOLOv5 training notebook.
• Add the ability to open chests and upgrade cards.
• Publish a leaderboard of the best bots made with the repo.
• ... Your next big idea?

Community Creations

Hog 2.6 Cycle Bot by OwenKruse

Contributors ✨

Thanks goes to these wonderful people (emoji key):

Link 🔣

Emgimeer-Bazder 🐛

Gavrilovici Eduard 📖 💻

Nyantad 🐛

OwenKruse 📖 🔣 💻 💡

Martin Miglio 💻 📖 ️️️️♿️ 💡 📓

This project follows the all-contributors specification. Contributions of any kind welcome!