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baba-is-smart's Introduction

Baba Is Smart

A model zoo of level-solving agents:

  • A*
  • IDA*
  • IDAQ*
  • Soft Actor Critic

We also provide utilities for converting between the Keke Competition and the baba-is-auto formats.

Getting started

  1. Clone the repository
  2. Install submodules:
git submodule update --init --recursive
  1. Install dependencies
conda env create --file environment.yml
conda activate baba-ai
pre-commit install
pip install -e .
cd baba-is-auto && pip install -U .

Results

0.65 128.4 4.9 Running our models on converted stages from the Keke Competition with a 70-30 train/test split:

Model Win Rate Avg Reward Avg Steps
Random 0.33 -33.2 119.7
IDA* 0.65 128.4 4.9
SAC 0.17 -64.0 128.5

Resources

baba-is-smart's People

Contributors

waidhoferj avatar seasnak avatar jahn96 avatar maximk000 avatar

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