2.4 KiB
NAIL agent
Navigate Acquire Interact Learn
NAIL is a general game-playing agent designed for parser-based interactive fiction games (Hausknecht et al. 2019). NAIL employs a simple heuristic: examine the current location to identify relevant objects, interact with the identified objects, navigate to a new location, and repeat. Though simple, this loop proves effective across a wide variety of games.
NAIL won first place in the 2018 Text-Based Adventure AI Competition (Atkinson et al. 2018), where it was evaluated on a set of twenty unknown parser-based IF games.
Requirements
- Linux
- Python 3
Installation
-
Install basic build tools.
- sudo apt-get update
- sudo apt-get install build-essential
- sudo apt-get install python3-dev
-
Install fastText
- pip3 install pybind11
- git clone https://github.com/facebookresearch/fastText.git
- cd fastText
- pip3 install .
- cd ..
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Install Jericho
- pip3 install jericho
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Clone this nail_agent repository to your Linux machine.
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Download the NAIL agent's language model to the nail_agent/agent/affordance_extractors/language_model directory:
-
unzip nail_agent_lm.zip
- The unzipped directory should contain 1028 files.
-
pip3 install numpy
-
pip3 install fuzzywuzzy
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pip3 install spacy
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python3 -m spacy download en
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pip3 install python-Levenshtein
Usage
- Obtain a z-machine game (like zork1.z5)
- cd nail_agent
- python3 run_nail_agent.py <path_to_game>
Contributing
This project welcomes contributions and suggestions. Most contributions require you to agree to a Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us the rights to use your contribution. For details, visit https://cla.microsoft.com.
This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact opencode@microsoft.com with any additional questions or comments.