Third-party Components

Server

ThemisML uses FastAPI for the web server and uvicorn as the ASGI server.

Library repository FastAPI: https://github.com/tiangolo/fastapi (0.88.0) Library repository uvicorn: https://github.com/encode/uvicorn (0.20.0)

Database

To connect to the PostgreSQL database, ThemisML uses SQLAlchemy as the client and Psycopg2 as the database driver.

Library repository SQLAlchemy: https://github.com/sqlalchemy/sqlalchemy (1.4.46)

Library repository Psycopg2: https://github.com/psycopg/psycopg2 (2.9.5)

Feedback generation

For extracting the methods, we use ANTL4 for python. To compare code, we use CodeBERTScore, which is a wrapper for CodeBERT. Because it is not available on PyPI, we directly link to the GitHub repository in our requirements.

Library repository ANTL4: https://github.com/antlr/antlr4 (4.11.1)

Helpers

The helper script determine-similarity-cutoff uses the dataset library to simplify working with the database.

Library repository dataset: https://github.com/pudo/dataset (1.6.0)

You can find the full list of third-party requirements including the most up-to-date version numbers in use in the requirements.txt files in the respective folders of the ThemisML repository. The main one is found in feedback-suggestion/requirements.txt.