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A lightweight toolbox for understanding embedding space

Project description

emlens

Build Status Unit Test & Deploy

A lightweight toolbox for analyzing embedding space

Requirements

  • Python 3.7 or 3.8 (may not work on 3.9)

Doc

https://emlens.readthedocs.io/en/latest/

Install

pip install emlens

emlens uses faiss library, which has two versions, faiss-cpu and faiss-gpu. As the name stands, faiss-gpu can leverage GPUs, thureby faster if you have GPUs. emlens uses faiss-cpu by default to avoid unnecessary GPU-related troubles. Yet, you can still leverage the GPUs (which is recommended if you have) by installing faiss-gpu by

with conda:

conda install -c conda-forge faiss-gpu

or with pip:

pip install faiss-gpu

Installing emlens

Maintenance

Code Linting:

conda install -y -c conda-forge pre-commit
pre-commit install

Docsctring: sphinx format

Test:

python -m unittest tests/simple_test.py

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