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TextGraphs + LLMs + graph ML for entity extraction, linking, ranking, and constructing a lemma graph

Home Page: https://huggingface.co/spaces/DerwenAI/textgraphs

License: MIT License

Python 99.70% Shell 0.30%
entity-linking graph-algorithms graph-visualization large-language-models named-entity-recognition relation-extraction graph-of-relations knowledge-graph textrank wordcloud

textgraphs's Introduction

title emoji colorFrom colorTo sdk sdk_version app_file pinned license
TextGraphs
green
gray
streamlit
1.28.2
app.py
false
mit

TextGraphs

DOI Licence Checked with mypy CI
Repo size downloads sponsor

TextGraphs logo

project info

Project home: https://huggingface.co/spaces/DerwenAI/textgraphs

Full documentation: https://derwen.ai/docs/txg/

Sample code is provided in demo.py

requirements

  • Python 3.10+

deploy library from PyPi

Prepare the virtual environment:

python3 -m venv venv
source venv/bin/activate
python3 -m pip install -U pip wheel setuptools

Install from PyPi:

python3 -m pip install -U textgraphs

run demos locally

python3 demo.py
streamlit run app.py

install library from source locally

python3 -m venv venv
source venv/bin/activate

python3 -m pip install -U pip wheel setuptools
python3 -m pip install -e .

To run the Streamlit or JupyterLab demos, also install:

python3 -m pip install -r requirements-dev.txt

license and copyright

Source code for TextGraphs plus its logo, documentation, and examples have an MIT license which is succinct and simplifies use in commercial applications.

All materials herein are Copyright © 2023-2024 Derwen, Inc.

attribution

Please use the following BibTeX entry for citing TextGraphs if you use it in your research or software:

@software{TextGraphs,
  author = {Paco Nathan},
  title = {{TextGraphs + LLMs + graph ML for entity extraction, linking, ranking, and constructing a lemma graph}},
  year = 2023,
  publisher = {Derwen},
  doi = {10.5281/zenodo.10431783},
  url = {https://github.com/DerwenAI/textgraphs}
}

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