ActiveTigger in Python
Project description
(py) Active Tigger
🚧 Under development 🚧
Server/client BERT fine tunning app using active learning
Python refactoring of R Shiny ActiveTigger app (Julien Boelaert & Etienne Ollion)
Installation
You can install activetigger via pip:
pip install activetigger
Use
Create a config file config.yaml in the directory where you want to launch the server :
path: path to store files (for instance./data)secret_key: to secure tokens. To generate itopenssl rand -hex 32Cpath_fasttext: absolute path to fasttext modelusers: list of user:password
Then, to launch the server (on port 8000)
python -m activetigger
To use the widget in the widget module, you can do the following:
from activetigger import widget
at = widget.Widget(URL_SERVER="http://0.0.0.0:8000")
Technical specifications
- REST-like client/server architecture
- Mixed data storage : sqlite + files
- Backend Python
- FastAPI
- independant Processes to CPU-bound tasts (embeddings/bertmodels)
- Frontend
- IPython widget
- To do : Javascript (React ? Vue ?)
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