activetigger 0.0.17

ActiveTigger in Python

(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 it openssl rand -hex 32C

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()

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 ?)