ML ISACC Service

This repository contains a Flask-based microservice that provides machine learning utilities for the ISACC service. The primary function of this service is to handle text classification tasks using a pre-trained BERT model. The service exposes an endpoint to predict scores for given input text messages.

Installation

git clone https://github.com/uwcirg/isacc-ml
cd isacc-ml
python -m venv venv
source venv/bin/activate  # On Windows use `venv\Scripts\activate`
pip install -r requirements.txt

Usage

FLASK_APP=app.py
export FLASK_ENV=development
flask run

The service will be available at http://0.0.0.0:8000.

Endpoint

POST <ISACC_ML_HOST>/predict_score Predicts the score for a given text message.

Request:

ISACC_ML_HOST=<ISACC ML address here>
curl -X POST $ISACC_ML_HOST/predict_score \
-H "Content-Type: application/json" \
      -d '{
           "message": "Your input message here"
         }'

Response:

• Status: 200 OK
• Body:

{
    "score": <predicted_score>
}

Configuration

Modify isacc-ml/config.py for configuration settings.