from flask import Flask, request, jsonify import joblib import os # load the model model = joblib.load("model.pkl") # create the flask app app = Flask(__name__) # app route for the predict endpoint @app.route("/predict", methods=["POST"]) def predict(): try: # get the input query from the request data = request.json query = data.get("query", "") if not query: return jsonify({"error": "No query provided."}), 400 # make a prediction # the model expects an array prediction = model.predict([query])[0] bad = bool(prediction) return jsonify({"bad": bad}), 200 except Exception as error: return jsonify({"error": str(error)}), 500 if __name__ == "__main__": app.run(debug=True, host="0.0.0.0", port=5000)