from flask import Flask, request, jsonify
from flask_cors import CORS
import os
import sys

sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
from api.predict import predict_review

app = Flask(__name__)
CORS(app)

@app.route('/health', methods=['GET'])
def health():
    return jsonify({"status": "ok", "model": "ensemble-v1"}), 200

@app.route('/predict', methods=['POST'])
def predict():
    try:
        data = request.get_json()
        
        if not data or 'text' not in data:
            return jsonify({"error": "missing 'text' field"}), 400
        
        reviewText = data['text']
        
        if not isinstance(reviewText, str):
            return jsonify({"error": "'text' must be a string"}), 400
        
        if len(reviewText.strip()) == 0:
            return jsonify({"error": "text cannot be empty"}), 400
        
        result = predict_review(reviewText)
        
        if "error" in result and result["prediction"] == "error":
            return jsonify(result), 400
        
        return jsonify({
            "prediction": result['prediction'],
            "confidence": result['confidence'],
            "is_fake": result['is_fake'],
            "model_agreement": result['model_agreement'],
            "fake_probability": result['fake_probability'],
            "genuine_probability": result['genuine_probability'],
            "length_category": result['length_category'],
            "token_count": result['token_count']
        }), 200
        
    except Exception as e:
        return jsonify({"error": str(e)}), 500

if __name__ == '__main__':
    print("starting ensemble api server", flush=True)
    print("loading models on first request...", flush=True)
    app.run(host='0.0.0.0', port=5000, debug=False)from flask import Flask, request, jsonify
from flask_cors import CORS
import os
import sys

sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
from api.predict import predict_review

app = Flask(__name__)
CORS(app)

@app.route('/health', methods=['GET'])
def health():
    return jsonify({"status": "ok"}), 200

@app.route('/predict', methods=['POST'])
def predict():
    try:
        data = request.get_json()
        
        if not data or 'text' not in data:
            return jsonify({"error": "missing 'text' field"}), 400
        
        reviewText = data['text']
        
        if not isinstance(reviewText, str):
            return jsonify({"error": "'text' must be a string"}), 400
        
        if len(reviewText.strip()) == 0:
            return jsonify({"error": "text cannot be empty"}), 400
        
        result = predict_review(reviewText)
        
        return jsonify({
            "prediction": result['prediction'],
            "confidence": result['confidence'],
            "is_fake": result['is_fake'],
            "model_agreement": result['model_agreement'],
            "fake_probability": result['fake_probability'],
            "genuine_probability": result['genuine_probability'],
            "length_category": result['length_category'],
            "token_count": result['token_count']
        }), 200
        
    except Exception as e:
        return jsonify({"error": str(e)}), 500

if __name__ == '__main__':
    print("starting ensemble api server")
    print("loading models on first request...")
    app.run(host='0.0.0.0', port=5000, debug=False)