codingcoolfun9ed commited on
Commit
921635e
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1 Parent(s): c1a6621

new app.py

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Files changed (1) hide show
  1. app.py +104 -0
app.py ADDED
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+ from flask import Flask, request, jsonify
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+ from flask_cors import CORS
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+ import os
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+ import sys
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+
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+ sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
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+ from api.predict import predict_review
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+
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+ app = Flask(__name__)
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+ CORS(app)
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+
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+ @app.route('/health', methods=['GET'])
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+ def health():
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+ return jsonify({"status": "ok", "model": "ensemble-v1"}), 200
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+
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+ @app.route('/predict', methods=['POST'])
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+ def predict():
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+ try:
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+ data = request.get_json()
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+
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+ if not data or 'text' not in data:
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+ return jsonify({"error": "missing 'text' field"}), 400
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+
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+ reviewText = data['text']
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+
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+ if not isinstance(reviewText, str):
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+ return jsonify({"error": "'text' must be a string"}), 400
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+
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+ if len(reviewText.strip()) == 0:
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+ return jsonify({"error": "text cannot be empty"}), 400
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+
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+ result = predict_review(reviewText)
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+
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+ if "error" in result and result["prediction"] == "error":
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+ return jsonify(result), 400
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+
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+ return jsonify({
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+ "prediction": result['prediction'],
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+ "confidence": result['confidence'],
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+ "is_fake": result['is_fake'],
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+ "model_agreement": result['model_agreement'],
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+ "fake_probability": result['fake_probability'],
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+ "genuine_probability": result['genuine_probability'],
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+ "length_category": result['length_category'],
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+ "token_count": result['token_count']
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+ }), 200
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+
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+ except Exception as e:
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+ return jsonify({"error": str(e)}), 500
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+
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+ if __name__ == '__main__':
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+ print("starting ensemble api server", flush=True)
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+ print("loading models on first request...", flush=True)
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+ app.run(host='0.0.0.0', port=5000, debug=False)from flask import Flask, request, jsonify
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+ from flask_cors import CORS
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+ import os
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+ import sys
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+
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+ sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
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+ from api.predict import predict_review
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+
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+ app = Flask(__name__)
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+ CORS(app)
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+
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+ @app.route('/health', methods=['GET'])
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+ def health():
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+ return jsonify({"status": "ok"}), 200
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+
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+ @app.route('/predict', methods=['POST'])
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+ def predict():
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+ try:
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+ data = request.get_json()
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+
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+ if not data or 'text' not in data:
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+ return jsonify({"error": "missing 'text' field"}), 400
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+
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+ reviewText = data['text']
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+
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+ if not isinstance(reviewText, str):
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+ return jsonify({"error": "'text' must be a string"}), 400
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+
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+ if len(reviewText.strip()) == 0:
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+ return jsonify({"error": "text cannot be empty"}), 400
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+
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+ result = predict_review(reviewText)
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+
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+ return jsonify({
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+ "prediction": result['prediction'],
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+ "confidence": result['confidence'],
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+ "is_fake": result['is_fake'],
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+ "model_agreement": result['model_agreement'],
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+ "fake_probability": result['fake_probability'],
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+ "genuine_probability": result['genuine_probability'],
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+ "length_category": result['length_category'],
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+ "token_count": result['token_count']
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+ }), 200
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+
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+ except Exception as e:
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+ return jsonify({"error": str(e)}), 500
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+
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+ if __name__ == '__main__':
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+ print("starting ensemble api server")
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+ print("loading models on first request...")
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+ app.run(host='0.0.0.0', port=5000, debug=False)