Spaces:
Sleeping
Sleeping
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app.py
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| 1 |
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# Import necessary libraries
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from flask import Flask, render_template, request, jsonify
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from utils import model_predict, get_available_models
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# Initialize Flask app
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app = Flask(__name__)
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@app.route("/")
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def home():
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models = get_available_models()
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return render_template("ZAHRAAZNOUR.html", models=models)
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@app.route('/predict', methods=["POST"])
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def predict():
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"""
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Handles form submission and returns prediction.
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"""
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email = request.form.get('email')
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model_name = request.form.get('model')
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if not email:
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return render_template("ZAHRAAZNOUR.html",
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error="Please provide an email",
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models=get_available_models())
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if not model_name:
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return render_template("ZAHRAAZNOUR.html",
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error="Please select a model",
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models=get_available_models())
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try:
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prediction = model_predict(email, model_name)
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result = "Spam" if prediction == 1 else "Not Spam"
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return render_template("ZAHRAAZNOUR.html",
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prediction=result,
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email=email,
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selected_model=model_name,
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models=get_available_models())
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except Exception as e:
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return render_template("index.html",
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error=f"Error: {str(e)}",
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models=get_available_models())
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@app.route('/api/predict', methods=["POST"])
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def predict_api():
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"""
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API endpoint that accepts a JSON payload and returns a prediction.
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"""
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try:
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data = request.get_json()
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email = data.get("email")
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model_name = data.get("model")
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if not email:
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return jsonify({'error': 'No email provided'}), 400
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if not model_name:
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return jsonify({'error': 'No model selected'}), 400
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prediction = model_predict(email, model_name)
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result = "Spam" if prediction == 1 else "Not Spam"
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return jsonify({
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'email': email,
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'model': model_name,
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'prediction': result
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})
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except Exception as e:
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return jsonify({'error': str(e)}), 400
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if __name__ == "__main__":
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app.run(host="0.0.0.0", port=5000, debug=True)
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main.py
ADDED
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@@ -0,0 +1,5 @@
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from app import app
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if __name__ == "__main__":
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# Use port 7860 for Hugging Face Spaces
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app.run(host="0.0.0.0", port=7860, debug=True)
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wsgi
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@@ -0,0 +1,4 @@
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from app import app
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if _name_ == "_main_":
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app.run()
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