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Update app.py
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app.py
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@@ -3,26 +3,36 @@ import joblib
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import pandas as pd
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# Load the serialized model
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#
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app = Flask('superkart-sales-api')
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# Health check
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@app.route("/", methods=["GET"])
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def home():
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return "SuperKart Sales Forecasting API is live!"
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# Prediction endpoint
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@app.route("/predict", methods=["POST"])
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def predict():
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try:
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input_data = request.get_json()
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df = pd.DataFrame([input_data])
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prediction = model.predict(df)
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except Exception as e:
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return jsonify({"error": str(e)})
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if __name__ == "__main__":
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app.run(host="0.0.0.0", port=7860)
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import pandas as pd
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# Load the serialized model
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try:
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model = joblib.load("superkart_sales_forecast.pkl")
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except FileNotFoundError:
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raise Exception("❌ Model file 'superkart_sales_forecast.pkl' not found!")
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# Initialize Flask app
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app = Flask('superkart-sales-api')
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# Health check
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@app.route("/", methods=["GET"])
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def home():
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return "✅ SuperKart Sales Forecasting API is live!"
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# Prediction endpoint
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@app.route("/predict", methods=["POST"])
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def predict():
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try:
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# Expecting input in JSON: { "feature1": val1, "feature2": val2, ... }
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input_data = request.get_json()
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# Convert dict to DataFrame with one row
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df = pd.DataFrame([input_data])
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# Predict
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prediction = model.predict(df)
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# Return prediction
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return jsonify({"predicted_sales": float(prediction[0])})
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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=7860)
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