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Upload folder using huggingface_hub

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  1. app.py +0 -37
app.py CHANGED
@@ -73,42 +73,5 @@ def predict_sales():
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  return jsonify({'Predicted Sales Total (in dollars)': predicted_sales})
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- # @super_kart_api.post('/v1/salesbatch')
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- # def predict_sales_batch():
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- # """
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- # This function handles POST requests to the '/v1/salesbatch' endpoint.
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- # It expects a CSV file containing product details for multiple products
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- # and returns the predicted sales totals as a dictionary in the JSON response.
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- # """
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- # if 'file' not in request.files:
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- # return jsonify({'error': 'No file part in the request'}), 400
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- # file = request.files['file']
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- # try:
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- # data = pd.read_csv(file)
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- # except Exception as e:
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- # return jsonify({'error': f'Failed to read CSV: {str(e)}'}), 400
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-
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- # # Apply one-hot encoding
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- # data = pd.get_dummies(data, columns=['Product_Type', 'Store_Type'], drop_first=True)
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-
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- # # Apply ordinal encoding
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- # sugar_mapping = {'No Sugar': 0, 'Low Sugar': 1, 'Regular': 2}
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- # size_mapping = {'Small': 0, 'Medium': 1, 'High': 2}
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- # city_mapping = {'Tier 3': 0, 'Tier 2': 1, 'Tier 1': 2}
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- # data['Product_Sugar_Content'] = data['Product_Sugar_Content'].map(sugar_mapping)
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- # data['Store_Size'] = data['Store_Size'].map(size_mapping)
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- # data['Store_Location_City_Type'] = data['Store_Location_City_Type'].map(city_mapping)
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-
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- # # Align with expected columns
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- # data = data.reindex(columns=EXPECTED_COLUMNS, fill_value=0)
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-
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- # # Make predictions
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- # preds = model.predict(data)
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- # results = preds.round(2).tolist()
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- # response = {str(i): float(val) for i, val in enumerate(results)}
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-
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- # return jsonify(response)
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-
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-
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  if __name__ == '__main__':
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  super_kart_api.run(debug=True)
 
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  return jsonify({'Predicted Sales Total (in dollars)': predicted_sales})
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  if __name__ == '__main__':
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  super_kart_api.run(debug=True)