Merge pull request #264 from COS301-SE-2024/feature/backend/Model_Dep…

…loyment

Feature/backend/model deployment

python-code/Dockerfile

@@ -0,0 +1,20 @@
+# Use the official Python image from the Docker Hub
+FROM python:3.9-slim
+
+# Set the working directory in the container
+WORKDIR /app
+
+# Copy the requirements file into the container
+COPY requirements.txt requirements.txt 
+
+# Install the dependencies
+RUN pip install -r requirements.txt
+
+# Copy the rest of the application code into the container
+COPY . .
+
+# Expose the port the app runs on
+EXPOSE 9000
+
+# Define the command to run the application using Gunicorn
+CMD ["gunicorn", "app:app", "-b", "0.0.0.0:9000", "-w", "4"]

python-code/app.py

@@ -34,7 +34,7 @@ def predict():
         # Set factor based on special event
         # factor = 1.5 if special_event else 1.0
 
-        predicted_class, predicted_attendance_level = get_prediction(day_of_week, month, day_of_month, weekend, special_event, scaler, factor)
+        predicted_class, predicted_attendance_level = get_prediction(day_of_week, month, day_of_month, weekend, special_event, scaler)
 
         return jsonify({
             'Day_of_Week': day_of_week,
@@ -74,7 +74,7 @@ def predict_week():
             # factor = 1.5 if special_event else 1.0
 
             # Get prediction
-            predicted_class, predicted_attendance_level = get_prediction(day_of_week, month, day_of_month, weekend, special_event, scaler, factor)
+            predicted_class, predicted_attendance_level = get_prediction(day_of_week, month, day_of_month, weekend, special_event, scaler)
 
             # Append the results
             predictions.append({