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Dockerfile

@@ -1,10 +1,11 @@
+# syntax=docker/dockerfile:1
 # Use a lightweight Python image
 FROM python:3.9-slim
 
 # Set working directory
 WORKDIR /app
 
-# Copy and install dependencies
+# Copy requirements and install
 COPY requirements.txt .
 RUN pip install --no-cache-dir -r requirements.txt
 
@@ -12,11 +13,11 @@ RUN pip install --no-cache-dir -r requirements.txt
 # Assuming these files are located at the root of the uploaded content
 COPY app.py .
 COPY random_forest_pipeline.joblib .
-COPY streamlit_app.py . # Assuming your Streamlit app file is named streamlit_app.py
+COPY streamlit_app.py .
 
-# Expose ports (Flask via Gunicorn)
+
+# Expose ports (Flask via Gunicorn, Streamlit)
 EXPOSE 5000
-# Default Streamlit port
 EXPOSE 8501
 
 # Start Flask (Gunicorn) and Streamlit together