# Use a Python base image
FROM python:3.9-slim-buster

# Set the working directory in the container
WORKDIR /app

# Copy the requirements file into the container
COPY requirements.txt .

# Install the dependencies
RUN pip install --no-cache-dir -r requirements.txt

# Copy the saved model and key components
# You'll need to upload 'model_and_key_components.pkl' to the same directory as your app.py
COPY model_and_key_components.pkl .

# Copy the Streamlit application
COPY app.py .

# Expose the port Streamlit runs on
EXPOSE 7860

# Command to run the Streamlit application
CMD ["streamlit", "run", "app.py"]