Dockerfile

# Stage 1: Build
FROM python:3.11-slim as builder

WORKDIR /app

# Install git and wget
RUN apt-get update && \
    apt-get install -y --no-install-recommends git wget && \
    apt-get clean && \
    rm -rf /var/lib/apt/lists/*

# Clone the public repository and checkout the patch-1 branch
RUN git clone -b patch-1 https://github.com/zawsq/HeartDiseasePredictor_Model.git /app/HeartDiseasePredictor_Model

# Set the working directory to the cloned repository
WORKDIR /app/HeartDiseasePredictor_Model

# Download the model file from Hugging Face into the existing "model" folder
RUN wget -O /app/HeartDiseasePredictor_Model/model/RandomForest_best_model.pkl \
    https://huggingface.co/exis0705/heart_disease_predictor_model/resolve/main/RandomForest_best_model.pkl

# Set PYTHONPATH to include the root directory of the project
ENV PYTHONPATH=/app/HeartDiseasePredictor_Model

# Install Python dependencies
RUN pip install --upgrade pip && \
    pip install -r requirements.txt

# Change to the deployment/Api directory and run the app
WORKDIR /app/HeartDiseasePredictor_Model/deployment/Api
CMD ["python", "app.py"]