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

# Install git and git-lfs for cloning large models
RUN apt-get update && apt-get install -y git git-lfs

# Initialize git-lfs
RUN git-lfs install

# Set the working directory
WORKDIR /app

# Clone the Hugging Face model repository (replace with the desired model URL)
RUN git clone https://huggingface.co/matsant01/STEMerald-2b /app/model

# Install necessary Python libraries
COPY requirements.txt .
RUN pip install --no-cache-dir -r requirements.txt

# Copy the application code
COPY . .

# Expose the app port (if using FastAPI or another web server)
EXPOSE 8000

# Command to run the FastAPI server
CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "8000"]