Dockerfile

FROM python:3.10-slim AS base

WORKDIR /app

# Install system dependencies
RUN apt-get update && apt-get install -y \
    build-essential \
    && rm -rf /var/lib/apt/lists/*

# Install Ollama in a multi-stage build
FROM python:3.10-slim AS builder

WORKDIR /ollama

# Install build tools
RUN apt-get update && apt-get install -y \
    git \
    curl \
    make \
    build-essential \
    && rm -rf /var/lib/apt/lists/*

# Clone and build Ollama
RUN git clone https://github.com/ollama/ollama.git . && \
    cd ollama && \
    make && \
    make install

# Final stage
FROM base

WORKDIR /app

# Copy Ollama binary
COPY --from=builder /usr/local/bin/ollama /usr/local/bin/ollama

# Install runtime dependencies
RUN apt-get update && apt-get install -y \
    curl \
    && rm -rf /var/lib/apt/lists/*

# Pull CodeLlama model
RUN ollama pull codellama

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

# Copy application code
COPY . .

# Expose ports
EXPOSE 8000
EXPOSE 11434

# Start Ollama and our application
CMD ["sh", "-c", "ollama serve & python app.py"]