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+FROM python:3.11-slim
+
+# Install system dependencies and Ollama
+RUN apt-get update && apt-get install -y \
+    curl \
+    ca-certificates \
+    && rm -rf /var/lib/apt/lists/*
+
+# Install Ollama
+RUN curl -fsSL https://ollama.com/install.sh | sh
+
+# Set working directory
+WORKDIR /app
+
+# Copy requirements and install Python dependencies
+COPY requirements.txt .
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Copy application code
+COPY app.py .
+
+# Create startup script
+RUN echo '#!/bin/bash\n\
+set -e\n\
+echo "Starting Ollama service..."\n\
+ollama serve &\n\
+OLLAMA_PID=$!\n\
+echo "Waiting for Ollama to be ready..."\n\
+sleep 5\n\
+echo "Pulling model deepseek-r1:1.5b..."\n\
+ollama pull deepseek-r1:1.5b\n\
+echo "Model ready. Starting FastAPI server..."\n\
+exec uvicorn app:app --host 0.0.0.0 --port 7860 --workers 1 --timeout-keep-alive 300\n\
+' > /app/start.sh && chmod +x /app/start.sh
+
+# Expose port
+EXPOSE 7860
+
+# Health check
+HEALTHCHECK --interval=30s --timeout=10s --start-period=60s --retries=3 \
+    CMD curl -f http://localhost:7860/health || exit 1
+
+# Start services
+CMD ["/app/start.sh"]