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@@ -1,24 +1,33 @@
-FROM python:3.10 as builder
+FROM python:3.10-slim
+
+# Install system dependencies
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    build-essential \
+    git \
+    && rm -rf /var/lib/apt/lists/*
 
 WORKDIR /code
 
+# Copy requirements file
 COPY ./requirements.txt /code/requirements.txt
 
+# Upgrade pip and install requirements
 RUN pip install --no-cache-dir --upgrade pip && \
     pip install --no-cache-dir -r /code/requirements.txt
 
-FROM python:3.10-slim
-
+# Create and use non-root user
 RUN useradd -m user
 USER user
 
+# Set environment variables
 ENV HOME=/home/user \
-    PATH=/home/user/.local/bin:${PATH} \
+    PATH=/home/user/.local/bin:$PATH \
     PYTHONUNBUFFERED=1
 
 WORKDIR $HOME/app
 
-COPY --from=builder /usr/local/lib/python3.10/site-packages /usr/local/lib/python3.10/site-packages
+# Copy application code
 COPY --chown=user . $HOME/app
 
-CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]
+# Run the application
+CMD ["python", "-m", "uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]