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+# Use a full Python image 
+FROM python:3.12
+
+# Install system dependencies as root
+RUN apt-get update \
+    && apt-get install -qq -y build-essential xvfb xdg-utils wget ffmpeg libpq-dev vim libmagick++-dev fonts-liberation sox bc --no-install-recommends \
+    && apt-get clean
+
+## ImageMagicK Installation ##
+RUN mkdir -p /tmp/distr && \
+    cd /tmp/distr && \
+    wget https://download.imagemagick.org/ImageMagick/download/releases/ImageMagick-7.0.11-2.tar.xz && \
+    tar xvf ImageMagick-7.0.11-2.tar.xz && \
+    cd ImageMagick-7.0.11-2 && \
+    ./configure --enable-shared=yes --disable-static --without-perl && \
+    make && \
+    make install && \
+    ldconfig /usr/local/lib && \
+    cd /tmp && \
+    rm -rf distr
+
+# Create a new user named "user" with user ID 1000
+RUN useradd -m -u 1000 user
+
+# Switch to the "user" user for the remainder of the build
+USER user
+
+# Set home to the user's home directory and update PATH accordingly
+ENV HOME=/home/user \
+    PATH=/home/user/.local/bin:$PATH
+
+# Set the working directory to the user's home directory
+WORKDIR $HOME/app
+
+# Upgrade pip (as non-root) to avoid permission issues
+RUN pip install --no-cache-dir --upgrade pip
+
+# Copy the requirements file (with the correct ownership) to leverage Docker cache
+COPY --chown=user requirements.txt $HOME/app/requirements.txt
+
+# Install Python dependencies
+RUN pip install -r requirements.txt
+
+# Copy the rest of the application code into the container (with proper ownership)
+COPY --chown=user . $HOME/app
+
+# (Optional) If you need to download a checkpoint or other assets:
+# RUN mkdir -p content
+# ADD --chown=user https://<SOME_ASSET_URL> content/<SOME_ASSET_NAME>
+
+# Expose port 7860 (Hugging Face Spaces expects your app to listen on this port)
+EXPOSE 7860
+
+# Command to run the FastAPI app using uvicorn.
+CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860"]