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+FROM python:3.10.14-bookworm
+
+ARG USER_UID=10002
+ARG USER_GID=$USER_UID
+ARG USERNAME=modelapi
+
+RUN groupadd --gid $USER_GID $USERNAME \
+&& useradd --uid $USER_UID --gid $USER_GID -m $USERNAME
+
+# Copy required files
+RUN mkdir -p /modelapi && mkdir -p /home/$USERNAME/.modelapi
+COPY app /modelapi/app
+COPY sgmse /modelapi/sgmse
+COPY pyproject.toml /modelapi/pyproject.toml
+
+ENV CUDA_HOME=/usr/local/cuda-12.6
+
+# Setup permissions
+RUN chown -R $USER_UID:$USER_GID /modelapi \
+&& chown -R $USER_UID:$USER_GID /home/$USERNAME/.modelapi \
+&& chown -R $USER_UID:$USER_GID /home/$USERNAME \
+&& chmod -R 755 /home/$USERNAME \
+&& chmod -R 755 /modelapi \
+&& chmod -R 755 /home/$USERNAME/.modelapi
+
+# Change to the user and do subnet installation
+USER $USERNAME
+
+RUN /bin/bash -c "python3 -m venv /modelapi/.venv && source /modelapi/.venv/bin/activate && pip3 install -e /modelapi/."
+
+EXPOSE 6500
+
+CMD ["/bin/bash", "-c", "source /modelapi/.venv/bin/activate && python3 /modelapi/app/run.py"]