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+ARG UBUNTU_VERSION=24.04
+# This needs to generally match the container host's environment.
+ARG CUDA_VERSION=13.1.0
+# Target the CUDA build image
+ARG BASE_CUDA_DEV_CONTAINER=nvidia/cuda:${CUDA_VERSION}-devel-ubuntu${UBUNTU_VERSION}
+
+ARG BASE_CUDA_RUN_CONTAINER=nvidia/cuda:${CUDA_VERSION}-runtime-ubuntu${UBUNTU_VERSION}
+
+FROM ${BASE_CUDA_DEV_CONTAINER} AS build
+
+# CUDA architecture to build for (defaults to all supported archs)
+ARG CUDA_DOCKER_ARCH=default
+
+RUN apt-get update && \
+ apt-get install -y build-essential cmake python3 python3-pip git libssl-dev libgomp1
+
+WORKDIR /app
+
+COPY . .
+
+RUN if [ "${CUDA_DOCKER_ARCH}" != "default" ]; then \
+ export CMAKE_ARGS="-DCMAKE_CUDA_ARCHITECTURES=${CUDA_DOCKER_ARCH}"; \
+ fi && \
+ cmake -B build -DGGML_NATIVE=OFF -DGGML_CUDA=ON -DGGML_BACKEND_DL=ON -DGGML_CPU_ALL_VARIANTS=ON -DLLAMA_BUILD_TESTS=OFF ${CMAKE_ARGS} -DCMAKE_EXE_LINKER_FLAGS=-Wl,--allow-shlib-undefined . && \
+ cmake --build build --config Release -j$(nproc)
+
+RUN mkdir -p /app/lib && \
+ find build -name "*.so*" -exec cp -P {} /app/lib \;
+
+RUN mkdir -p /app/full \
+ && cp build/bin/* /app/full \
+ && cp *.py /app/full \
+ && cp -r gguf-py /app/full \
+ && cp -r requirements /app/full \
+ && cp requirements.txt /app/full \
+ && cp .devops/tools.sh /app/full/tools.sh
+
+## Base image
+FROM ${BASE_CUDA_RUN_CONTAINER} AS base
+
+RUN apt-get update \
+ && apt-get install -y libgomp1 curl\
+ && apt autoremove -y \
+ && apt clean -y \
+ && rm -rf /tmp/* /var/tmp/* \
+ && find /var/cache/apt/archives /var/lib/apt/lists -not -name lock -type f -delete \
+ && find /var/cache -type f -delete
+
+COPY --from=build /app/lib/ /app
+
+### Full
+FROM base AS full
+
+COPY --from=build /app/full /app
+
+WORKDIR /app
+
+RUN apt-get update \
+ && apt-get install -y \
+ git \
+ python3 \
+ python3-pip \
+ python3-wheel \
+ && pip install --break-system-packages --upgrade setuptools \
+ && pip install --break-system-packages -r requirements.txt \
+ && apt autoremove -y \
+ && apt clean -y \
+ && rm -rf /tmp/* /var/tmp/* \
+ && find /var/cache/apt/archives /var/lib/apt/lists -not -name lock -type f -delete \
+ && find /var/cache -type f -delete
+
+
+ENTRYPOINT ["/app/tools.sh"]
+
+### Light, CLI only
+FROM base AS light
+
+COPY --from=build /app/full/llama-cli /app/full/llama-completion /app
+
+WORKDIR /app
+
+ENTRYPOINT [ "/app/llama-cli" ]
+
+### Server, Server only
+FROM base AS server
+
+ENV LLAMA_ARG_HOST=0.0.0.0
+
+COPY --from=build /app/full/llama-server /app
+
+WORKDIR /app
+
+HEALTHCHECK CMD [ "curl", "-f", "http://localhost:8080/health" ]
+
+ENTRYPOINT [ "/app/llama-server" ]