ARG cuda_arch_list="75-real;80-real;86-real;89-real;90-real" ARG ompi_version="4.1.7rc1" ARG build_type=release ARG is_gha_build=false # CUDA dependent dependencies resolver stage FROM nvidia/cuda:12.6.3-cudnn-devel-ubuntu24.04 AS cuda-builder RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \ --mount=type=cache,target=/var/lib/apt,sharing=locked \ apt update && apt install -y \ build-essential \ cmake \ curl \ gcc-14 \ g++-14 \ git \ git-lfs \ lld \ libssl-dev \ libucx-dev \ libasan8 \ libubsan1 \ ninja-build \ pkg-config \ pipx \ python3 \ python3-dev \ python3-setuptools \ tar \ wget && \ pipx ensurepath ENV TGI_INSTALL_PREFIX=/usr/local/tgi ENV TENSORRT_INSTALL_PREFIX=/usr/local/tensorrt # Install OpenMPI FROM cuda-builder AS mpi-builder ARG ompi_version ENV OMPI_TARBALL_FILENAME="openmpi-$ompi_version.tar.bz2" RUN wget "https://download.open-mpi.org/release/open-mpi/v4.1/$OMPI_TARBALL_FILENAME" -P /opt/src && \ mkdir /usr/src/mpi && \ tar -xf "/opt/src/$OMPI_TARBALL_FILENAME" -C /usr/src/mpi --strip-components=1 && \ cd /usr/src/mpi && \ ./configure --prefix=/usr/local/mpi --with-cuda=/usr/local/cuda --with-slurm && \ make -j all && \ make install && \ rm -rf "/opt/src/$OMPI_TARBALL_FILENAME" # Install TensorRT FROM cuda-builder AS trt-builder COPY backends/trtllm/scripts/install_tensorrt.sh /opt/install_tensorrt.sh RUN chmod +x /opt/install_tensorrt.sh && \ /opt/install_tensorrt.sh # Build Backend FROM cuda-builder AS tgi-builder WORKDIR /usr/src/text-generation-inference # Install Rust ENV PATH="/root/.cargo/bin:$PATH" RUN curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | bash -s -- -y && \ chmod -R a+w /root/.rustup && \ chmod -R a+w /root/.cargo && \ cargo install sccache --locked # Build actual TGI ARG build_type ARG cuda_arch_list ARG is_gha_build="false" # SCCACHE Specifics args - before finding a better, more generic, way... ARG aws_access_key_id ARG aws_secret_key_id ARG aws_session_token ARG sccache_bucket ARG sccache_s3_key_prefix ARG sscache_region ENV CMAKE_PREFIX_PATH="/usr/local/mpi:/usr/local/tensorrt:$CMAKE_PREFIX_PATH" ENV CUDA_ARCH_LIST=${cuda_arch_list} ENV IS_GHA_BUILD ${is_gha_build} ENV LD_LIBRARY_PATH="/usr/local/mpi/lib:$LD_LIBRARY_PATH" ENV PKG_CONFIG_PATH="/usr/local/mpi/lib/pkgconfig:$PKG_CONFIG_PATH" ENV USE_LLD_LINKER=ON COPY . . COPY --from=trt-builder /usr/local/tensorrt /usr/local/tensorrt COPY --from=mpi-builder /usr/local/mpi /usr/local/mpi RUN mkdir $TGI_INSTALL_PREFIX && mkdir "$TGI_INSTALL_PREFIX/include" && mkdir "$TGI_INSTALL_PREFIX/lib" && \ python3 scripts/setup_sccache.py --is-gha-build ${is_gha_build} -k ${aws_access_key_id} -s ${aws_secret_key_id} -t ${aws_session_token} -b ${sccache_bucket} -r ${sscache_region} -p ${sccache_s3_key_prefix } && \ RUSTC_WRAPPER=sccache CMAKE_INSTALL_PREFIX=$TGI_INSTALL_PREFIX cargo build --profile ${build_type} --package text-generation-backends-trtllm --bin text-generation-backends-trtllm FROM nvidia/cuda:12.6.3-cudnn-runtime-ubuntu24.04 AS runtime RUN apt update && apt install -y libucx0 pipx python3-minimal python3-dev python3-pip python3-venv && \ rm -rf /var/lib/{apt,dpkg,cache,log}/ && \ pipx ensurepath && \ pipx install --include-deps transformers tokenizers WORKDIR /usr/local/tgi/bin ARG build_type ENV PATH=/root/.local/share/pipx/venvs/transformers/bin/:$PATH ENV LD_LIBRARY_PATH="/usr/local/tgi/lib:/usr/local/mpi/lib:/usr/local/tensorrt/lib:/usr/local/cuda/lib64/stubs:$LD_LIBRARY_PATH" ENV TOKENIZERS_PARALLELISM=false ENV OMPI_MCA_plm_rsh_agent="" COPY --from=mpi-builder /usr/local/mpi /usr/local/mpi COPY --from=trt-builder /usr/local/tensorrt /usr/local/tensorrt COPY --from=tgi-builder /usr/local/tgi /usr/local/tgi COPY --from=tgi-builder /usr/src/text-generation-inference/target/release/text-generation-backends-trtllm /usr/local/tgi/bin/text-generation-launcher FROM runtime LABEL co.huggingface.vendor="Hugging Face Inc." LABEL org.opencontainers.image.authors="hardware@hf.co" LABEL org.opencontainers.title="Text-Generation-Inference TensorRT-LLM Backend" ENTRYPOINT ["./text-generation-launcher"] CMD ["--executor-worker", "/usr/local/tgi/bin/executorWorker"] # This is used only for the CI/CD FROM nvidia/cuda:12.6.3-cudnn-runtime-ubuntu24.04 AS ci-runtime RUN apt update && apt install -y libasan8 libubsan1 libucx0 pipx python3-minimal python3-dev python3-pip python3-venv && \ rm -rf /var/lib/{apt,dpkg,cache,log}/ && \ pipx ensurepath && \ pipx install --include-deps transformers tokenizers WORKDIR /usr/local/tgi/bin ENV PATH=/root/.local/share/pipx/venvs/transformers/bin/:$PATH ENV LD_LIBRARY_PATH="/usr/local/tgi/lib:/usr/local/mpi/lib:/usr/local/tensorrt/lib:/usr/local/cuda/lib64/stubs:$LD_LIBRARY_PATH" ENV TOKENIZERS_PARALLELISM=false ENV OMPI_MCA_plm_rsh_agent="" COPY --from=mpi-builder /usr/local/mpi /usr/local/mpi COPY --from=trt-builder /usr/local/tensorrt /usr/local/tensorrt COPY --from=tgi-builder /usr/local/tgi /usr/local/tgi # Basically we copy from target/debug instead of target/release COPY --from=tgi-builder /usr/src/text-generation-inference/target/debug/text-generation-backends-trtllm /usr/local/tgi/bin/text-generation-launcher FROM ci-runtime LABEL co.huggingface.vendor="Hugging Face Inc." LABEL org.opencontainers.image.authors="hardware@hf.co" LABEL org.opencontainers.title="Text-Generation-Inference TensorRT-LLM Backend CI/CD"