ARG CUDA_ARCH_LIST="75-real;80-real;86-real;89-real;90-real" ARG OMPI_VERSION="4.1.6" # Build dependencies resolver stage FROM lukemathwalker/cargo-chef:latest AS chef WORKDIR /usr/src/text-generation-inference/backends/trtllm FROM chef AS planner COPY . . RUN cargo chef prepare --recipe-path recipe.json # CUDA dependent dependencies resolver stage FROM nvidia/cuda:12.6.1-cudnn-devel-ubuntu22.04 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 \ g++ \ git \ git-lfs \ libssl-dev \ ninja-build \ pkg-config \ python3 \ python3-dev \ python3-setuptools \ tar \ wget 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 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 ENV PATH="/root/.cargo/bin:$PATH" RUN cargo install cargo-chef # Cache dependencies COPY --from=planner /usr/src/text-generation-inference/backends/trtllm/recipe.json . RUN cargo chef cook --release --recipe-path recipe.json # Build actual TGI ARG CUDA_ARCH_LIST ENV CMAKE_PREFIX_PATH="/usr/local/mpi:/usr/local/tensorrt:$CMAKE_PREFIX_PATH" ENV LD_LIBRARY_PATH="/usr/local/mpi/lib:$LD_LIBRARY_PATH" ENV PKG_CONFIG_PATH="/usr/local/mpi/lib/pkgconfig:$PKG_CONFIG_PATH" 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 "$TGI_INSTALL_PREFIX/lib" && \ cd backends/trtllm && \ CMAKE_INSTALL_PREFIX=$TGI_INSTALL_PREFIX cargo build --release FROM nvidia/cuda:12.6.1-cudnn-runtime-ubuntu22.04 AS runtime RUN apt update && apt install -y python3-minimal python3-dev python3-pip && \ rm -rf /var/lib/{apt,dpkg,cache,log}/ && \ python3 -m pip install transformers tokenizers WORKDIR /usr/local/tgi/bin 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" ENTRYPOINT ["./text-generation-launcher"] CMD ["--executor-worker", "/usr/local/tgi/bin/executorWorker"]