108 lines
3.5 KiB
Plaintext
108 lines
3.5 KiB
Plaintext
ARG CUDA_ARCH_LIST="75-real;80-real;86-real;89-real;90-real"
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ARG OMPI_VERSION="4.1.6"
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# Build dependencies resolver stage
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FROM lukemathwalker/cargo-chef:latest AS chef
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WORKDIR /usr/src/text-generation-inference/backends/trtllm
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FROM chef AS planner
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COPY . .
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RUN cargo chef prepare --recipe-path recipe.json
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# CUDA dependent dependencies resolver stage
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FROM nvidia/cuda:12.6.1-cudnn-devel-ubuntu22.04 AS cuda-builder
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RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
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--mount=type=cache,target=/var/lib/apt,sharing=locked \
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apt update && apt install -y \
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build-essential \
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cmake \
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curl \
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gcc \
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g++ \
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git \
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git-lfs \
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libssl-dev \
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ninja-build \
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pkg-config \
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python3 \
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python3-dev \
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python3-setuptools \
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tar \
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wget
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ENV TGI_INSTALL_PREFIX=/usr/local/tgi
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ENV TENSORRT_INSTALL_PREFIX=/usr/local/tensorrt
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# Install OpenMPI
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FROM cuda-builder AS mpi-builder
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ARG OMPI_VERSION
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ENV OMPI_TARBALL_FILENAME="openmpi-$OMPI_VERSION.tar.bz2"
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RUN wget "https://download.open-mpi.org/release/open-mpi/v4.1/$OMPI_TARBALL_FILENAME" -P /opt/src && \
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mkdir /usr/src/mpi && \
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tar -xf "/opt/src/$OMPI_TARBALL_FILENAME" -C /usr/src/mpi --strip-components=1 && \
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cd /usr/src/mpi && \
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./configure --prefix=/usr/local/mpi --with-cuda=/usr/local/cuda && \
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make -j all && \
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make install && \
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rm -rf "/opt/src/$OMPI_TARBALL_FILENAME"
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# Install TensorRT
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FROM cuda-builder AS trt-builder
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COPY backends/trtllm/scripts/install_tensorrt.sh /opt/install_tensorrt.sh
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RUN chmod +x /opt/install_tensorrt.sh && \
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/opt/install_tensorrt.sh
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# Build Backend
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FROM cuda-builder AS tgi-builder
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WORKDIR /usr/src/text-generation-inference
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# Install Rust
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RUN curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | bash -s -- -y && \
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chmod -R a+w /root/.rustup && \
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chmod -R a+w /root/.cargo
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ENV PATH="/root/.cargo/bin:$PATH"
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RUN cargo install cargo-chef
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# Cache dependencies
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COPY --from=planner /usr/src/text-generation-inference/backends/trtllm/recipe.json .
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RUN cargo chef cook --release --recipe-path recipe.json
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# Build actual TGI
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ARG CUDA_ARCH_LIST
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ENV CMAKE_PREFIX_PATH="/usr/local/mpi:/usr/local/tensorrt:$CMAKE_PREFIX_PATH"
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ENV LD_LIBRARY_PATH="/usr/local/mpi/lib:$LD_LIBRARY_PATH"
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ENV PKG_CONFIG_PATH="/usr/local/mpi/lib/pkgconfig:$PKG_CONFIG_PATH"
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COPY . .
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COPY --from=trt-builder /usr/local/tensorrt /usr/local/tensorrt
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COPY --from=mpi-builder /usr/local/mpi /usr/local/mpi
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RUN mkdir $TGI_INSTALL_PREFIX && mkdir "$TGI_INSTALL_PREFIX/include" && mkdir "$TGI_INSTALL_PREFIX/lib" && \
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cd backends/trtllm && \
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CMAKE_INSTALL_PREFIX=$TGI_INSTALL_PREFIX cargo build --release
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FROM nvidia/cuda:12.6.1-cudnn-runtime-ubuntu22.04 AS runtime
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RUN apt update && apt install -y python3 && \
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rm -rf /var/lib/{apt,dpkg,cache,log}/
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WORKDIR /usr/local/tgi/bin
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ENV LD_LIBRARY_PATH="/usr/local/tgi/lib:/usr/local/tensorrt/lib:/usr/local/cuda/lib64/stubs:$LD_LIBRARY_PATH"
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ENV TOKENIZERS_PARALLELISM=false
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ENV OMPI_MCA_plm_rsh_agent=""
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COPY --from=mpi-builder /usr/local/mpi /usr/local/mpi
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COPY --from=trt-builder /usr/local/tensorrt /usr/local/tensorrt
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COPY --from=tgi-builder /usr/local/tgi /usr/local/tgi
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COPY --from=tgi-builder /usr/src/text-generation-inference/target/release/text-generation-backends-trtllm /usr/local/tgi/bin/text-generation-launcher
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FROM runtime
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LABEL co.huggingface.vendor="Hugging Face Inc."
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LABEL org.opencontainers.image.authors="hardware@hf.co"
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ENTRYPOINT ["./text-generation-launcher"]
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CMD ["--executor-worker", "/usr/local/tgi/bin/executorWorker"]
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