174 lines
5.3 KiB
Plaintext
174 lines
5.3 KiB
Plaintext
# Rust builder
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FROM lukemathwalker/cargo-chef:latest-rust-1.75 AS chef
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WORKDIR /usr/src
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ARG CARGO_REGISTRIES_CRATES_IO_PROTOCOL=sparse
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FROM chef as planner
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COPY Cargo.toml Cargo.toml
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COPY rust-toolchain.toml rust-toolchain.toml
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COPY proto proto
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COPY benchmark benchmark
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COPY router router
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COPY launcher launcher
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RUN cargo chef prepare --recipe-path recipe.json
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FROM chef AS builder
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ARG GIT_SHA
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ARG DOCKER_LABEL
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RUN PROTOC_ZIP=protoc-21.12-linux-x86_64.zip && \
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curl -OL https://github.com/protocolbuffers/protobuf/releases/download/v21.12/$PROTOC_ZIP && \
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unzip -o $PROTOC_ZIP -d /usr/local bin/protoc && \
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unzip -o $PROTOC_ZIP -d /usr/local 'include/*' && \
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rm -f $PROTOC_ZIP
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COPY --from=planner /usr/src/recipe.json recipe.json
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RUN cargo chef cook --release --recipe-path recipe.json
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COPY Cargo.toml Cargo.toml
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COPY rust-toolchain.toml rust-toolchain.toml
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COPY proto proto
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COPY benchmark benchmark
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COPY router router
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COPY launcher launcher
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RUN cargo build --release
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# Text Generation Inference base image for RoCm
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FROM rocm/dev-ubuntu-20.04:5.7 as base
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RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \
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build-essential \
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ca-certificates \
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ccache \
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curl \
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git \
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make \
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libssl-dev \
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g++ \
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# Needed to build VLLM & flash.
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rocthrust-dev \
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hipsparse-dev \
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hipblas-dev && \
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rm -rf /var/lib/apt/lists/*
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# Keep in sync with `server/pyproject.toml
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ARG MAMBA_VERSION=23.1.0-1
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ARG PYTORCH_VERSION='2.2.0.dev0'
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ARG ROCM_VERSION='5.7'
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ARG PYTHON_VERSION='3.10.10'
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# Automatically set by buildx
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ARG TARGETPLATFORM
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ENV PATH /opt/conda/bin:$PATH
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# TGI seem to require libssl.so.1.1 instead of libssl.so.3 so we can't use ubuntu 22.04. Ubuntu 20.04 has python==3.8, and TGI requires python>=3.9, hence the need for miniconda.
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# Install mamba
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# translating Docker's TARGETPLATFORM into mamba arches
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RUN case ${TARGETPLATFORM} in \
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"linux/arm64") MAMBA_ARCH=aarch64 ;; \
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*) MAMBA_ARCH=x86_64 ;; \
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esac && \
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curl -fsSL -v -o ~/mambaforge.sh -O "https://github.com/conda-forge/miniforge/releases/download/${MAMBA_VERSION}/Mambaforge-${MAMBA_VERSION}-Linux-${MAMBA_ARCH}.sh"
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RUN chmod +x ~/mambaforge.sh && \
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bash ~/mambaforge.sh -b -p /opt/conda && \
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mamba init && \
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rm ~/mambaforge.sh
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# Install PyTorch 2.2 RC compiled against RoCm 5.7, as VLLM can not be compiled with RoCm 5.6.
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RUN pip install torch --index-url https://download.pytorch.org/whl/test/rocm5.7/
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FROM base AS kernel-builder
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# Build vllm kernels
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FROM kernel-builder AS vllm-builder
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WORKDIR /usr/src
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COPY server/Makefile-vllm Makefile
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# Build specific version of vllm
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RUN make build-vllm-rocm
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# Build Flash Attention v2 kernels
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FROM kernel-builder AS flash-att-v2-builder
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WORKDIR /usr/src
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COPY server/Makefile-flash-att-v2 Makefile
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# Build specific version of flash attention v2
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RUN make build-flash-attention-v2-rocm
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# Build Transformers CUDA kernels (gpt-neox and bloom)
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FROM kernel-builder as custom-kernels-builder
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WORKDIR /usr/src
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COPY server/custom_kernels/ .
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RUN PYTORCH_ROCM_ARCH=gfx90a python setup.py build
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# Build exllama kernels
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FROM kernel-builder as exllama-kernels-builder
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WORKDIR /usr/src
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COPY server/exllama_kernels/ .
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RUN PYTORCH_ROCM_ARCH="gfx90a" python setup.py build
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# Build exllama v2 kernels
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FROM kernel-builder as exllamav2-kernels-builder
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WORKDIR /usr/src
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COPY server/exllamav2_kernels/ .
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RUN PYTORCH_ROCM_ARCH="gfx90a" python setup.py build
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FROM base as base-copy
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# Text Generation Inference base env
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ENV HUGGINGFACE_HUB_CACHE=/data \
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HF_HUB_ENABLE_HF_TRANSFER=1 \
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PORT=80
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# Copy builds artifacts from vllm builder
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COPY --from=vllm-builder /usr/src/vllm/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.10/site-packages
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# Copy build artifacts from flash attention v2 builder
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COPY --from=flash-att-v2-builder /usr/src/flash-attention-v2/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.10/site-packages
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# Copy build artifacts from custom kernels builder
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COPY --from=custom-kernels-builder /usr/src/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.10/site-packages
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# Copy build artifacts from exllama kernels builder
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COPY --from=exllama-kernels-builder /usr/src/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.10/site-packages
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# Copy build artifacts from exllamav2 kernels builder
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COPY --from=exllamav2-kernels-builder /usr/src/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.10/site-packages
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# Install flash-attention dependencies
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RUN pip install einops --no-cache-dir
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# Install server
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COPY proto proto
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COPY server server
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COPY server/Makefile server/Makefile
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RUN cd server && \
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make gen-server && \
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pip install -r requirements_rocm.txt && \
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pip install ".[accelerate, peft]" --no-cache-dir
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# Install benchmarker
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COPY --from=builder /usr/src/target/release/text-generation-benchmark /usr/local/bin/text-generation-benchmark
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# Install router
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COPY --from=builder /usr/src/target/release/text-generation-router /usr/local/bin/text-generation-router
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# Install launcher
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COPY --from=builder /usr/src/target/release/text-generation-launcher /usr/local/bin/text-generation-launcher
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# AWS Sagemaker compatible image
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FROM base-copy as sagemaker
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COPY sagemaker-entrypoint.sh entrypoint.sh
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RUN chmod +x entrypoint.sh
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ENTRYPOINT ["./entrypoint.sh"]
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# Final image
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FROM base-copy
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ENTRYPOINT ["text-generation-launcher"]
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CMD ["--json-output"]
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