mirror of
https://github.com/hanzo-ml/kserve.git
synced 2026-10-30 20:53:49 +00:00
72 lines
2.2 KiB
Docker
72 lines
2.2 KiB
Docker
ARG PYTHON_VERSION=3.11
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ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bookworm
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ARG VENV_PATH=/prod_venv
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FROM ${BASE_IMAGE} AS builder
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# Install necessary dependencies for building Python packages
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RUN apt-get update && apt-get install -y --no-install-recommends python3-dev curl build-essential && apt-get clean && \
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rm -rf /var/lib/apt/lists/*
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# Install uv
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RUN curl -LsSf https://astral.sh/uv/install.sh | sh && \
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ln -s /root/.local/bin/uv /usr/local/bin/uv
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# Activate virtual env
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ARG VENV_PATH
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ENV VIRTUAL_ENV=${VENV_PATH}
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RUN python3 -m venv ${VIRTUAL_ENV}
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ENV PATH="$VIRTUAL_ENV/bin:$PATH"
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# Copy storage metadata for editable dependency resolution
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COPY storage/pyproject.toml storage/uv.lock storage/
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# Copy and install dependencies for kserve using uv
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COPY kserve/pyproject.toml kserve/uv.lock kserve/
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RUN cd kserve && uv sync --active --no-cache
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COPY kserve kserve
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RUN cd kserve && uv sync --active --no-cache
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# Install kserve-storage
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COPY storage storage
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RUN cd storage && uv pip install . --no-cache
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# Copy and install dependencies for xgbserver using uv
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COPY xgbserver/pyproject.toml xgbserver/uv.lock xgbserver/
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RUN cd xgbserver && uv sync --active --no-cache
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COPY xgbserver xgbserver
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RUN cd xgbserver && uv sync --active --no-cache
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# Generate third-party licenses
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COPY pyproject.toml pyproject.toml
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COPY third_party/pip-licenses.py pip-licenses.py
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# TODO: Remove this when upgrading to python 3.11+
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RUN pip install --no-cache-dir tomli
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RUN mkdir -p third_party/library && python3 pip-licenses.py
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# ---------- Production Image ----------
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FROM ${BASE_IMAGE} AS prod
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RUN apt-get update && \
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apt-get install -y --no-install-recommends libgomp1 && \
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apt-get clean && \
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rm -rf /var/lib/apt/lists/*
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# Activate virtual env
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ARG VENV_PATH
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ENV VIRTUAL_ENV=${VENV_PATH}
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ENV PATH="$VIRTUAL_ENV/bin:$PATH"
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# Create a non-root user for running the application
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RUN useradd kserve -m -u 1000 -d /home/kserve
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COPY --from=builder --chown=kserve:kserve third_party third_party
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COPY --from=builder --chown=kserve:kserve $VIRTUAL_ENV $VIRTUAL_ENV
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COPY --from=builder kserve kserve
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COPY --from=builder storage storage
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COPY --from=builder xgbserver xgbserver
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USER 1000
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ENV PYTHONPATH=/xgbserver
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ENTRYPOINT ["python", "-m", "xgbserver"]
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