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kserve/python/xgb.Dockerfile

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Docker

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