environments acft mmdetection image gpu - Azure/azureml-assets GitHub Wiki
Environment used by MMDetection Image Finetune components
Version: 101
Preview
View in Studio: https://ml.azure.com/registries/azureml/environments/acft-mmdetection-image-gpu/version/101
Docker image: mcr.microsoft.com/azureml/curated/acft-mmdetection-image-gpu:101
FROM mcr.microsoft.com/aifx/acpt/stable-ubuntu2204-cu126-py310-torch280:biweekly.202611.1
USER root
# OS packages inherited from the ACPT base image but still below current
# Ubuntu security versions; fixes USN-8678-1, USN-8670-2, USN-8651-1, USN-8675-1,
# USN-8687-1, USN-8691-1, USN-8699-1, USN-8692-1, USN-8697-1, USN-8711-1,
# USN-8710-1, USN-8721-1, USN-8736-1, USN-8737-1, USN-8740-1, and USN-8744-1.
RUN apt-get update && apt-get install -y --no-install-recommends --only-upgrade \
libssl-dev \
libssl3 \
openssl \
libcurl4 \
curl \
libcurl3-gnutls \
libperl5.34 \
perl \
perl-modules-5.34 \
perl-base \
libp11-kit0 \
libattr1 \
libssh-4 \
diffutils \
coreutils \
libgcrypt20 \
libevent-core-2.1-7 \
libexpat1 \
libxml2 \
openssh-client \
libc6-dev \
libc-bin \
libc6 \
libc-dev-bin \
locales \
dotnet-runtime-8.0 \
dotnet-hostfxr-8.0 \
dotnet-host \
python3.10 \
python3.10-minimal \
libpython3.10-minimal \
libpython3.10-stdlib \
&& rm -rf /var/lib/apt/lists/*
COPY requirements.txt .
# openmim still imports pkg_resources, which is removed from setuptools>=82.
# Keep a temporary compatibility pin for mim installation, then restore setuptools.
# Note: mmdet should be installed via mim to access the model zoo config folder.
# Temporary workaround for https://github.com/open-mmlab/mmdetection/issues/11668 (when mmdet updated, remove lines below)
# setuptools: pinned inherited dep from the ACPT base image; fixes GHSA-h35f-9h28-mq5c.
RUN pip install -r requirements.txt --no-cache-dir \
&& /opt/conda/bin/python -m pip install --no-cache-dir 'setuptools<82' \
&& conda run -n ptca python -m pip install --no-cache-dir 'setuptools<82' \
&& mim install mmdet==3.3.0 \
&& mim install mmcv==2.2.0 -f https://download.openmmlab.com/mmcv/dist/cu118/torch2.2/index.html --no-cache-dir \
&& /opt/conda/bin/python -m pip install --no-cache-dir --upgrade 'setuptools==83.0.0' \
&& conda run -n ptca python -m pip install --no-cache-dir --upgrade 'setuptools==83.0.0' \
&& sed -i 's/2.2.0/2.3.0/' /opt/conda/envs/ptca/lib/python3.10/site-packages/mmdet/__init__.py
# onnx-weekly: pinned transitive dep of azureml-acft-accelerator; it caps
# onnx<=1.17.0, fixes GHSA-3r9x-f23j-gc73 and GHSA-hqmj-h5c6-369m.
RUN pip uninstall -y onnx && pip install --no-cache-dir 'onnx-weekly>=1.22.0.dev20260504'
# pyarrow: pinned transitive dep of datasets; image install downgrades the base, fixes CVE-2026-25087.
# aiohttp and anyio: pinned inherited deps from the ACPT base image; fix current GHSA findings.
# cryptography: pinned inherited base dep and transitive dep of azureml-core in ptca; fixes GHSA-g6cj-pr64-35w5.
RUN /opt/conda/bin/python -m pip install --no-cache-dir --upgrade \
'aiohttp>=3.14.3' \
'anyio>=4.14.2' \
'cryptography>=50.0.0' \
&& conda run -n ptca python -m pip install --no-cache-dir --upgrade \
'aiohttp>=3.14.3' \
'cryptography>=50.0.0'
RUN conda run -n ptca python -m pip install --no-cache-dir --upgrade \
'pyarrow>=23.0.1'
# torch: pinned transitive dep of the ACFT image stack; this image overrides
# the ACPT base version, fixes GHSA-rrmf-rvhw-rf47.
RUN conda run -n ptca python -m pip uninstall -y torchaudio \
&& conda run -n ptca python -m pip install --no-cache-dir --upgrade \
--index-url https://download.pytorch.org/whl/cu126 \
'torch==2.13.0' \
'torchvision==0.28.0'
# The conda pip upgrade can reinstall the rattler solver. The base image does
# not need it for runtime, and its compiled extension currently carries Rust CVEs.
RUN conda config --system --set solver classic \
&& /opt/conda/bin/python3.13 -m pip uninstall -y py-rattler conda-rattler-solver 2>/dev/null || true \
&& rm -rf /opt/conda/lib/python3.13/site-packages/rattler* /opt/conda/lib/python3.13/site-packages/conda_rattler_solver* /opt/conda/lib/python3.13/site-packages/py_rattler* /opt/conda/conda-meta/py-rattler-*.json /opt/conda/conda-meta/conda-rattler-solver-*.json
# pip vendor metadata keeps stale bundled package versions in the SBOM after pip upgrades.
RUN find /opt/conda -path '*/site-packages/pip/_vendor/bom.cdx.json' -delete \
&& find /opt/conda -path '*/site-packages/pip/_vendor/vendor.txt' -delete
RUN conda clean -a -y && rm -rf /opt/miniconda/pkgs/
# Refresh packages for the latest Ubuntu security advisories.
RUN set -eux; \
apt-get update; \
security_packages="curl libcurl3-gnutls libcurl3t64-gnutls libcurl4 libcurl4t64 libevent-core-2.1-7 libssl-dev libssl3 libx11-6 libx11-data libx11-xcb1 libxml2 openssh-client openssh-server openssh-sftp-server openssl sudo"; \
installed_packages=""; \
for package in $security_packages; do \
if dpkg-query -W -f='${Status}' "$package" 2>/dev/null | grep -q "install ok installed"; then \
installed_packages="$installed_packages $package"; \
fi; \
done; \
if [ -n "$installed_packages" ]; then apt-get install -y --only-upgrade $installed_packages; fi; \
apt-get clean; \
rm -rf /var/lib/apt/lists/*
# Reassert newly patched transitive dependencies after all package installs.
RUN /opt/conda/bin/python -m pip install --no-cache-dir --upgrade 'PyJWT>=2.15.0' 'urllib3>=2.8.0'