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ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0 linux/amd64

ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0 - 国内下载镜像源 浏览次数:10

该镜像是Kubeflow Katib项目中的基于种群训练(Population Based Training, PBT)建议器组件镜像,用于在超参数优化过程中生成遵循PBT策略的参数建议,助力提升模型训练的效果与效率。

源镜像 ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0
国内镜像 swr.cn-north-4.myhuaweicloud.com/ddn-k8s/ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0
镜像ID sha256:e629911bb95568ec614fac428ffbfbe8ec0893fb93cb94e694109aa6d69e40d5
镜像TAG v0.19.0
大小 241.98MB
镜像源 ghcr.io
CMD
启动入口 python main.py
工作目录 /opt/katib/cmd/suggestion/pbt/v1beta1
OS/平台 linux/amd64
浏览量 10 次
贡献者
镜像创建 2025-10-30T22:20:00.649977469Z
同步时间 2026-04-27 10:11
环境变量
PATH=/usr/local/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin LANG=C.UTF-8 GPG_KEY=A035C8C19219BA821ECEA86B64E628F8D684696D PYTHON_VERSION=3.11.14 PYTHON_SHA256=8d3ed8ec5c88c1c95f5e558612a725450d2452813ddad5e58fdb1a53b1209b78 TARGET_DIR=/opt/katib SUGGESTION_DIR=cmd/suggestion/pbt/v1beta1 PYTHONPATH=/opt/katib:/opt/katib/pkg/apis/manager/v1beta1/python:/opt/katib/pkg/apis/manager/health/python

Docker拉取命令

docker pull swr.cn-north-4.myhuaweicloud.com/ddn-k8s/ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0
docker tag  swr.cn-north-4.myhuaweicloud.com/ddn-k8s/ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0  ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0

Containerd拉取命令

ctr images pull swr.cn-north-4.myhuaweicloud.com/ddn-k8s/ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0
ctr images tag  swr.cn-north-4.myhuaweicloud.com/ddn-k8s/ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0  ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0

Shell快速替换命令

sed -i 's#ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0#swr.cn-north-4.myhuaweicloud.com/ddn-k8s/ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0#' deployment.yaml

Ansible快速分发-Docker

#ansible k8s -m shell -a 'docker pull swr.cn-north-4.myhuaweicloud.com/ddn-k8s/ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0 && docker tag  swr.cn-north-4.myhuaweicloud.com/ddn-k8s/ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0  ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0'

Ansible快速分发-Containerd

#ansible k8s -m shell -a 'ctr images pull swr.cn-north-4.myhuaweicloud.com/ddn-k8s/ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0 && ctr images tag  swr.cn-north-4.myhuaweicloud.com/ddn-k8s/ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0  ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0'

镜像构建历史


# 2025-10-31 06:20:00  0.00B 配置容器启动时运行的命令
ENTRYPOINT ["python" "main.py"]
                        
# 2025-10-31 06:20:00  4.25MB 执行命令并创建新的镜像层
RUN |1 TARGETARCH=amd64 /bin/sh -c chgrp -R 0 ${TARGET_DIR}   && chmod -R g+rwX ${TARGET_DIR} # buildkit
                        
# 2025-10-31 06:20:00  109.04MB 执行命令并创建新的镜像层
RUN |1 TARGETARCH=amd64 /bin/sh -c pip install --prefer-binary --no-cache-dir -r requirements.txt # buildkit
                        
# 2025-10-31 06:19:53  0.00B 设置工作目录为/opt/katib/cmd/suggestion/pbt/v1beta1
WORKDIR /opt/katib/cmd/suggestion/pbt/v1beta1
                        
# 2025-10-31 06:19:53  2.20KB 复制文件或目录到容器中
ADD ./cmd/suggestion/pbt/v1beta1/ /opt/katib/cmd/suggestion/pbt/v1beta1/ # buildkit
                        
# 2025-10-31 06:19:53  4.25MB 复制文件或目录到容器中
ADD ./pkg/ /opt/katib/pkg/ # buildkit
                        
# 2025-10-31 05:35:15  0.00B 执行命令并创建新的镜像层
RUN |1 TARGETARCH=amd64 /bin/sh -c if [ "${TARGETARCH}" = "ppc64le" ]; then     apt-get -y update &&     apt-get -y install gfortran libopenblas-dev liblapack-dev &&     apt-get clean &&     rm -rf /var/lib/apt/lists/*;     fi # buildkit
                        
# 2025-10-31 05:35:15  0.00B 设置环境变量 PYTHONPATH
ENV PYTHONPATH=/opt/katib:/opt/katib/pkg/apis/manager/v1beta1/python:/opt/katib/pkg/apis/manager/health/python
                        
# 2025-10-31 05:35:15  0.00B 设置环境变量 SUGGESTION_DIR
ENV SUGGESTION_DIR=cmd/suggestion/pbt/v1beta1
                        
# 2025-10-31 05:35:15  0.00B 设置环境变量 TARGET_DIR
ENV TARGET_DIR=/opt/katib
                        
# 2025-10-31 05:35:15  0.00B 定义构建参数
ARG TARGETARCH=amd64
                        
# 2025-10-10 05:44:07  0.00B 设置默认要执行的命令
CMD ["python3"]
                        
# 2025-10-10 05:44:07  36.00B 执行命令并创建新的镜像层
RUN /bin/sh -c set -eux; 	for src in idle3 pip3 pydoc3 python3 python3-config; do 		dst="$(echo "$src" | tr -d 3)"; 		[ -s "/usr/local/bin/$src" ]; 		[ ! -e "/usr/local/bin/$dst" ]; 		ln -svT "$src" "/usr/local/bin/$dst"; 	done # buildkit
                        
# 2025-10-10 05:44:07  42.02MB 执行命令并创建新的镜像层
RUN /bin/sh -c set -eux; 		savedAptMark="$(apt-mark showmanual)"; 	apt-get update; 	apt-get install -y --no-install-recommends 		dpkg-dev 		gcc 		gnupg 		libbluetooth-dev 		libbz2-dev 		libc6-dev 		libdb-dev 		libffi-dev 		libgdbm-dev 		liblzma-dev 		libncursesw5-dev 		libreadline-dev 		libsqlite3-dev 		libssl-dev 		make 		tk-dev 		uuid-dev 		wget 		xz-utils 		zlib1g-dev 	; 		wget -O python.tar.xz "https://www.python.org/ftp/python/${PYTHON_VERSION%%[a-z]*}/Python-$PYTHON_VERSION.tar.xz"; 	echo "$PYTHON_SHA256 *python.tar.xz" | sha256sum -c -; 	wget -O python.tar.xz.asc "https://www.python.org/ftp/python/${PYTHON_VERSION%%[a-z]*}/Python-$PYTHON_VERSION.tar.xz.asc"; 	GNUPGHOME="$(mktemp -d)"; export GNUPGHOME; 	gpg --batch --keyserver hkps://keys.openpgp.org --recv-keys "$GPG_KEY"; 	gpg --batch --verify python.tar.xz.asc python.tar.xz; 	gpgconf --kill all; 	rm -rf "$GNUPGHOME" python.tar.xz.asc; 	mkdir -p /usr/src/python; 	tar --extract --directory /usr/src/python --strip-components=1 --file python.tar.xz; 	rm python.tar.xz; 		cd /usr/src/python; 	gnuArch="$(dpkg-architecture --query DEB_BUILD_GNU_TYPE)"; 	./configure 		--build="$gnuArch" 		--enable-loadable-sqlite-extensions 		--enable-optimizations 		--enable-option-checking=fatal 		--enable-shared 		$(test "${gnuArch%%-*}" != 'riscv64' && echo '--with-lto') 		--with-ensurepip 	; 	nproc="$(nproc)"; 	EXTRA_CFLAGS="$(dpkg-buildflags --get CFLAGS)"; 	LDFLAGS="$(dpkg-buildflags --get LDFLAGS)"; 	LDFLAGS="${LDFLAGS:--Wl},--strip-all"; 	make -j "$nproc" 		"EXTRA_CFLAGS=${EXTRA_CFLAGS:-}" 		"LDFLAGS=${LDFLAGS:-}" 	; 	rm python; 	make -j "$nproc" 		"EXTRA_CFLAGS=${EXTRA_CFLAGS:-}" 		"LDFLAGS=${LDFLAGS:--Wl},-rpath='\$\$ORIGIN/../lib'" 		python 	; 	make install; 		cd /; 	rm -rf /usr/src/python; 		find /usr/local -depth 		\( 			\( -type d -a \( -name test -o -name tests -o -name idle_test \) \) 			-o \( -type f -a \( -name '*.pyc' -o -name '*.pyo' -o -name 'libpython*.a' \) \) 		\) -exec rm -rf '{}' + 	; 		ldconfig; 		apt-mark auto '.*' > /dev/null; 	apt-mark manual $savedAptMark; 	find /usr/local -type f -executable -not \( -name '*tkinter*' \) -exec ldd '{}' ';' 		| awk '/=>/ { so = $(NF-1); if (index(so, "/usr/local/") == 1) { next }; gsub("^/(usr/)?", "", so); printf "*%s\n", so }' 		| sort -u 		| xargs -rt dpkg-query --search 		| awk 'sub(":$", "", $1) { print $1 }' 		| sort -u 		| xargs -r apt-mark manual 	; 	apt-get purge -y --auto-remove -o APT::AutoRemove::RecommendsImportant=false; 	apt-get dist-clean; 		export PYTHONDONTWRITEBYTECODE=1; 	python3 --version; 		pip3 install 		--disable-pip-version-check 		--no-cache-dir 		--no-compile 		'setuptools==79.0.1' 		'wheel<0.46' 	; 	pip3 --version # buildkit
                        
# 2025-10-10 05:44:07  0.00B 设置环境变量 PYTHON_SHA256
ENV PYTHON_SHA256=8d3ed8ec5c88c1c95f5e558612a725450d2452813ddad5e58fdb1a53b1209b78
                        
# 2025-10-10 05:44:07  0.00B 设置环境变量 PYTHON_VERSION
ENV PYTHON_VERSION=3.11.14
                        
# 2025-10-10 05:44:07  0.00B 设置环境变量 GPG_KEY
ENV GPG_KEY=A035C8C19219BA821ECEA86B64E628F8D684696D
                        
# 2025-10-10 05:44:07  3.81MB 执行命令并创建新的镜像层
RUN /bin/sh -c set -eux; 	apt-get update; 	apt-get install -y --no-install-recommends 		ca-certificates 		netbase 		tzdata 	; 	apt-get dist-clean # buildkit
                        
# 2025-10-10 05:44:07  0.00B 设置环境变量 LANG
ENV LANG=C.UTF-8
                        
# 2025-10-10 05:44:07  0.00B 设置环境变量 PATH
ENV PATH=/usr/local/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin
                        
# 2025-10-10 05:44:07  78.62MB 
# debian.sh --arch 'amd64' out/ 'trixie' '@1760918400'
                        
                    

镜像信息

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更多版本

ghcr.io/kubeflow/katib/suggestion-pbt:v0.19.0

linux/amd64 ghcr.io241.98MB2026-04-27 10:11
9