docker.io/tensorflow/tensorflow:2.18.0-gpu linux/amd64

docker.io/tensorflow/tensorflow:2.18.0-gpu - 国内下载镜像源 浏览次数:19

TensorFlow Docker 镜像

这是一个由 Google 维护的 Docker 镜像，包含 TensorFlow 框架，用于机器学习和深度学习。它提供了一个预先配置的环境，可以轻松地运行 TensorFlow 代码，并包含必要的依赖项和库。

该镜像提供多种版本的 TensorFlow，以及其他工具和库，例如 CUDA 和 cuDNN，用于 GPU 加速。

使用该镜像，您可以快速启动一个 TensorFlow 环境，无需手动安装所有必要的依赖项。它适用于开发、测试和部署 TensorFlow 模型。

您可以通过以下命令拉取该镜像：

docker pull docker.io/tensorflow/tensorflow
源镜像 docker.io/tensorflow/tensorflow:2.18.0-gpu
国内镜像 swr.cn-north-4.myhuaweicloud.com/ddn-k8s/docker.io/tensorflow/tensorflow:2.18.0-gpu
镜像ID sha256:df6d9691dd542a21b3e0b6e9f385c7d59b72da7544ad33e3e3d3468f1a4da864
镜像TAG 2.18.0-gpu
大小 7.36GB
镜像源 docker.io
项目信息 Docker-Hub主页 🚀项目TAG 🚀
CMD /bin/bash
启动入口
工作目录
OS/平台 linux/amd64
浏览量 19 次
贡献者
镜像创建 2024-10-25T12:45:57.577449971Z
同步时间 2024-11-14 00:20
更新时间 2024-11-21 07:37
环境变量
PATH=/usr/local/nvidia/bin:/usr/local/cuda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin NVARCH=x86_64 NVIDIA_REQUIRE_CUDA=cuda>=12.3 brand=tesla,driver>=470,driver<471 brand=unknown,driver>=470,driver<471 brand=nvidia,driver>=470,driver<471 brand=nvidiartx,driver>=470,driver<471 brand=geforce,driver>=470,driver<471 brand=geforcertx,driver>=470,driver<471 brand=quadro,driver>=470,driver<471 brand=quadrortx,driver>=470,driver<471 brand=titan,driver>=470,driver<471 brand=titanrtx,driver>=470,driver<471 brand=tesla,driver>=525,driver<526 brand=unknown,driver>=525,driver<526 brand=nvidia,driver>=525,driver<526 brand=nvidiartx,driver>=525,driver<526 brand=geforce,driver>=525,driver<526 brand=geforcertx,driver>=525,driver<526 brand=quadro,driver>=525,driver<526 brand=quadrortx,driver>=525,driver<526 brand=titan,driver>=525,driver<526 brand=titanrtx,driver>=525,driver<526 brand=tesla,driver>=535,driver<536 brand=unknown,driver>=535,driver<536 brand=nvidia,driver>=535,driver<536 brand=nvidiartx,driver>=535,driver<536 brand=geforce,driver>=535,driver<536 brand=geforcertx,driver>=535,driver<536 brand=quadro,driver>=535,driver<536 brand=quadrortx,driver>=535,driver<536 brand=titan,driver>=535,driver<536 brand=titanrtx,driver>=535,driver<536 NV_CUDA_CUDART_VERSION=12.3.52-1 NV_CUDA_COMPAT_PACKAGE=cuda-compat-12-3 CUDA_VERSION=12.3.0 LD_LIBRARY_PATH=/usr/local/nvidia/lib:/usr/local/nvidia/lib64 NVIDIA_VISIBLE_DEVICES=all NVIDIA_DRIVER_CAPABILITIES=compute,utility DEBIAN_FRONTEND=noninteractive LANG=C.UTF-8
镜像标签
NVIDIA CORPORATION <cudatools@nvidia.com>: maintainer ubuntu: org.opencontainers.image.ref.name 22.04: org.opencontainers.image.version
镜像安全扫描 查看Trivy扫描报告

系统OS: ubuntu 22.04 扫描引擎: Trivy 扫描时间: 2024-11-14 00:20

低危漏洞:182 中危漏洞:950 高危漏洞:10 严重漏洞:0
docker.io/tensorflow/tensorflow:2.18.0-gpu (ubuntu 22.04) (ubuntu) Python (python-pkg)

Docker拉取命令 无权限下载?点我修复 

docker pull swr.cn-north-4.myhuaweicloud.com/ddn-k8s/docker.io/tensorflow/tensorflow:2.18.0-gpu
docker tag  swr.cn-north-4.myhuaweicloud.com/ddn-k8s/docker.io/tensorflow/tensorflow:2.18.0-gpu  docker.io/tensorflow/tensorflow:2.18.0-gpu

Containerd拉取命令 

ctr images pull swr.cn-north-4.myhuaweicloud.com/ddn-k8s/docker.io/tensorflow/tensorflow:2.18.0-gpu
ctr images tag  swr.cn-north-4.myhuaweicloud.com/ddn-k8s/docker.io/tensorflow/tensorflow:2.18.0-gpu  docker.io/tensorflow/tensorflow:2.18.0-gpu

Shell快速替换命令 

sed -i 's#tensorflow/tensorflow:2.18.0-gpu#swr.cn-north-4.myhuaweicloud.com/ddn-k8s/docker.io/tensorflow/tensorflow:2.18.0-gpu#' deployment.yaml

Ansible快速分发-Docker 

#ansible k8s -m shell -a 'docker pull swr.cn-north-4.myhuaweicloud.com/ddn-k8s/docker.io/tensorflow/tensorflow:2.18.0-gpu && docker tag  swr.cn-north-4.myhuaweicloud.com/ddn-k8s/docker.io/tensorflow/tensorflow:2.18.0-gpu  docker.io/tensorflow/tensorflow:2.18.0-gpu'

Ansible快速分发-Containerd 

#ansible k8s -m shell -a 'ctr images pull swr.cn-north-4.myhuaweicloud.com/ddn-k8s/docker.io/tensorflow/tensorflow:2.18.0-gpu && ctr images tag  swr.cn-north-4.myhuaweicloud.com/ddn-k8s/docker.io/tensorflow/tensorflow:2.18.0-gpu  docker.io/tensorflow/tensorflow:2.18.0-gpu'

镜像历史

大小 创建时间 层信息
1.92KB 2024-10-25 20:45:57 RUN |2 PYTHON_VERSION=python3.11 TENSORFLOW_PACKAGE=tensorflow==2.18.0 /bin/sh -c chmod a+rwx /etc/bash.bashrc # buildkit
1.92KB 2024-10-25 20:45:57 COPY bashrc /etc/bash.bashrc # buildkit
29.73KB 2024-10-25 20:45:57 RUN |2 PYTHON_VERSION=python3.11 TENSORFLOW_PACKAGE=tensorflow==2.18.0 /bin/sh -c /setup.cuda.sh # buildkit
1.31KB 2024-10-25 20:45:57 COPY setup.cuda.sh /setup.cuda.sh # buildkit
1.97GB 2024-10-25 20:45:57 RUN |2 PYTHON_VERSION=python3.11 TENSORFLOW_PACKAGE=tensorflow==2.18.0 /bin/sh -c pip install --no-cache-dir ${TENSORFLOW_PACKAGE} # buildkit
101.56MB 2024-10-25 20:45:18 RUN |2 PYTHON_VERSION=python3.11 TENSORFLOW_PACKAGE=tensorflow==2.18.0 /bin/sh -c /setup.python.sh $PYTHON_VERSION /gpu.requirements.txt # buildkit
11.00B 2024-10-25 20:41:28 COPY gpu.requirements.txt /gpu.requirements.txt # buildkit
1.79KB 2024-10-25 20:41:28 COPY setup.python.sh /setup.python.sh # buildkit
0.00B 2024-10-25 20:41:28 ARG TENSORFLOW_PACKAGE=tensorflow==2.18.0
0.00B 2024-10-25 20:41:28 ARG PYTHON_VERSION=python3.11
4.98GB 2024-10-25 20:41:28 RUN /bin/sh -c /setup.packages.sh /gpu.packages.txt # buildkit
61.33MB 2024-10-25 20:38:19 RUN /bin/sh -c /setup.sources.sh # buildkit
527.00B 2024-10-25 20:38:07 COPY gpu.packages.txt /gpu.packages.txt # buildkit
1.18KB 2024-10-25 20:38:07 COPY setup.packages.sh /setup.packages.sh # buildkit
1.38KB 2024-10-25 20:38:07 COPY setup.sources.sh /setup.sources.sh # buildkit
0.00B 2024-10-25 20:38:07 ENV LANG=C.UTF-8
0.00B 2024-10-25 20:38:07 ENV DEBIAN_FRONTEND=noninteractive
0.00B 2023-11-09 10:19:48 ENV NVIDIA_DRIVER_CAPABILITIES=compute,utility
0.00B 2023-11-09 10:19:48 ENV NVIDIA_VISIBLE_DEVICES=all
17.29KB 2023-11-09 10:19:48 COPY NGC-DL-CONTAINER-LICENSE / # buildkit
0.00B 2023-11-09 10:19:48 ENV LD_LIBRARY_PATH=/usr/local/nvidia/lib:/usr/local/nvidia/lib64
0.00B 2023-11-09 10:19:48 ENV PATH=/usr/local/nvidia/bin:/usr/local/cuda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin
46.00B 2023-11-09 10:19:48 RUN |1 TARGETARCH=amd64 /bin/sh -c echo "/usr/local/nvidia/lib" >> /etc/ld.so.conf.d/nvidia.conf && echo "/usr/local/nvidia/lib64" >> /etc/ld.so.conf.d/nvidia.conf # buildkit
154.88MB 2023-11-09 10:19:48 RUN |1 TARGETARCH=amd64 /bin/sh -c apt-get update && apt-get install -y --no-install-recommends cuda-cudart-12-3=${NV_CUDA_CUDART_VERSION} ${NV_CUDA_COMPAT_PACKAGE} && rm -rf /var/lib/apt/lists/* # buildkit
0.00B 2023-11-09 10:19:39 ENV CUDA_VERSION=12.3.0
10.56MB 2023-11-09 10:19:39 RUN |1 TARGETARCH=amd64 /bin/sh -c apt-get update && apt-get install -y --no-install-recommends gnupg2 curl ca-certificates && curl -fsSLO https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/${NVARCH}/cuda-keyring_1.0-1_all.deb && dpkg -i cuda-keyring_1.0-1_all.deb && apt-get purge --autoremove -y curl && rm -rf /var/lib/apt/lists/* # buildkit
0.00B 2023-11-09 10:19:39 LABEL maintainer=NVIDIA CORPORATION <cudatools@nvidia.com>
0.00B 2023-11-09 10:19:39 ARG TARGETARCH
0.00B 2023-11-09 10:19:39 ENV NV_CUDA_COMPAT_PACKAGE=cuda-compat-12-3
0.00B 2023-11-09 10:19:39 ENV NV_CUDA_CUDART_VERSION=12.3.52-1
0.00B 2023-11-09 10:19:39 ENV NVIDIA_REQUIRE_CUDA=cuda>=12.3 brand=tesla,driver>=470,driver<471 brand=unknown,driver>=470,driver<471 brand=nvidia,driver>=470,driver<471 brand=nvidiartx,driver>=470,driver<471 brand=geforce,driver>=470,driver<471 brand=geforcertx,driver>=470,driver<471 brand=quadro,driver>=470,driver<471 brand=quadrortx,driver>=470,driver<471 brand=titan,driver>=470,driver<471 brand=titanrtx,driver>=470,driver<471 brand=tesla,driver>=525,driver<526 brand=unknown,driver>=525,driver<526 brand=nvidia,driver>=525,driver<526 brand=nvidiartx,driver>=525,driver<526 brand=geforce,driver>=525,driver<526 brand=geforcertx,driver>=525,driver<526 brand=quadro,driver>=525,driver<526 brand=quadrortx,driver>=525,driver<526 brand=titan,driver>=525,driver<526 brand=titanrtx,driver>=525,driver<526 brand=tesla,driver>=535,driver<536 brand=unknown,driver>=535,driver<536 brand=nvidia,driver>=535,driver<536 brand=nvidiartx,driver>=535,driver<536 brand=geforce,driver>=535,driver<536 brand=geforcertx,driver>=535,driver<536 brand=quadro,driver>=535,driver<536 brand=quadrortx,driver>=535,driver<536 brand=titan,driver>=535,driver<536 brand=titanrtx,driver>=535,driver<536
0.00B 2023-11-09 10:19:39 ENV NVARCH=x86_64
0.00B 2023-10-05 15:33:32 /bin/sh -c #(nop) CMD ["/bin/bash"]
77.82MB 2023-10-05 15:33:32 /bin/sh -c #(nop) ADD file:63d5ab3ef0aab308c0e71cb67292c5467f60deafa9b0418cbb220affcd078444 in /
0.00B 2023-10-05 15:33:30 /bin/sh -c #(nop) LABEL org.opencontainers.image.version=22.04
0.00B 2023-10-05 15:33:30 /bin/sh -c #(nop) LABEL org.opencontainers.image.ref.name=ubuntu
0.00B 2023-10-05 15:33:30 /bin/sh -c #(nop) ARG LAUNCHPAD_BUILD_ARCH
0.00B 2023-10-05 15:33:30 /bin/sh -c #(nop) ARG RELEASE

镜像信息 

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更多版本

docker.io/tensorflow/tensorflow:2.18.0rc1-jupyter

linux/amd64 docker.io2.24GB2024-10-12 14:05
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docker.io/tensorflow/tensorflow:nightly-gpu

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docker.io/tensorflow/tensorflow:latest

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docker.io/tensorflow/tensorflow:2.17.0-gpu

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docker.io/tensorflow/tensorflow:2.18.0-gpu

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