在PAI-DLC中创建深度学习任务时,您需要配置工作节点的镜像,系统支持公共镜像和自定义镜像。本文介绍系统支持的公共镜像(社区镜像和官方镜像)及镜像版本详情,您可以根据实际情况选择合适的镜像。

背景信息

社区镜像(由社区提供的标准镜像)

社区镜像支持不同的资源类型,具体的镜像文件列表如下。每种镜像的操作系统、CUDA版本及三方库信息请参见社区镜像版本详情
registry.${region}.aliyuncs.com/pai-dlc/pytorch-training:1.6.0-gpu-py37-cu101-ubuntu18.04
registry.${region}.aliyuncs.com/pai-dlc/pytorch-training:1.7.1-gpu-py37-cu110-ubuntu18.04
registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:2.3.0-cpu-py36-ubuntu18.04
registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:2.3.0-gpu-py36-cu101-ubuntu18.04
registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.15.4-cpu-py36-ubuntu18.04
registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.15.4-gpu-py36-cu100-ubuntu18.04
其中${region}需要替换为具体的地域,包括如下取值:
  • cn-hangzhou
  • cn-shanghai
  • cn-qingdao
  • cn-beijing
  • cn-zhangjiakou
  • cn-huhehaote
  • cn-shenzhen
  • cn-chengdu
  • cn-hongkong
  • ap-southeast-1
例如${region}取值为cn-hangzhou时,社区提供的镜像如下表所示。
${region}框架CPU/GPUPython版本镜像的URL
cn-hangzhouTensorflow 2.3CPU3.6(py36)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:2.3.0-cpu-py36-ubuntu18.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:2.3.0-cpu-py36-ubuntu18.04
Tensorflow 2.3GPU3.6 (py36)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:2.3.0-gpu-py36-cu101-ubuntu18.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:2.3.0-gpu-py36-cu101-ubuntu18.04
Tensorflow 1.15CPU3.6(py36)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.4-cpu-py36-ubuntu18.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.4-cpu-py36-ubuntu18.04
Tensorflow 1.15GPU3.6 (py36)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.4-gpu-py36-cu100-ubuntu18.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.4-gpu-py36-cu100-ubuntu18.04
PyTorch 1.6GPU3.7 (py37)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.6.0-gpu-py37-cu101-ubuntu18.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.6.0-gpu-py37-cu101-ubuntu18.04
PyTorch 1.7GPU3.7 (py37)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.7.1-gpu-py37-cu110-ubuntu18.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.7.1-gpu-py37-cu110-ubuntu18.04

官方镜像(由PAI团队提供优化的镜像)

PAI-DLC提供了多种官方镜像,支持不同的资源类型、Python版本及深度学习框架TensorFlow和PyTorch。官方公共镜像文件列表如下,关于每种镜像的操作系统、CUDA版本及三方库信息请参见官方镜像版本详情
registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-cpu-py27-ubuntu16.04
registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-mkl-cpu-py27-ubuntu16.04
registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-gpu-py27-cu100-ubuntu16.04

registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-cpu-py36-ubuntu16.04
registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-mkl-cpu-py36-ubuntu16.04
registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-gpu-py36-cu100-ubuntu16.04

registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.15.0PAI-gpu-py27-cu100-ubuntu16.04
registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.15.0PAI-gpu-py36-cu100-ubuntu16.04

registry.${region}.aliyuncs.com/pai-dlc/pytorch-training:1.3.1PAI-gpu-py37-cu100-ubuntu16.04
registry.${region}.aliyuncs.com/pai-dlc/pytorch-training:1.4.0PAI-gpu-py37-cu100-ubuntu16.04
registry.${region}.aliyuncs.com/pai-dlc/pytorch-training:1.5.1PAI-gpu-py37-cu100-ubuntu16.04
registry.${region}.aliyuncs.com/pai-dlc/pytorch-training:1.6.0PAI-gpu-py37-cu100-ubuntu16.04

registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-cpu-py27-ubuntu18.04
registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-gpu-py27-cu101-ubuntu18.04
registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-cpu-py36-ubuntu18.04
registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-gpu-py36-cu101-ubuntu18.04
registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.15.4PAI-cpu-py36-ubuntu18.04
registry.${region}.aliyuncs.com/pai-dlc/tensorflow-training:1.15.4PAI-gpu-py36-cu101-ubuntu18.04
其中${region}需要替换为具体的地域,包括如下取值:
  • cn-hangzhou
  • cn-shanghai
  • cn-qingdao
  • cn-beijing
  • cn-zhangjiakou
  • cn-huhehaote
  • cn-shenzhen
  • cn-chengdu
  • cn-hongkong
  • ap-southeast-1
例如${region}取值为cn-hangzhou时,PAI-DLC所有的官方镜像如下表所示。
${region}框架CPU/GPUPython版本镜像的URL
cn-hangzhouTensorFlow 1.12CPU2.7(py27)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-cpu-py27-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-cpu-py27-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI2011-cpu-py27-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI2011-cpu-py27-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-cpu-py27-ubuntu18.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-cpu-py27-ubuntu18.04
MKL-CPU2.7(py27)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-mkl-cpu-py27-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-mkl-cpu-py27-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI2011-mkl-cpu-py27-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI2011-mkl-cpu-py27-ubuntu16.04
GPU2.7(py27)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-gpu-py27-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-gpu-py27-cu100-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI2011-gpu-py27-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI2011-gpu-py27-cu100-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-gpu-py27-cu101-ubuntu18.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-gpu-py27-cu101-ubuntu18.04
CPU3.6 (py36)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-cpu-py36-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-cpu-py36-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI2011-cpu-py36-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI2011-cpu-py36-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-cpu-py36-ubuntu18.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-cpu-py36-ubuntu18.04
MKL-CPU3.6 (py36)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-mkl-cpu-py36-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-mkl-cpu-py36-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI2011-mkl-cpu-py36-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI2011-mkl-cpu-py36-ubuntu16.04
GPU3.6 (py36)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-gpu-py36-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-gpu-py36-cu100-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI2011-gpu-py36-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI2011-gpu-py36-cu100-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-gpu-py36-cu101-ubuntu18.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.12.2PAI-gpu-py36-cu101-ubuntu18.04
TensorFlow 1.15GPU2.7 (py27)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.0PAI-gpu-py27-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.0PAI-gpu-py27-cu100-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.0PAI2011-gpu-py27-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.0PAI2011-gpu-py27-cu100-ubuntu16.04
CPU3.6 (py36)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.4PAI-cpu-py36-ubuntu18.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.4PAI-cpu-py36-ubuntu18.04
GPU3.6 (py36)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.0PAI-gpu-py36-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.0PAI-gpu-py36-cu100-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.0PAI2011-gpu-py36-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.0PAI2011-gpu-py36-cu100-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.4PAI-gpu-py36-cu101-ubuntu18.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/tensorflow-training:1.15.4PAI-gpu-py36-cu101-ubuntu18.04
PyTorch 1.3GPU3.7 (py37)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.3.1PAI-gpu-py37-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.3.1PAI-gpu-py37-cu100-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.3.1PAI2011-gpu-py37-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.3.1PAI2011-gpu-py37-cu100-ubuntu16.04
PyTorch 1.4GPU3.7 (py37)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.4.0PAI-gpu-py37-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.4.0PAI-gpu-py37-cu100-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.4.0PAI2011-gpu-py37-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.4.0PAI2011-gpu-py37-cu100-ubuntu16.04
PyTorch 1.5GPU3.7 (py37)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.5.1PAI-gpu-py37-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.5.1PAI-gpu-py37-cu100-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.5.1PAI2011-gpu-py37-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.5.1PAI2011-gpu-py37-cu100-ubuntu16.04
PyTorch 1.6GPU3.7 (py37)
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.6.0PAI-gpu-py37-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.6.0PAI-gpu-py37-cu100-ubuntu16.04
  • registry.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.6.0PAI2011-gpu-py37-cu100-ubuntu16.04
  • registry-vpc.cn-hangzhou.aliyuncs.com/pai-dlc/pytorch-training:1.6.0PAI2011-gpu-py37-cu100-ubuntu16.04

社区镜像版本详情

每个社区镜像(由社区提供的标准镜像)支持的操作系统、Python版本及三方库列表如下:
  • tensorflow-training:2.3-cpu-py36-ubuntu18.04
    • 操作系统:Ubuntu 18.04.5 LTS
    • Python版本:3.6.9
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0asn1crypto 0.24.0astunparse 1.6.3cachetools 4.2.0
      certifi 2020.12.5cryptography 2.1.4gast 0.3.3google-auth 1.24.0
      google-auth-oauthlib 0.4.2google-pasta 0.2.0grpcio 1.34.0h5py 2.10.0
      idna 2.6importlib-metadata 3.3.0Keras-Preprocessing 1.1.2keyring 10.6.0
      keyrings.alt 3.0Markdown 3.3.3numpy 1.18.5oauthlib 3.1.0
      opt-einsum 3.3.0pip 20.2.4protobuf 3.14.0pyasn1 0.4.8
      pyasn1-modules 0.2.8pycrypto 2.6.1pygobject 3.26.1pyxdg 0.25
      requests 2.25.1requests-oauthlib 1.3.0rsa 4.6SecretStorage 2.3.1
      setuptools 51.1.1six 1.15.0tensorboard 2.4.0tensorboard-plugin-wit 1.7.0
      tensorflow 2.3.2tensorflow-estimator 2.3.0termcolor 1.1.0typing-extensions 3.7.4.3
      urllib3 1.26.2werkzeug 1.0.1wheel 0.30.0wrapt 1.12.1
      zipp 3.4.0
  • tensorflow-training:2.3-gpu-py36-cu101-ubuntu18.04
    • 操作系统:Ubuntu 18.04.5 LTS
    • Python版本:3.6.9
    • CUDA版本:10.1
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0asn1crypto 0.24.0astunparse 1.6.3cachetools 4.2.0
      certifi 2020.12.5cryptography 2.1.4grpcio 1.34.0gast 0.3.3
      google-auth 1.24.0google-auth-oauthlib 0.4.2google-pasta 0.2.0h5py 2.10.0
      idna 2.6importlib-metadata 3.3.0Keras-Preprocessing 1.1.2keyrings.alt 3.0
      keyring 10.6.0Markdown 3.3.3numpy 1.18.5oauthlib 3.1.0
      opt-einsum 3.3.0python-apt 1.6.5+ubuntu0.5pip 20.2.4protobuf 3.14.0
      pyasn1 0.4.8pyasn1-modules 0.2.8pycrypto 2.6.1pygobject 3.26.1
      pyxdg 0.25requests 2.25.1requests-oauthlib 1.3.0rsa 4.6
      SecretStorage 2.3.1setuptools 51.1.1six 1.15.0tensorboard 2.4.0
      tensorboard-plugin-wit 1.7.0tensorflow-gpu 2.3.2tensorflow-estimator 2.3.0termcolor 1.1.0
      typing-extensions 3.7.4.3urllib3 1.26.2werkzeug 1.0.1wheel 0.30.0
      wrapt 1.12.1zipp 3.4.0
  • tensorflow-training:1.15-cpu-py36-ubuntu18.04
    • 操作系统:Ubuntu 18.04.5 LTS
    • Python版本:3.6.9
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0asn1crypto 0.24.0astor 0.8.1cryptography 2.1.4
      gast 0.2.2google-pasta 0.2.0grpcio 1.34.0h5py 2.10.0
      idna 2.6importlib-metadata 3.3.0Keras-Preprocessing 1.1.2Keras-Applications 1.0.8
      keyring 10.6.0keyrings.alt 3.0Markdown 3.3.3numpy 1.18.5
      opt-einsum 3.3.0pip 20.3.3protobuf 3.14.0pycrypto 2.6.1
      pygobject 3.26.1pyxdg 0.25SecretStorage 2.3.1setuptools 51.1.1
      six 1.11.0tensorboard 1.15.0tensorflow 1.15.5tensorflow-estimator 1.15.1
      termcolor 1.1.0typing-extensions 3.7.4.3werkzeug 1.0.1wheel 0.30.0
      wrapt 1.12.1zipp 3.4.0
  • tensorflow-training:1.15-gpu-py36-cu100-ubuntu18.04
    • 操作系统:Ubuntu 18.04.5 LTS
    • Python版本:3.6.9
    • CUDA版本:10.0
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0asn1crypto 0.24.0astor 0.8.1cryptography 2.1.4
      gast 0.2.2google-pasta 0.2.0grpcio 1.34.0h5py 2.10.0
      idna 2.6importlib-metadata 3.3.0Keras-Preprocessing 1.1.2Keras-Applications 1.0.8
      keyring 10.6.0keyrings.alt 3.0Markdown 3.3.3numpy 1.18.5
      opt-einsum 3.3.0pip 20.3.3protobuf 3.14.0pycrypto 2.6.1
      pygobject 3.26.1pyxdg 0.25SecretStorage 2.3.1setuptools 51.1.1
      six 1.11.0tensorboard 1.15.0tensorflow-gpu 1.15.5tensorflow-estimator 1.15.1
      termcolor 1.1.0typing-extensions 3.7.4.3werkzeug 1.0.1wheel 0.30.0
      wrapt 1.12.1zipp 3.4.0python-apt 1.6.5+ubuntu0.5
  • pytorch-training:1.6.0-gpu-py37-cu101-ubuntu18.04
    • 操作系统:Ubuntu 18.04.4 LTS
    • Python版本:3.7.7
    • CUDA版本:10.1
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      backcall 0.2.0beautifulsoup4 4.9.1certifi 2020.6.20cffi 1.14.0
      cryptography 2.9.2conda 4.8.3conda-build 3.18.11conda-package-handling 1.7.0
      decorator 4.4.2filelock 3.0.12glob2 0.7ipython-genutils 0.2.0
      idna 2.9ipython 7.16.1jedi 0.17.1Jinja2 2.11.2
      libarchive-c 2.9MarkupSafe 1.1.1mkl-fft 1.1.0mkl-service 2.3.0
      mkl-random 1.1.1numpy 1.18.5olefile 0.46PyYAML 5.3.1
      parso 0.7.0pexpect 4.8.0pickleshare 0.7.5Pillow 7.2.0
      pip 20.0.2pkginfo 1.5.0.1prompt-toolkit 3.0.5psutil 5.7.0
      ptyprocess 0.6.0pycosat 0.6.3pycparser 2.20Pygments 2.6.1
      pyOpenSSL 19.1.0PySocks 1.7.1pytz 2020.1ruamel-yaml 0.15.87
      requests 2.23.0soupsieve 2.0.1setuptools 46.4.0.post20200518six 1.14.0
      traitlets 4.3.3torch 1.6.0torchvision 0.7.0tqdm 4.46.0
      urllib3 1.25.8wheel 0.34.2wcwidth 0.2.5
  • pytorch-training:1.7.1-gpu-py37-cu110-ubuntu18.04
    • 操作系统:Ubuntu 18.04.5 LTS
    • Python版本:3.8.5
    • CUDA版本:11.0
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      backcall 0.2.0beautifulsoup4 4.9.3brotlipy 0.7.0certifi 2020.12.5
      cffi 1.14.3cryptography 3.2.1conda 4.9.2conda-build 3.21.4
      conda-package-handling 1.7.2dnspython 2.1.0decorator 4.4.2filelock 3.0.12
      glob2 0.7ipython-genutils 0.2.0idna 2.10ipython 7.19.0
      Jinja2 2.11.2jedi 0.17.2libarchive-c 2.9mkl-service 2.3.0
      MarkupSafe 1.1.1mkl-fft 1.2.0mkl-random 1.1.1numpy 1.19.2
      olefile 0.46PyYAML 5.3.1parso 0.7.0pexpect 4.8.0
      pickleshare 0.7.5Pillow 8.1.0pip 20.2.4pkginfo 1.7.0
      prompt-toolkit 3.0.8psutil 5.7.2ptyprocess 0.7.0pycosat 0.6.3
      pycparser 2.20Pygments 2.7.4pyOpenSSL 19.1.0PySocks 1.7.1
      python-etcd 0.4.5pytz 2020.5ruamel-yaml 0.15.87requests 2.24.0
      soupsieve 2.1setuptools 50.3.1.post20201107six 1.15.0typing-extensions 3.7.4.3
      torch 1.7.1torchelastic 0.2.1torchvision 0.8.2tqdm 4.51.0
      traitlets 5.0.5urllib3 1.25.11wheel 0.35.1wcwidth 0.2.5

官方镜像版本详情

每个官方镜像(由PAI团队提供优化的镜像)支持的操作系统、Python版本及三方库列表如下:
  • tensorflow-training:1.12.2PAI-cpu-py27-ubuntu16.04
    • 操作系统:Ubuntu 16.04.6 LTS
    • Python版本:2.7.18 Anaconda
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0aliyun-python-sdk-core 2.13.15aliyun-python-sdk-kms 2.14.0astor 0.8.1
      backports.weakref 1.0.post1certifi 2020.6.20crcmod 1.7Cython 0.29.14
      enum34 1.1.6funcsigs 1.0.2futures 3.3.0gast 0.4.0
      grpcio 1.27.2h5py 2.10.0jmespath 0.10.0Keras-Applications 1.0.8
      Keras-Preprocessing 1.1.2Markdown 3.1.1mkl-fft 1.0.15mkl-random 1.1.0
      mkl-service 2.3.0mock 3.0.5numpy 1.16.4opencv-python 4.2.0.32
      oss2 2.9.1paiio 0.1.0pip 9.0.1protobuf 3.14.0
      pycryptodome 3.9.7pyodps 0.10.4pypai 1.1.0+tensorflow.1.12.2pai2011requests 2.13.0
      setuptools 36.4.0six 1.15.0tensorboard 1.12.2tensorflow 1.12.2PAI2011
      termcolor 1.1.0toposort 1.5Werkzeug 1.0.1wheel 0.35.1
  • tensorflow-training:1.12.2PAI-mkl-cpu-py27-ubuntu16.04
    • 操作系统:Ubuntu 16.04.6 LTS
    • Python版本:2.7.18 Anaconda
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0aliyun-python-sdk-core 2.13.15aliyun-python-sdk-kms 2.14.0astor 0.8.1
      backports.weakref 1.0.post1certifi 2020.6.20crcmod 1.7Cython 0.29.14
      enum34 1.1.6funcsigs 1.0.2futures 3.3.0gast 0.4.0
      grpcio 1.27.2h5py 2.10.0jmespath 0.10.0Keras-Applications 1.0.8
      Keras-Preprocessing 1.1.2Markdown 3.1.1mkl-fft 1.0.15mkl-random 1.1.0
      mkl-service 2.3.0mock 3.0.5numpy 1.16.4opencv-python 4.2.0.32
      oss2 2.9.1paiio 0.1.0pip 9.0.1protobuf 3.14.0
      pycryptodome 3.9.7pyodps 0.10.4pypai 1.1.0+tensorflow.1.12.2pai2011requests 2.13.0
      setuptools 36.4.0six 1.15.0tensorboard 1.12.2tensorflow 1.12.2PAI2011
      termcolor 1.1.0toposort 1.5Werkzeug 1.0.1wheel 0.35.1
  • tensorflow-training:1.12.2PAI-gpu-py27-cu100-ubuntu16.04
    • 操作系统:Ubuntu 16.04.6 LTS
    • Python版本:2.7.18 Anaconda
    • CUDA版本:10.0
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0aliyun-python-sdk-core 2.13.15aliyun-python-sdk-kms 2.14.0astor 0.8.1
      backports.weakref 1.0.post1certifi 2020.6.20crcmod 1.7Cython 0.29.14
      enum34 1.1.6funcsigs 1.0.2futures 3.3.0gast 0.4.0
      grpcio 1.27.2h5py 2.10.0jmespath 0.10.0Keras-Applications 1.0.8
      Keras-Preprocessing 1.1.2Markdown 3.1.1mkl-fft 1.0.15mkl-random 1.1.0
      mkl-service 2.3.0mock 3.0.5numpy 1.16.4opencv-python 4.2.0.32
      oss2 2.9.1paiio 0.1.0pip 9.0.1protobuf 3.14.0
      pycryptodome 3.9.7pyodps 0.10.4pypai 1.1.0+tensorflow.gpu.1.12.2pai2011requests 2.13.0
      setuptools 36.4.0six 1.15.0tensorboard 1.12.2tensorflow-gpu 1.12.2PAI2011
      termcolor 1.1.0toposort 1.5Werkzeug 1.0.1wheel 0.35.1
      subprocess32 3.5.4tao-wrapper 0.1.1whale 0.0.2
  • tensorflow-training:1.12.2PAI-cpu-py36-ubuntu16.04
    • 操作系统:Ubuntu 16.04.6 LTS
    • Python版本:3.6.12 Anaconda
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0aliyun-python-sdk-core 2.13.29aliyun-python-sdk-core-v3 2.13.11aliyun-python-sdk-kms 2.14.0
      astor 0.8.1cached-property 1.5.2certifi 2020.12.5crcmod 1.7
      Cython 0.29.21gast 0.4.0grpcio 1.31.0h5py 3.1.0
      importlib-metadata 3.4.0jmespath 0.10.0Keras-Applications 1.0.8Keras-Preprocessing 1.1.2
      Markdown 3.3.3mkl-fft 1.2.0mkl-random 1.1.1mkl-service 2.3.0
      numpy 1.16.4opencv-python 4.2.0.32oss2 2.12.1paiio 0.1.0
      pip 20.2.4protobuf 3.14.0pycryptodome 3.9.9pyodps 0.10.4
      pypai 1.1.0+tensorflow.1.12.2pai2011requests 2.13.0setuptools 50.3.1.post20201107six 1.15.0
      tensorboard 1.12.2tensorflow 1.12.2PAI2011termcolor 1.1.0toposort 1.5
      typing-extensions 3.7.4.3Werkzeug 1.0.1wheel 0.35.1zipp 3.4.0
  • tensorflow-training:1.12.2PAI-mkl-cpu-py36-ubuntu16.04
    • 操作系统:Ubuntu 16.04.6 LTS
    • Python版本:3.6.12 Anaconda
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0aliyun-python-sdk-core 2.13.29aliyun-python-sdk-core-v3 2.13.11aliyun-python-sdk-kms 2.14.0
      astor 0.8.1cached-property 1.5.2certifi 2020.12.5crcmod 1.7
      Cython 0.29.21gast 0.4.0grpcio 1.31.0h5py 3.1.0
      importlib-metadata 3.4.0jmespath 0.10.0Keras-Applications 1.0.8Keras-Preprocessing 1.1.2
      Markdown 3.3.3mkl-fft 1.2.0mkl-random 1.1.1mkl-service 2.3.0
      numpy 1.16.4opencv-python 4.2.0.32oss2 2.12.1paiio 0.1.0
      pip 20.2.4protobuf 3.14.0pycryptodome 3.9.9pyodps 0.10.4
      pypai 1.1.0+tensorflow.1.12.2pai2011requests 2.13.0setuptools 50.3.1.post20201107six 1.15.0
      tensorboard 1.12.2tensorflow 1.12.2PAI2011termcolor 1.1.0toposort 1.5
      typing-extensions 3.7.4.3Werkzeug 1.0.1wheel 0.35.1zipp 3.4.0
  • tensorflow-training:1.12.2PAI-gpu-py36-cu100-ubuntu16.04
    • 操作系统:Ubuntu 16.04.6 LTS
    • Python版本:3.6.12 Anaconda
    • CUDA版本:10.0
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0aliyun-python-sdk-core 2.13.29aliyun-python-sdk-core-v3 2.13.11aliyun-python-sdk-kms 2.14.0
      astor 0.8.1cached-property 1.5.2certifi 2020.12.5crcmod 1.7
      Cython 0.29.21gast 0.4.0grpcio 1.31.0h5py 3.1.0
      importlib-metadata 3.4.0jmespath 0.10.0Keras-Applications 1.0.8Keras-Preprocessing 1.1.2
      Markdown 3.3.3mkl-fft 1.2.0mkl-random 1.1.1mkl-service 2.3.0
      numpy 1.16.4opencv-python 4.2.0.32oss2 2.12.1paiio 0.1.0
      pip 20.2.4protobuf 3.14.0pycryptodome 3.9.9pyodps 0.10.4
      pypai 1.1.0+tensorflow.gpu.1.12.2pai2011requests 2.13.0setuptools 50.3.1.post20201107six 1.15.0
      tensorboard 1.12.2tensorflow-gpu 1.12.2PAI2011termcolor 1.1.0toposort 1.5
      typing-extensions 3.7.4.3Werkzeug 1.0.1wheel 0.35.1zipp 3.4.0
      subprocess32 3.5.4tao-wrapper 0.1.1whale 0.0.2
  • tensorflow-training:1.15.0PAI-gpu-py27-cu100-ubuntu16.04
    • 操作系统:Ubuntu 16.04.6 LTS
    • Python版本:2.7.18 Anaconda
    • CUDA版本:10.0
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0aliyun-python-sdk-core 2.13.15aliyun-python-sdk-kms 2.14.0astor 0.8.1
      backports.weakref 1.0.post1certifi 2020.6.20crcmod 1.7Cython 0.29.14
      enum34 1.1.6funcsigs 1.0.2functools32 3.2.3.post2futures 3.3.0
      gast 0.2.2google-pasta 0.2.0opt-einsum 2.3.2tensorflow-estimator 1.15.1
      grpcio 1.27.2h5py 2.10.0jmespath 0.10.0Keras-Applications 1.0.8
      Keras-Preprocessing 1.1.2Markdown 3.1.1mkl-fft 1.0.15mkl-random 1.1.0
      mkl-service 2.3.0mock 3.0.5numpy 1.16.4opencv-python 4.2.0.32
      oss2 2.9.1paiio 0.1.0pip 9.0.1protobuf 3.14.0
      pycryptodome 3.9.7pyodps 0.10.4pypai 1.1.0+tensorflow.gpu.1.15.0requests 2.13.0
      setuptools 44.1.1six 1.15.0tensorboard 1.15.0tensorflow-gpu 1.15.0
      termcolor 1.1.0toposort 1.5Werkzeug 1.0.1wheel 0.35.1
      subprocess32 3.5.4tao-wrapper 0.1.1whale 0.0.2wrapt 1.12.1
  • tensorflow-training:1.15.0PAI-gpu-py36-cu100-ubuntu16.04
    • 操作系统:Ubuntu 16.04.6 LTS
    • Python版本:3.6.12 Anaconda
    • CUDA版本:10.0
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0aliyun-python-sdk-core 2.13.29aliyun-python-sdk-core-v3 2.13.11aliyun-python-sdk-kms 2.14.0
      astor 0.8.1cached-property 1.5.2certifi 2020.12.5crcmod 1.7
      Cython 0.29.21gast 0.2.2grpcio 1.31.0h5py 3.1.0
      importlib-metadata 3.4.0jmespath 0.10.0Keras-Applications 1.0.8Keras-Preprocessing 1.1.2
      Markdown 3.3.3mkl-fft 1.2.0mkl-random 1.1.1mkl-service 2.3.0
      numpy 1.16.4opencv-python 4.2.0.32oss2 2.12.1paiio 0.1.0
      pip 20.2.4protobuf 3.14.0pycryptodome 3.9.9pyodps 0.10.4
      pypai 1.1.0+tensorflow.gpu.1.15.0requests 2.13.0setuptools 50.3.1.post20201107six 1.15.0
      tensorboard 1.15.0tensorflow-gpu 1.15.0termcolor 1.1.0toposort 1.5
      typing-extensions 3.7.4.3Werkzeug 1.0.1wheel 0.35.1zipp 3.4.0
      subprocess32 3.5.4tao-wrapper 0.1.1whale 0.0.2google-pasta 0.2.0
      opt-einsum 3.3.0tensorflow-estimator 1.15.1wrapt 1.12.1
  • pytorch-training:1.3.1PAI-gpu-py37-cu100-ubuntu16.04
    • 操作系统:Ubuntu 16.04.6 LTS
    • Python版本:3.7.4
    • CUDA版本:10.0
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0aiohttp 3.7.3apex 0.1asn1crypto 1.2.0
      async-timeout 3.0.1attrs 20.3.0blinker 1.4cachetools 4.2.0
      certifi 2020.12.5cffi 1.13.0cryptography 2.8click 7.1.2
      conda 4.9.2conda-package-handling 1.6.0future 0.18.2grpcio 1.31.0
      google-auth 1.24.0google-auth-oauthlib 0.4.2importlib-metadata 2.0.0idna 2.8
      multidict 4.7.6Markdown 3.3.3mkl-fft 1.2.0mkl-random 1.1.1
      mkl-service 2.3.0nvidia-dali 0.15.0numpy 1.19.2oauthlib 3.1.0
      PySocks 1.7.1Pillow 8.1.0pip 20.2.4protobuf 3.13.0
      pyasn1 0.4.8pyasn1-modules 0.2.8pycosat 0.6.3pycparser 2.19
      PyJWT 2.0.0pyOpenSSL 19.0.0ruamel-yaml 0.15.46requests 2.22.0
      requests-oauthlib 1.3.0rsa 4.7six 1.15.0sailfish 1.0.1
      setuptools 50.3.1.post20201107typing-extensions 3.7.4.3tensorboard 2.3.0tensorboard-plugin-wit 1.6.0
      torch 1.3.1+alitorchsummary 1.5.1torchvision 0.4.2tqdm 4.36.1
      urllib3 1.24.2Werkzeug 1.0.1wheel 0.35.1yarl 1.5.1
      zipp 3.4.0
  • pytorch-training:1.4.0PAI-gpu-py37-cu100-ubuntu16.04
    • 操作系统:Ubuntu 16.04.6 LTS
    • Python版本:3.7.4
    • CUDA版本:10.0
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0aiohttp 3.7.3apex 0.1asn1crypto 1.2.0
      async-timeout 3.0.1attrs 20.3.0blinker 1.4cachetools 4.2.0
      certifi 2020.12.5cffi 1.13.0cryptography 2.8click 7.1.2
      conda 4.9.2conda-package-handling 1.6.0future 0.18.2grpcio 1.31.0
      google-auth 1.24.0google-auth-oauthlib 0.4.2importlib-metadata 2.0.0idna 2.8
      multidict 4.7.6Markdown 3.3.3mkl-fft 1.2.0mkl-random 1.1.1
      mkl-service 2.3.0nvidia-dali 0.15.0numpy 1.19.2oauthlib 3.1.0
      PySocks 1.7.1Pillow 8.1.0pip 20.2.4protobuf 3.13.0
      pyasn1 0.4.8pyasn1-modules 0.2.8pycosat 0.6.3pycparser 2.19
      PyJWT 2.0.0pyOpenSSL 19.0.0ruamel-yaml 0.15.46requests 2.22.0
      requests-oauthlib 1.3.0rsa 4.7six 1.15.0setuptools 50.3.1.post20201107
      typing-extensions 3.7.4.3tensorboard 2.3.0tensorboard-plugin-wit 1.6.0torch 1.4.0+ali
      torchsummary 1.5.1torchvision 0.5.0tqdm 4.36.1urllib3 1.24.2
      wheel 0.35.1Werkzeug 1.0.1yarl 1.5.1zipp 3.4.0
  • pytorch-training:1.5.1PAI-gpu-py37-cu100-ubuntu16.04
    • 操作系统:Ubuntu 16.04.6 LTS
    • Python版本:3.7.4
    • CUDA版本:10.0
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0aiohttp 3.7.3apex 0.1asn1crypto 1.2.0
      async-timeout 3.0.1attrs 20.3.0blinker 1.4cachetools 4.2.0
      certifi 2020.12.5cffi 1.13.0cryptography 2.8click 7.1.2
      conda 4.9.2conda-package-handling 1.6.0future 0.18.2grpcio 1.31.0
      google-auth 1.24.0google-auth-oauthlib 0.4.2importlib-metadata 2.0.0idna 2.8
      multidict 4.7.6Markdown 3.3.3mkl-fft 1.2.0mkl-random 1.1.1
      mkl-service 2.3.0nvidia-dali 0.15.0numpy 1.19.2oauthlib 3.1.0
      PySocks 1.7.1Pillow 8.1.0pip 20.2.4protobuf 3.13.0
      pyasn1 0.4.8pyasn1-modules 0.2.8pycosat 0.6.3pycparser 2.19
      PyJWT 2.0.0pyOpenSSL 19.0.0rsa 4.7requests 2.22.0
      requests-oauthlib 1.3.0ruamel-yaml 0.15.46six 1.15.0sailfish 1.0.1
      setuptools 50.3.1.post20201107typing-extensions 3.7.4.3tensorboard 2.3.0tensorboard-plugin-wit 1.6.0
      torch 1.5.1+alitorchsummary 1.5.1torchvision 0.6.1tqdm 4.36.1
      urllib3 1.24.2wheel 0.35.1Werkzeug 1.0.1yarl 1.5.1
      zipp 3.4.0
  • pytorch-training:1.6.0PAI-gpu-py37-cu100-ubuntu16.04
    • 操作系统:Ubuntu 16.04.6 LTS
    • Python版本:3.7.4
    • CUDA版本:10.0
    • 三方库:三方库列表及版本信息如下表所示。
      三方库及版本
      absl-py 0.11.0aiohttp 3.7.3asn1crypto 1.2.0async-timeout 3.0.1
      attrs 20.3.0blinker 1.4cachetools 4.2.0certifi 2020.12.5
      cffi 1.13.0cryptography 2.8click 7.1.2conda 4.9.2
      conda-package-handling 1.6.0future 0.18.2grpcio 1.31.0google-auth 1.24.0
      google-auth-oauthlib 0.4.2importlib-metadata 2.0.0idna 2.8multidict 4.7.6
      Markdown 3.3.3mkl-fft 1.2.0mkl-random 1.1.1mkl-service 2.3.0
      nvidia-dali 0.15.0numpy 1.19.2oauthlib 3.1.0PySocks 1.7.1
      Pillow 8.1.0pip 20.2.4protobuf 3.13.0pyasn1 0.4.8
      pyasn1-modules 0.2.8pycosat 0.6.3pycparser 2.19PyJWT 2.0.0
      pyOpenSSL 19.0.0ruamel-yaml 0.15.46requests 2.22.0requests-oauthlib 1.3.0
      rsa 4.7six 1.15.0setuptools 50.3.1.post20201107typing-extensions 3.7.4.3
      tensorboard 2.3.0tensorboard-plugin-wit 1.6.0torch 1.6.0+alitorchsummary 1.5.1
      torchvision 0.7.0tqdm 4.36.1urllib3 1.24.2Werkzeug 1.0.1
      wheel 0.35.1yarl 1.5.1zipp 3.4.0