ModelArts开发环境提供Docker容器镜像,可作为预构建容器运行。预置镜像里面包含PyTorch,Tensorflow,MindSpore等常用AI引擎框架,镜像命名以AI引擎为主,并且每个镜像里面都预置了很多常用包,用户可以直接使用而无需重新安装。
ModelArts开发环境提供的预置镜像主要包含:
开发环境预置镜像分为X86和ARM两类:
表1 X86预置镜像列表 引擎类型 | 镜像名称 |
|---|
PyTorch | pytorch_2.7.0-cuda_12.8-py_3.11.10-ubuntu_22.04-x86_64 |
pytorch_2.7.0-cuda_12.6-py_3.10.6-ubuntu_22.04-x86_64 |
pytorch_2.6.0-cuda_12.4-py_3.11.10-ubuntu_22.04-x86_64 |
pytorch_2.1.0-cuda_12.1-py_3.10.6-ubuntu_22.04-x86_64 |
pytorch1.10-cuda10.2-cudnn7-ubuntu18.04 |
pytorch1.8-cuda10.2-cudnn7-ubuntu18.04 |
pytorch1.4-cuda10.1-cudnn7-ubuntu18.04 |
Tensorflow | tensorflow2.1-cuda10.1-cudnn7-ubuntu18.04 |
tensorflow1.13-cuda10.0-cudnn7-ubuntu18.04 |
MindSpore | mindspore1.7.0-cuda10.1-py3.7-ubuntu18.04 |
mindspore1.7.0-py3.7-ubuntu18.04 |
mindspore1.2.0-cuda10.1-cudnn7-ubuntu18.04 |
mindspore1.2.0-openmpi2.1.1-ubuntu18.04 |
无AI引擎(专用于自定义镜像的基础镜像) | conda3-cuda10.2-cudnn7-ubuntu18.04 |
conda3-ubuntu18.04 |
表2 ARM预置镜像列表 引擎类型 | 镜像名称 |
|---|
TensorFlow | tensorflow1.15-mindspore1.7.0-cann5.1.0-euler2.8-aarch64 |
tensorflow1.15-cann5.1.0-py3.7-euler2.8.3 |
MindSpore | mindspore_1.10.0-cann_6.0.1-py_3.7-euler_2.8.3 |
mindspore_1.9.0-cann_6.0.0-py_3.7-euler_2.8.3 |
mindspore1.7.0-cann5.1.0-py3.7-euler2.8.3 |
GPU镜像匹配驱动约束条件
CUDA Toolkit | Toolkit Driver Version(Linux x86_64 Driver Version) |
|---|
CUDA 12.8 | >=570 |
CUDA 12.6 Update 1 | >=560.35.03 |
CUDA 12.4 Update 1 | >=550.54.15 |
CUDA 12.4 GA | >=550.54.14 |
CUDA 12.1 Update 1 | ≥530.30.02 |
CUDA 12.1 GA | ≥530.30.02 |
CUDA 12.0 Update 1 | ≥525.85.12 |
CUDA 12.0 GA | ≥525.60.13 |
CUDA 11.8 GA | ≥520.61.05 |
CUDA 11.7 Update 1 | ≥515.48.07 |
CUDA 11.7 GA | ≥515.43.04 |
CUDA 11.6 Update 2 | ≥510.47.03 |
CUDA 11.6 Update 1 | ≥510.47.03 |
CUDA 11.6 GA | ≥510.39.01 |
CUDA 11.5 Update 2 | ≥495.29.05 |
CUDA 11.5 Update 1 | ≥495.29.05 |
CUDA 11.5 GA | ≥495.29.05 |
CUDA 11.4 Update 4 | ≥470.82.01 |
CUDA 11.4 Update 3 | ≥470.82.01 |
CUDA 11.4 Update 2 | ≥470.57.02 |
CUDA 11.4 Update 1 | ≥470.57.02 |
CUDA 11.4.0 GA | ≥470.42.01 |
CUDA 11.3.1 Update 1 | ≥465.19.01 |
CUDA 11.3.0 GA | ≥465.19.01 |
CUDA 11.2.2 Update 2 | ≥460.32.03 |
CUDA 11.2.1 Update 1 | ≥460.32.03 |
CUDA 11.2.0 GA | ≥460.27.03 |
CUDA 11.1.1 Update 1 | ≥455.32 |
CUDA 11.1 GA | ≥455.23 |
CUDA 11.0.3 Update 1 | ≥ 450.51.06 |
CUDA 11.0.2 GA | ≥ 450.51.05 |
CUDA 11.0.1 RC | ≥ 450.36.06 |
CUDA 10.2.89 | ≥ 440.33 |
CUDA 10.1 (10.1.105 general release, and updates) | ≥ 418.39 |
CUDA 10.0.130 | ≥ 410.48 |
CUDA 7.0 (7.0.28) | ≥ 346.46 |
Notebook基础镜像x86 PyTorch
PyTorch包含以下镜像:
镜像一:pytorch_2.7.0-cuda_12.8-py_3.11.10-ubuntu_22.04-x86_64
表3 pytorch_2.7.0-cuda_12.8-py_3.11.10-ubuntu_22.04-x86_64镜像介绍 AI引擎框架 | 是否使用 GPU (CUDA 版本) | URL | 包含的依赖项 |
|---|
PyTorch 2.7.0 | 是 (cuda 12.8) | swr.{region_id}.myhuaweicloud.com/atelier/pytorch_2.7.0-cuda_12.8-py_3.11.10-ubuntu_22.04-x86_64-20251215163925-4e5422a 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/pytorch_cuda:pytorch_2.7.0-cuda_12.8-py_3.11.10-ubuntu_22.04-x86_64-20251215163925-4e5422a 华东-上海一 swr.cn-east-3.myhuaweicloud.com/atelier/pytorch_cuda:pytorch_2.7.0-cuda_12.8-py_3.11.10-ubuntu_22.04-x86_64-20251215163925-4e5422a 华南-广州 swr.cn-south-1.myhuaweicloud.com/atelier/pytorch_cuda:pytorch_2.7.0-cuda_12.8-py_3.11.10-ubuntu_22.04-x86_64-20251215163925-4e5422a | PyPI程序包 | Ubuntu软件包 |
torch 2.7.0+cu128 torchvision 0.22.0+cu128 torchaudio 2.7.0+cu128 ipykernel 6.7.0 ipython 9.8.0 jupyter-client 7.4.9 ma-cli 1.2.3 matplotlib 3.10.3 moxing-framework 2.3.11 numpy 1.24.2 opencv-python 4.8.0.76 pandas 2.2.2 Pillow 11.3.0 pip 25.1.1 psutil 6.0.0 PyYAML 6.0.2 scipy 1.15.3 scikit-learn 1.5.1 tornado 6.5.3 tensorboard 2.18.0 | automake build-essential ca-certificates cmake cpp curl ffmpeg g++ gcc gfortran git git-lfs grep libcudnn7 libcudnn7-dev libjpeg-dev:amd64 libjpeg8-dev:amd64 openssh-client openssh-server nginx pandoc python3 rpm screen tar tmux unzip vim wget zip |
镜像二:pytorch_2.7.0-cuda_12.6-py_3.10.6-ubuntu_22.04-x86_64
表4 pytorch_2.7.0-cuda_12.6-py_3.10.6-ubuntu_22.04-x86_64镜像介绍 AI引擎框架 | 是否使用 GPU (CUDA 版本) | URL | 包含的依赖项 |
|---|
PyTorch 2.7.0 | 是 (cuda 12.6) | swr.{region_id}.myhuaweicloud.com/atelier/pytorch_2_1:pytorch_2.7.0-cuda_12.6-py_3.10.6-ubuntu_22.04-x86_64-20250816175106-dd41582 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/pytorch_2_1:pytorch_2.7.0-cuda_12.6-py_3.10.6-ubuntu_22.04-x86_64-20250816175106-dd41582 华东-上海一 swr.cn-east-3.myhuaweicloud.com/atelier/pytorch_2_1:pytorch_2.7.0-cuda_12.6-py_3.10.6-ubuntu_22.04-x86_64-20250816175106-dd41582 华南-广州 swr.cn-south-1.myhuaweicloud.com/atelier/pytorch_2_1:pytorch_2.7.0-cuda_12.6-py_3.10.6-ubuntu_22.04-x86_64-20250816175106-dd41582 | PyPI程序包 | Ubuntu软件包 |
torch 2.7.0+cu126 torchvision 0.22.0+cu126 torchaudio 2.7.0+cu126 ipykernel 6.7.0 ipython 8.37.0 jupyter-client 7.4.9 ma-cli 1.2.3 matplotlib 3.7.3 moxing-framework 2.3.7 numpy 1.24.2 opencv-python 4.8.0.76 pandas 2.2.2 Pillow 10.4.0 pip 25.1.1 psutil 6.0.0 PyYAML 6.0.2 scipy 1.12.0 scikit-learn 1.5.1 tornado 6.5.2 tensorboard 2.18.0 | automake build-essential ca-certificates cmake cpp curl ffmpeg g++ gcc gfortran git git-lfs grep libcudnn7 libcudnn7-dev libjpeg-dev:amd64 libjpeg8-dev:amd64 openssh-client openssh-server nginx pandoc python3 rpm screen tar tmux unzip vim wget zip |
镜像三:pytorch_2.6.0-cuda_12.4-py_3.11.10-ubuntu_22.04-x86_64
表5 pytorch_2.6.0-cuda_12.4-py_3.11.10-ubuntu_22.04-x86_64镜像介绍 AI引擎框架 | 是否使用 GPU (CUDA 版本) | URL | 包含的依赖项 |
|---|
PyTorch 2.6.0 | 是 (cuda 12.4) | swr.{region_id}.myhuaweicloud.com/atelier/pytorch_cuda:pytorch_2.6.0-cuda_12.4-py_3.11.10-ubuntu_22.04-x86_64-20250906152244-4a84562 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/pytorch_cuda:pytorch_2.6.0-cuda_12.4-py_3.11.10-ubuntu_22.04-x86_64-20250906152244-4a84562 华东-上海一 swr.cn-east-3.myhuaweicloud.com/atelier/pytorch_cuda:pytorch_2.6.0-cuda_12.4-py_3.11.10-ubuntu_22.04-x86_64-20250906152244-4a84562 华南-广州 swr.cn-south-1.myhuaweicloud.com/atelier/pytorch_cuda:pytorch_2.6.0-cuda_12.4-py_3.11.10-ubuntu_22.04-x86_64-20250906152244-4a84562 | PyPI程序包 | Ubuntu软件包 |
torch 2.6.0+cu124 torchvision 0.21.0+cu124 torchaudio 2.6.0+cu124 ipykernel 6.7.0 ipython 9.4.0 jupyter-client 7.4.9 ma-cli 1.2.3 matplotlib 3.7.3 moxing-framework 2.3.7 numpy 1.24.2 opencv-python 4.8.0.76 pandas 2.2.2 Pillow 10.4.0 pip 25.1.1 psutil 6.0.0 PyYAML 6.0.2 scipy 1.12.0 scikit-learn 1.5.1 tornado 6.5.2 tensorboard 2.18.0 | automake build-essential ca-certificates cmake cpp curl ffmpeg g++ gcc gfortran git git-lfs grep libcudnn7 libcudnn7-dev libjpeg-dev:amd64 libjpeg8-dev:amd64 openssh-client openssh-server nginx pandoc python3 rpm screen tar tmux unzip vim wget zip |
镜像四:pytorch_2.1.0-cuda_12.1-py_3.10.6-ubuntu_22.04-x86_64
表6 pytorch_2.1.0-cuda_12.1-py_3.10.6-ubuntu_22.04-x86_64镜像介绍 AI引擎框架 | 是否使用 GPU (CUDA 版本) | URL | 包含的依赖项 |
|---|
PyTorch 2.1 | 是 (cuda 12.1) | swr.{region_id}.myhuaweicloud.com/atelier/pytorch_2_1:pytorch_2.1.0-cuda_12.1-py_3.10.6-ubuntu_22.04-x86_64-20250305173557-cb53968 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/pytorch_2_1:pytorch_2.1.0-cuda_12.1-py_3.10.6-ubuntu_22.04-x86_64-20250305173557-cb53968 华东-上海一 swr.cn-east-3.myhuaweicloud.com/atelier/pytorch_2_1:pytorch_2.1.0-cuda_12.1-py_3.10.6-ubuntu_22.04-x86_64-20250305173557-cb53968 华南-广州 swr.cn-south-1.myhuaweicloud.com/atelier/pytorch_2_1:pytorch_2.1.0-cuda_12.1-py_3.10.6-ubuntu_22.04-x86_64-20250305173557-cb53968 | PyPI程序包 | Ubuntu软件包 |
torch 2.1.0+cu121 torchvision 0.16.0+cu121 torchaudio 2.1.0+cu121 ipykernel 6.7.0 ipython 8.33.0 jupyter-client 7.4.9 ma-cli 1.2.3 matplotlib 3.7.3 moxing-framework 2.2.10 numpy 1.24.2 opencv-python 4.8.0.76 pandas 2.2.2 Pillow 10.4.0 pip 22.0.4 psutil 6.0.0 PyYAML 6.0.2 scipy 1.12.0 scikit-learn 1.5.1 tornado 6.4.2 tensorboard 2.18.0 | automake build-essential ca-certificates cmake cpp curl ffmpeg g++ gcc gfortran git git-lfs grep libcudnn7 libcudnn7-dev libjpeg-dev:amd64 libjpeg8-dev:amd64 openssh-client openssh-server nginx pandoc python3 rpm screen tar tmux unzip vim wget zip |
镜像五:pytorch1.10-cuda10.2-cudnn7-ubuntu18.04
表7 pytorch1.10-cuda10.2-cudnn7-ubuntu18.04镜像介绍 AI引擎框架 | 是否使用 GPU (CUDA 版本) | URL | 包含的依赖项 |
|---|
Pytorch 1.10 | 是 (cuda 10.2) | swr.{region_id}.myhuaweicloud.com/atelier/pytorch_1_10:pytorch_1.10.2-cuda_10.2-py_3.7-ubuntu_18.04-x86_64-20221008154718-2b3e39c 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/pytorch_1_10:pytorch_1.10.2-cuda_10.2-py_3.7-ubuntu_18.04-x86_64-20221008154718-2b3e39c 华东-上海一 swr.cn-east-3.myhuaweicloud.com/atelier/pytorch_1_10:pytorch_1.10.2-cuda_10.2-py_3.7-ubuntu_18.04-x86_64-20221008154718-2b3e39c 华南-广州 swr.cn-south-1.myhuaweicloud.com/atelier/pytorch_1_10:pytorch_1.10.2-cuda_10.2-py_3.7-ubuntu_18.04-x86_64-20221008154718-2b3e39c | PyPI程序包 | Ubuntu软件包 |
torch 1.10.2 torchvision 0.11.3 ipykernel 6.7.0 ipython 7.34.0 jupyter-client 7.4.4 ma-cli 1.2.3 matplotlib 3.5.1 modelarts 1.4.25 moxing-framework 2.1.0.5d9c87c8 numpy 1.19.5 opencv-python 4.1.2.30 pandas 1.1.5 Pillow 9.3.0 pip 21.0.1 psutil 5.8.0 PyYAML 5.1 scipy 1.5.2 scikit-learn 0.22.1 tornado 6.2 | automake build-essential ca-certificates cmake cpp curl ffmpeg g++ gcc gfortran git git-lfs grep libcudnn7 libcudnn7-dev libjpeg-dev:amd64 libjpeg8-dev:amd64 openssh-client openssh-server nginx pandoc python3 rpm screen tar tmux unzip vim wget zip |
镜像六:pytorch1.8-cuda10.2-cudnn7-ubuntu18.04
表8 pytorch1.8-cuda10.2-cudnn7-ubuntu18.04镜像介绍 AI引擎框架 | 是否使用 GPU (CUDA 版本) | URL | 包含的依赖项 |
|---|
PyTorch 1.8 | 是 (cuda 10.2) | swr.{region_id}.myhuaweicloud.com/atelier/pytorch_1_8:pytorch_1.8.0-cuda_10.2-py_3.7-ubuntu_18.04-x86_64-20220926104358-041ba2e 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/pytorch_1_8:pytorch_1.8.0-cuda_10.2-py_3.7-ubuntu_18.04-x86_64-20220926104358-041ba2e 华东-上海一 swr.cn-east-3.myhuaweicloud.com/atelier/pytorch_1_8:pytorch_1.8.0-cuda_10.2-py_3.7-ubuntu_18.04-x86_64-20220926104358-041ba2e 华南-广州 swr.cn-south-1.myhuaweicloud.com/atelier/pytorch_1_8:pytorch_1.8.0-cuda_10.2-py_3.7-ubuntu_18.04-x86_64-20220926104358-041ba2e | PyPI程序包 | Ubuntu软件包 |
torch 1.8.0 torchvision 0.9.0 ipykernel 6.7.0 ipython 7.34.0 jupyter-client 7.4.4 ma-cli 1.2.3 matplotlib 3.5.1 modelarts 1.4.25 moxing-framework 2.1.0.5d9c87c8 numpy 1.19.5 opencv-python 4.1.2.30 pandas 1.1.5 Pillow 9.3.0 pip 21.0.1 psutil 5.8.0 PyYAML 5.1 scipy 1.5.2 scikit-learn 0.22.1 tornado 6.2 tensorboard 2.1.1 | automake build-essential ca-certificates cmake cpp curl ffmpeg g++ gcc gfortran git git-lfs grep libcudnn7 libcudnn7-dev libjpeg-dev:amd64 libjpeg8-dev:amd64 openssh-client openssh-server nginx pandoc python3 rpm screen tar tmux unzip vim wget zip |
镜像七:pytorch1.4-cuda10.1-cudnn7-ubuntu18.04
表9 pytorch1.4-cuda10.1-cudnn7-ubuntu18.04镜像介绍 AI引擎框架 | 是否使用 GPU (CUDA 版本) | URL | 包含的依赖项 |
|---|
Pytorch 1.4 | 是 (cuda 10.1) | swr.{region_id}.myhuaweicloud.com/atelier/pytorch_1_4:pytorch_1.4-cuda_10.1-py37-ubuntu_18.04-x86_64-20220926104017-041ba2e 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/pytorch_1_4:pytorch_1.4-cuda_10.1-py37-ubuntu_18.04-x86_64-20220926104017-041ba2e 华东上海一 swr.cn-east-3.myhuaweicloud.com/atelier/pytorch_1_4:pytorch_1.4-cuda_10.1-py37-ubuntu_18.04-x86_64-20220926104017-041ba2e 华南-广州 swr.cn-south-1.myhuaweicloud.com/atelier/pytorch_1_4:pytorch_1.4-cuda_10.1-py37-ubuntu_18.04-x86_64-20220926104017-041ba2e | PyPI程序包 | Ubuntu软件包 |
torch 1.4.0 torchvision 0.5.0 ipykernel 6.7.0 ipython 7.34.0 jupyter-client 7.4.7 ma-cli 1.2.3 matplotlib 3.5.1 modelarts 1.4.25 moxing-framework 2.1.0.5d9c87c8 numpy 1.19.5 opencv-python 4.1.2.30 pandas 1.1.5 Pillow 6.2.0 pip 21.0.1 psutil 5.8.0 PyYAML 5.1 scipy 1.5.2 scikit-learn 0.22.1 tornado 6.2 tensorboard 2.1.1 | automake build-essential ca-certificates cmake cpp curl ffmpeg g++ gcc gfortran git git-lfs grep libcudnn7 libcudnn7-dev libjpeg-dev:amd64 libjpeg8-dev:amd64 openssh-client openssh-server nginx pandoc python3 rpm screen tar tmux unzip vim wget zip |
Notebook基础镜像x86 Tensorflow
Tensorflow包含以下镜像:
镜像一:tensorflow2.1-cuda10.1-cudnn7-ubuntu18.04
表10 tensorflow2.1-cuda10.1-cudnn7-ubuntu18.04镜像介绍 AI引擎框架 | 是否使用 GPU (CUDA 版本) | URL | 包含的依赖项 |
|---|
Tensorflow 2.1 | 是 (cuda 10.1) | swr.{region_id}.myhuaweicloud.com/atelier/tensorflow_2_1:tensorflow_2.1.0-cuda_10.1-py_3.7-ubuntu_18.04-x86_64-20220926144607-041ba2e 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/tensorflow_2_1:tensorflow_2.1.0-cuda_10.1-py_3.7-ubuntu_18.04-x86_64-20220926144607-041ba2e 华东-上海一 swr.cn-east-3.myhuaweicloud.com/atelier/tensorflow_2_1:tensorflow_2.1.0-cuda_10.1-py_3.7-ubuntu_18.04-x86_64-20220926144607-041ba2e 华南-广州 swr.cn-south-1.myhuaweicloud.com/atelier/tensorflow_2_1:tensorflow_2.1.0-cuda_10.1-py_3.7-ubuntu_18.04-x86_64-20220926144607-041ba2e | PyPI程序包 | Ubuntu软件包 |
tensorflow 2.1.0 ipykernel 6.7.0 ipython 7.34.0 jupyter-client 7.4.4 ma-cli 1.2.3 matplotlib 3.5.1 modelarts 1.4.25 moxing-framework 2.1.0.5d9c87c8 numpy 1.19.5 opencv-python 4.1.2.30 pandas 1.1.5 Pillow 9.3.0 pip 21.0.1 psutil 5.8.0 PyYAML 5.1 scipy 1.5.2 scikit-learn 0.22.1 tornado 6.2 tensorboard 2.1.1 | automake build-essential ca-certificates cmake cpp curl ffmpeg g++ gcc gfortran git git-lfs grep libcudnn7 libcudnn7-dev libjpeg-dev:amd64 libjpeg8-dev:amd64 openssh-client openssh-server nginx python3 rpm screen tar tmux unzip vim wget zip |
镜像二:tensorflow1.13-cuda10.0-cudnn7-ubuntu18.04
表11 tensorflow1.13-cuda10.0-cudnn7-ubuntu18.04镜像介绍 AI引擎框架 | 是否使用 GPU (CUDA 版本) | URL | 包含的依赖项 |
|---|
Tensorflow 1.13-gpu | 是 (cuda 10.0) | swr.{region_id}.myhuaweicloud.com/atelier/tensorflow_1_13:tensorflow_1.13-cuda_10.0-py_3.7-ubuntu_18.04-x86_64-20220926104358-041ba2e 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/tensorflow_1_13:tensorflow_1.13-cuda_10.0-py_3.7-ubuntu_18.04-x86_64-20220926104358-041ba2e 华东-上海一 swr.cn-east-3.myhuaweicloud.com/atelier/tensorflow_1_13:tensorflow_1.13-cuda_10.0-py_3.7-ubuntu_18.04-x86_64-20220926104358-041ba2e 华南-广州 swr.cn-south-1.myhuaweicloud.com/atelier/tensorflow_1_13:tensorflow_1.13-cuda_10.0-py_3.7-ubuntu_18.04-x86_64-20220926104358-041ba2e | PyPI程序包 | Ubuntu软件包 |
tensorflow-gpu 1.13.1 ipykernel 6.7.0 ipython 7.34.0 jupyter-client 7.4.6 ma-cli 1.2.3 matplotlib 3.5.2 modelarts 1.4.25 moxing-framework 2.0.1.rc0.ffd1c0c8 numpy 1.17.0 opencv-python 4.1.2.30 pandas 1.1.5 Pillow 6.2.0 pip 21.0.1 psutil 5.8.0 PyYAML 5.1 scipy 1.2.2 scikit-learn 0.22.1 tornado 6.2 | automake build-essential ca-certificates cmake cpp curl ffmpeg g++ gcc gfortran git git-lfs grep libcudnn7 libcudnn7-dev libjpeg-dev:amd64 libjpeg8-dev:amd64 openssh-client openssh-server nginx python3 rpm screen tar tmux unzip vim wget zip |
Notebook基础镜像x86 MindSpore
MindSpore包含以下镜像:
镜像一:mindspore1.7.0-cuda10.1-py3.7-ubuntu18.04
表12 mindspore1.7.0-cuda10.1-py3.7-ubuntu18.04镜像介绍 AI引擎框架 | 是否使用 GPU (CUDA 版本) | URL | 包含的依赖项 |
|---|
Mindspore-gpu 1.7.0 | 是 (cuda 10.1) | swr.{region_id}.myhuaweicloud.com/atelier/mindspore_1_7_0:mindspore_1.7.0-cuda_10.1-py_3.7-ubuntu_18.04-x86_64-20220926104017-041ba2e 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/mindspore_1_7_0:mindspore_1.7.0-cuda_10.1-py_3.7-ubuntu_18.04-x86_64-20220926104017-041ba2e 华东-上海一 swr.cn-east-3.myhuaweicloud.com/atelier/mindspore_1_7_0:mindspore_1.7.0-cuda_10.1-py_3.7-ubuntu_18.04-x86_64-20220926104017-041ba2e 华南-广州 swr.cn-south-1.myhuaweicloud.com/atelier/mindspore_1_7_0:mindspore_1.7.0-cuda_10.1-py_3.7-ubuntu_18.04-x86_64-20220926104017-041ba2e | PyPI程序包 | Ubuntu软件包 |
mindspore-gpu 1.7.0 ipykernel 6.7.0 ipython 7.34.0 jupyter-client 7.4.4 ma-cli 1.2.3 matplotlib 3.5.1 modelarts 1.4.25 moxing-framework 2.1.0.5d9c87c8 numpy 1.19.5 pandas 1.1.5 Pillow 9.3.0 pip 21.0.1 psutil 5.8.0 PyYAML 5.1 scipy 1.5.2 scikit-learn 0.22.1 tornado 6.2 mindinsight 1.7.0 mindvision 0.1.0 | automake build-essential ca-certificates cmake cpp curl ffmpeg g++ gcc gfortran git git-lfs grep libcudnn7 libcudnn7-dev libjpeg-dev:amd64 libjpeg8-dev:amd64 openssh-client openssh-server nginx python3 rpm screen tar tmux unzip vim wget zip |
镜像二:mindspore1.7.0-py3.7-ubuntu18.04
表13 mindspore1.7.0-py3.7-ubuntu18.04镜像介绍 AI引擎框架 | 是否使用 GPU (CUDA 版本) | URL | 包含的依赖项 |
|---|
Mindspore 1.7.0 | 无 | swr.{region_id}.myhuaweicloud.com/atelier/mindspore_1_7_0:mindspore_1.7.0-cpu-py_3.7-ubuntu_18.04-x86_64-20220926104017-041ba2e 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/mindspore_1_7_0:mindspore_1.7.0-cpu-py_3.7-ubuntu_18.04-x86_64-20220926104017-041ba2e 华东-上海一 swr.cn-east-3.myhuaweicloud.com/atelier/mindspore_1_7_0:mindspore_1.7.0-cpu-py_3.7-ubuntu_18.04-x86_64-20220926104017-041ba2e 华南-广州 swr.cn-south-1.myhuaweicloud.com/atelier/mindspore_1_7_0:mindspore_1.7.0-cpu-py_3.7-ubuntu_18.04-x86_64-20220926104017-041ba2e | PyPI程序包 | Ubuntu软件包 |
mindspore 1.7.0 ipykernel 6.7.0 ipython 7.34.0 jupyter-client 7.4.6 ma-cli 1.2.3 matplotlib 3.5.1 modelarts 1.4.25 moxing-framework 2.1.0.5d9c87c8 numpy 1.19.5 pandas 1.1.5 Pillow 9.3.0 pip 21.0.1 psutil 5.8.0 PyYAML 5.1 scipy 1.5.2 scikit-learn 0.22.1 tornado 6.2 mindinsight 1.7.0 mindvision 0.1.0 | automake build-essential ca-certificates cmake cpp curl ffmpeg g++ gcc gfortran git git-lfs grep libjpeg-dev:amd64 libjpeg8-dev:amd64 openssh-client openssh-server nginx python3 rpm screen tar tmux unzip vim wget zip |
镜像三:mindspore1.2.0-cuda10.1-cudnn7-ubuntu18.04
表14 mindspore1.2.0-cuda10.1-cudnn7-ubuntu18.04镜像介绍 AI引擎框架 | 是否使用 GPU (CUDA 版本) | URL | 包含的依赖项 |
|---|
Mindspore-gpu 1.2.0 | 是 (cuda 10.1) | swr.{region_id}.myhuaweicloud.com/atelier/mindspore_1_2_0:mindspore_1.2.0-py_3.7-cuda_10.1-ubuntu_18.04-x86_64-20220926104106-041ba2e 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/mindspore_1_2_0:mindspore_1.2.0-py_3.7-cuda_10.1-ubuntu_18.04-x86_64-20220926104106-041ba2e 华东-上海一 swr.cn-east-3.myhuaweicloud.com/atelier/mindspore_1_2_0:mindspore_1.2.0-py_3.7-cuda_10.1-ubuntu_18.04-x86_64-20220926104106-041ba2e 华南-广州 swr.cn-south-1.myhuaweicloud.com/atelier/mindspore_1_2_0:mindspore_1.2.0-py_3.7-cuda_10.1-ubuntu_18.04-x86_64-20220926104106-041ba2e | PyPI程序包 | Ubuntu软件包 |
mindspore-gpu 1.2.0 ipykernel 6.7.0 ipython 7.34.0 jupyter-client 7.4.6 ma-cli 1.2.3 matplotlib 3.5.1 modelarts 1.4.25 moxing-framework 2.1.0.5d9c87c8 numpy 1.19.5 pandas 1.1.5 Pillow 6.2.0 pip 21.0.1 psutil 5.8.0 PyYAML 5.1 scipy 1.5.2 scikit-learn 0.22.1 tornado 6.2 mindinsight 1.2.0 | automake build-essential ca-certificates cmake cpp curl ffmpeg g++ gcc gfortran git git-lfs grep libcudnn7 libcudnn7-dev libjpeg-dev:amd64 libjpeg8-dev:amd64 openssh-client openssh-server nginx python3 rpm screen tar tmux unzip vim wget zip |
镜像四:mindspore1.2.0-openmpi2.1.1-ubuntu18.04
表15 mindspore1.2.0-openmpi2.1.1-ubuntu18.04镜像介绍 AI引擎框架 | 是否使用 GP (CUDA 版本) | URL | 包含的依赖项 |
|---|
Mindspore 1.2.0 | 无 | swr.{region_id}.myhuaweicloud.com/atelier/mindspore_1_2_0:mindspore_1.2.0-py_3.7-ubuntu_18.04-x86_64-20220926104106-041ba2e 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/mindspore_1_2_0:mindspore_1.2.0-py_3.7-ubuntu_18.04-x86_64-20220926104106-041ba2e 华东-上海一 swr.cn-east-3.myhuaweicloud.com/atelier/mindspore_1_2_0:mindspore_1.2.0-py_3.7-ubuntu_18.04-x86_64-20220926104106-041ba2e 华南-广州 swr.cn-south-1.myhuaweicloud.com/atelier/mindspore_1_2_0:mindspore_1.2.0-py_3.7-ubuntu_18.04-x86_64-20220926104106-041ba2e | PyPI程序包 | Ubuntu软件包 |
mindspore 1.2.0 ipykernel 6.7.0 ipython 7.34.0 jupyter-client 7.4.6 ma-cli 1.2.3 matplotlib 3.5.1 modelarts 1.4.25 moxing-framework 2.1.0.5d9c87c8 numpy 1.19.5 pandas 1.1.5 Pillow 6.2.0 pip 21.0.1 psutil 5.8.0 PyYAML 5.1 scipy 1.5.2 scikit-learn 0.22.1 tornado 6.2 mindinsight 1.2.0 | automake build-essential ca-certificates cmake cpp curl ffmpeg g++ gcc gfortran git git-lfs grep libjpeg-dev:amd64 libjpeg8-dev:amd64 openssh-client openssh-server nginx python3 rpm screen tar tmux unzip vim wget zip |
Notebook基础镜像x86 自定义专用镜像
自定义镜像包含两种镜像:conda3-cuda10.2-cudnn7-ubuntu18.04,conda3-ubuntu18.04,该类镜像是无AI引擎以及相关的软件包,镜像较小,只有2~5G。用户使用此类镜像做基础镜像,安装自己需要的引擎版本和依赖包,可扩展性更高。并且这些镜像预置了一些开发环境启动所必要的配置,用户无需对此做任何适配,安装所需的软件包即可使用。
此类镜像为最基础的镜像,主要应对用户做自定义镜像时基础镜像太大的问题,所以镜像中未安装任何组件;如果需使用OBS SDK相关功能,推荐使用ModelArts SDK进行文件复制等操作,详细操作请参考文件传输。
镜像一:conda3-cuda10.2-cudnn7-ubuntu18.04
表16 conda3-cuda10.2-cudnn7-ubuntu18.04镜像介绍 AI引擎框架 | 是否使用 GPU (CUDA 版本) | URL | 包含的依赖项 |
|---|
无 | 是 (cuda 10.2) | swr.{region_id}.myhuaweicloud.com/atelier/user_defined_base:cuda_10.2-ubuntu_18.04-x86_64-20221008154718-2b3e39c 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/user_defined_base:cuda_10.2-ubuntu_18.04-x86_64-20221008154718-2b3e39c 华东-上海一 swr.cn-east-3.myhuaweicloud.com/atelier/user_defined_base:cuda_10.2-ubuntu_18.04-x86_64-20221008154718-2b3e39c 华南-广州 swr.cn-south-1.myhuaweicloud.com/atelier/user_defined_base:cuda_10.2-ubuntu_18.04-x86_64-20221008154718-2b3e39c | PyPI程序包 | Ubuntu软件包 |
ipykernel 6.7.0 ipython 7.34.0 jupyter-client 7.4.9 ma-cli 1.2.3 matplotlib 3.5.2 modelarts 1.4.25 moxing-framework 2.1.6.879ab2f4 numpy 1.21.6 pandas 1.3.5 Pillow 9.5.0 pip 20.3.3 psutil 5.9.4 PyYAML 6.0 scipy 1.7.3 tornado 6.2 | automake build-essential ca-certificates cmake cpp curl g++ gcc gfortran grep libcudnn7 libcudnn7-dev nginx python3 rpm tar unzip vim wget zip |
镜像二:conda3-ubuntu18.04
表17 conda3-ubuntu18.04镜像介绍 AI引擎框架 | 是否使用 GPU (CUDA 版本) | URL | 包含的依赖项 |
|---|
无 | 否 | swr.{region_id}.myhuaweicloud.com/atelier/user_defined_base:ubuntu_18.04-x86_64-20221008154718-2b3e39c 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/user_defined_base:ubuntu_18.04-x86_64-20221008154718-2b3e39c 华东-上海一 swr.cn-east-3.myhuaweicloud.com/atelier/user_defined_base:ubuntu_18.04-x86_64-20221008154718-2b3e39c 华南-广州 swr.cn-south-1.myhuaweicloud.com/atelier/user_defined_base:ubuntu_18.04-x86_64-20221008154718-2b3e39c | PyPI程序包 | Ubuntu软件包 |
ipykernel 6.7.0 ipython 7.34.0 jupyter-client 7.4.9 ma-cli 1.2.3 matplotlib 3.5.2 modelarts 1.4.25 moxing-framework 2.1.6.879ab2f4 numpy 1.21.6 pandas 1.3.5 Pillow 9.5.0 pip 20.3.3 psutil 5.9.4 PyYAML 6.0 scipy 1.7.3 tornado 6.2 | automake build-essential ca-certificates cmake cpp curl g++ gcc gfortran grep nginx python3 rpm tar unzip vim wget zip |
Notebook基础镜像ARM MindSpore
ARM MindSpore包含以下镜像:
镜像一:mindspore_1.10.0-cann_6.0.1-py_3.7-euler_2.8.3
表18 mindspore_1.10.0-cann_6.0.1-py_3.7-euler_2.8.3镜像介绍 AI引擎框架 | URL | 包含的依赖项 |
|---|
Mindspore-Ascend 1.10.0 | {region_id}.myhuaweicloud.com/atelier/mindspore_1_10_ascend:mindspore_1.10.0-cann_6.0.1-py_3.7-euler_2.8.3-aarch64-d910-20230303173945-815d627 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/mindspore_1_10_ascend:mindspore_1.10.0-cann_6.0.1-py_3.7-euler_2.8.3-aarch64-d910-20230303173945-815d627 | PyPI程序包 | Yum软件包 |
mindspore-ascend 1.10.0 ipykernel 6.7.0 ipython 7.34.0 jupyter-client 7.4.5 ma-cli 1.2.3 matplotlib 3.5.1 modelarts 1.4.25 moxing-framework 2.0.1.rc0.ffd1c0c8 numpy 1.21.2 pandas 1.1.3 Pillow 9.4.0 pip 21.0.1 psutil 5.7.0 PyYAML 5.3.1 scipy 1.5.4 scikit-learn 0.24.0 tornado 6.2 mindinsight 1.9.0 | cmake cpp curl ffmpeg g++ gcc git grep python3 rpm tar unzip wget zip |
镜像二:mindspore_1.9.0-cann_6.0.0-py_3.7-euler_2.8.3
表19 mindspore_1.9.0-cann_6.0.0-py_3.7-euler_2.8.3镜像介绍 AI引擎框架 | URL | 包含的依赖项 |
|---|
MindSpore 1.9.0 | swr.{region_id}.myhuaweicloud.com/atelier/mindspore_1_9_ascend:mindspore_1.9.0-cann_6.0.0-py_3.7-euler_2.8.3-aarch64-d910-20221116111529 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/mindspore_1_9_ascend:mindspore_1.9.0-cann_6.0.0-py_3.7-euler_2.8.3-aarch64-d910-20221116111529 | PyPI程序包 | Yum软件包 |
mindspore-ascend 1.9.0 ipykernel 6.7.0 ipython 7.34.0 jupyter-client 7.4.5 ma-cli 1.2.3 matplotlib 3.5.1 modelarts 1.4.25 moxing-framework 2.0.1.rc0.ffd1c0c8 numpy 1.21.2 pandas 1.1.3 Pillow 9.3.0 pip 22.3.1 psutil 5.7.0 PyYAML 5.3.1 scipy 1.5.4 scikit-learn 0.24.0 tornado 6.2 mindinsight 1.9.0 | cmake cpp curl ffmpeg g++ gcc git grep python3 rpm tar unzip wget zip |
镜像三:mindspore1.7.0-cann5.1.0-py3.7-euler2.8.3
表20 mindspore1.7.0-cann5.1.0-py3.7-euler2.8.3镜像介绍 AI引擎框架 | URL | 包含的依赖项 |
|---|
Mindspore-Ascend 1.7.0 | swr.{region_id}.myhuaweicloud.com/atelier/mindspore_1_7_0:mindspore_1.7.0-cann_5.1.0-py_3.7-euler_2.8.3-aarch64-d910-20220906 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/mindspore_1_7_0:mindspore_1.7.0-cann_5.1.0-py_3.7-euler_2.8.3-aarch64-d910-20220906 | PyPI程序包 | Yum软件包 |
mindspore-ascend 1.7.0 ipykernel 5.3.4 ipython 7.34.0 jupyter-client 7.3.4 ma-cli 1.2.3 matplotlib 3.5.1 modelarts 1.4.25 moxing-framework 2.0.1.rc0.ffd1c0c8 numpy 1.21.2 pandas 1.1.3 Pillow 9.2.0 pip 22.1.2 psutil 5.7.0 PyYAML 5.3.1 scipy 1.5.4 scikit-learn 0.24.0 tornado 6.2 mindinsight 1.7.0 | cmake cpp curl ffmpeg g++ gcc git grep python3 rpm tar unzip wget zip |
Notebook基础镜像ARM TensorFlow
ARM TensorFlow包含以下镜像:
镜像一:tensorflow1.15-mindspore1.7.0-cann5.1.0-euler2.8-aarch64
表21 tensorflow1.15-mindspore1.7.0-cann5.1.0-euler2.8-aarch64镜像介绍 AI引擎框架 | URL | 包含的依赖项 |
|---|
Mindspore-Ascend 1.7.0 | swr.{region_id}.myhuaweicloud.com/atelier/notebook2.0-mul-kernel-arm-ascend-cp37:5.0.1-c81-20220726 例如: 华北-北京四 swr.cn-north-4.myhuaweicloud.com/atelier/notebook2.0-mul-kernel-arm-ascend-cp37:5.0.1-c81-20220726 | PyPI程序包 | Yum软件包 |
mindspore-ascend 1.7.0 ipykernel 6.7.0 ipython 7.29.0 jupyter-client 7.0.6 ma-cli 1.2.3 matplotlib 3.1.2 modelarts 1.4.25 moxing-framework 2.0.0.rc2.4b57a67b numpy 1.17.5 pandas 1.1.3 Pillow 7.0.0 pip 21.2.4 psutil 5.7.0 PyYAML 5.3.1 scipy 1.5.4 scikit-learn 0.24.0 tornado 6.1 mindinsight 1.7.0 | cmake cpp curl ffmpeg g++ gcc git grep python3 rpm tar unzip wget zip |
镜像二:tensorflow1.15-cann5.1.0-py3.7-euler2.8.3
表22 tensorflow1.15-cann5.1.0-py3.7-euler2.8.3镜像介绍 AI引擎框架 | 是否使用昇腾 (CANN版本) | URL | 包含的依赖项 |
|---|
Tensorflow 1.15 | 是 (CANN 5.1) | swr.{region-id}.{局点域名}/atelier/ tensorflow_1_15_ascend:tensorflow_1.15-cann_5.1.0-py_3.7-euler_2.8.3-aarch64-d910-20220906 | PyPI程序包 | Yum软件包 |
tensorflow 1.15.0 tensorboard 1.15.0 ipykernel 5.3.4 ipython 7.34.0 jupyter-client 7.3.4 ma-cli 1.2.3 matplotlib 3.5.1 modelarts 1.4.25 moxing-framework 2.0.1.rc0.ffd1c0c8 numpy 1.17.5 pandas 0.24.2 Pillow 9.2.0 pip 22.1.2 psutil 5.7.0 PyYAML 5.3.1 scipy 1.3.3 scikit-learn 0.20.0 tornado 6.2 | ca-certificates.noarch cmake cpp curl gcc-c++ gcc gdb grep nginx python3 rpm tar unzip vim wget zip |