When you create a job in the Deep Learning Containers (DLC) of Machine Learning Platform for AI (PAI), you need to configure an image for the worker node. Both public images and custom images are supported. This topic describes the public images and image versions that are supported. Public images can be images provided by Alibaba Cloud or community images. You can select an image based on your business requirements.
Background information
This section describes the versions of the following images, including the image operating system, CUDA versions, Python versions, and third-party libraries.
Type | Framework | Image |
Community image | TensorFlow | |
PyTorch | ||
Alibaba Cloud Image | TensorFlow | |
PyTorch | ||
Community images (open source standard images)
Community images support different resource types. The following code block lists the image files. For information about the operating system, CUDA version, and third-party libraries of each image, see Details of community images.
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
Replace ${region}
with the actual region in which your service is deployed. Valid values:
cn-hangzhou
cn-shanghai
cn-qingdao
cn-beijing
cn-zhangjiakou
cn-huhehaote
cn-shenzhen
cn-chengdu
cn-hongkong
ap-southeast-1
The following table describes the list of community images that are available if you replace the value of ${region}
with cn-hangzhou
.
${region} | Framework | CPU/GPU | Python version | Image URL |
cn-hangzhou | Tensorflow 2.3 | CPU | 3.6 (py36) |
|
Tensorflow 2.3 | GPU | 3.6 (py36) |
| |
Tensorflow 1.15 | CPU | 3.6 (py36) |
| |
Tensorflow 1.15 | GPU | 3.6 (py36) |
| |
PyTorch 1.6 | GPU | 3.7 (py37) |
| |
PyTorch 1.7 | GPU | 3.7 (py37) |
|
Alibaba Cloud images (optimized images provided by the PAI team)
DLC provides a variety of Alibaba Cloud images that support different types of resources, Python versions, and deep learning frameworks (TensorFlow and PyTorch). The following code block lists the files of Alibaba Cloud images. For information about the operating system, CUDA version, and third-party libraries of each image, see Details of Alibaba Cloud images.
registry.${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
Replace ${region}
with the actual region in which your service is deployed. Valid values:
cn-hangzhou
cn-shanghai
cn-qingdao
cn-beijing
cn-zhangjiakou
cn-huhehaote
cn-shenzhen
cn-chengdu
cn-hongkong
ap-southeast-1
The following table describes the list of Alibaba Cloud images that are available if you replace the value of ${region}
with cn-hangzhou
.
${region} | Framework | CPU/GPU | Python version | Image URL |
cn-hangzhou | TensorFlow 1.12 | CPU | 2.7 (py27) |
|
MKL-CPU | 2.7(py27) |
| ||
GPU | 2.7(py27) |
| ||
CPU | 3.6 (py36) |
| ||
MKL-CPU | 3.6 (py36) |
| ||
GPU | 3.6 (py36) |
| ||
TensorFlow 1.15 | GPU | 2.7 (py27) |
| |
CPU | 3.6 (py36) |
| ||
GPU | 3.6 (py36) |
| ||
PyTorch 1.3 | GPU | 3.7 (py37) |
| |
PyTorch 1.4 | GPU | 3.7 (py37) |
| |
PyTorch 1.5 | GPU | 3.7 (py37) |
| |
PyTorch 1.6 | GPU | 3.7 (py37) |
|
Details of community images
This section describes the operating systems, Python versions, and third-party libraries supported by each community image.
tensorflow-training:2.3-cpu-py36-ubuntu18.04
Operating system: Ubuntu 18.04.5 LTS
Python version: 3.6.9
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
asn1crypto 0.24.0
astunparse 1.6.3
cachetools 4.2.0
certifi 2020.12.5
cryptography 2.1.4
grpcio 1.34.0
gast 0.3.3
google-auth 1.24.0
google-auth-oauthlib 0.4.2
google-pasta 0.2.0
h5py 2.10.0
importlib-metadata 3.3.0
idna 2.6
keyrings.alt 3.0
Keras-Preprocessing 1.1.2
keyring 10.6.0
Markdown 3.3.3
numpy 1.18.5
opt-einsum 3.3.0
oauthlib 3.1.0
pyxdg 0.25
pip 20.2.4
protobuf 3.14.0
pyasn1 0.4.8
pyasn1-modules 0.2.8
pycrypto 2.6.1
pygobject 3.26.1
rsa 4.6
requests 2.25.1
requests-oauthlib 1.3.0
six 1.15.0
SecretStorage 2.3.1
setuptools 51.1.1
typing-extensions 3.7.4.3
tensorboard 2.4.0
tensorboard-plugin-wit 1.7.0
tensorflow 2.3.2
tensorflow-estimator 2.3.0
termcolor 1.1.0
urllib3 1.26.2
wrapt 1.12.1
werkzeug 1.0.1
wheel 0.30.0
zipp 3.4.0
tensorflow-training:2.3-gpu-py36-cu101-ubuntu18.04
Operating system: Ubuntu 18.04.5 LTS
Python version: 3.6.9
CUDA version: 10.1
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
asn1crypto 0.24.0
astunparse 1.6.3
cachetools 4.2.0
certifi 2020.12.5
cryptography 2.1.4
grpcio 1.34.0
gast 0.3.3
google-auth 1.24.0
google-auth-oauthlib 0.4.2
google-pasta 0.2.0
h5py 2.10.0
importlib-metadata 3.3.0
idna 2.6
keyrings.alt 3.0
Keras-Preprocessing 1.1.2
keyring 10.6.0
Markdown 3.3.3
numpy 1.18.5
opt-einsum 3.3.0
oauthlib 3.1.0
pyxdg 0.25
pip 20.2.4
protobuf 3.14.0
pyasn1 0.4.8
pyasn1-modules 0.2.8
pycrypto 2.6.1
pygobject 3.26.1
python-apt 1.6.5+ubuntu0.5
requests 2.25.1
requests-oauthlib 1.3.0
rsa 4.6
SecretStorage 2.3.1
setuptools 51.1.1
six 1.15.0
tensorboard 2.4.0
tensorboard-plugin-wit 1.7.0
tensorflow-gpu 2.3.2
tensorflow-estimator 2.3.0
termcolor 1.1.0
typing-extensions 3.7.4.3
urllib3 1.26.2
werkzeug 1.0.1
wheel 0.30.0
wrapt 1.12.1
zipp 3.4.0
tensorflow-training:1.15-cpu-py36-ubuntu18.04
Operating system: Ubuntu 18.04.5 LTS
Python version: 3.6.9
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
asn1crypto 0.24.0
astor 0.8.1
cryptography 2.1.4
gast 0.2.2
google-pasta 0.2.0
grpcio 1.34.0
h5py 2.10.0
idna 2.6
importlib-metadata 3.3.0
Keras-Preprocessing 1.1.2
Keras-Applications 1.0.8
keyring 10.6.0
keyrings.alt 3.0
Markdown 3.3.3
numpy 1.18.5
opt-einsum 3.3.0
pip 20.3.3
protobuf 3.14.0
pycrypto 2.6.1
pygobject 3.26.1
pyxdg 0.25
SecretStorage 2.3.1
setuptools 51.1.1
six 1.11.0
tensorboard 1.15.0
tensorflow 1.15.5
tensorflow-estimator 1.15.1
termcolor 1.1.0
typing-extensions 3.7.4.3
werkzeug 1.0.1
wheel 0.30.0
wrapt 1.12.1
zipp 3.4.0
tensorflow-training:1.15-gpu-py36-cu100-ubuntu18.04
Operating system: Ubuntu 18.04.5 LTS
Python version: 3.6.9
CUDA version: 10.0
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
asn1crypto 0.24.0
astor 0.8.1
cryptography 2.1.4
gast 0.2.2
google-pasta 0.2.0
grpcio 1.34.0
h5py 2.10.0
idna 2.6
importlib-metadata 3.3.0
Keras-Preprocessing 1.1.2
Keras-Applications 1.0.8
keyring 10.6.0
keyrings.alt 3.0
Markdown 3.3.3
numpy 1.18.5
opt-einsum 3.3.0
pip 20.3.3
protobuf 3.14.0
pycrypto 2.6.1
pygobject 3.26.1
pyxdg 0.25
SecretStorage 2.3.1
setuptools 51.1.1
six 1.11.0
tensorboard 1.15.0
tensorflow-gpu 1.15.5
tensorflow-estimator 1.15.1
termcolor 1.1.0
typing-extensions 3.7.4.3
werkzeug 1.0.1
wheel 0.30.0
wrapt 1.12.1
zipp 3.4.0
python-apt 1.6.5+ubuntu0.5
pytorch-training:1.6.0-gpu-py37-cu101-ubuntu18.04
Operating system: Ubuntu 18.04.5 LTS
Python version: 3.7.7
CUDA version: 10.1
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
backcall 0.2.0
beautifulsoup4 4.9.1
certifi 2020.6.20
cffi 1.14.0
cryptography 2.9.2
decorator 4.4.2
filelock 3.0.12
glob2 0.7
ipython-genutils 0.2.0
idna 2.9
ipython 7.16.1
Jinja2 2.11.2
jedi 0.17.1
libarchive-c 2.9
mkl-service 2.3.0
MarkupSafe 1.1.1
mkl-fft 1.1.0
mkl-random 1.1.1
numpy 1.18.5
olefile 0.46
PyYAML 5.3.1
parso 0.7.0
pexpect 4.8.0
pickleshare 0.7.5
Pillow 7.2.0
pip 20.0.2
pkginfo 1.5.0.1
prompt-toolkit 3.0.5
psutil 5.7.0
ptyprocess 0.6.0
pycosat 0.6.3
pycparser 2.20
Pygments 2.6.1
pyOpenSSL 19.1.0
PySocks 1.7.1
pytz 2020.1
ruamel-yaml 0.15.87
requests 2.23.0
soupsieve 2.0.1
setuptools 46.4.0.post20200518
six 1.14.0
traitlets 4.3.3
torch 1.6.0
torchvision 0.7.0
tqdm 4.46.0
urllib3 1.25.8
wheel 0.34.2
wcwidth 0.2.5
pytorch-training:1.7.1-gpu-py37-cu110-ubuntu18.04
Operating system: Ubuntu 18.04.5 LTS
Python version: 3.8.5
CUDA version: 11.0
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
backcall 0.2.0
beautifulsoup4 4.9.3
brotlipy 0.7.0
certifi 2020.12.5
cffi 1.14.3
cryptography 3.2.1
dnspython 2.1.0
decorator 4.4.2
filelock 3.0.12
glob2 0.7
ipython-genutils 0.2.0
idna 2.10
ipython 7.19.0
Jinja2 2.11.2
jedi 0.17.2
libarchive-c 2.9
mkl-service 2.3.0
MarkupSafe 1.1.1
mkl-fft 1.2.0
mkl-random 1.1.1
numpy 1.19.2
PyYAML 5.3.1
olefile 0.46
parso 0.7.0
pexpect 4.8.0
pickleshare 0.7.5
Pillow 8.1.0
pip 20.2.4
pkginfo 1.7.0
prompt-toolkit 3.0.8
psutil 5.7.2
ptyprocess 0.7.0
pycosat 0.6.3
pycparser 2.20
Pygments 2.7.4
pyOpenSSL 19.1.0
PySocks 1.7.1
python-etcd 0.4.5
pytz 2020.5
ruamel-yaml 0.15.87
requests 2.24.0
soupsieve 2.1
setuptools 50.3.1.post20201107
six 1.15.0
typing-extensions 3.7.4.3
torch 1.7.1
torchelastic 0.2.1
torchvision 0.8.2
tqdm 4.51.0
traitlets 5.0.5
urllib3 1.25.11
wheel 0.35.1
wcwidth 0.2.5
Details of Alibaba Cloud images
This section describes the operating systems, Python versions, and third-party libraries supported by each Alibaba Cloud image.
tensorflow-training:1.12.2PAI-cpu-py27-ubuntu16.04
Operating system: Ubuntu 16.04.6 LTS
Python version: 2.7.18
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
aliyun-python-sdk-core 2.13.15
aliyun-python-sdk-kms 2.14.0
astor 0.8.1
backports.weakref 1.0.post1
certifi 2020.6.20
crcmod 1.7
Cython 0.29.14
enum34 1.1.6
funcsigs 1.0.2
futures 3.3.0
gast 0.4.0
grpcio 1.27.2
h5py 2.10.0
jmespath 0.10.0
Keras-Applications 1.0.8
Keras-Preprocessing 1.1.2
Markdown 3.1.1
mkl-fft 1.0.15
mkl-random 1.1.0
mkl-service 2.3.0
mock 3.0.5
numpy 1.16.4
opencv-python 4.2.0.32
oss2 2.9.1
paiio 0.1.0
pip 9.0.1
protobuf 3.14.0
pycryptodome 3.9.7
pyodps 0.10.4
pypai 1.1.0+tensorflow.1.12.2pai2011
requests 2.13.0
setuptools 36.4.0
six 1.15.0
tensorboard 1.12.2
tensorflow 1.12.2PAI2011
termcolor 1.1.0
toposort 1.5
Werkzeug 1.0.1
wheel 0.35.1
tensorflow-training:1.12.2PAI-mkl-cpu-py27-ubuntu16.04
Operating system: Ubuntu 16.04.6 LTS
Python version: 2.7.18
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
aliyun-python-sdk-core 2.13.15
aliyun-python-sdk-kms 2.14.0
astor 0.8.1
backports.weakref 1.0.post1
certifi 2020.6.20
crcmod 1.7
Cython 0.29.14
enum34 1.1.6
funcsigs 1.0.2
futures 3.3.0
gast 0.4.0
grpcio 1.27.2
h5py 2.10.0
jmespath 0.10.0
Keras-Applications 1.0.8
Keras-Preprocessing 1.1.2
Markdown 3.1.1
mkl-fft 1.0.15
mkl-random 1.1.0
mkl-service 2.3.0
mock 3.0.5
numpy 1.16.4
opencv-python 4.2.0.32
oss2 2.9.1
paiio 0.1.0
pip 9.0.1
protobuf 3.14.0
pycryptodome 3.9.7
pyodps 0.10.4
pypai 1.1.0+tensorflow.1.12.2pai2011
requests 2.13.0
setuptools 36.4.0
six 1.15.0
tensorboard 1.12.2
tensorflow 1.12.2PAI2011
termcolor 1.1.0
toposort 1.5
Werkzeug 1.0.1
wheel 0.35.1
tensorflow-training:1.12.2PAI-gpu-py27-cu100-ubuntu16.04
Operating system: Ubuntu 16.04.6 LTS
Python version: 2.7.18
CUDA version: 10.0
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
aliyun-python-sdk-core 2.13.15
aliyun-python-sdk-kms 2.14.0
astor 0.8.1
backports.weakref 1.0.post1
certifi 2020.6.20
crcmod 1.7
Cython 0.29.14
enum34 1.1.6
funcsigs 1.0.2
futures 3.3.0
gast 0.4.0
grpcio 1.27.2
h5py 2.10.0
jmespath 0.10.0
Keras-Applications 1.0.8
Keras-Preprocessing 1.1.2
Markdown 3.1.1
mkl-fft 1.0.15
mkl-random 1.1.0
mkl-service 2.3.0
mock 3.0.5
numpy 1.16.4
opencv-python 4.2.0.32
oss2 2.9.1
paiio 0.1.0
pip 9.0.1
protobuf 3.14.0
pycryptodome 3.9.7
pyodps 0.10.4
pypai 1.1.0+tensorflow.gpu.1.12.2pai2011
requests 2.13.0
setuptools 36.4.0
six 1.15.0
tensorboard 1.12.2
tensorflow-gpu 1.12.2PAI2011
termcolor 1.1.0
toposort 1.5
Werkzeug 1.0.1
wheel 0.35.1
subprocess32 3.5.4
tao-wrapper 0.1.1
whale 0.0.2
tensorflow-training:1.12.2PAI-cpu-py36-ubuntu16.04
Operating system: Ubuntu 16.04.6 LTS
Python version: 3.6.12
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
aliyun-python-sdk-core 2.13.29
aliyun-python-sdk-core-v3 2.13.11
aliyun-python-sdk-kms 2.14.0
astor 0.8.1
cached-property 1.5.2
certifi 2020.12.5
crcmod 1.7
Cython 0.29.21
gast 0.4.0
grpcio 1.31.0
h5py 3.1.0
importlib-metadata 3.4.0
jmespath 0.10.0
Keras-Applications 1.0.8
Keras-Preprocessing 1.1.2
Markdown 3.3.3
mkl-fft 1.2.0
mkl-random 1.1.1
mkl-service 2.3.0
numpy 1.16.4
opencv-python 4.2.0.32
oss2 2.12.1
paiio 0.1.0
pip 20.2.4
protobuf 3.14.0
pycryptodome 3.9.9
pyodps 0.10.4
pypai 1.1.0+tensorflow.1.12.2pai2011
requests 2.13.0
setuptools 50.3.1.post20201107
six 1.15.0
tensorboard 1.12.2
tensorflow 1.12.2PAI2011
termcolor 1.1.0
toposort 1.5
typing-extensions 3.7.4.3
Werkzeug 1.0.1
wheel 0.35.1
zipp 3.4.0
tensorflow-training:1.12.2PAI-mkl-cpu-py36-ubuntu16.04
Operating system: Ubuntu 16.04.6 LTS
Python version: 3.6.12
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
aliyun-python-sdk-core 2.13.29
aliyun-python-sdk-core-v3 2.13.11
aliyun-python-sdk-kms 2.14.0
astor 0.8.1
cached-property 1.5.2
certifi 2020.12.5
crcmod 1.7
Cython 0.29.21
gast 0.4.0
grpcio 1.31.0
h5py 3.1.0
importlib-metadata 3.4.0
jmespath 0.10.0
Keras-Applications 1.0.8
Keras-Preprocessing 1.1.2
Markdown 3.3.3
mkl-fft 1.2.0
mkl-random 1.1.1
mkl-service 2.3.0
numpy 1.16.4
opencv-python 4.2.0.32
oss2 2.12.1
paiio 0.1.0
pip 20.2.4
protobuf 3.14.0
pycryptodome 3.9.9
pyodps 0.10.4
pypai 1.1.0+tensorflow.1.12.2pai2011
requests 2.13.0
setuptools 50.3.1.post20201107
six 1.15.0
tensorboard 1.12.2
tensorflow 1.12.2PAI2011
termcolor 1.1.0
toposort 1.5
typing-extensions 3.7.4.3
Werkzeug 1.0.1
wheel 0.35.1
zipp 3.4.0
tensorflow-training:1.12.2PAI-gpu-py36-cu100-ubuntu16.04
Operating system: Ubuntu 16.04.6 LTS
Python version: 3.6.12
CUDA version: 10.0
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
aliyun-python-sdk-core 2.13.29
aliyun-python-sdk-core-v3 2.13.11
aliyun-python-sdk-kms 2.14.0
astor 0.8.1
cached-property 1.5.2
certifi 2020.12.5
crcmod 1.7
Cython 0.29.21
gast 0.4.0
grpcio 1.31.0
h5py 3.1.0
importlib-metadata 3.4.0
jmespath 0.10.0
Keras-Applications 1.0.8
Keras-Preprocessing 1.1.2
Markdown 3.3.3
mkl-fft 1.2.0
mkl-random 1.1.1
mkl-service 2.3.0
numpy 1.16.4
opencv-python 4.2.0.32
oss2 2.12.1
paiio 0.1.0
pip 20.2.4
protobuf 3.14.0
pycryptodome 3.9.9
pyodps 0.10.4
pypai 1.1.0+tensorflow.gpu.1.12.2pai2011
requests 2.13.0
setuptools 50.3.1.post20201107
six 1.15.0
tensorboard 1.12.2
tensorflow-gpu 1.12.2PAI2011
termcolor 1.1.0
toposort 1.5
typing-extensions 3.7.4.3
Werkzeug 1.0.1
wheel 0.35.1
zipp 3.4.0
subprocess32 3.5.4
tao-wrapper 0.1.1
whale 0.0.2
tensorflow-training:1.15.0PAI-gpu-py27-cu100-ubuntu16.04
Operating system: Ubuntu 16.04.6 LTS
Python version: 2.7.18
CUDA version: 10.0
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
aliyun-python-sdk-core 2.13.15
aliyun-python-sdk-kms 2.14.0
astor 0.8.1
backports.weakref 1.0.post1
certifi 2020.6.20
crcmod 1.7
Cython 0.29.14
enum34 1.1.6
funcsigs 1.0.2
functools32 3.2.3.post2
futures 3.3.0
gast 0.2.2
google-pasta 0.2.0
opt-einsum 2.3.2
tensorflow-estimator 1.15.1
grpcio 1.27.2
h5py 2.10.0
jmespath 0.10.0
Keras-Applications 1.0.8
Keras-Preprocessing 1.1.2
Markdown 3.1.1
mkl-fft 1.0.15
mkl-random 1.1.0
mkl-service 2.3.0
mock 3.0.5
numpy 1.16.4
opencv-python 4.2.0.32
oss2 2.9.1
paiio 0.1.0
pip 9.0.1
protobuf 3.14.0
pycryptodome 3.9.7
pyodps 0.10.4
pypai 1.1.0+tensorflow.gpu.1.15.0
requests 2.13.0
setuptools 44.1.1
six 1.15.0
tensorboard 1.15.0
tensorflow-gpu 1.15.0
termcolor 1.1.0
toposort 1.5
Werkzeug 1.0.1
wheel 0.35.1
subprocess32 3.5.4
tao-wrapper 0.1.1
whale 0.0.2
wrapt 1.12.1
tensorflow-training:1.15.0PAI-gpu-py36-cu100-ubuntu16.04
Operating system: Ubuntu 16.04.6 LTS
Python version: 3.6.12
CUDA version: 10.0
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
aliyun-python-sdk-core 2.13.29
aliyun-python-sdk-core-v3 2.13.11
aliyun-python-sdk-kms 2.14.0
astor 0.8.1
cached-property 1.5.2
certifi 2020.12.5
crcmod 1.7
Cython 0.29.21
gast 0.2.2
grpcio 1.31.0
h5py 3.1.0
importlib-metadata 3.4.0
jmespath 0.10.0
Keras-Applications 1.0.8
Keras-Preprocessing 1.1.2
Markdown 3.3.3
mkl-fft 1.2.0
mkl-random 1.1.1
mkl-service 2.3.0
numpy 1.16.4
opencv-python 4.2.0.32
oss2 2.12.1
paiio 0.1.0
pip 20.2.4
protobuf 3.14.0
pycryptodome 3.9.9
pyodps 0.10.4
pypai 1.1.0+tensorflow.gpu.1.15.0
requests 2.13.0
setuptools 50.3.1.post20201107
six 1.15.0
tensorboard 1.15.0
tensorflow-gpu 1.15.0
termcolor 1.1.0
toposort 1.5
typing-extensions 3.7.4.3
Werkzeug 1.0.1
wheel 0.35.1
zipp 3.4.0
subprocess32 3.5.4
tao-wrapper 0.1.1
whale 0.0.2
google-pasta 0.2.0
opt-einsum 3.3.0
tensorflow-estimator 1.15.1
wrapt 1.12.1
pytorch-training:1.3.1PAI-gpu-py37-cu100-ubuntu16.04
Operating system: Ubuntu 16.04.6 LTS
Python version: 3.7.4
CUDA version: 10.0
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
aiohttp 3.7.3
apex 0.1
asn1crypto 1.2.0
async-timeout 3.0.1
attrs 20.3.0
blinker 1.4
cachetools 4.2.0
certifi 2020.12.5
cffi 1.13.0
cryptography 2.8
click 7.1.2
future 0.18.2
grpcio 1.31.0
google-auth 1.24.0
google-auth-oauthlib 0.4.2
importlib-metadata 2.0.0
idna 2.8
multidict 4.7.6
Markdown 3.3.3
mkl-fft 1.2.0
mkl-random 1.1.1
mkl-service 2.3.0
nvidia-dali 0.15.0
numpy 1.19.2
oauthlib 3.1.0
PySocks 1.7.1
Pillow 8.1.0
pip 20.2.4
protobuf 3.13.0
pyasn1 0.4.8
pyasn1-modules 0.2.8
pycosat 0.6.3
pycparser 2.19
PyJWT 2.0.0
pyOpenSSL 19.0.0
rsa 4.7
requests 2.22.0
requests-oauthlib 1.3.0
ruamel-yaml 0.15.46
six 1.15.0
sailfish 1.0.1
setuptools 50.3.1.post20201107
typing-extensions 3.7.4.3
tensorboard 2.3.0
tensorboard-plugin-wit 1.6.0
torch 1.3.1+ali
torchsummary 1.5.1
torchvision 0.4.2
tqdm 4.36.1
urllib3 1.24.2
wheel 0.35.1
Werkzeug 1.0.1
zipp 3.4.0
yarl 1.5.1
pytorch-training:1.4.0PAI-gpu-py37-cu100-ubuntu16.04
Operating system: Ubuntu 16.04.6 LTS
Python version: 3.7.4
CUDA version: 10.0
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
aiohttp 3.7.3
apex 0.1
asn1crypto 1.2.0
async-timeout 3.0.1
attrs 20.3.0
blinker 1.4
cachetools 4.2.0
certifi 2020.12.5
cffi 1.13.0
cryptography 2.8
click 7.1.2
future 0.18.2
grpcio 1.31.0
google-auth 1.24.0
google-auth-oauthlib 0.4.2
importlib-metadata 2.0.0
idna 2.8
multidict 4.7.6
Markdown 3.3.3
mkl-fft 1.2.0
mkl-random 1.1.1
mkl-service 2.3.0
nvidia-dali 0.15.0
numpy 1.19.2
oauthlib 3.1.0
PySocks 1.7.1
Pillow 8.1.0
pip 20.2.4
protobuf 3.13.0
pyasn1 0.4.8
pyasn1-modules 0.2.8
pycosat 0.6.3
pycparser 2.19
PyJWT 2.0.0
pyOpenSSL 19.0.0
ruamel-yaml 0.15.46
requests 2.22.0
requests-oauthlib 1.3.0
rsa 4.7
six 1.15.0
setuptools 50.3.1.post20201107
typing-extensions 3.7.4.3
tensorboard 2.3.0
tensorboard-plugin-wit 1.6.0
torch 1.4.0+ali
torchsummary 1.5.1
torchvision 0.5.0
tqdm 4.36.1
urllib3 1.24.2
wheel 0.35.1
Werkzeug 1.0.1
yarl 1.5.1
zipp 3.4.0
pytorch-training:1.5.1PAI-gpu-py37-cu100-ubuntu16.04
Operating system: Ubuntu 16.04.6 LTS
Python version: 3.7.4
CUDA version: 10.0
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
aiohttp 3.7.3
apex 0.1
asn1crypto 1.2.0
async-timeout 3.0.1
attrs 20.3.0
blinker 1.4
cachetools 4.2.0
certifi 2020.12.5
cffi 1.13.0
cryptography 2.8
click 7.1.2
future 0.18.2
grpcio 1.31.0
google-auth 1.24.0
google-auth-oauthlib 0.4.2
importlib-metadata 2.0.0
idna 2.8
multidict 4.7.6
Markdown 3.3.3
mkl-fft 1.2.0
mkl-random 1.1.1
mkl-service 2.3.0
nvidia-dali 0.15.0
numpy 1.19.2
oauthlib 3.1.0
PySocks 1.7.1
Pillow 8.1.0
pip 20.2.4
protobuf 3.13.0
pyasn1 0.4.8
pyasn1-modules 0.2.8
pycosat 0.6.3
pycparser 2.19
PyJWT 2.0.0
pyOpenSSL 19.0.0
ruamel-yaml 0.15.46
requests 2.22.0
requests-oauthlib 1.3.0
rsa 4.7
six 1.15.0
sailfish 1.0.1
setuptools 50.3.1.post20201107
typing-extensions 3.7.4.3
tensorboard 2.3.0
tensorboard-plugin-wit 1.6.0
torch 1.5.1+ali
torchsummary 1.5.1
torchvision 0.6.1
tqdm 4.36.1
urllib3 1.24.2
wheel 0.35.1
Werkzeug 1.0.1
yarl 1.5.1
zipp 3.4.0
pytorch-training:1.6.0PAI-gpu-py37-cu100-ubuntu16.04
Operating system: Ubuntu 16.04.6 LTS
Python version: 3.7.4
CUDA version: 10.0
Third-party libraries: The following table lists the third-party libraries and versions.
Third-party library and version
absl-py 0.11.0
aiohttp 3.7.3
asn1crypto 1.2.0
async-timeout 3.0.1
attrs 20.3.0
blinker 1.4
cachetools 4.2.0
certifi 2020.12.5
cffi 1.13.0
cryptography 2.8
click 7.1.2
future 0.18.2
grpcio 1.31.0
google-auth 1.24.0
google-auth-oauthlib 0.4.2
importlib-metadata 2.0.0
idna 2.8
multidict 4.7.6
Markdown 3.3.3
mkl-fft 1.2.0
mkl-random 1.1.1
mkl-service 2.3.0
nvidia-dali 0.15.0
numpy 1.19.2
oauthlib 3.1.0
PySocks 1.7.1
Pillow 8.1.0
pip 20.2.4
protobuf 3.13.0
pyasn1 0.4.8
pyasn1-modules 0.2.8
pycosat 0.6.3
pycparser 2.19
PyJWT 2.0.0
pyOpenSSL 19.0.0
ruamel-yaml 0.15.46
requests 2.22.0
requests-oauthlib 1.3.0
rsa 4.7
six 1.15.0
setuptools 50.3.1.post20201107
typing-extensions 3.7.4.3
tensorboard 2.3.0
tensorboard-plugin-wit 1.6.0
torch 1.6.0+ali
torchsummary 1.5.1
torchvision 0.7.0
tqdm 4.36.1
urllib3 1.24.2
wheel 0.35.1
Werkzeug 1.0.1
yarl 1.5.1
zipp 3.4.0