PyPAI
This is a python tool for Open Platform for AI.
Installation
pip install pypai
Demo
- Create and run
submit.py
in your project folder to generate the configuration:
from pypai import PAI
# Create a PAI cluster
pai = PAI(username='xxx', passwd='xxx')
# Generate the configuration
pai.generate_config()
-
Open
pai_configuration.json
and modify it,The path of code dir MUST follows '/$PAI_DEFAULT_FS_URI/.../$PAI_USER_NAME~$PAI_JOB_NAME'. The default path is $PAI_DEFAULT_FS_URI/Users/$PAI_USER_NAME/$PAI_USER_NAME~$PAI_JOB_NAME. -
Change and run
submit.py
to submit your job:
from pypai import PAI
# Create a PAI cluster
pai = PAI(username='xxx', passwd='xxx')
# Submit job
pai.submit()
All the code in your project folder will be uploaded and your job will be submitted to the PAI.
API
class PAI:
@paremeters:
username: (str) PAI username
passwd: (str) PAI password
url: (str) PAI master node IP
worker: (int) thread number for uploading code
function generate_config:
@paremeters:
jobName='test'
image='192.168.193.253:5000/pytorch'
dataDir=''
outputDir=''
codeDir='$PAI_DEFAULT_FS_URI/Users/$PAI_USER_NAME/$PAI_USER_NAME~$PAI_JOB_NAME'
gpuType=''
function submit:
@paremeters:
config_path='./pai_configuration.json'
dir_path='./' code path
dest_dir='/Users/' code root path in the hdfs