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Client for PAI

Project description

PyPI version Python version License MIT

paicli

A CLI tool for OpenPAI, which supports basic opperations like listing up jobs, submitting a new job, suspending a running job, and executing ssh into a running container.

demo

How to install

One can install paicli from PyPI.

$ pip install paicli

Motivating examples

One can utilize and combine the paicli subcommands to achieve several practical operations.

1. Ssh into a running container

When you want to ssh into a running container, all you have to do is just type pai ssh:

$ pai ssh

Then, you can choose a container from your running job list. There is no need to download the key and specify the host explicitly. You can also give a job name of your running job as argument:

$ pai ssh example_job_001

2. Submit multiple jobs with one line

One can use pai submit and some template engine like envsubst.

$ head template.json -n 2
{
  "jobName": "example_job_${JOBID}"
$ for i in `seq 1 3`; do cat example.json | JOBID=$i envsubst | pai submit; done

3. Stop multiple jobs with one line

One can combine pai jobs and pai stop.

$ pai jobs -u sotetsuk -s RUNNING | grep example_job | awk '{print $1}' | xargs pai stop

4. Ssh into multiple running containers and run the same command

One can combine pai jobs and pai ssh. In this example, it shows python processes in multiple jobs with one line.

$ pai jobs -u sotetsuk -s RUNNING | grep example_job | awk '{print $1}' | xargs -n 1 pai ssh -c "ps -aux | grep python"

5. Show all tensorboard URLs in running jobs

One can combine pai jobs and pai host to show all tensorboard URLs. One can use some browser extention to open all URLs (e.g., OpenList)

$ pai jobs -u sotetsuk -s RUNNING | grep example_job | xargs -n 1 pai host | grep tensorboard | awk '{printf "http://%s:%s\n",$2,$4}'
http://10.0.0.1:9999
http://10.0.0.2:9999
http://10.0.0.3:9999

Basic usage

For more detailed usage, one can use --help option for each subcommand like pai config --help.

$ pai --help
Usage: pai [OPTIONS] COMMAND [ARGS]...

  A CLI tool for OpenPAI.

Options:
  --help  Show this message and exit.

Commands:
  config  Write your configuration to a file.
  host    Show host information of the specified job.
  jobs    Show job list.
  ssh     SSH into a running container.
  stop    Stop a running job.
  submit  Submit your job.
  token   Generate a new access token

Configuration

Before utilizing paicli subcommands, you have to initialize your configuration about your PAI environment.

  • Config file: To initialize your config file, run pai config. Then your config file will be located in $HOME/.paicli. You should set your host, port, and username. You can use --profile option to use multiple PAI environments.
  • Access token: Before submitting/stopping a job, you should issue your access token by executing pai token and entering your password. You can skip entering password everytime if you write your password directly to your config file (not recommended).

Author

Sotetsu KOYAMADA

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