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        "description": "[![PyPI version](https://badge.fury.io/py/paicli.svg)](https://badge.fury.io/py/paicli)\n![Python version](https://img.shields.io/pypi/pyversions/paicli.svg?style=flat)\n[![License MIT](https://img.shields.io/github/license/sotetsuk/paicli.svg)](https://github.com/sotetsuk/paicli/blob/master/LICENSE)\n\n# paicli\n\nA CLI tool for [OpenPAI](https://github.com/microsoft/pai), which supports basic opperations like listing up jobs, submitting a new job, suspending a running job, and executing ssh into a running container.\n\n[![demo](https://raw.githubusercontent.com/sotetsuk/paicli/master/demo.gif)](https://asciinema.org/a/225718)\n\n## How to install\nOne can install paicli from [PyPI](https://pypi.org/project/paicli/).\n\n```\n$ pip install paicli\n```\n\n## Motivating examples\nOne can utilize and combine the paicli subcommands to achieve several practical operations.\n\n### 1. Ssh into a running container\n\nWhen you want to ssh into a running container, all you have to do is just type `pai ssh`:\n\n```\n$ pai ssh\n```\n\nThen, you can choose a container from your running job list. \nThere is no need to download the key and specify the host explicitly.\nYou can also give a job name of your running job as argument:\n\n```\n$ pai ssh example_job_001\n```\n\n### 2. Submit multiple jobs with one line\n\nOne can use `pai submit` and some template engine like [envsubst](https://www.gnu.org/software/gettext/manual/html_node/envsubst-Invocation.html).\n\n```sh\n$ head template.json -n 2\n{\n  \"jobName\": \"example_job_${JOBID}\"\n$ for i in `seq 1 3`; do cat example.json | JOBID=$i envsubst | pai submit; done\n```\n\n### 3. Stop multiple jobs with one line\n\nOne can combine `pai jobs` and `pai stop`.\n\n```sh\n$ pai jobs -u sotetsuk -s RUNNING | grep example_job | awk '{print $1}' | xargs pai stop\n```\n\n### 4. Ssh into multiple running containers and run the same command\n\nOne can combine `pai jobs` and `pai ssh`. In this example, it shows python processes in multiple jobs with one line.\n\n```sh\n$ pai jobs -u sotetsuk -s RUNNING | grep example_job | awk '{print $1}' | xargs -n 1 pai ssh -c \"ps -aux | grep python\"\n```\n\n### 5. Show all tensorboard URLs in running jobs\n\nOne can combine `pai jobs` and `pai host` to show all tensorboard URLs. One can use some browser extention to open all URLs (e.g., [OpenList](https://chrome.google.com/webstore/detail/openlist/nkpjembldfckmdchbdiclhfedcngbgnl?hl=en))\n\n```sh\n$ pai jobs -u sotetsuk -s RUNNING | grep example_job | xargs -n 1 pai host | grep tensorboard | awk '{printf \"http://%s:%s\\n\",$2,$4}'\nhttp://10.0.0.1:9999\nhttp://10.0.0.2:9999\nhttp://10.0.0.3:9999\n```\n\n## Basic usage\nFor more detailed usage, one can use `--help` option for each subcommand like `pai config --help`.\n\n```\n$ pai --help\nUsage: pai [OPTIONS] COMMAND [ARGS]...\n\n  A CLI tool for OpenPAI.\n\nOptions:\n  --help  Show this message and exit.\n\nCommands:\n  config  Write your configuration to a file.\n  host    Show host information of the specified job.\n  jobs    Show job list.\n  ssh     SSH into a running container.\n  stop    Stop a running job.\n  submit  Submit your job.\n  token   Generate a new access token\n```\n\n## Configuration\nBefore utilizing paicli subcommands, you have to initialize your configuration about your PAI environment.\n\n- **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.\n- **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).\n\n## Author\nSotetsu KOYAMADA\n\n\n",
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