Backend.AI Client for Python
Project description
The official API client library for Backend.AI
Usage
You should set the access key and secret key as environment variables to use the API. Grab your keypair from cloud.backend.ai or your cluster admin.
On Linux/macOS, create a shell script as my-backend-ai.sh and run it before using the backend.ai command:
export BACKEND_ACCESS_KEY=...
export BACKEND_SECRET_KEY=...
export BACKEND_ENDPOINT=https://my-precious-clusterOn Windows, create a batch file as my-backend-ai.bat and run it before using the backend.ai command:
chcp 65001
set PYTHONIOENCODING=UTF-8
set BACKEND_ACCESS_KEY=...
set BACKEND_SECRET_KEY=...
set BACKEND_ENDPOINT=https://my-precious-clusterNote that it switches to the UTF-8 codepage for correct display of special characters used in the console logs.
Command-line Interface
backend.ai command is the entry point of all sub commands. (Alternatively you can use a verbosely long version: python -m ai.backend.client.cli)
Highlight: run command
To run the code specified in the command line directly, use -c option to pass the code string (like a shell).
$ backend.ai run python -c "print('hello world')"
∙ Client session token: d3694dda6e5a9f1e5c718e07bba291a9
✔ Kernel (ID: zuF1OzMIhFknyjUl7Apbvg) is ready.
hello worldYou can even run a C code on-the-fly. (Note that we put a dollar sign before the single-quoted code argument so that the shell to interpret '\n' as actual newlines.)
$ backend.ai run c -c $'#include <stdio.h>\nint main() {printf("hello world\\n");}'
∙ Client session token: abc06ee5e03fce60c51148c6d2dd6126
✔ Kernel (ID: d1YXvee-uAJTx4AKYyeksA) is ready.
hello worldFor larger programs, you may upload multiple files and then build & execute them. The below is a simple example to run a sample C program.
$ git clone https://gist.github.com/achimnol/df464c6a3fe05b21e9b06d5b80e986c5 c-example
Cloning into 'c-example'...
Unpacking objects: 100% (5/5), done.
$ cd c-example
$ backend.ai run c main.c mylib.c mylib.h
∙ Client session token: 1c352a572bc751a81d1f812186093c47
✔ Kernel (ID: kJ6CgWR7Tz3_v2WsDHOwLQ) is ready.
✔ Uploading done.
✔ Build finished.
myvalue is 42
your name? LABLUP
hello, LABLUP!Please refer the --help manual provided by the run command.
You may use a shortcut command lcc and lpython instead of typing the full Python module path like:
$ lcc main.c mylib.c mylib.hSince the client version 1.1.5, the sessions are no longer automatically cleaned up. To do that, add --rm option to the run command, like Docker CLI.
Highlight: ps and terminate command
You can see the list of currently running sessions using your API keypair.
$ backend.ai ps
Session ID Lang/runtime Tag Created At Terminated At Status CPU Cores CPU Used (ms) Total Memory (MiB) Used Memory (MiB) GPU Cores
------------ ------------------------ ----- -------------------------------- --------------- -------- ----------- --------------- -------------------- ------------------- -----------
88ee10a027 lablup/python:3.6-ubuntu 2018-12-11T03:53:14.802206+00:00 RUNNING 1 16314 1024 39.2 0
fce7830826 lablup/python:3.6-ubuntu 2018-12-11T03:50:10.150740+00:00 RUNNING 1 15391 1024 39.2 0If you set -t option in the run command, it will be used as the session ID—you may use it to assign a human-readable, easy-to-type alias for your sessions. These session IDs can be reused after the current session using the same ID terminates.
To terminate a session, you can use terminate or rm command.
$ backend.ai terminate 5baafb2136029228ca9d873e1f2b4f6a
✔ Done.Highlight: proxy command
To use API development tools such as GraphiQL for the admin API, run an insecure local API proxy. This will attach all the necessary authorization headers to your vanilla HTTP API requests.
$ backend.ai proxy
∙ Starting an insecure API proxy at http://localhost:8084More commands?
Please run backend.ai --help to see more commands.
Troubleshooting (FAQ)
There are error reports related to simplejson with Anaconda on Windows. This package no longer depends on simplejson since v1.0.5, so you may uninstall it safely since Python 3.5+ offers almost identical json module in the standard library.
If you really need to keep the simplejson package, uninstall the existing simplejson package manually and try reinstallation of it by downloading a pre-built binary wheel from here.
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