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Collective Knowledge - a lightweight knowledge manager to organize, cross-link, share and reuse artifacts and workflows

Project description

Collective Knowledge framework (CK)

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Overview

Collective Knowledge framework (CK) helps to organize software projects as a database of reusable components with common automation actions and extensible meta descriptions based on FAIR principles (findability, accessibility, interoperability, and reusability).

We want to help everyone share, reuse, and extend their knowledge in the form of reusable artifacts and portable workflows with a common API, CLI, and meta description. See how CK supports collaborative and reproducible AI, ML, and Systems R&D:

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News

Documentation

CK-powered workflows, automation actions, and reusable artifacts

Installation

Follow this guide to install CK framework on your platform.

CK supports the following platforms:

As a host platform As a target platform
Generic Linux
Linux (Arm)
Raspberry Pi
MacOS ±
Windows
Android ±
iOS TBD TBD
Bare-metal (edge devices) - ±

Example

Here we show how to pull a GitHub repo in the CK format and use a unified CK interface to compile and run any program (image corner detection in our case) with any compatible data set on any compatible platform:

python3 -m pip install ck

ck pull repo --url=https://github.com/ctuning/ck-crowdtuning

ck ls program:*susan*

ck search dataset --tags=jpeg

ck compile program:cbench-automotive-susan --speed

ck run program:cbench-automotive-susan --cmd_key=corners --repeat=1 --env.MY_ENV=123 --env.TEST=xyz

You can check output of this program in the following directory:

cd `ck find program:cbench-automotive-susan`/tmp
ls -l

tmp-output.tmp - image with detected corners (rename to ppm to view it)

Check CK docs for further details.

Open CK portal

cKnowledge.io: organizing ML and Systems knowledge in the form of portable CK workflows, automation actions, and reusable components:

Author

Acknowledgments

We would like to thank all contributors and collaborators for their support, fruitful discussions, and useful feedback!

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Source Distribution

ck-1.17.0.tar.gz (138.0 kB view hashes)

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