ctuning
We develop open-source tools to help researchers and engineers improve productivity and focus on innovation
Funding Links: https://github.com/sponsors/ctuning
- Name: cTuning foundation (founding member of MLCommons)
- Location: Paris, France
- Kind: organization
- Followers: 19
- Following: 0
- Total stars: 1355
- Repositories count: 158
- Created at: 2022-11-10T05:35:36.203Z
- Updated at: 2025-05-04T06:48:04.051Z
- Last synced at: 2025-05-04T06:48:04.051Z
GitHub Sponsors Profile
It's a painful, ad-hoc, time consuming and expensive process to develop novel applications based on emerging technologies (ML, AI, HPC, quantum, IoT) and deploy them in production due to continuously evolving software, hardware, models, data sets and research techniques.
We are developing the open-source Collective Knowledge framework (CK) to bring DevOps practices to research and help researchers and practitioners design, benchmark, optimize and validate such application.
CK can help to convert ad-hoc artifacts and workflows into reusable, portable, customizable and non-virtualized CK components with a unified CLI, automation actions, Python API and JSON meta description. Our idea is to gradually abstract all existing artifacts (software, hardware, models, data sets, results) and use the DevOps methodology to connect such components together into functional CK solutions. Such solutions can automatically adapt to evolving models, data sets and bare-metal platforms with the help of customizable program workflows, a list of all dependencies (models, data sets, frameworks), and a portable meta package manager.
More resources:
Presentation from ACM about CK
Presentation from General Motors and partners about CK
FOSDEM presentation about CK framework powering the cKnowledge.io platform
CK solutions
CK repository of artifacts and workflows
Project website
- Current Sponsors: 0
- Past Sponsors: 0
- Total Sponsors: 0
- Minimum Sponsorship: $1,200.00