https://github.com/mlcommons/chakra

Repository for MLCommons Chakra schema and tools
https://github.com/mlcommons/chakra

Last synced: 4 months ago
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Repository for MLCommons Chakra schema and tools

• Host: GitHub
• URL: https://github.com/mlcommons/chakra
• Owner: mlcommons
• License: apache-2.0
• Created: 2023-09-06T16:01:27.000Z (almost 3 years ago)
• Default Branch: main
• Last Pushed: 2025-10-23T15:21:31.000Z (8 months ago)
• Last Synced: 2025-10-23T17:30:00.758Z (8 months ago)
• Language: Python
• Homepage: https://mlcommons.org/working-groups/research/chakra/
• Size: 6.8 MB
• Stars: 132
• Watchers: 5
• Forks: 61
• Open Issues: 42
• Metadata Files:
  • Readme: README.md
  • Contributing: CONTRIBUTING.md
  • License: LICENSE.md
  • Codeowners: .github/CODEOWNERS

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README

          
# Chakra

Chakra is an open and interoperable graph-based representation of AI/ML workloads focused on enabling and accelerating AI SW/HW co-design. Chakra execution traces represent key operations, such as compute, memory, and communication, data and control dependencies, timing, and resource constraints.

This is a repository of Chakra schema and a complementary set of tools and capabilities to enable the collection, analysis, generation, and adoption of Chakra execution traces by a broad range of simulators, emulators, and replay tools.

Chakra is under active development as a [MLCommons](https://mlcommons.org/en)® research project. Please see [MLCommons Chakra Working Group](https://mlcommons.org/en/groups/research-chakratracebench/) for more details for participating in this effort.

A detailed description of the original motivation and guiding principles can be found [here](https://arxiv.org/abs/2305.14516). The paper was published prior to Chakra becoming a MLCommons project. Please cite this repository to refer to the latest Chakra schema and tools.

## Installation

Check out [`USER_GUIDE`](USER_GUIDE.md) for details.

## License

Chakra is released under the MIT license. Please see the [`LICENSE.md`](LICENSE.md) file for more information.

## Contributing

We actively welcome your pull requests! Please see [`CONTRIBUTING.md`](CONTRIBUTING.md) for more info.