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10 changes: 1 addition & 9 deletions CONTRIBUTING.md
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## Contributing

The best way to contribute to the MLCommons is to get involved with one of our many project communities. You find more information about getting involved with MLCommons [here](https://mlcommons.org/en/get-involved/#getting-started).

Generally we encourage people to become a MLCommons member if they wish to contribute to MLCommons projects, but outside pull requests are very welcome too.

To get started contributing code, you or your organization needs to sign the MLCommons CLA found at the [MLC policies page](https://mlcommons.org/en/policies/). Once you or your organization has signed the corporate CLA, please fill out this [CLA sign up form](https://forms.gle/Ew1KkBVpyeJDuRw67) form to get your specific GitHub handle authorized so that you can start contributing code under the proper license.

MLCommons project work is tracked with issue trackers and pull requests. Modify the project in your own fork and issue a pull request once you want other developers to take a look at what you have done and discuss the proposed changes. Ensure that cla-bot and other checks pass for your Pull requests.
https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
5 changes: 5 additions & 0 deletions COPYRIGHT.md
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# Copyright Notice

© 2022-2025 MLCommons. All Rights Reserved.

Grigori Fursin, the cTuning foundation and OctoML donated the CK and CM projects to MLCommons to benefit everyone and continue development as a community effort.
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127 changes: 127 additions & 0 deletions HISTORY.md
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This document narrates the history of the creation and design of CM, CM4MLOps and MLPerf automations (also known as CK2)
by [Grigori Fursin](https://cKnowledge.org/gfursin). It also highlights the donation of this open-source technology to MLCommons,
aimed at benefiting the broader community and fostering its ongoing development as a collaborative, community-driven initiative:

* Jan 28, 2021: After delivering an invited ACM TechTalk'21 about the Collective Knowledge framework (CK1)
and reproducibility initiatives for conferences, as well as CK-MLOps and MLPerf automations,
Grigori received useful feedback and suggestions for improvements to workflow automations:
https://learning.acm.org/techtalks/reproducibility.

Following this, Grigori began prototyping CK2 (later CM) to streamline CK1, CK-MLOps and MLPerf benchmarking.
The goal was to dramatically simplify CK1 workflows by introducing just a few core and portable automations,
which eventually evolved into `CM script` and `CM cache`.

At that time, the cTuning foundation hosted CK1 and all the prototypes for the CM framework at https://github.com/ctuning/ck:
[ref1](https://github.com/mlcommons/ck/commit/9e57934f4999db23052531e92160772ab831463a),
[ref2](https://github.com/mlcommons/ck/tree/9e57934f4999db23052531e92160772ab831463a),
[ref3](https://github.com/mlcommons/ck/tree/9e57934f4999db23052531e92160772ab831463a/incubator).

* Sep 23, 2021: donated CK1, CK-MLOps, MLPerf automations and early prototypes of CM from the cTuning repository to MLCommons:
[ref1](https://web.archive.org/web/20240803140223/https://octo.ai/blog/octoml-joins-the-community-effort-to-democratize-mlperf-inference-benchmarking),
[ref2](https://github.com/mlcommons/ck/tree/228f80b0bf44610c8244ff0c3f6bec5bbd25aa6c/incubator),
[ref3](https://github.com/mlcommons/ck/tree/695c3843fd8121bbdde6c453cd6ec9503986b0c6?tab=readme-ov-file#author-and-coordinator),
[ref4](https://github.com/mlcommons/ck/tree/master/ck),
[ref5](https://github.com/mlcommons/ck-mlops).

Prepared MLCommons proposal for the creation of the [MLCommons Task Force on Automation and Reproducibility](https://github.com/mlcommons/ck/blob/master/docs/taskforce.md),
aimed at fostering community-driven support for CK and CM developments to benefit everyone.

* Jan, 2022: hired Arjun Suresh at OctoML to support and maintain CK1 framework and help prepare OctoML's MLPerf submissions using CK1.
Meanwhile, transitioned to focusing on CM and CM-MLOps development, building upon the prototypes created in 2021.

* Mar 1, 2022: started developing cm-mlops: [ref](https://github.com/octoml/cm-mlops/commit/0ae94736a420dfa84f7417fc62d323303b8760c6).

* Mar 24, 2022: after successfully stabilizing the initial prototype of CM, donated it to MLCommons to benefit the entire community:
[ref1](https://github.com/mlcommons/ck/tree/c7918ad544f26b6c499c2fc9c07431a9640fca5a/ck2),
[ref2](https://github.com/mlcommons/ck/tree/c7918ad544f26b6c499c2fc9c07431a9640fca5a/ck2#coordinators),
[ref3](https://github.com/mlcommons/ck/commit/3c146cb3c75a015363f7a96758adf6dcc43032d6),
[ref4](https://github.com/mlcommons/ck/commit/3c146cb3c75a015363f7a96758adf6dcc43032d6#diff-d97f0f6f5a32f16d6ed18b9600ffc650f7b25512685f7a2373436c492c6b52b3R48).

* Apr 6, 2022: started transitioning previous MLOps and MLPerf automations from the mlcommons/ck-mlops format
to the new CM format using the cm-mlops repository (will be later renamed to cm4mlops):
[ref1](https://github.com/octoml/cm-mlops/commit/d1efdc30fb535ce144020d4e88f3ed768c933176),
[ref2](https://github.com/octoml/cm-mlops/blob/d1efdc30fb535ce144020d4e88f3ed768c933176/CONTRIBUTIONS).

* Apr 22, 2022: began architecting "Intelligent Components" in the CM-MLOps repository,
which will be renamed to `CM Script` at a later stage:
[ref1](https://github.com/octoml/cm-mlops/commit/b335c609c47d2c547afe174d9df232652d57f4f8),
[ref2](https://github.com/octoml/cm-mlops/tree/b335c609c47d2c547afe174d9df232652d57f4f8),
[ref3](https://github.com/octoml/cm-mlops/blob/b335c609c47d2c547afe174d9df232652d57f4f8/CONTRIBUTIONS).

At the same time, prototyped other core CM automations, including IC, Docker, and Experiment:
[ref1](https://github.com/octoml/cm-mlops/tree/b335c609c47d2c547afe174d9df232652d57f4f8/automation),
[ref2](https://github.com/mlcommons/ck/commits/master/?before=7f66e2438bfe21b4ce2d08326a5168bb9e3132f6+7001).

* Apr 28, 2022: donated CM-MLOps to MLCommons, which was later renamed to CM4MLOps:
[ref](https://github.com/mlcommons/ck/commit/456e4861056c0e39c4d689c03da91f90a44be058).

* May 9, 2022: developed the initial set of core IC automations for MLOps (aka CM scripts):
[ref1](https://github.com/octoml/cm-mlops/commit/4a4a027f4088ce7e7abcec29c39d98981bf09d4c),
[ref2](https://github.com/octoml/cm-mlops/tree/4a4a027f4088ce7e7abcec29c39d98981bf09d4c),
[ref3](https://github.com/octoml/cm-mlops/blob/7692240becd6397a96c3975388913ea082002e7a/CONTRIBUTIONS).

* May 11, 2022: After successfully prototyping CM and CM-MLOps, deprecated the CK1 framework in favor of CM.
Transferred Arjun Suresh to the CM project as a maintainer and tester for CM and CM-MLOps:
[ref](https://github.com/octoml/cm-mlops/blob/17405833665bc1e93820f9ff76deb28a0f543bdb/CONTRIBUTIONS).

Created a [file](https://github.com/mlcommons/ck/blob/master/cm-mlops/CHANGES.md)
to document and track our public developments at MLCommons.

* Jun 8, 2022: renamed the 'IC' automation to the more intuitive 'CM script' automation.
[ref1](https://github.com/mlcommons/ck/tree/5ca4e2c33e58a660ac20a545d8aa5143ab6e8e81/cm-devops/automation/script),
[ref2](https://github.com/mlcommons/ck/tree/5ca4e2c33e58a660ac20a545d8aa5143ab6e8e81),
[ref3](https://github.com/octoml/cm-mlops/commit/7910fb7ffc62a617d987d2f887d6f9981ff80187).

* Jun 16, 2022: prototyped the `CM cache` automation to facilitate caching and reuse of the outputs from CM scripts:
[ref1](https://github.com/mlcommons/ck/commit/1f81aae8cebd5567ec4ca55f693beaf32b49fb48),
[ref2](https://github.com/mlcommons/ck/tree/1f81aae8cebd5567ec4ca55f693beaf32b49fb48),
[ref3](https://github.com/mlcommons/ck/tree/1f81aae8cebd5567ec4ca55f693beaf32b49fb48?tab=readme-ov-file#contacts).

* Sep 6, 2022: delivered CM demo to run MLPerf while deprecating CK1 automations for MLPerf:
[ref1](https://github.com/mlcommons/ck/commit/2c5d5c5c944ae5f252113c62af457c7a4c5e877a#diff-faac2c4ecfd0bfb928dafc938d3dad5651762fbb504a2544752a337294ee2573R224),
[ref2](https://github.com/mlcommons/ck/blob/2c5d5c5c944ae5f252113c62af457c7a4c5e877a/CONTRIBUTING.md#author-and-coordinator).

Welcomed Arjun Suresh as a contributor to CM automations for MLPerf: [ref](https://github.com/mlcommons/ck/blob/2c5d5c5c944ae5f252113c62af457c7a4c5e877a/CONTRIBUTING.md#contributors-in-alphabetical-order).

* From September 2022: coordinated community development of CM and CM4MLOps
to [modularize and automate MLPerf benchmarks](https://docs.mlcommons.org/inference)
and support [reproducibility initiatives at ML and Systems conferences](https://cTuning.or/ae)
through the [MLCommons Task Force on Automation and Reproducibility](https://github.com/mlcommons/ck/blob/master/docs/taskforce.md).

* Directed and financed the creation of (CM) automations to streamline the MLPerf power measurement processes.

* Proposed to use MLPerf benchmarks for the Student Cluster Competition, led the developments
and prepared a tutorial to run MLPerf inference at SCC'22 via CM: [ref](https://github.com/mlcommons/ck/blob/master/docs/tutorials/sc22-scc-mlperf.md)

* April 2023: departed OctoML to focus on the development of the [CK playground](https://access.cKnowledge.org) and CM automations
to make Mlperf accessible to everyone. Hired Arjun Suresh to help with developments.

* Initiated and funded development of the [MLPerf explorer](https://github.com/ctuning/q2a-mlperf-visualizer)
to improve visualization of results

* August 2023: organized the 1st mass-scale MLPerf community submission of 12217 inference benchmark v3.1 results
out of total 13351 results (including 90% of all power results) across diverse models, software and hardware
from different vendors via [open challenges](https://access.cknowledge.org/playground/?action=challenges) funded by cTuning.org :
[LinkedIn article](https://www.linkedin.com/pulse/new-milestone-make-mlperf-benchmarks-accessible-everyone-fursin/)
with results visualized by the [MLPerf explorer](https://github.com/ctuning/q2a-mlperf-visualizer),
[CM4MLOps challenges at GitHub](https://github.com/mlcommons/cm4mlops/tree/main/challenge).

* February, 2024: proposed to use CM to automate [MLPerf automotive benchmark (ABTF)](https://mlcommons.org/working-groups/benchmarks/automotive/).

* moved my prototypes of the CM automation for ABTF to cm4abtf repo: [ref](https://github.com/mlcommons/cm4abtf/commit/f92b9f464de89a38a4bde149290dede2d94c8631)
* led further CM4ABTF developments funded by cTuning.org.

* Starting in April 2024, began the gradual transfer of ongoing maintenance and enhancement
responsibilities for CM and CM4MLOps, including MLPerf automations, to MLCommons.
Welcomed Anandhu Sooraj as a maintainer and contributor to CM4MLOps with MLPerf automations.

* Took a break from all development activities.

* July 2024: started prototyping the next generation of CM (CMX and CMX4MLOps) with simpler interfaces
based on user feedback while maintaining backward compatibility.

* 2025: continue developing CMX and CMX4MLOPs to make it easier to run and customize MLPerf inference, training
and other benchmarks across diverse models, datasets, software and hardware.

For more details, please refer to the [white paper](https://arxiv.org/abs/2406.16791)
and the [ACM REP'23 keynote](https://doi.org/10.5281/zenodo.8105339).
23 changes: 19 additions & 4 deletions README.md
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Expand Up @@ -31,14 +31,24 @@ The `mlperf-branch` of the **cm4mlops** repository is dedicated to developments
Please submit any pull requests (PRs) to this branch. For more information about using CM for MLPerf Inference,
refer to the [MLPerf Inference Documentation](https://docs.mlcommons.org/inference/).

## News

* [Ongoing Discussions](https://github.com/mlcommons/cm4mlops/discussions)

## License

[Apache 2.0](LICENSE.md)

## Copyright

© 2022-2025 MLCommons. All Rights Reserved.

Grigori Fursin, the cTuning foundation and OctoML donated the CK and CM projects to MLCommons to benefit everyone and encourage collaborative development.

## Maintainer(s)

* MLCommons

## CM author

[Grigori Fursin](https://cKnowledge.org/gfursin)

## CM concepts

Check our [ACM REP'23 keynote](https://doi.org/10.5281/zenodo.8105339) and the [white paper](https://arxiv.org/abs/2406.16791).
Expand All @@ -50,3 +60,8 @@ Arjun Suresh, Anandhu Sooraj, Grigori Fursin
## Parent project

Visit the [parent Collective Knowledge project](https://github.com/mlcommons/ck) for further details.

## Citing this project

If you found the CM automations helpful, kindly reference this article:
[ [ArXiv](https://arxiv.org/abs/2406.16791) ]
3 changes: 3 additions & 0 deletions automation/COPYRIGHT.md
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© 2022-2025 MLCommons. All Rights Reserved.

Grigori Fursin, the cTuning foundation and OctoML donated the CK and CM projects to MLCommons to benefit everyone and continue development as a community effort.
3 changes: 3 additions & 0 deletions automation/cache/COPYRIGHT.md
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© 2022-2025 MLCommons. All Rights Reserved.

Grigori Fursin, the cTuning foundation and OctoML donated the CK and CM projects to MLCommons to benefit everyone and continue development as a community effort.
13 changes: 13 additions & 0 deletions automation/cache/module.py
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# Author: Grigori Fursin
# Contributors: Arjun Suresh, Anandhu Sooraj
#
# Copyright: https://github.com/mlcommons/ck/blob/master/cm-mlops/COPYRIGHT.md
# License: https://github.com/mlcommons/ck/blob/master/cm-mlops/LICENSE.md
#
# White paper: https://arxiv.org/abs/2406.16791
# History: https://github.com/mlcommons/ck/blob/master/HISTORY.CM.md
# Original repository: https://github.com/mlcommons/ck/tree/master/cm-mlops
#
# CK and CM project contributors: https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
#

import os

from cmind.automation import Automation
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13 changes: 13 additions & 0 deletions automation/cache/module_misc.py
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# Author: Grigori Fursin
# Contributors: https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
#
# Copyright: https://github.com/mlcommons/ck/blob/master/cm-mlops/COPYRIGHT.md
# License: https://github.com/mlcommons/ck/blob/master/cm-mlops/LICENSE.md
#
# White paper: https://arxiv.org/abs/2406.16791
# History: https://github.com/mlcommons/ck/blob/master/HISTORY.CM.md
# Original repository: https://github.com/mlcommons/ck/tree/master/cm-mlops
#
# CK and CM project contributors: https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
#

import os
from cmind import utils

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© 2022-2025 MLCommons. All Rights Reserved.

Grigori Fursin, the cTuning foundation and OctoML donated the CK and CM projects to MLCommons to benefit everyone and continue development as a community effort.
13 changes: 12 additions & 1 deletion automation/cfg/module.py
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# Universal cfg for CM automations
#
# Written by Grigori Fursin
# Author: Grigori Fursin
# Contributors: https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
#
# Copyright: https://github.com/mlcommons/ck/blob/master/cm-mlops/COPYRIGHT.md
# License: https://github.com/mlcommons/ck/blob/master/cm-mlops/LICENSE.md
#
# White paper: https://arxiv.org/abs/2406.16791
# History: https://github.com/mlcommons/ck/blob/master/HISTORY.CM.md
# Original repository: https://github.com/mlcommons/ck/tree/master/cm-mlops
#
# CK and CM project contributors: https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
#

import os

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© 2022-2025 MLCommons. All Rights Reserved.

Grigori Fursin, the cTuning foundation and OctoML donated the CK and CM projects to MLCommons to benefit everyone and continue development as a community effort.
13 changes: 13 additions & 0 deletions automation/challenge/module.py
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# Author: Grigori Fursin
# Contributors: https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
#
# Copyright: https://github.com/mlcommons/ck/blob/master/cm-mlops/COPYRIGHT.md
# License: https://github.com/mlcommons/ck/blob/master/cm-mlops/LICENSE.md
#
# White paper: https://arxiv.org/abs/2406.16791
# History: https://github.com/mlcommons/ck/blob/master/HISTORY.CM.md
# Original repository: https://github.com/mlcommons/ck/tree/master/cm-mlops
#
# CK and CM project contributors: https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
#

import os

from cmind.automation import Automation
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© 2022-2025 MLCommons. All Rights Reserved.

Grigori Fursin, the cTuning foundation and OctoML donated the CK and CM projects to MLCommons to benefit everyone and continue development as a community effort.
13 changes: 13 additions & 0 deletions automation/contributor/module.py
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# Author: Grigori Fursin
# Contributors: https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
#
# Copyright: https://github.com/mlcommons/ck/blob/master/cm-mlops/COPYRIGHT.md
# License: https://github.com/mlcommons/ck/blob/master/cm-mlops/LICENSE.md
#
# White paper: https://arxiv.org/abs/2406.16791
# History: https://github.com/mlcommons/ck/blob/master/HISTORY.CM.md
# Original repository: https://github.com/mlcommons/ck/tree/master/cm-mlops
#
# CK and CM project contributors: https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
#

import os

from cmind.automation import Automation
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3 changes: 3 additions & 0 deletions automation/data/COPYRIGHT.md
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© 2022-2025 MLCommons. All Rights Reserved.

Grigori Fursin, the cTuning foundation and OctoML donated the CK and CM projects to MLCommons to benefit everyone and continue development as a community effort.
13 changes: 13 additions & 0 deletions automation/data/module.py
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# Author: Grigori Fursin
# Contributors: https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
#
# Copyright: https://github.com/mlcommons/ck/blob/master/cm-mlops/COPYRIGHT.md
# License: https://github.com/mlcommons/ck/blob/master/cm-mlops/LICENSE.md
#
# White paper: https://arxiv.org/abs/2406.16791
# History: https://github.com/mlcommons/ck/blob/master/HISTORY.CM.md
# Original repository: https://github.com/mlcommons/ck/tree/master/cm-mlops
#
# CK and CM project contributors: https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
#

import os

from cmind.automation import Automation
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© 2022-2025 MLCommons. All Rights Reserved.

Grigori Fursin, the cTuning foundation and OctoML donated the CK and CM projects to MLCommons to benefit everyone and continue development as a community effort.
13 changes: 13 additions & 0 deletions automation/docker/module.py
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# Author: Grigori Fursin
# Contributors: https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
#
# Copyright: https://github.com/mlcommons/ck/blob/master/cm-mlops/COPYRIGHT.md
# License: https://github.com/mlcommons/ck/blob/master/cm-mlops/LICENSE.md
#
# White paper: https://arxiv.org/abs/2406.16791
# History: https://github.com/mlcommons/ck/blob/master/HISTORY.CM.md
# Original repository: https://github.com/mlcommons/ck/tree/master/cm-mlops
#
# CK and CM project contributors: https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
#

import os

from cmind.automation import Automation
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3 changes: 3 additions & 0 deletions automation/docs/COPYRIGHT.md
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© 2022-2025 MLCommons. All Rights Reserved.

Grigori Fursin, the cTuning foundation and OctoML donated the CK and CM projects to MLCommons to benefit everyone and continue development as a community effort.
13 changes: 13 additions & 0 deletions automation/docs/module.py
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# Author: Grigori Fursin
# Contributors: https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
#
# Copyright: https://github.com/mlcommons/ck/blob/master/cm-mlops/COPYRIGHT.md
# License: https://github.com/mlcommons/ck/blob/master/cm-mlops/LICENSE.md
#
# White paper: https://arxiv.org/abs/2406.16791
# History: https://github.com/mlcommons/ck/blob/master/HISTORY.CM.md
# Original repository: https://github.com/mlcommons/ck/tree/master/cm-mlops
#
# CK and CM project contributors: https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md
#

import os

from cmind.automation import Automation
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3 changes: 3 additions & 0 deletions automation/experiment/COPYRIGHT.md
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© 2022-2025 MLCommons. All Rights Reserved.

Grigori Fursin, the cTuning foundation and OctoML donated the CK and CM projects to MLCommons to benefit everyone and continue development as a community effort.
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