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gfursin committed Feb 2, 2025
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4 changes: 2 additions & 2 deletions README.md
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Expand Up @@ -64,7 +64,7 @@ see [online catalog at CK playground](https://access.cknowledge.org/playground/?

CM scripts extend the concept of `cmake` with simple Python automations, native scripts
and JSON/YAML meta descriptions. They require Python 3.7+ with minimal dependencies and are
[continuously extended by the community and MLCommons members](https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md)
[continuously extended by the community and MLCommons members](https://github.com/mlcommons/ck/blob/master/CONTRIBUTORS.md)
to run natively on Ubuntu, MacOS, Windows, RHEL, Debian, Amazon Linux
and any other operating system, in a cloud or inside automatically generated containers
while keeping backward compatibility.
Expand Down Expand Up @@ -176,7 +176,7 @@ and to advance its development as a collaborative, community-driven effort.

We thank [MLCommons](https://mlcommons.org), [FlexAI](https://flex.ai)
and [cTuning](https://cTuning.org) for supporting this project,
as well as our dedicated [volunteers and collaborators](https://github.com/mlcommons/ck/blob/master/CONTRIBUTING.md)
as well as our dedicated [volunteers and collaborators](https://github.com/mlcommons/ck/blob/master/CONTRIBUTORS.md)
for their feedback and contributions!

If you found the CM automations helpful, kindly reference this article:
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24 changes: 22 additions & 2 deletions cmx4mlops/README.md
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Expand Up @@ -22,9 +22,10 @@ by `yaml` metadata, enabling the creation of robust and flexible ML workflows.

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

## Maintainer(s)
## Maintainers

* MLCommons
* CM, CM4MLOps and MLPerf automations: MLCommons
* CMX (the next generation of CM): Grigori Fursin

## Author

Expand All @@ -37,6 +38,25 @@ for their invaluable feedback and support!

Check our [ACM REP'23 keynote](https://doi.org/10.5281/zenodo.8105339) and the [white paper](https://arxiv.org/abs/2406.16791).

## Test image classification and MLPerf R-GAT inference benchmark via CMX PYPI package

```bash
pip install cmind
pip install cmx4mlops
cmx run script "python app image-classification onnx" --quiet
cmx run script --tags=run,mlperf,inference,generate-run-cmds,_submission,_short --submitter="MLCommons" --adr.inference-src.tags=_branch.dev --pull_changes=yes --pull_inference_changes=yes --submitter="MLCommons" --hw_name=ubuntu-latest_x86 --model=rgat --implementation=python --backend=pytorch --device=cpu --scenario=Offline --test_query_count=500 --adr.compiler.tags=gcc --category=datacenter --quiet --v --target_qps=1
```

## Test image classification and MLPerf R-GAT inference benchmark via CMX GitHub repo

```bash
pip uninstall cmx4mlops
pip install cmind
cmx pull repo mlcommons@ck --dir=cmx4mlops/cmx4mlops
cmx run script "python app image-classification onnx" --quiet
cmx run script --tags=run,mlperf,inference,generate-run-cmds,_submission,_short --submitter="MLCommons" --adr.inference-src.tags=_branch.dev --pull_changes=yes --pull_inference_changes=yes --submitter="MLCommons" --hw_name=ubuntu-latest_x86 --model=rgat --implementation=python --backend=pytorch --device=cpu --scenario=Offline --test_query_count=500 --adr.compiler.tags=gcc --category=datacenter --quiet --v --target_qps=1
```

## Parent project

Visit the [parent Collective Knowledge project](https://github.com/mlcommons/ck) for further details.
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2 changes: 1 addition & 1 deletion cmx4mlops/cmx4mlops/cmr.yaml
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version: "0.5.1"

author: "Grigori Fursin"
author: "Grigori Fursin and contributors"

install_python_requirements: false

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1 change: 1 addition & 0 deletions cmx4mlperf/README.md
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TBD
1 change: 1 addition & 0 deletions cmx4mlperf/cmx4mlperf/VERSION
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0.5.1
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14 changes: 14 additions & 0 deletions cmx4mlperf/cmx4mlperf/cmr.yaml
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alias: cmx4mlperf
uid: 5c24e5e0ce5a457a

git: true

version: "0.5.1"

author: "Grigori Fursin and contributors"

install_python_requirements: false

min_cm_version: "3.5.3"

prefix: repo

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