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4 changes: 2 additions & 2 deletions COPYRIGHT.txt
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Copyright (c) 2021-2024 MLCommons
Copyright (c) 2021-2024 MLCommons

Grigori Fursin, the cTuning foundation and OctoML donated this project to MLCommons to benefit everyone.
Grigori Fursin, the cTuning foundation and OctoML donated this project to MLCommons to benefit everyone.

Copyright (c) 2014-2021 cTuning foundation
20 changes: 10 additions & 10 deletions README.md
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# MLPerf Automations and Scripts
# MLPerf® Automations and Scripts

[![License](https://img.shields.io/badge/License-Apache%202.0-green)](LICENSE.md)
[![Downloads](https://static.pepy.tech/badge/mlcflow)](https://pepy.tech/project/mlcflow)
[![MLC script automation features test](https://github.com/mlcommons/mlperf-automations/actions/workflows/test-mlc-script-features.yml/badge.svg?cache-bust=1)](https://github.com/mlcommons/mlperf-automations/actions/workflows/test-mlc-script-features.yml)
[![MLPerf Inference ABTF POC Test](https://github.com/mlcommons/mlperf-automations/actions/workflows/test-mlperf-inference-abtf-poc.yml/badge.svg)](https://github.com/mlcommons/mlperf-automations/actions/workflows/test-mlperf-inference-abtf-poc.yml)
[![MLPerf® Inference ABTF POC Test](https://github.com/mlcommons/mlperf-automations/actions/workflows/test-mlperf-inference-abtf-poc.yml/badge.svg)](https://github.com/mlcommons/mlperf-automations/actions/workflows/test-mlperf-inference-abtf-poc.yml)


Welcome to the **MLPerf Automations and Scripts** repository! This repository is your go-to resource for tools, automations, and scripts designed to streamline the execution of **MLPerf benchmarks**—with a strong emphasis on **MLPerf Inference benchmarks**.
Welcome to the **MLPerf® Automations and Scripts** repository! This repository is your go-to resource for tools, automations, and scripts designed to streamline the execution of **MLPerf® benchmarks**—with a strong emphasis on **MLPerf® Inference benchmarks**.

Starting **January 2025**, MLPerf automation scripts is powered by [MLCFlow](https://github.com/mlcommons/mlcflow) automation interface. This new and simplified framework replaces the previous [Collective Mind (CM)](https://github.com/mlcommons/ck/tree/master/cm), providing a more robust, efficient, and self-contained solution for benchmarking workflows, making MLPerf automations independent of any external projects.
Starting **January 2025**, MLPerf® automation scripts is powered by [MLCFlow](https://github.com/mlcommons/mlcflow) automation interface. This new and simplified framework replaces the previous [Collective Mind (CM)](https://github.com/mlcommons/ck/tree/master/cm), providing a more robust, efficient, and self-contained solution for benchmarking workflows, making MLPerf® automations independent of any external projects.


---

## 🚀 Key Features
- **Automated Benchmarking** – Simplifies running MLPerf Inference benchmarks with minimal manual intervention.
- **Automated Benchmarking** – Simplifies running MLPerf® Inference benchmarks with minimal manual intervention.
- **Modular and Extensible** – Easily extend the scripts to support additional benchmarks and configurations.
- **Seamless Integration** – Compatible with Docker, cloud environments, and local machines.

Expand All @@ -32,20 +32,20 @@ At its core, MLCFlow relies on a single powerful automation, the Script, which i
We welcome contributions from the community! To contribute:
1. Submit pull requests (PRs) to the **`dev`** branch.
2. Review our [CONTRIBUTORS.md](here) for guidelines and best practices.
3. Explore more about MLPerf Inference automation in the official [MLPerf Inference Documentation](https://docs.mlcommons.org/inference/).
3. Explore more about MLPerf® Inference automation in the official [MLPerf® Inference Documentation](https://docs.mlcommons.org/inference/).

Your contributions help drive the project forward!


---

## 💬 Join the Discussion
Connect with us on the [MLCommons Benchmark Infra Discord channel](https://discord.gg/T9rHVwQFNX) to engage in discussions about **MLCFlow** and **MLPerf Automations**. We’d love to hear your thoughts, questions, and ideas!
Connect with us on the [MLCommons Benchmark Infra Discord channel](https://discord.gg/T9rHVwQFNX) to engage in discussions about **MLCFlow** and **MLPerf® Automations**. We’d love to hear your thoughts, questions, and ideas!

---

## 📰 Stay Updated
Keep track of the latest development progress and tasks on our [MLPerf Automations Development Board](https://github.com/orgs/mlcommons/projects/50/views/7?sliceBy%5Bvalue%5D=_noValue).
Keep track of the latest development progress and tasks on our [MLPerf® Automations Development Board](https://github.com/orgs/mlcommons/projects/50/views/7?sliceBy%5Bvalue%5D=_noValue).
Stay tuned for exciting updates and announcements!

---
Expand All @@ -61,10 +61,10 @@ This project is made possible through the generous support of:
- [cKnowledge.org](https://cKnowledge.org)
- [cTuning Foundation](https://cTuning.org)
- [GATEOverflow](https://gateoverflow.in)
- [MLCommons](https://mlcommons.org)
- [MLCommons](https://mlcommons.org)

We appreciate their contributions and sponsorship!

---

Thank you for your interest and support in MLPerf Automations and Scripts!
Thank you for your interest and support in MLPerf® Automations and Scripts!
2 changes: 1 addition & 1 deletion automation/script/README.md
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<img src="https://github.com/mlcommons/cm4mlops/raw/mlperf-inference/automation/script/assets/scripts-workflow.png" width="248">


&copy; 2022-25 [MLCommons](https://mlcommons.org)<br>
&copy; 2022-25 [MLCommons](https://mlcommons.org)<br>
2 changes: 1 addition & 1 deletion script/activate-python-venv/COPYRIGHT.md
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# Copyright Notice

© 2022-2025 MLCommons. All Rights Reserved.
© 2022-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2023-2025 MLCommons. All Rights Reserved.
© 2023-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2022-2025 MLCommons. All Rights Reserved.
© 2022-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2023-2025 MLCommons. All Rights Reserved.
© 2023-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2022-2025 MLCommons. All Rights Reserved.
© 2022-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2022-2025 MLCommons. All Rights Reserved.
© 2022-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2022-2025 MLCommons. All Rights Reserved.
© 2022-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2022-2025 MLCommons. All Rights Reserved.
© 2022-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2024-2025 MLCommons. All Rights Reserved.
© 2024-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2024-2025 MLCommons. All Rights Reserved.
© 2024-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2024-2025 MLCommons. All Rights Reserved.
© 2024-2025 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.
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.

Copyright (c) 2014-2021 cTuning foundation

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# Copyright Notice

© 2024-2025 MLCommons. All Rights Reserved.
© 2024-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2024-2025 MLCommons. All Rights Reserved.
© 2024-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2024-2025 MLCommons. All Rights Reserved.
© 2024-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2024-2025 MLCommons. All Rights Reserved.
© 2024-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2023-2025 MLCommons. All Rights Reserved.
© 2023-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2024-2025 MLCommons. All Rights Reserved.
© 2024-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# MLPerf Inference Benchmarking on AWS dl2q.24xlarge instance using 8 QAIC Cloud AI 100
# MLPerf® Inference Benchmarking on AWS dl2q.24xlarge instance using 8 QAIC Cloud AI 100

`dl2q.24xlarge` instance is available in `us-west-2d` and it has 96 vCPUs and 768 GB of memory.

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# Copyright Notice

© 2024-2025 MLCommons. All Rights Reserved.
© 2024-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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2 changes: 1 addition & 1 deletion script/app-mlperf-inference/COPYRIGHT.md
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# Copyright Notice

© 2022-2025 MLCommons. All Rights Reserved.
© 2022-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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Expand Up @@ -40,8 +40,8 @@ mlcr app,vision,language,mlcommons,mlperf,inference,generic

| Name | Description | Choices | Default |
|------|-------------|---------|------|
| `--scenario` | MLPerf inference scenario | ['Offline', 'Server', 'SingleStream', 'MultiStream'] | `Offline` |
| `--mode` | MLPerf inference mode | ['performance', 'accuracy'] | `accuracy` |
| `--scenario` | MLPerf® inference scenario | ['Offline', 'Server', 'SingleStream', 'MultiStream'] | `Offline` |
| `--mode` | MLPerf® inference mode | ['performance', 'accuracy'] | `accuracy` |
| `--test_query_count` | Specifies the number of samples to be processed during a test run | | `10` |
| `--target_qps` | Target QPS | | `` |
| `--target_latency` | Target Latency | | `` |
Expand All @@ -55,11 +55,11 @@ mlcr app,vision,language,mlcommons,mlperf,inference,generic
| `--adr.python.version_min` | Minimal Python version | | `3.8` |
| `--adr.python.version` | Force Python version (must have all system deps) | | `` |
| `--adr.compiler.tags` | Compiler for loadgen | | `gcc` |
| `--adr.inference-src-loadgen.env.MLC_GIT_URL` | Git URL for MLPerf inference sources to build LoadGen (to enable non-reference implementations) | | `` |
| `--adr.inference-src.env.MLC_GIT_URL` | Git URL for MLPerf inference sources to run benchmarks (to enable non-reference implementations) | | `` |
| `--adr.inference-src-loadgen.env.MLC_GIT_URL` | Git URL for MLPerf® inference sources to build LoadGen (to enable non-reference implementations) | | `` |
| `--adr.inference-src.env.MLC_GIT_URL` | Git URL for MLPerf® inference sources to run benchmarks (to enable non-reference implementations) | | `` |
| `--quiet` | Quiet run (select default values for all questions) | | `False` |
| `--readme` | Generate README with the reproducibility report | | `` |
| `--debug` | Debug MLPerf script | | `` |
| `--debug` | Debug MLPerf® script | | `` |
| `--count` | | | `` |
| `--docker` | | | `` |
| `--imagenet_path` | | | `` |
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# Copyright Notice

© 2023-2025 MLCommons. All Rights Reserved.
© 2023-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2023-2025 MLCommons. All Rights Reserved.
© 2023-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2024-2025 MLCommons. All Rights Reserved.
© 2024-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2024-2025 MLCommons. All Rights Reserved.
© 2024-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2024-2025 MLCommons. All Rights Reserved.
© 2024-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2023-2025 MLCommons. All Rights Reserved.
© 2023-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2022-2025 MLCommons. All Rights Reserved.
© 2022-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2022-2025 MLCommons. All Rights Reserved.
© 2022-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2022-2025 MLCommons. All Rights Reserved.
© 2022-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2023-2025 MLCommons. All Rights Reserved.
© 2023-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2023-2025 MLCommons. All Rights Reserved.
© 2023-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2024-2025 MLCommons. All Rights Reserved.
© 2024-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2023-2025 MLCommons. All Rights Reserved.
© 2023-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2022-2025 MLCommons. All Rights Reserved.
© 2022-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2023-2025 MLCommons. All Rights Reserved.
© 2023-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2023-2025 MLCommons. All Rights Reserved.
© 2023-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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# Copyright Notice

© 2024-2025 MLCommons. All Rights Reserved.
© 2024-2025 MLCommons. All Rights Reserved.

This file is licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with the License. A copy of the License can be obtained at:

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