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Peregrine is a workload optimization platform for cloud query engines. The goal of Peregrine is three-fold: 1. make it easier to ingest and analyze query workload telemetry into a common engine-agnostic representation, 2. help developers to quickly build workload optimization applications to reduce overall costs and improve operational efficiency, and 3. providing better experience to the customers in the form of workload insights, actionable recommendations, and self-tuning capabilities.

License: MIT License

Shell 5.98% Python 94.02%
workload-optimization ml-for-systems cloud-data-systems big-data

peregrine's Introduction

Peregrine

Peregrine

Peregrine is a workload optimization platform for self-tuning cloud query engines. Please see the Peregrine paper for more details:

Peregrine: Workload Optimization for Cloud Query Engines. Alekh Jindal, Hiren Patel, Abhishek Roy, Shi Qiao, Zhicheng Yin, Rathijit Sen, Subru Krishnan. Symposium on Cloud Computing (SoCC), 2019.

Currently, we are releasing a dataset simulator for resource allocation in 9,561 production big data pipelines. Stay tuned for more to come.

Contributing

This project welcomes contributions and suggestions. Most contributions require you to agree to a Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com.

When you submit a pull request, a CLA bot will automatically determine whether you need to provide a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions provided by the bot. You will only need to do this once across all repos using our CLA.

This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact [email protected] with any additional questions or comments.

Contact

For enquiries, please contact us.

License

MIT License

peregrine's People

Contributors

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