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[ENH]Added benchmarking tool for evaluating multithreading performance #2725

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Summary

This PR adds performance benchmarking tools for evaluating multithreaded estimators in the aeon library.

Changes

  • Added benchmark_multithreading.py to compare single-threaded vs multi-threaded execution.
  • Included speed, memory, and scalability tests.
  • Ensured compatibility with existing aeon estimators.

Related Issue

Resolves #2724

Testing

  • Ran tests locally to verify benchmarking results.
  • Ensured compatibility with existing estimators.

Please review and suggest any improvements. 🚀

@aeon-actions-bot aeon-actions-bot bot added the testing Testing related issue or pull request label Apr 3, 2025
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Thank you for contributing to aeon

I did not find any labels to add based on the title. Please add the [ENH], [MNT], [BUG], [DOC], [REF], [DEP] and/or [GOV] tags to your pull requests titles. For now you can add the labels manually.
I have added the following labels to this PR based on the changes made: [ $\color{#2C2F20}{\textsf{testing}}$ ]. Feel free to change these if they do not properly represent the PR.

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@ShivA-800 ShivA-800 changed the title Added benchmarking tool for evaluating multithreading performance [ENH]Added benchmarking tool for evaluating multithreading performance Apr 3, 2025
@MatthewMiddlehurst
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Hi, thanks for the PR but wont review until out GSoC projects are decided as this falls under one of them. This may close if that project is selected.

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[ENH] Lack of Performance Testing for Multithreaded Estimators
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