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Dev/asolovev add comm profiling #2957

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Alexandr-Solovev
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Description

Add a comprehensive description of proposed changes

List associated issue number(s) if exist(s): #6 (for example)

Documentation PR (if needed): #1340 (for example)

Benchmarks PR (if needed): IntelPython/scikit-learn_bench#155 (for example)


Checklist to comply with before moving PR from draft:

PR completeness and readability

  • I have reviewed my changes thoroughly before submitting this pull request.
  • I have commented my code, particularly in hard-to-understand areas.
  • I have updated the documentation to reflect the changes or created a separate PR with update and provided its number in the description, if necessary.
  • Git commit message contains an appropriate signed-off-by string (see CONTRIBUTING.md for details).
  • I have added a respective label(s) to PR if I have a permission for that.
  • I have resolved any merge conflicts that might occur with the base branch.

Testing

  • I have run it locally and tested the changes extensively.
  • All CI jobs are green or I have provided justification why they aren't.
  • I have extended testing suite if new functionality was introduced in this PR.

Performance

  • I have measured performance for affected algorithms using scikit-learn_bench and provided at least summary table with measured data, if performance change is expected.
  • I have provided justification why performance has changed or why changes are not expected.
  • I have provided justification why quality metrics have changed or why changes are not expected.
  • I have extended benchmarking suite and provided corresponding scikit-learn_bench PR if new measurable functionality was introduced in this PR.

@Alexandr-Solovev
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/intelci: run

@Alexandr-Solovev
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/intelci: run

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