Add runner benchmark

[noklam]

Description

Dev Notes:

• Rename benchmarks due to name clash with pyarrow: Unexpected benchmark module get installed with arrow apache/arrow#44398
• Add runner tests for peak memory, memory and time
• For time, each runner get a specific workload (IO/compute bound)

QA notes

pip install asv or pip install -e ".[benchmark]"
asv run --quick

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Checklist

• Read the contributing guidelines
• Signed off each commit with a Developer Certificate of Origin (DCO)
• Opened this PR as a 'Draft Pull Request' if it is work-in-progress
• Updated the documentation to reflect the code changes
• Added a description of this change in the RELEASE.md file
• Added tests to cover my changes
• Checked if this change will affect Kedro-Viz, and if so, communicated that with the Viz team

[noklam]

============================================================Done============================================================
{'SequentialRunner': 7.8415021896362305, 'ThreadRunner': 7.56311297416687, 'ParallelRunner': 3.4262261390686035}

At the moment I only running test for a compute-bound workload, the result is expected only ParallelRunner should speed things up. I run into issue sometimes with dataset already registered error. I think it's likely related to: #4191

@ElenaKhaustova any thought? Should I focus on testing only the KedroDataCatalog instead?

[noklam]

The reason to do this is multiprocessing breaks imports. Without this I get a benchmarks module is not found error.

To make sure this always in sys.path, I add this into part of the installation step. Other suggestions are welcomed.

I have tried PYTHONPATH as well but it doesn't seem to work as new process doesn't inherit it.

[noklam]

Need to revert before merge.

[merelcht]

The tests look good! I'm getting the same failure with ThreadRunner you mentioned. Do we have an idea on how hard it is to fix the bug in the DataCatalog? I think we should fix it, while KedroDataCatalog is still experimental