Add kueue performance test job with TAS

[ASverdlov]

MR adds new performance test jobs with TopologyAwareScheduling:

• pull-kueue-test-scheduling-perf-with-tas-main
• pull-kueue-test-scheduling-perf-with-tas-release-0-15
• pull-kueue-test-scheduling-perf-with-tas-release-0-16

Don't merge before kubernetes-sigs/kueue#8917 is merged (and cherry-picked to 0.15, 0.16).

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[kshalot]

@mimowo @ASverdlov

I assume we'll want to establish a proper baseline using the first couple of runs of this job, so I'm wondering whether we'll break our CI if the initial thresholds in kubernetes-sigs/kueue#8917 are misconfigured.

Should we temporarily make this job optional or maybe make the thresholds very lenient initially?

[mimowo]

That is a valid concern, merging a PR which fails on every second build will not be good. The strategy we took with the baseline tests was:

1. we run the CI a couple of times on Github to determine the mean and std dev, rather than from local machine
2. we set the thresholds rather conservative, we want to detect bigger regressions, not 1% slow down due to a new feature. I assume the same level of tolerance should be used, like 20% or so from the mean.