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[CI][Bench] Implement exponentially weighted moving average for SYCL nightly regression CI #18766
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uditagarwal97
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Performance of SYCL has regressed a lot recently, causing nightly to fail consistently. However, if nightly is constantly failing, people may start to ignore nightly. #18766 should help with the amount of failures, but I am still figuring out the best parameters to use here, and additionally often times regressions are caused by driver changes, which is out of intel/llvm's control. Thus, for future's sake, it might be best to move benchmarking out of sycl-nightly.yml. This PR moves nightly benchmarking into its own workflow/nightly job, 1hr before sycl-nightly.yml, in order to reduce the amount of failures in sycl nightly.
@intel/llvm-gatekeepers PR is ready for merge, thanks! |
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Median does not respond very fast to changes in performance, and thus is not a suitable metric to be used for regression checking. This PR implements an option to use exponentially weighted moving average instead.
The hope is that this implementation could also be used on CPU instructions retired metric when SYCL compute-benchmark tests start reporting instructions retired; this would create a far more robust metric to use in order to spot regressions.
Note to llvm-reviewers-benchmarking: Observe that changes here are removed from the core benchmarking scripts -- This change should be functionally NFC for the core benchmarking scripts.