2.4 KiB
[draft] Performance comparison test
This is an experimental mode that compares performance of old and new server side by side. Both servers are run, and the query is executed on one then another, measuring the times. This setup should remove much of the variability present in the current performance tests, which only run the new version and compare with the old results recorded some time in the past.
To interpret the observed results, we build randomization distribution for the observed difference of median times between old and new server, under the null hypothesis that the performance distribution is the same (for the details of the method, see [1]). We consider the observed difference in performance significant, if it is above 5% and above the 95th percentile of the randomization distribution. We also consider the test to be unstable, if the observed difference is less than 5%, but the 95th percentile is above 5% -- this means that we are likely to observe performance differences above 5% more often than in 5% runs, so the test is likely to have false positives.
How to read the report
Should add inline comments there, because who reads the docs anyway. They must be collapsible and I am afraid of Javascript, so I'm going to do it later.
How to run
No convenient way -- run the entire docker container, specifying PR number (0 for master) and SHA of the commit to test:
docker run --network=host --volume=$(pwd)/workspace:/workspace --volume=$(pwd)/output:/output -e PR_TO_TEST={} -e SHA_TO_TEST={} yandex/clickhouse-performance-comparison
Then see the report.html in the output directory.
There are some environment variables that influence what the test does:
-e CHCP_RUNS-- the number of runs;-e CHPC_TEST_GLOB-- the names of the tests (xml files) to run, interpreted as a shell glob.
Re-genarate report with your tweaks
From the workspace directory (extracted test output archive):
stage=report compare.sh
More stages are available, e.g. restart servers or run the tests. See the code.
Run a single test on the already configured servers
docker/test/performance-comparison/perf.py --host localhost --port 9000 --host localhost --port 9000 --runs=1 dbms/tests/performance/logical_functions_small.xml
References
1. Box, Hunter, Hunter "Statictics for exprerimenters", p. 78: "A Randomized Design Used in the Comparison of Standard and Modified Fertilizer Mixtures for Tomato Plants."