Efficient Ops
Jul 17, 2021 · Databases
How AutoTiKV’s Machine Learning Optimizes Beaver Search Engine Performance
This article describes how the Beaver search engine’s many performance‑related configuration parameters can be automatically tuned using machine‑learning techniques from OtterTune and AutoTiKV, detailing the background research, Gaussian Process regression model, Bayesian optimization process, implementation steps, test results, and future improvements.
Bayesian OptimizationBeaverDatabase Performance
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