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Configuration Optimization Tool for Big Data Systems
Bayesian Optimization for Configuration Optimization (BO4CO) is an auto-tuning algorithm for Big Data applications. Big data applications typically are developed with several technologies (e.g., Apache Storm, Hadoop, Spark, Cassandra) each of which has typically dozens of configurable parameters that should be carefully tuned in order to perform optimally. BO4CO helps end users of big data systems such as data scientists or SMEs to automatically tune the system.
The following figure illustrates components of BO4CO: (i) optimization component, (ii) experimental suite, (iii) and a data broker.
If you notice a bug, want to request a feature, or have a question or feedback, please send an email to the tool maintainer:
Pooyan Jamshidi, Imperial College London, [email protected]
The code is published under the FreeBSD License.