Phronesis: Efficient performance modeling for high-dimensional configuration tuning

Y Li, BC Lee - ACM Transactions on Architecture and Code …, 2022 - dl.acm.org
We present Phronesis, a learning framework for efficiently modeling the performance of data
analytic workloads as a function of their high-dimensional software configuration …

[PDF][PDF] Phronesis: Efficient Performance Modeling for High-dimensional Configuration Tuning

Y LI, BC LEE - 2022 - seas.upenn.edu
The emergence of distributed computing frameworks, such as Hadoop [27], Spark [2], Flink
[20], and Storm [38], has enabled scalable data storage and processing in datacenters …