Purity: An Integrated, Fine-Grain, Data-Centric, Communication Profiler for the Chapel Language

摘要

We present Purity, a configurable, data-centric, communication profiler for the Chapel language that analyzes memory and communication access patterns in a multi-node PGAS environment. By integrating Purity into the compiler and runtime framework of Chapel we can instrument Chapel programs to capture memory and communication operations and produce both online and fine-grain post execution reporting. Our profiler is equipped with a sampling mechanism for reducing overhead, handles complex data structures, and generates detailed execution profiles that map data motion to the variable, field, loop, and node levels for both distributed and non-distributed instantiations. In a case study, Purity provided valuable insight into task and data locality which allowed us to develop a programmatic solution for reducing nearly 90% of remote operations in SSCA#2.