Multi-Level Performance Instrumentation for Kokkos Applications Using TAU

S. Shende, Nicholas Chaimov, A. Malony, N. Imam
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引用次数: 5

Abstract

The TAU Performance System® provides a multi-level instrumentation strategy for instrumentation of Kokkos applications. Kokkos provides a performance portable API for expressing parallelism at the node level. TAU uses the Kokkos profiling system to expose performance factors using user-specified parallel kernel names for lambda functions or C++ functors. It can also use instrumentation at the OpenMP, CUDA, pthread, or other runtime levels to expose the implementation details giving a dual focus of higher-level abstractions as well as low-level execution dynamics. This multi-level instrumentation strategy adopted by TAU can highlight performance problems across multiple layers of the runtime system without modifying the application binary.
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使用TAU的Kokkos应用程序的多级性能仪器
TAU性能系统®为Kokkos应用的仪器仪表提供了多层次的仪器仪表策略。Kokkos提供了一个性能可移植的API,用于在节点级别表达并行性。TAU使用Kokkos分析系统,使用用户指定的lambda函数或c++函子的并行内核名称来暴露性能因素。它还可以在OpenMP、CUDA、pthread或其他运行时级别上使用instrumentation来公开实现细节,从而双重关注高级抽象和低级执行动态。TAU采用的这种多级插装策略可以在不修改应用程序二进制文件的情况下突出运行时系统的多层性能问题。
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CHAMPVis: Comparative Hierarchical Analysis of Microarchitectural Performance Multi-Level Performance Instrumentation for Kokkos Applications Using TAU Performance Analysis of Tile Low-Rank Cholesky Factorization Using PaRSEC Instrumentation Tools [Title page] In Situ Visualization of Performance Metrics in Multiple Domains
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