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SC20 Virtual Platform
JIT’s Complicated: A Comprehensive System for Derived Field Generation
Event Type
Workshop
Registration Categories
W
TimeThursday, 12 November 202012:05pm - 12:30pm EDT
LocationTrack 7
DescriptionDerived field calculations are a vital part of the visualization and analysis workflow. These calculations allow simulation users to create important quantities of interest that are not generated by the simulation, and systems that calculate derived quantities must be flexible enough to accommodate a wide variety of user requests. In situ analysis imposes additional constraints on the system, and derived field calculations must be able to leverage the same resources as the simulation does to minimize the runtime and memory usage. Just-in-time (JIT) compilation defers code creation until runtime, and a JIT based system is capable of fusing a complex expression into a single kernel invocation (i.e., kernel fusion). Without kernel fusion, the system would be forced to evaluate each piece of the expression (e.g., an operator or function call) as a separate kernel invocation, which increases both runtime and memory pressure on the host simulation. In this paper, we present a production-oriented in situ derived field system that leverages JIT compilation to target heterogeneous HPC architectures. Additionally, we explore the runtime costs of using this system to calculate three expressions in three simulation codes.
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