In this insideHPC Guide, our friends over at WEKA suggest that when organizations decide to move existing applications or new applications to a GPU-influenced system there are many items to consider, such as assessing the new environment’s required components, implementing a pilot program to learn about the system’s future performance, and considering eventual scaling to production levels.
Simply starting to assemble hardware systems and layering software solutions on top of them without a deep understanding of the desired outcomes or potential bottlenecks may lead to disappointing results. Planning and experimentation are essential parts of implementing a GPU-based system, a process that is ongoing and requires continual evaluation and tuning.
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