کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
484076 703253 2016 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A Performance Characterization of Streaming Computing on Supercomputers
ترجمه فارسی عنوان
مشخصه عملکرد جریان رایانه در سوپر کامپیوترها
کلمات کلیدی
محاسبات با کارایی بالا، محاسبات جریان برنامه ریزی شده با داده ها، اطلاعات بزرگ
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر علوم کامپیوتر (عمومی)
چکیده انگلیسی

Streaming computing models allow for on-the-fly processing of large data sets. With the in-creased demand for processing large amount of data in a reasonable period of time, streaming models are more and more used on supercomputers to solve data-intensive problems. Because supercomputers have been mainly used for compute-intensive workload, supercomputer performance metrics focus on the number of floating point operations in time and cannot fully characterize a streaming application performance on supercomputers. We introduce the injection and processing rates as the main metrics to characterize the performance of streaming computing on supercomputers. We analyze the dynamics of these quantities in a modified STREAM benchmark developed atop of an MPI streaming library in a series of different configurations. We show that after a brief transient the injection and processing rates converge to sustained rates. We also demonstrate that streaming computing performance strongly depends on the number of connections between data producers and consumers and on the processing task granularity.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Procedia Computer Science - Volume 80, 2016, Pages 98–107
نویسندگان
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