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Systematic Design of an Ideal Toolflow for Accelerating Big Data Applications on FPGA Platforms
طراحی سیستماتیک یک گردش ابزار ایده آل برای سرعت بخشیدن به برنامه های کاربردی داده های بزرگ در پلت فرم های FPGA-2018 The tremendous explosion of data has led to the “big
data challenge” in the various domains of the current digital
age including financial analytics, weather forecasting and
bioinformatics. The processing requirements of the voluminous
and complex data sets produced by the current data explosion
are outpacing the computational capacity of traditional
hardware platforms and thus necessitating adoption of high
performance computing architectures such as clusters, cloud
computing and customisable processing hardware such as field
programmable gate arrays. In particular, FPGAs offer
excellent flexibility, massive parallel computational capacity
and good power efficiency which can meet the high processing
demands of big data applications. However, despite their
excellent processing merits, FPGAs are still suffering from low
adoption by designers. Standard FPGA languages and tools are
difficult and exclusive to users with digital hardware design
expertise. Multiple high-level languages and design flows
targeted at different application domains have been developed
to meet the FPGA design challenge. However, there is a lack of
a standardised specification that defines clearly how a highlevel FPGA design flow should be and what it should be
capable of. This paper employs a system engineering approach
to design and prototype an ideal high-level FPGA design
Toolflow for the computational finance domain which utilises a
simple standard software programming language to program
the FPGA. The detailed specification of the ideal high-level
FPGA Toolflow is presented and discussed. Preliminary results
between a purely software design in comparison to a hardware
design generated using the prototyped high-level FPGA
Toolflow are presented.
Keywords: field programmable gate arrays; high-level design; toolflows; big data, system engineering |
مقاله انگلیسی |