High-Level Parallel Programming of Computation-Intensive Algorithms on Fine-Grained Architecture
2009 (English)Independent thesis Advanced level (degree of Master (One Year))
Student thesis
Abstract [en]
Computation-intensive algorithms require a high level of parallelism and programmability, which
make them good candidate for hardware acceleration using fine-grained processor arrays. Using
Hardware Description Language (HDL), it is very difficult to design and manage fine-grained
processing units and therefore High-Level Language (HLL) is a preferred alternative.
This thesis analyzes HLL programming of fine-grained architecture in terms of achieved
performance and resource consumption. In a case study, highly computation-intensive algorithms
(interpolation kernels) are implemented on fine-grained architecture (FPGA) using a high-level
language (Mitrion-C). Mitrion Virtual Processor (MVP) is extracted as an application-specific
fine-grain processor array, and the Mitrion development environment translates high-level design
to hardware description (HDL).
Performance requirements, parallelism possibilities/limitations and resource requirement for
parallelism vary from algorithm to algorithm as well as by hardware platform. By considering
parallelism at different levels, we can adjust the parallelism according to available hardware
resources and can achieve better adjustment of different tradeoffs like gates-performance and
memory-performance tradeoffs. This thesis proposes different design approaches to adjust
parallelism at different design levels. For interpolation kernels, different parallelism levels and
design variants are proposed, which can be mixed to get a well-tuned application and resource
specific design.
Place, publisher, year, edition, pages
Högskolan i Halmstad/Sektionen för Informationsvetenskap, Data- och Elektroteknik (IDE) , 2009.
Keywords [en]
Parallel computing, FPGA, Mitrion, Computation-intensive, HDL, Mitrionics, Mitrion C, Fine grained, Interpolation Kernels, High level programming, Embedded Systems, Accelerator, HPC, Supercomputing, Cray, XD1
Identifiers
URN: urn:nbn:se:hh:diva-2620Local ID: 2082/3022OAI: oai:DiVA.org:hh-2620DiVA, id: diva2:239838
Uppsok
Technology
2009-06-242009-06-242009-06-24