FPGA enabled heterogeneous system simulation for early design space exploration
| Ano de defesa: | 2021 |
|---|---|
| Autor(a) principal: | |
| Orientador(a): | |
| Banca de defesa: | |
| Tipo de documento: | Tese |
| Tipo de acesso: | Acesso aberto |
| Idioma: | por |
| Instituição de defesa: |
Universidade Federal de Pelotas
|
| Programa de Pós-Graduação: |
Programa de Pós-Graduação em Computação
|
| Departamento: |
Centro de Desenvolvimento Tecnológico
|
| País: |
Brasil
|
| Palavras-chave em Português: | |
| Área do conhecimento CNPq: | |
| Link de acesso: | http://guaiaca.ufpel.edu.br/handle/prefix/7720 |
Resumo: | Heterogeneous systems architectures usually include processing elements such as Central Processing Units and General Purpose Graphics Processing Units, frequently enabling optimization opportunities in terms of execution time, consumed energy, resource utilization, and throughput. In turn, the heterogeneity brings a series of new design challenges when compared to homogeneous systems. An even more challenging scenario appears when such heterogeneous systems feature hardware acceleration through dynamic and partial FPGA (Field Programmable Gate Array) reconfiguration. This work presents a Modeling and Simulation infrastructure for early Design Space Exploration (DSE) of heterogeneous systems by comprising a methodology to create high-level models of the system and a simulator complying with those models. A designer can partition an FPGA into Partially Reconfigurable Regions (PRRs) that can pass through a Dynamic and Partial Reconfiguration (DPR) during runtime. Considering those aspects, the modeling methodology contains the flow and automatic hardware generation to annotate our simulation models. FEHetSS is an FPGA-Enabled Heterogeneous System Simulator aiming to provide support for decision making in early design phases. We describe FEHetSS presenting its structure, models, and simulation flow. FEHetSS considers the tasks’ latencies even those related to reconfiguration, also estimating the processing elements’ power and resource utilization. Based on case studies, we demonstrate the methodology and FEHetSS’s potentialities. First, we model heterogeneous systems and use FEHetSS as a tool to evaluate single-points in early DSE. Second, we conceive distinct hardware design (e.g., pipelining and parallelism) models for an application kernel and utilize FEHetSS as a tool to assist designers considering a holistic system perspective. Third, we restrict a couple of design spaces applying FEHetSS to perform exhaustive exploration. Last, we prepare a DSE environment integrating an optimization heuristic and FEHetSS, performing simulations based on exploration parameters. Case studies’ results and analysis demonstrate the infrastructure features in the modeling and simulation of FPGA-enabled heterogeneous systems. |
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2021-06-18T22:18:30Z2021-06-18T22:18:30Z2021-03-15BETEMPS, Carlos Michel. FPGA-Enabled Heterogeneous System Simulation for Early Design Space Exploration. Advisor: Bruno Zatt. 2021. 156 f. Thesis (Doctorate in Computer Science) – Technology Development Center, Federal University of Pelotas, Pelotas, 2021.http://guaiaca.ufpel.edu.br/handle/prefix/7720Heterogeneous systems architectures usually include processing elements such as Central Processing Units and General Purpose Graphics Processing Units, frequently enabling optimization opportunities in terms of execution time, consumed energy, resource utilization, and throughput. In turn, the heterogeneity brings a series of new design challenges when compared to homogeneous systems. An even more challenging scenario appears when such heterogeneous systems feature hardware acceleration through dynamic and partial FPGA (Field Programmable Gate Array) reconfiguration. This work presents a Modeling and Simulation infrastructure for early Design Space Exploration (DSE) of heterogeneous systems by comprising a methodology to create high-level models of the system and a simulator complying with those models. A designer can partition an FPGA into Partially Reconfigurable Regions (PRRs) that can pass through a Dynamic and Partial Reconfiguration (DPR) during runtime. Considering those aspects, the modeling methodology contains the flow and automatic hardware generation to annotate our simulation models. FEHetSS is an FPGA-Enabled Heterogeneous System Simulator aiming to provide support for decision making in early design phases. We describe FEHetSS presenting its structure, models, and simulation flow. FEHetSS considers the tasks’ latencies even those related to reconfiguration, also estimating the processing elements’ power and resource utilization. Based on case studies, we demonstrate the methodology and FEHetSS’s potentialities. First, we model heterogeneous systems and use FEHetSS as a tool to evaluate single-points in early DSE. Second, we conceive distinct hardware design (e.g., pipelining and parallelism) models for an application kernel and utilize FEHetSS as a tool to assist designers considering a holistic system perspective. Third, we restrict a couple of design spaces applying FEHetSS to perform exhaustive exploration. Last, we prepare a DSE environment integrating an optimization heuristic and FEHetSS, performing simulations based on exploration parameters. Case studies’ results and analysis demonstrate the infrastructure features in the modeling and simulation of FPGA-enabled heterogeneous systems.Arquiteturas de Sistemas Heterogêneos usualmente incluem CPUs e GPUs como elementos de processamento habilitando oportunidades de otimização no tempo de execução, energia consumida, utilização de recursos e desempenho. Em comparação ao projeto de sistemas homogêneos, novos desafios surgem com a heterogeneidade, sendo estes potencializados pela inclusão de aceleradores de hardware como FPGAs. Este trabalho apresenta uma infraestrutura de Modelagem e Simulação em alto nível para a Exploração Precoce do Espaço de Projeto de sistemas heterogêneos habilitados para incluir dispositivos FPGA. Tais dispositivos podem ser particionados em Regiões Parcialmente Reconfiguráveis (PRR) que, por sua vez, podem passar por Reconfiguração Dinâmica e Parcial (DPR). Considerando esses aspectos, a metodologia inclui o fluxo de modelagem e a geração automática de hardware necessários às anotações dos modelos de simulação. FEHetSS é um simulador de sistemas heterogêneos habilitado para FPGAs que fornece suporte à tomada de decisão em estágios iniciais de projeto, sendo este detalhado em relação a sua estrutura, modelos e fluxo de simulação. Nas simulações são consideradas as latências das tarefas de aplicação e aquelas referentes às reconfigurações, assim como o consumo energético e utilização de recursos do sistema. Estudos de caso demonstram as capacidades da infraestrutura. Primeiro, foram criados modelos de sistemas heterogêneos para simulação via FEHetSS atuando como uma ferramenta de avaliação na exploração precoce do espaço de projeto. Segundo, foram concebidos diferentes modelos de hardware para o kernel de uma aplicação exemplo, sendo estes submetidos ao FEHetSS para a avaliação do projeto em uma perspectiva holística do sistema. Terceiro, foram definidos parâmetros de busca restringindo o espaço de projeto para exploração exaustiva com FEHetSS. Por último, FEHetSS foi integrado em um ambiente gerenciado por heurística de otimização visando a exploração baseada em parâmetros do espaço de projeto. Os resultados e respectivas análises demonstraram as potencialidades da infraestrutura na modelagem e simulação de sistemas heterogêneos habilitados para FPGAs dinamicamente reconfiguráveis e particionados em PRRs.Sem bolsaporUniversidade Federal de PelotasPrograma de Pós-Graduação em ComputaçãoUFPelBrasilCentro de Desenvolvimento TecnológicoCNPQ::CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAOComputaçãoHeterogeneous system simulatorFPGA simulationEarly design space explorationDynamic and partial reconfigurationPartially reconfigurable regionsSimulador de sistemas heterogêneosSimulação FPGAAntecipada exploração do espaço de projetoReconfiguração dinâmica e parcialRegiões parcialmente reconfiguráveisFPGA enabled heterogeneous system simulation for early design space explorationSimulação de Sistemas Heterogêneos Habilitados para FPGA visando Exploração Precoce do Espaço de Projetoinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesishttp://lattes.cnpq.br/5787714367560837http://lattes.cnpq.br/8251926321102019Palomino, Daniel Munarihttp://lattes.cnpq.br/3163503973303585Porto, Marcelo Schiavonhttp://lattes.cnpq.br/5741927083446578Zatt, BrunoBetemps, Carlos Michelinfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFPel - Guaiacainstname:Universidade Federal de Pelotas (UFPEL)instacron:UFPELTEXTTese_Carlos_Michel_Betemps.pdf.txtTese_Carlos_Michel_Betemps.pdf.txtExtracted texttext/plain341724http://guaiaca.ufpel.edu.br/xmlui/bitstream/prefix/7720/6/Tese_Carlos_Michel_Betemps.pdf.txtaa4cf6b048290767b98fcc66853dcfafMD56open accessTHUMBNAILTese_Carlos_Michel_Betemps.pdf.jpgTese_Carlos_Michel_Betemps.pdf.jpgGenerated Thumbnailimage/jpeg1226http://guaiaca.ufpel.edu.br/xmlui/bitstream/prefix/7720/7/Tese_Carlos_Michel_Betemps.pdf.jpgabf90101d81e831b935c1fbbe9e36e2fMD57open accessORIGINALTese_Carlos_Michel_Betemps.pdfTese_Carlos_Michel_Betemps.pdfapplication/pdf23844829http://guaiaca.ufpel.edu.br/xmlui/bitstream/prefix/7720/1/Tese_Carlos_Michel_Betemps.pdf821818663ae6cb1eb06fc7726814a308MD51open accessCC-LICENSElicense_urllicense_urltext/plain; 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| dc.title.pt_BR.fl_str_mv |
FPGA enabled heterogeneous system simulation for early design space exploration |
| dc.title.alternative.pt_BR.fl_str_mv |
Simulação de Sistemas Heterogêneos Habilitados para FPGA visando Exploração Precoce do Espaço de Projeto |
| title |
FPGA enabled heterogeneous system simulation for early design space exploration |
| spellingShingle |
FPGA enabled heterogeneous system simulation for early design space exploration Betemps, Carlos Michel CNPQ::CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO Computação Heterogeneous system simulator FPGA simulation Early design space exploration Dynamic and partial reconfiguration Partially reconfigurable regions Simulador de sistemas heterogêneos Simulação FPGA Antecipada exploração do espaço de projeto Reconfiguração dinâmica e parcial Regiões parcialmente reconfiguráveis |
| title_short |
FPGA enabled heterogeneous system simulation for early design space exploration |
| title_full |
FPGA enabled heterogeneous system simulation for early design space exploration |
| title_fullStr |
FPGA enabled heterogeneous system simulation for early design space exploration |
| title_full_unstemmed |
FPGA enabled heterogeneous system simulation for early design space exploration |
| title_sort |
FPGA enabled heterogeneous system simulation for early design space exploration |
| author |
Betemps, Carlos Michel |
| author_facet |
Betemps, Carlos Michel |
| author_role |
author |
| dc.contributor.authorLattes.pt_BR.fl_str_mv |
http://lattes.cnpq.br/5787714367560837 |
| dc.contributor.advisorLattes.pt_BR.fl_str_mv |
http://lattes.cnpq.br/8251926321102019 |
| dc.contributor.advisor-co1.fl_str_mv |
Palomino, Daniel Munari |
| dc.contributor.advisor-co1Lattes.fl_str_mv |
http://lattes.cnpq.br/3163503973303585 |
| dc.contributor.advisor-co2.fl_str_mv |
Porto, Marcelo Schiavon |
| dc.contributor.advisor-co2Lattes.fl_str_mv |
http://lattes.cnpq.br/5741927083446578 |
| dc.contributor.advisor1.fl_str_mv |
Zatt, Bruno |
| dc.contributor.author.fl_str_mv |
Betemps, Carlos Michel |
| contributor_str_mv |
Palomino, Daniel Munari Porto, Marcelo Schiavon Zatt, Bruno |
| dc.subject.cnpq.fl_str_mv |
CNPQ::CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO |
| topic |
CNPQ::CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO Computação Heterogeneous system simulator FPGA simulation Early design space exploration Dynamic and partial reconfiguration Partially reconfigurable regions Simulador de sistemas heterogêneos Simulação FPGA Antecipada exploração do espaço de projeto Reconfiguração dinâmica e parcial Regiões parcialmente reconfiguráveis |
| dc.subject.por.fl_str_mv |
Computação Heterogeneous system simulator FPGA simulation Early design space exploration Dynamic and partial reconfiguration Partially reconfigurable regions Simulador de sistemas heterogêneos Simulação FPGA Antecipada exploração do espaço de projeto Reconfiguração dinâmica e parcial Regiões parcialmente reconfiguráveis |
| description |
Heterogeneous systems architectures usually include processing elements such as Central Processing Units and General Purpose Graphics Processing Units, frequently enabling optimization opportunities in terms of execution time, consumed energy, resource utilization, and throughput. In turn, the heterogeneity brings a series of new design challenges when compared to homogeneous systems. An even more challenging scenario appears when such heterogeneous systems feature hardware acceleration through dynamic and partial FPGA (Field Programmable Gate Array) reconfiguration. This work presents a Modeling and Simulation infrastructure for early Design Space Exploration (DSE) of heterogeneous systems by comprising a methodology to create high-level models of the system and a simulator complying with those models. A designer can partition an FPGA into Partially Reconfigurable Regions (PRRs) that can pass through a Dynamic and Partial Reconfiguration (DPR) during runtime. Considering those aspects, the modeling methodology contains the flow and automatic hardware generation to annotate our simulation models. FEHetSS is an FPGA-Enabled Heterogeneous System Simulator aiming to provide support for decision making in early design phases. We describe FEHetSS presenting its structure, models, and simulation flow. FEHetSS considers the tasks’ latencies even those related to reconfiguration, also estimating the processing elements’ power and resource utilization. Based on case studies, we demonstrate the methodology and FEHetSS’s potentialities. First, we model heterogeneous systems and use FEHetSS as a tool to evaluate single-points in early DSE. Second, we conceive distinct hardware design (e.g., pipelining and parallelism) models for an application kernel and utilize FEHetSS as a tool to assist designers considering a holistic system perspective. Third, we restrict a couple of design spaces applying FEHetSS to perform exhaustive exploration. Last, we prepare a DSE environment integrating an optimization heuristic and FEHetSS, performing simulations based on exploration parameters. Case studies’ results and analysis demonstrate the infrastructure features in the modeling and simulation of FPGA-enabled heterogeneous systems. |
| publishDate |
2021 |
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2021-06-18T22:18:30Z |
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2021-06-18T22:18:30Z |
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2021-03-15 |
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info:eu-repo/semantics/doctoralThesis |
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publishedVersion |
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BETEMPS, Carlos Michel. FPGA-Enabled Heterogeneous System Simulation for Early Design Space Exploration. Advisor: Bruno Zatt. 2021. 156 f. Thesis (Doctorate in Computer Science) – Technology Development Center, Federal University of Pelotas, Pelotas, 2021. |
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http://guaiaca.ufpel.edu.br/handle/prefix/7720 |
| identifier_str_mv |
BETEMPS, Carlos Michel. FPGA-Enabled Heterogeneous System Simulation for Early Design Space Exploration. Advisor: Bruno Zatt. 2021. 156 f. Thesis (Doctorate in Computer Science) – Technology Development Center, Federal University of Pelotas, Pelotas, 2021. |
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Universidade Federal de Pelotas |
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Programa de Pós-Graduação em Computação |
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UFPel |
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Brasil |
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Centro de Desenvolvimento Tecnológico |
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Universidade Federal de Pelotas |
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