Výsledky vyhledávání - "Randy Renfu Huang"

Application of convolutional neural networks on Intel® Xeon® processor with integrated FPGA

Autor: Enno Luebbers, Kevin Nealis, Randy Renfu Huang, Philip Colangelo, Martin Margala

Publikováno v: HPEC

Intel®'s Xeon® processor with integrated FPGA is a new research platform that provides all the capabilities of a Broadwell Xeon Processor with the added functionality of an Arria 10 FPGA in the same package. In this paper, we present an implementat

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::f8baa1729ca43eb6d67cfdb886c940d0
https://doi.org/10.1109/hpec.2017.8091025

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Fine-Grained Acceleration of Binary Neural Networks Using Intel® Xeon® Processor with Integrated FPGA

Autor: Enno Luebbers, Martin Margala, Philip Colangelo, Kevin Nealis, Randy Renfu Huang

Publikováno v: FCCM

Binary weighted networks (BWN) for imageclassification reduce computation for convolutional neuralnetworks (CNN) from multiply-adds to accumulates with littleto no accuracy loss. Hardware architectures such as FPGA cantake full advantage of BWN compu

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::b55dedca4b42264c778d50b92d24d43f
https://doi.org/10.1109/fccm.2017.46

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Can FPGAs Beat GPUs in Accelerating Next-Generation Deep Neural Networks?

Autor: Eriko Nurvitadhi, Jaewoong Sim, Suchit Subhaschandra, Krishnan Srivatsan, Ganesh Venkatesh, Yeong Tat Liew, Debbie Marr, Duncan J. M. Moss, Randy Renfu Huang, Jason Ong Gee Hock, Guy Boudoukh

Publikováno v: FPGA

Current-generation Deep Neural Networks (DNNs), such as AlexNet and VGG, rely heavily on dense floating-point matrix multiplication (GEMM), which maps well to GPUs (regular parallelism, high TFLOP/s). Because of this, GPUs are widely used for acceler

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::2c1b38fb3f3e8c4ba896caf728db4ec1
https://doi.org/10.1145/3020078.3021740

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Dissecting Xeon + FPGA

Autor: Randy Renfu Huang, Herman Schmit

Publikováno v: ISLPED

Intel's Xeon roadmap includes package-integrated FPGAs in every new generation. In this talk, we will dissect why this is such a powerful combination at this time of great change in datacenter workloads. We will show how power savings within the CPU

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::55c115a73b60c97c6ac81b7ba2a3c6a9
https://doi.org/10.1145/2934583.2953983

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