Communication Optimization of Iterative Sparse Matrix-Vector Multiply on GPUs and FPGAs

Communication Optimization of Iterative Sparse Matrix-Vector Multiply on GPUs and FPGAs

Trading communication with redundant computation can increase the silicon efficiency of FPGAs and GPUs in accelerating communication-bound sparse iterative solvers. While k iterations of the iterative solver can be unrolled to provide O(k) reduction in communication cost, the extent of this unrollin...

Saved in:

書目詳細資料
Main Authors:	Rafique, Abid, Constantinides, George A., Kapre, Nachiket
其他作者:	School of Computer Engineering
格式:	Article
語言:	English
出版:	2015
主題:	Graphics processing units (GPUs) Iterative numerical methods Spare matrix-vector multiply Matrix powers kernel Field programmable gate arrays (FPGAs)
在線閱讀:	https://hdl.handle.net/10356/81168 http://hdl.handle.net/10220/39128
標簽:	添加標簽沒有標簽, 成為第一個標記此記錄!
機構:	Nanyang Technological University
語言:	English

相似書籍

Application composition and communication optimization in iterative solvers using FPGAs
由: Rafique, Abid, et al.
出版: (2013)

Power-efficient mapping of large applications on modern heterogeneous FPGAs
由: Herath, Kalindu, et al.
出版: (2021)

Development of core library modules for virtex-5 FPGA board
由: Arrieta, Alexia Mari P., et al.
出版: (2017)

Query processing on OpenCL-based FPGAs : challenges and opportunities
由: Paul, Johns, et al.
出版: (2020)

An FPGA-based 8-bit 8051 compatible microcontroller
由: Chua, James Earl C., et al.
出版: (2014)

Accelerating sparse matrix-vector multiplication on GPUs using bit-representation-optimized schemes
由: Tang, W.T., et al.
出版: (2014)

On Data Forwarding in Deeply Pipelined Soft Processors
由: Kapre, Nachiket, et al.
出版: (2015)

Performance and wirability driven layout for row-based FPGAs
由: Nag, S, et al.
出版: (2020)

Enhancing performance of Tall-Skinny QR factorization using FPGAs
由: Rafique, Abid, et al.
出版: (2015)

Import multiplier in input - output analysis
由: Bui, Trinh, et al.
出版: (2016)

Hardware Implementation of an Iterative Parallel Scheduler for Optical Interconnection Networks
由: Corvera, Jan Alain, et al.
出版: (2016)

Development of speech activated Servo motor controller in FPGA
由: Marquez, Richard Naje
出版: (2011)

An FPGA based 16-bit RISC microprocessor core architecture
由: Cordero, Sherwin G., et al.
出版: (2006)

Reconfigurable ALU for 16-bit DLX based RISC microprocessor core
由: Cardenas, Pernell, et al.
出版: (2008)

PicoDuo: 8-bit microcontroller development platform implemented on FPGA using IP cores
由: Mallari, Noriel C.
出版: (2024)

Fast neuromimetic object recognition using FPGA outperforms GPU implementations
由: Orchard, G., et al.
出版: (2016)

An FPGA-based tester for PICI6F877A microcontroller
由: Reyes, Carlos Augustine V., et al.
出版: (2008)

The Chebyshev polynomials of a matrix
由: Toh, K.-C., et al.
出版: (2014)

Unleash the System On Chip using FPGAs and Handel C
由: Kamat, Rajanish K., et al.
出版: (2017)

Integrating FPGA design flow in teaching computer architecture in the undergraduate computing engineering curriculum using a scalable computer architecture
由: Llorente, Cesar A.
出版: (2009)

FPGA-based maximum power point tracker control unit
由: Bitanga, Ryan Joseph P.
出版: (2008)

An embedded FPGA-PID controller for low-power servo motor applications
由: Macalino, Jose Ma. Antonio M., et al.
出版: (2007)

Enhanced implementation of a pipelined FFT processor in NI-labVIEW FPGA
由: Bernardo, Neil Irwin M., et al.
出版: (2014)

From potential theory to matrix iterations in six steps
由: Driscoll, T.A., et al.
出版: (2014)

Robust Stability and Performance Analysis for Parameter Dependent Systems using Mixed Multipliers
由: Yang, G.-H., et al.
出版: (2014)

Multi-Task low-rank and sparse matrix recovery for human motion segmentation
由: Wang, X., et al.
出版: (2014)

ON GENERALIZED JACOBI-TYPE AND GAUSS-SEIDEL-TYPE ITERATION METHODS FOR MATRIX EQUATION A X B= C
由: ZHANG KEXIN
出版: (2023)

Asymptotic error bounds for kernel-based Nyström low-rank approximation matrices
由: Chang, L.-B., et al.
出版: (2014)

Parallelizing Sparse Matrix Solve for SPICE Circuit Simulation using FPGAs
由: Kapre, Nachiket, et al.
出版: (2015)

Approximate adder with reduced error
由: Balasubramanian, Padmanabhan, et al.
出版: (2020)

A VHDL implementation of an enhanced reconfigurable arithmetic logic unit implemented in Virtex 4
由: Bravo, Christian Benedict, et al.
出版: (2011)

Field programmable gate array based remote home control using dual tone multi-frequency
由: Carpio, Ryan M., et al.
出版: (2005)

FPGA-based object detection and classification of an image
由: De Leon, Wiljay E., et al.
出版: (2017)

FPGA-based multi-decision level PID controller for boost converter
由: Dumalag, Lawrence R.
出版: (2010)

An FPGA implementation of systolic array for Montgomery multiplication
由: Nazar, Medi A., et al.
出版: (2005)

Bit serial modular multiplication on FPGA
由: Nazar, Medi A., et al.
出版: (2005)

Development of a wideband PLC channel emulator with random noise scenarios
由: Dulay, Ann, et al.
出版: (2018)

FPGA based turbo encoder/decoder using soft output viterbi decoding algorithm
由: Selda, Edison A.
出版: (2005)

ROBUST EUCLIDEAN DISTANCE MATRIX MODELS FOR EUCLIDEAN EMBEDDING PROBLEMS WITH CORRUPTED DATA
由: CHEONG YU JIA
出版: (2018)

Optimizing the parallel computation of linear recurrences using compact matrix representations
由: Nistor, A., et al.
出版: (2013)