Title :
Matrix-matrix multiplications and fault tolerance on hypercube multiprocessors
Author :
Leu, Yuh-Rong ; Chen, Ing-Yi ; Kuo, Sy-Yen
Author_Institution :
Dept. of Electr. Eng., Nat. Taiwan Univ., Taipei, Taiwan
Abstract :
Several new algorithms for matrix-matrix multiplications on hypercube multiprocessors are presented and evaluated based on the number of multiplications, additions, and transfers. The matrices to be multiplied are uniformly distributed to all processors of a hypercube system. Each processor owns some submatrices which are derived by dividing the source matrices. Each submatrix multiplication can now be performed independently within a processor. All the partial results are then summed up and transferred to a single processor. An orthogonal tree is used for efficient communication. The time complexity is O(log2 p) if p × p processors are used. In addition, the UDD (Uniform Data Distribution) approach is employed when some processors do not work properly and the faulty effects have been detected. Two classes of fault patterns are considered and evaluated
Keywords :
computational complexity; fault tolerant computing; hypercube networks; matrix multiplication; parallel architectures; UDD; fault patterns; fault tolerance; hypercube multiprocessors; matrix-matrix multiplications; orthogonal tree; submatrices; time complexity; uniform data distribution; Councils; Distributed computing; Equations; Fault detection; Fault tolerance; Hypercubes; Out of order; Reflective binary codes;
Conference_Titel :
Application-Specific Array Processors, 1993. Proceedings., International Conference on
Conference_Location :
Venice
Print_ISBN :
0-8186-3492-8
DOI :
10.1109/ASAP.1993.397139