Title :
Cache conscious Walsh-Hadamard transform
Author :
Park, Neungsoo ; Prasanna, Viktor K.
Author_Institution :
Dept. of Electr. Eng. Syst., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
The Walsh-Hadamard Transform (WHT) is an important algorithm in signal processing because of its simplicity. However, in computing large size WHT, non-unit stride access results in poor cache performance leading to severe degradation in performance. This poor cache performance is also a critical problem in achieving high performance in other large size signal transforms. We develop a cache friendly technique that improves the performance of large size WHT. In our approach, data reorganization is performed between computation stages to reduce cache pollution. Furthermore, we develop an efficient search algorithm to determine the optimal factorization tree based upon problem size and stride access in the decomposition. Experimental results show that our approach achieves up to 180% performance improvement over the state of the art package on Alpha 21264 and MIPS R10000. In addition, the proposed optimization is applicable to other signal transforms and is portable across various platforms
Keywords :
Hadamard transforms; cache storage; signal processing; software architecture; software packages; Alpha 21264; MIPS R10000; cache conscious Walsh-Hadamard transform; cache performance; cache pollution; cache-friendly technique; data reorganization; optimal factorization tree; problem size; search algorithm; signal processing; stride access; Codes; Degradation; Fast Fourier transforms; Packaging; Pollution; Signal processing algorithms; Software algorithms; Software architecture; Software packages; Tree data structures;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
Print_ISBN :
0-7803-7041-4
DOI :
10.1109/ICASSP.2001.941140