Parallel generation of inverted files for distributed text collections

被引:6
|
作者
Ribeiro-Neto, BA [1 ]
Kitajima, JP [1 ]
Navarro, G [1 ]
Ana, CRGS [1 ]
Ziviani, N [1 ]
机构
[1] Univ Fed Minas Gerais, Dept Comp Sci, Belo Horizonte, MG, Brazil
关键词
D O I
10.1109/SCCC.1998.730794
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We present a scalable algorithm for the parallel computation of inverted files for large text collections. The algorithm takes into account an environment of a high bandwidth network of workstations with a shared-nothing memory organization. The text collection is assumed to be evenly distributed among the disks of the various workstations. Compression is used to save space in main memory (where inverted lists are kept) and to save time when data have to be moved across the network. The algorithm average running cost is O(t/p) where t is the size of the whole text collection and p is the number of available processors. We implemented our algorithm and drew experimental results. In a 100 Mbits/s switched Ethernet network with 4 PentiumPro 200 megahertz, 128 megabytes RAM on each processor we were able to invert 2 gigabytes of TREC documents in IS minutes. Further we also proposed an analytical model for the algorithm execution time.
引用
收藏
页码:149 / 157
页数:5
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