Title :
Loop optimization for aggregate array computations
Author :
Liu, Yanhong A. ; Stoller, Scott D.
Author_Institution :
Dept. of Comput. Sci., Indiana Univ., Bloomington, IN, USA
Abstract :
An aggregate array computation is a loop that computes accumulated quantities over array elements. Such computations are common in programs that use arrays, and the array elements involved in such computations often overlap, especially across iterations of loops, resulting in significant redundancy in the overall computation. The paper presents a method and algorithms that eliminate such overlapping aggregate array redundancies and shows both analytical and experimental performance improvements. The method is based on incrementalization, i.e., updating the values of aggregate array computations from iteration to iteration rather than computing them from scratch in each iteration. This involves maintaining additional information not maintained in the original program. The authors reduce various analysis problems to solving inequality constraints on loop variables and array subscripts, and they apply results from work on array data dependence analysis. Incrementalizing aggregate array computations produces drastic program speedup compared to previous optimizations. Previous methods for loop optimizations of arrays do not perform incrementalization, and previous techniques for loop incrementalization do not handle arrays
Keywords :
optimisation; optimising compilers; redundancy; subroutines; accumulated quantity computation; aggregate array computations; algorithms; array data dependence analysis; array element; array subscripts; incrementalization; inequality constraints; loop iteration; loop optimization; loop variables; performance improvements; program speedup; redundancy; Aggregates; Algorithm design and analysis; Computer science; Data analysis; Image processing; Optimization methods; Optimizing compilers; Performance analysis; Pixel; Program processors;
Conference_Titel :
Computer Languages, 1998. Proceedings. 1998 International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
0-8186-8454-2
DOI :
10.1109/ICCL.1998.674176