DocumentCode
505979
Title
Multi-level tiling: M for the price of one
Author
Kim, DaeGon ; Renganarayanan, Lakshminarayanan ; Rostron, Dave ; Rajopadhye, Sanjay ; Strout, Michelle Mills
Author_Institution
Colorado State University, Fort Collins, Colorado
fYear
2007
fDate
10-16 Nov. 2007
Firstpage
1
Lastpage
12
Abstract
Tiling is a widely used loop transformation for exposing/exploiting parallelism and data locality. High-performance implementations use multiple levels of tiling to exploit the hierarchy of parallelism and cache/register locality. Efficient generation of multi-level tiled code is essential for effective use of multi-level tiling. Parameterized tiled code, where tile sizes are not fixed but left as symbolic parameters can enable several dynamic and run-time optimizations. Previous solutions to multi-level tiled loop generation are limited to the case where tile sizes are fixed at compile time. We present an algorithm that can generate multi-level parameterized tiled loops at the same cost as generating single-level tiled loops. The efficiency of our method is demonstrated on several benchmarks. We also present a method-useful in register tiling-for separating partial and full tiles at any arbitrary level of tiling. The code generator we have implemented is available as an open source tool.
Keywords
Computer languages; Computer science; Costs; Milling machines; Parallel processing; Permission; Program processors; Registers; Runtime; Tiles; data locality; multi-level tiling; parallelism; parameterized code generation;
fLanguage
English
Publisher
ieee
Conference_Titel
Supercomputing, 2007. SC '07. Proceedings of the 2007 ACM/IEEE Conference on
Conference_Location
Reno, NV, USA
Print_ISBN
978-1-59593-764-3
Electronic_ISBN
978-1-59593-764-3
Type
conf
DOI
10.1145/1362622.1362691
Filename
5348810
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