An approach for code generation in the Sparse Polyhedral Framework

•Sparse Polyhedral Framework(SPF) to specify loop transformations for irregular codes.•We describe a code generator prototype built on SPF.•We present experimental results comparing generated code against hand-coded. Applications that manipulate sparse data structures contain memory reference patter...

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Veröffentlicht in:Parallel computing 2016-04, Vol.53 (C), p.32-57
Hauptverfasser: Strout, Michelle Mills, LaMielle, Alan, Carter, Larry, Ferrante, Jeanne, Kreaseck, Barbara, Olschanowsky, Catherine
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Sprache:eng
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Zusammenfassung:•Sparse Polyhedral Framework(SPF) to specify loop transformations for irregular codes.•We describe a code generator prototype built on SPF.•We present experimental results comparing generated code against hand-coded. Applications that manipulate sparse data structures contain memory reference patterns that are unknown at compile time due to indirect accesses such as A[B[i]]. To exploit parallelism and improve locality in such applications, prior work has developed a number of Run-Time Reordering Transformations (RTRTs). This paper presents the Sparse Polyhedral Framework (SPF) for specifying RTRTs and compositions thereof and algorithms for automatically generating efficient inspector and executor code to implement such transformations. Experimental results indicate that the performance of automatically generated inspectors and executors competes with the performance of hand-written ones when further optimization is done.
ISSN:0167-8191
1872-7336
DOI:10.1016/j.parco.2016.02.004