Abstract
Many important applications, such as those using sparse data structures, have memory reference patterns that are unknown at compile-time. Prior work has developed run- time reorderings of data and computation that enhance locality in such applications. This paper presents a compile-time framework that allows the explicit composition of run-time data and iteration-reordering transformations. Our framework builds on the iteration-reordering framework of Kelly and Pugh to represent the effects of a given composition. To motivate our extension, we show that new compositions of run-time re-ordering transformations can result in better performance on three benchmarks. We show how to express a number of run-time data and iteration-reordering transformations that focus on improving data locality. We also describe the space of possible run-time reordering transformations and how existing transformations fit within it. Since sparse tiling techniques are included in our framework, they become more generally applicable, both to a larger class of applications, and in their composition with other reordering transformations. Finally, within the presented framework data need be remapped only once at runtime for a given composition thus exhibiting one example of overhead reductions the framework can express.
| Original language | English (US) |
|---|---|
| Pages | 91-102 |
| Number of pages | 12 |
| DOIs | |
| State | Published - 2003 |
| Externally published | Yes |
| Event | ACM SIGPLAN Conference on Programming Language Design and Implementation - San Diego, CA, United States Duration: Jun 9 2003 → Jun 11 2003 |
Conference
| Conference | ACM SIGPLAN Conference on Programming Language Design and Implementation |
|---|---|
| Country/Territory | United States |
| City | San Diego, CA |
| Period | 6/9/03 → 6/11/03 |
Keywords
- Data remapping
- Inspector/executor
- Iteration reordering
- Optimization
- Run-time transformations
- Sparse tiling
ASJC Scopus subject areas
- Software
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