ACM SIGPLAN Notices · 2004 · 16 citations · 14 references
ComputingComputer EngineeringComputer ScienceCompilersComputer ArchitectureOperating SystemsCache Behavior AnalysisControl-flow AnalysisData-flow AnalysisGarbage CollectionJust-in-time CompilationStatic AnalysisCopying Garbage CollectionGarbage Collection OverheadGarbage Collection Overhead AnalysisHeat Generation DecayMemory Access LocalityObjectsProgram Performance EvaluationSpatial Locality
As improvements in processor speed continue to outpace improvements in cache and memory speed, poor locality increasingly degrades performance. Because copying garbage collectors move objects, they have an opportunity to improve locality. However, no static copying order is guaranteed to match program traversal orders. This paper introduces <i>online object reordering</i> (OOR) which includes a new dynamic, online class analysis for Java that detects program traversal patterns and exploits them in a copying collector. OOR uses run-time method sampling that drives just-in-time (JIT) compilation. For each <i>hot</i> (frequently executed) method, OOR analysis identifies the hot field accesses. At garbage collection time, the OOR collector then copies referents of hot fields together with their parent. Enhancements include static analysis to exclude accesses in cold basic blocks, heuristics that decay heat to respond to phase changes, and a separate space for hot objects. The overhead of OOR is on average negligible and always less than 2% on Java benchmarks in Jikes RVM with MMTk. We compare program performance of OOR to static class-oblivious copying orders (e.g., breadth and depth first). Performance variation due to static orders is often low, but can be up to 25%. In contrast, OOR matches or improves upon the best static order since its history-based copying tunes memory layout to program traversal.
14
Bowen Alpern, C. R. Attanasio, John Barton et al. · IBM Systems Journal · 2000 · 578 citations
Cache-conscious structure layout
Trishul Chilimbi, James R. Larus · 1999 · 337 citations · Full text
David Ungar · 1984 · 298 citations