A third-generation SELF implementation: reconciling responsiveness with performance
OOPSLA '94 Proceedings of the ninth annual conference on Object-oriented programming systems, language, and applications
Practicing JUDO: Java under dynamic optimizations
PLDI '00 Proceedings of the ACM SIGPLAN 2000 conference on Programming language design and implementation
Overcoming the challenges to feedback-directed optimization (Keynote Talk)
DYNAMO '00 Proceedings of the ACM SIGPLAN workshop on Dynamic and adaptive compilation and optimization
Adaptive optimization in the Jalapeño JVM
OOPSLA '00 Proceedings of the 15th ACM SIGPLAN conference on Object-oriented programming, systems, languages, and applications
Quicksilver: a quasi-static compiler for Java
OOPSLA '00 Proceedings of the 15th ACM SIGPLAN conference on Object-oriented programming, systems, languages, and applications
Using annotations to reduce dynamic optimization time
Proceedings of the ACM SIGPLAN 2001 conference on Programming language design and implementation
A dynamic optimization framework for a Java just-in-time compiler
OOPSLA '01 Proceedings of the 16th ACM SIGPLAN conference on Object-oriented programming, systems, languages, and applications
Online feedback-directed optimization of Java
OOPSLA '02 Proceedings of the 17th ACM SIGPLAN conference on Object-oriented programming, systems, languages, and applications
Design, implementation and evaluation of adaptive recompilation with on-stack replacement
Proceedings of the international symposium on Code generation and optimization: feedback-directed and runtime optimization
SABER: smart analysis based error reduction
ISSTA '04 Proceedings of the 2004 ACM SIGSOFT international symposium on Software testing and analysis
Jazzing up JVMs with off-line profile data: does it pay?
ACM SIGPLAN Notices
JavaTM just-in-time compiler and virtual machine improvements for server and middleware applications
VM'04 Proceedings of the 3rd conference on Virtual Machine Research And Technology Symposium - Volume 3
The java hotspotTM server compiler
JVM'01 Proceedings of the 2001 Symposium on JavaTM Virtual Machine Research and Technology Symposium - Volume 1
Fast and efficient partial code reordering: taking advantage of dynamic recompilatior
Proceedings of the 5th international symposium on Memory management
Clustering the heap in multi-threaded applications for improved garbage collection
Proceedings of the 8th annual conference on Genetic and evolutionary computation
A machine code model for efficient advice dispatch
Proceedings of the 1st workshop on Virtual machines and intermediate languages for emerging modularization mechanisms
Java client ahead-of-time compiler for embedded systems
Proceedings of the 2007 ACM SIGPLAN/SIGBED conference on Languages, compilers, and tools for embedded systems
Phase-based adaptive recompilation in a JVM
Proceedings of the 6th annual IEEE/ACM international symposium on Code generation and optimization
Contention-aware scheduler: unlocking execution parallelism in multithreaded java programs
Proceedings of the 23rd ACM SIGPLAN conference on Object-oriented programming systems languages and applications
HiPEAC '09 Proceedings of the 4th International Conference on High Performance Embedded Architectures and Compilers
Convergent Compilation Applied to Loop Unrolling
Transactions on High-Performance Embedded Architectures and Compilers I
Client ahead-of-time compiler for embedded Java platforms
Software—Practice & Experience
Influence of program inputs on the selection of garbage collectors
Proceedings of the 2009 ACM SIGPLAN/SIGOPS international conference on Virtual execution environments
Cross-Input Learning and Discriminative Prediction in Evolvable Virtual Machines
Proceedings of the 7th annual IEEE/ACM International Symposium on Code Generation and Optimization
The study and handling of program inputs in the selection of garbage collectors
ACM SIGOPS Operating Systems Review
Exploiting statistical correlations for proactive prediction of program behaviors
Proceedings of the 8th annual IEEE/ACM international symposium on Code generation and optimization
Evaluating iterative optimization across 1000 datasets
PLDI '10 Proceedings of the 2010 ACM SIGPLAN conference on Programming language design and implementation
An input-centric paradigm for program dynamic optimizations
Proceedings of the ACM international conference on Object oriented programming systems languages and applications
Collective optimization: A practical collaborative approach
ACM Transactions on Architecture and Code Optimization (TACO)
A step towards transparent integration of input-consciousness into dynamic program optimizations
Proceedings of the 2011 ACM international conference on Object oriented programming systems languages and applications
Proceedings of the 19th international conference on Architectural support for programming languages and operating systems
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Virtual machines for languages such as the Java programming language make extensive use of online profiling and dynamic optimization to improve program performance. But despite the important role that profiling plays in achieving high performance, current virtual machines discard a program's profile data at the end of execution, wasting the opportunity to use past knowledge to improve future performance. In this paper, we present a fully automated architecture for exploiting cross-run profile data in virtual machines. Our work addresses a number of challenges that previously limited the practicality of such an approach.We apply this architecture to address the problem of selective optimization, and describe our implementation in IBM's J9 Java virtual machine. Our results demonstrate substantial performance improvements on a broad suite of Java programs, with the average performance ranging from 8.8% -- 16.6% depending on the execution scenario.