Proceedings of the ACM SIGPLAN workshop on Dynamic and adaptive compilation and optimization - DYNAMO '00

2000 ◽  
Keyword(s):  
Adaptive Compilation

scholarly journals Mapping Computations in Heterogeneous Multicore Systems with Statistical Regression on Program Inputs

2021 ◽  
Vol 20 (6) ◽  
pp. 1-35
Author(s):  
Junio Cezar Ribeiro Da Silva ◽  
Lorena Leão ◽  
Vinicius Petrucci ◽  
Abdoulaye Gamatié ◽  
Fernando Magno Quintão Pereira
Keyword(s):  
Linear Regression ◽  
Heterogeneous System ◽  
Multivariate Linear Regression ◽  
Statistical Regression ◽  
Efficient Tool ◽  
Heterogeneous Multicore ◽  
Heterogeneous Architectures ◽  
Java Bytecode ◽  
Hardware Configuration ◽  
Adaptive Compilation

A hardware configuration is a set of processors and their frequency levels in a multicore heterogeneous system. This article presents a compiler-based technique to match functions with hardware configurations. Such a technique consists of using multivariate linear regression to associate function arguments with particular hardware configurations. By showing that this classification space tends to be convex in practice, this article demonstrates that linear regression is not only an efficient tool to map computations to heterogeneous hardware, but also an effective one. To demonstrate the viability of multivariate linear regression as a way to perform adaptive compilation for heterogeneous architectures, we have implemented our ideas onto the Soot Java bytecode analyzer. Code that we produce can predict the best configuration for a large class of Java and Scala benchmarks running on an Odroid XU4 big.LITTLE board; hence, outperforming prior techniques such as ARM’s GTS and CHOAMP, a recently released static program scheduler.

A Hybrid Framework to Accelerate Adaptive Compilation Systems

2014 ◽  
pp. 139-144
Author(s):  
Gabriel Krisman Bertazi ◽  
Anderson Faustino da Silva ◽  
Edson Borin
Keyword(s):  
Hybrid Framework ◽  
Adaptive Compilation

scholarly journals Flextream: Adaptive Compilation of Streaming Applications for Heterogeneous Architectures

2009 ◽  
Author(s):  
Amir H. Hormati ◽  
Yoonseo Choi ◽  
Manjunath Kudlur ◽  
Rodric Rabbah ◽  
Trevor Mudge ◽  
...  
Keyword(s):  
Streaming Applications ◽  
Heterogeneous Architectures ◽  
Adaptive Compilation

scholarly journals Investigating Adaptive Compilation Using the Mipspro Compiler

2005 ◽  
Vol 19 (4) ◽  
pp. 423-431 ◽  
Author(s):  
Keith D. Cooper ◽  
Todd Waterman
Keyword(s):  
Adaptive Compilation
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