Title
High performance embedded domain specific languages
Abstract
Today, all high-performance computer architectures are parallel and heterogeneous; a combination of multiple CPUs, GPUs and specialized processors. This creates a complex programming problem for application developers. Domain-specific languages (DSLs) are a promising solution to this problem because they provide an avenue for application-specific abstractions to be mapped directly to low level architecture-specific programming models providing high programmer productivity and high execution performance. In this talk I will describe our approach to building high performance DSLs, which is based on embedding in Scala, light-wieght modular staging and a DSL infrastructure called Delite. I will describe how we transform impure functional programs into efficient first-order low-level code using domain specific optimization, parallelism optimization, locality optimization, scalar optimization, and architecture-specific code generation. All optimizations and transformations are implemented in an extensible DSL compiler architecture that minimizes the programmer effort required to develop a new DSL.
Year
DOI
Venue
2012
10.1145/2364527.2364548
ICFP
Keywords
Field
DocType
high execution performance,parallelism optimization,extensible dsl compiler architecture,dsl infrastructure,scalar optimization,new dsl,specific language,locality optimization,embedded domain,high programmer productivity,domain specific optimization,high performance dsls,code generation,programming model,domain specific language,functional programming,scala,application development,first order
Domain-specific language,Scala,Programming language,Programmer,Programming paradigm,Computer science,Digital subscriber line,Parallel computing,Compiler,Code generation,Theoretical computer science,Modular design
Conference
Volume
Issue
ISSN
47
9
0362-1340
Citations 
PageRank 
References 
1
0.36
0
Authors
1
Name
Order
Citations
PageRank
Kunle Olukotun14532373.50