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doctoral thesis

Lightweight Modular Staging and Embedded Compilers : Abstraction without Regret for High-Level High-Performance Programming

Rompf, Tiark  
2012

Programs expressed in a high-level programming language need to be translated to a low-level machine dialect for execution. This translation is usually accomplished by a compiler, which is able to translate any legal program to equivalent low-level code. But for individual source programs, automatic translation does not always deliver good results: Software engineering practice demands generalization and abstraction, whereas high performance demands specialization and concretization. These goals are at odds, and compilers can only rarely translate expressive high-level programs tomodern hardware platforms in a way that makes best use of the available resources. Explicit program generation is a promising alternative to fully automatic translation. Instead of writing down the program and relying on a compiler for translation, developers write a program generator, which produces a specialized, efficient, low-level program as its output. However, developing high-quality program generators requires a very large effort that is often hard to amortize. In this thesis, we propose a hybrid design: Integrate compilers into programs so that programs can take control of the translation process, but rely on libraries of common compiler functionality for help. We present Lightweight Modular Staging (LMS), a generative programming approach that lowers the development effort significantly. LMS combines program generator logic with the generated code in a single program, using only types to distinguish the two stages of execution. Through extensive use of component technology, LMS makes a reusable and extensible compiler framework available at the library level, allowing programmers to tightly integrate domain-specific abstractions and optimizations into the generation process, with common generic optimizations provided by the framework. Compared to previous work on programgeneration, a key aspect of our design is the use of staging not only as a front-end, but also as a way to implement internal compiler passes and optimizations, many of which can be combined into powerful joint simplification passes. LMS is well suited to develop embedded domain specific languages (DSLs) and has been used to develop powerful performance-oriented DSLs for demanding domains such as machine learning, with code generation for heterogeneous platforms including GPUs. LMS has also been used to generate SQL for embedded database queries and JavaScript for web applications.

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Type
doctoral thesis
DOI
10.5075/epfl-thesis-5456
Author(s)
Rompf, Tiark  
Advisors
Odersky, Martin  
Date Issued

2012

Publisher

EPFL

Publisher place

Lausanne

Thesis number

5456

Subjects

Programming Languages

•

Compilers

•

Staging

•

Performance

•

Parallelism

EPFL units
LAMP1  
Faculty
IC  
School
IIF  
Doctoral School
EDIC  
Available on Infoscience
August 15, 2012
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/84647
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