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Programming with models: writing statistical algorithms for general model structures with NIMBLE
We describe NIMBLE, a system for programming statistical algorithms for general model
structures within R. NIMBLE is designed to meet three challenges: flexible model …
structures within R. NIMBLE is designed to meet three challenges: flexible model …
Decoupling algorithms from schedules for easy optimization of image processing pipelines
Using existing programming tools, writing high-performance image processing code
requires sacrificing readability, portability, and modularity. We argue that this is a …
requires sacrificing readability, portability, and modularity. We argue that this is a …
Lightweight modular staging: a pragmatic approach to runtime code generation and compiled DSLs
Software engineering demands generality and abstraction, performance demands
specialization and concretization. Generative programming can provide both, but the effort …
specialization and concretization. Generative programming can provide both, but the effort …
Graph IRs for impure higher-order languages: Making aggressive optimizations affordable with precise effect dependencies
Graph-based intermediate representations (IRs) are widely used for powerful compiler
optimizations, either interprocedurally in pure functional languages, or intraprocedurally in …
optimizations, either interprocedurally in pure functional languages, or intraprocedurally in …
Lightweight modular staging: a pragmatic approach to runtime code generation and compiled DSLs
Good software engineering practice demands generalization and abstraction, whereas high
performance demands specialization and concretization. These goals are at odds, and …
performance demands specialization and concretization. These goals are at odds, and …
Polymorphic embedding of DSLs
The influential pure embedding methodology of embedding domain-specific languages
(DSLs) as libraries into a general-purpose host language forces the DSL designer to commit …
(DSLs) as libraries into a general-purpose host language forces the DSL designer to commit …
Language virtualization for heterogeneous parallel computing
As heterogeneous parallel systems become dominant, application developers are being
forced to turn to an incompatiblemix of low level programming models (eg OpenMP, MPI …
forced to turn to an incompatiblemix of low level programming models (eg OpenMP, MPI …
Nikola: embedding compiled GPU functions in Haskell
We describe Nikola, a first-order language of array computations embedded in Haskell that
compiles to GPUs via CUDA using a new set of type-directed techniques to support re …
compiles to GPUs via CUDA using a new set of type-directed techniques to support re …
Compiling parallel symbolic execution with continuations
Symbolic execution is a powerful program analysis and testing technique. Symbolic
execution engines are usually implemented as interpreters, and the induced interpretation …
execution engines are usually implemented as interpreters, and the induced interpretation …
Feldspar: A domain specific language for digital signal processing algorithms
A new language, Feldspar, is presented, enabling high-level and platform-independent
description of digital signal processing (DSP) algorithms. Feldspar is a pure functional …
description of digital signal processing (DSP) algorithms. Feldspar is a pure functional …