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Futhark: purely functional GPU-programming with nested parallelism and in-place array updates
Futhark is a purely functional data-parallel array language that offers a machine-neutral
programming model and an optimising compiler that generates OpenCL code for GPUs …
programming model and an optimising compiler that generates OpenCL code for GPUs …
Incremental flattening for nested data parallelism
Compilation techniques for nested-parallel applications that can adapt to hardware and
dataset characteristics are vital for unlocking the power of modern hardware. This paper …
dataset characteristics are vital for unlocking the power of modern hardware. This paper …
Destination-passing style for efficient memory management
We show how to compile high-level functional array-processing programs, drawn from
image processing and machine learning, into C code that runs as fast as hand-written C …
image processing and machine learning, into C code that runs as fast as hand-written C …
Towards size-dependent types for array programming
We present a type system for expressing size constraints on array types in an ML-style type
system. The goal is to detect shape mismatches at compile-time, while being simpler than …
system. The goal is to detect shape mismatches at compile-time, while being simpler than …
Finpar: A parallel financial benchmark
Commodity many-core hardware is now mainstream, but parallel programming models are
still lagging behind in efficiently utilizing the application parallelism. There are (at least) two …
still lagging behind in efficiently utilizing the application parallelism. There are (at least) two …
Static interpretation of higher-order modules in Futhark: Functional GPU programming in the large
We present a higher-order module system for the purely functional data-parallel array
language Futhark. The module language has the property that it is completely eliminated at …
language Futhark. The module language has the property that it is completely eliminated at …
Strategies for regular segmented reductions on gpu
We present and evaluate an implementation technique for regular segmented reductions on
GPUs. Existing techniques tend to be either consistent in performance but relatively …
GPUs. Existing techniques tend to be either consistent in performance but relatively …
Formal semantics for the halide language
We present the first formalization and metatheory of language soundness for a user-
schedulable language, the widely used array processing language Halide. User …
schedulable language, the widely used array processing language Halide. User …
High-Performance Defunctionalisation in Futhark
General-purpose massively parallel processors, such as GPUs, have become common, but
are difficult to program. Pure functional programming can be a solution, as it guarantees …
are difficult to program. Pure functional programming can be a solution, as it guarantees …
Modular acceleration: tricky cases of functional high-performance computing
This case study examines the data-parallel functional implementation of three algorithms:
generation of quasi-random Sobol numbers, breadth-first search, and calibration of Heston …
generation of quasi-random Sobol numbers, breadth-first search, and calibration of Heston …