PittsburghV1, Hal, Curation, bibRecord, 000102

Bandit-Based Optimization on Graphs with Application to Library Performance Tuning

Identifieur interne : 000102 ( Hal/Curation ); précédent : 000101; suivant : 000103

Bandit-Based Optimization on Graphs with Application to Library Performance Tuning

Auteurs : Frédéric De Mesmay [États-Unis] ; Arpad Rimmel [France] ; Yevgen Voronenko [États-Unis] ; Markus Püschel [États-Unis]

Source :

RBID : Hal:inria-00379523

Abstract

The problem of choosing fast implementations for a class of recursive algorithms such as the fast Fourier transforms can be formulated as an optimization problem over the language generated by a suitably defined grammar. We propose a novel algorithm that solves this problem by reducing it to maximizing an objective function over the sinks of a directed acyclic graph. This algorithm valuates nodes using Monte-Carlo and grows a subgraph in the most promising directions by considering local maximum k-armed bandits. When used inside an adaptive linear transform library, it cuts down the search time by an order of magnitude compared to the existing algorithm. In some cases, the performance of the implementations found is also increased by up to 10% which is of considerable practical importance since it consequently improves the performance of all applications using the library.

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<front><div type="abstract" xml:lang="en">The problem of choosing fast implementations for a class of recursive algorithms such as the fast Fourier transforms can be formulated as an optimization problem over the language generated by a suitably defined grammar. We propose a novel algorithm that solves this problem by reducing it to maximizing an objective function over the sinks of a directed acyclic graph. This algorithm valuates nodes using Monte-Carlo and grows a subgraph in the most promising directions by considering local maximum k-armed bandits. When used inside an adaptive linear transform library, it cuts down the search time by an order of magnitude compared to the existing algorithm. In some cases, the performance of the implementations found is also increased by up to 10% which is of considerable practical importance since it consequently improves the performance of all applications using the library.</div>
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   |texte=   Bandit-Based Optimization on Graphs with Application to Library Performance Tuning
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Bandit-Based Optimization on Graphs with Application to Library Performance Tuning

Bandit-Based Optimization on Graphs with Application to Library Performance Tuning

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