Paper Info
Title
Contention in Structured Concurrency: Provably Efficient Dynamic Non-Zero Indicators for Nested Parallelism.
Abstract
Over the past two decades, many concurrent data structures have been designed and implemented. Nearly all such work analyzes concurrent data structures empirically, omitting asymptotic bounds on their efficiency, partly because of the complexity of the analysis needed, and partly because of the difficulty of obtaining relevant asymptotic bounds: when the analysis takes into account important practical factors, such as contention, it is difficult or even impossible to prove desirable bounds. In this paper, we show that considering structured concurrency or relaxed concurrency models can enable establishing strong bounds, also for contention. To this end, we first present a dynamic relaxed counter data structure that indicates the non-zero status of the counter. Our data structure extends a recently proposed data structure, called SNZI, allowing our structure to grow dynamically in response to the increasing degree of concurrency in the system. Using the dynamic SNZI data structure, we then present a concurrent data structure for series-parallel directed acyclic graphs (sp-dags), a key data structure widely used in the implementation of modern parallel programming languages. The key component of sp-dags is an in-counter data structure that is an instance of our dynamic SNZI. We analyze the efficiency of our concurrent sp-dags and in-counter data structures under nested-parallel computing paradigm. This paradigm offers a structured model for concurrency. Under this model, we prove that our data structures require amortized (1) shared memory steps, including contention. We present an implementation and an experimental evaluation that suggests that the sp-dags data structure is practical and can perform well in practice.
Year
DOI
Venue
2017
10.1145/3018743.3018762
PPOPP
Field
DocType
Volume
Data structure,Shared memory,Computer science,Concurrency,Parallel computing,Nested parallelism,Theoretical computer science,Directed acyclic graph,Concurrent data structure,Distributed computing
Conference
52
Issue
ISSN
Citations 
8
0362-1340
0
PageRank 
References 
Authors
0.34
31
3
Name
Order
Citations
PageRank
Umut A. Acar171645.83
Naama Ben-David2156.02
Mike Rainey318310.69