Journal ArticleDOI
Scheduling multithreaded computations by work stealing
TLDR
This paper gives the first provably good work-stealing scheduler for multithreaded computations with dependencies, and shows that the expected time to execute a fully strict computation on P processors using this scheduler is 1:1.Abstract:
This paper studies the problem of efficiently schedulling fully strict (i.e., well-structured) multithreaded computations on parallel computers. A popular and practical method of scheduling this kind of dynamic MIMD-style computation is “work stealing,” in which processors needing work steal computational threads from other processors. In this paper, we give the first provably good work-stealing scheduler for multithreaded computations with dependencies.Specifically, our analysis shows that the expected time to execute a fully strict computation on P processors using our work-stealing scheduler is T1/P + O(T ∞ , where T1 is the minimum serial execution time of the multithreaded computation and (T ∞ is the minimum execution time with an infinite number of processors. Moreover, the space required by the execution is at most S1P, where S1 is the minimum serial space requirement. We also show that the expected total communication of the algorithm is at most O(PT ∞( 1 + nd)Smax), where Smax is the size of the largest activation record of any thread and nd is the maximum number of times that any thread synchronizes with its parent. This communication bound justifies the folk wisdom that work-stealing schedulers are more communication efficient than their work-sharing counterparts. All three of these bounds are existentially optimal to within a constant factor.read more
Citations
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Proceedings ArticleDOI
Pluggable scheduling for the reactor programming model
TL;DR: In this paper, a pluggable scheduling algorithm for the reactor model is proposed, which is customizable with user-defined scheduling policies, and compared with the Akka actor framework, and shows up to 3× performance improvements on standard actor benchmarks.
Proceedings ArticleDOI
Design and implementation of a customizable work stealing scheduler
TL;DR: This paper proposes an API that can customize scheduling strategies and take hardware and application specific knowledge into account while preserving the desirable properties of work stealing and provides mechanisms to give scheduling hints for tasks and to implement user-defined work stealing functions.
Proceedings ArticleDOI
On the memory consumption of probabilistic pushdown automata
TL;DR: It is proved that the approximation method used for evaluating memory consumption for systems modelled by probabilistic pushdown automata convergeslinearly, i.e., the number of accurate bits of the approximation is a linear function of thenumber of iterations.
Book ChapterDOI
An Execution Model for Fine-Grained Parallelism in Ada
TL;DR: This paper extends the authors earlier proposal for providing Ada with support for fine-grained parallelism with an execution model based on the concept of abstract executors, detailing the progress guarantees that these executors must provide and how these can be assured even in the presence of potentially blocking operations.
Proceedings ArticleDOI
Exploiting in-Hub Temporal Locality in SpMV-based Graph Processing
TL;DR: In-Hub Temporal Locality (iHTL) as mentioned in this paper combines push and pull in one graph traversal, but for different vertex types, exploiting temporal locality by traversing incoming edges to in-hubs in push direction, while processing other edges in pull direction.
References
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Journal ArticleDOI
Cilk: An Efficient Multithreaded Runtime System
Robert D. Blumofe,Christopher F. Joerg,Bradley C. Kuszmaul,Charles E. Leiserson,Keith H. Randall,Yuli Zhou +5 more
TL;DR: It is shown that on real and synthetic applications, the “work” and “critical-path length” of a Cilk computation can be used to model performance accurately, and it is proved that for the class of “fully strict” (well-structured) programs, the Cilk scheduler achieves space, time, and communication bounds all within a constant factor of optimal.
Journal ArticleDOI
Bounds for certain multiprocessing anomalies
TL;DR: In this paper, precise bounds are derived for several anomalies of this type in a multiprocessing system composed of many identical processing units operating in parallel, and they show that an increase in the number of processing units can cause an increased total length of time needed to process a fixed set of tasks.
Proceedings ArticleDOI
The implementation of the Cilk-5 multithreaded language
TL;DR: Cilk-5's novel "two-clone" compilation strategy and its Dijkstra-like mutual-exclusion protocol for implementing the ready deque in the work-stealing scheduler are presented.
Journal ArticleDOI
The Parallel Evaluation of General Arithmetic Expressions
TL;DR: It is shown that arithmetic expressions with n ≥ 1 variables and constants; operations of addition, multiplication, and division; and any depth of parenthesis nesting can be evaluated in time 4 log 2 + 10(n - 1) using processors which can independently perform arithmetic operations in unit time.