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Parallel-Task Scheduling on Multiple Resources

2012 24th Euromicro Conference on Real-Time Systems, 2012
This paper addresses the problem of scheduling periodic parallel tasks on a multi-resource platform, where tasks have real-time constraints. The goal is to exploit the inherent parallelism of a platform comprised of multiple heterogeneous resources. A resource model is proposed, which abstracts the key properties of any heterogeneous resource from a ...
Mike Holenderski   +2 more
openaire   +2 more sources

Eventify: Event-Based Task Parallelism for Strong Scaling

Platform for Advanced Scientific Computing Conference, 2020
David Haensel   +4 more
semanticscholar   +1 more source

Parallel Multi-task Learning

2015 IEEE International Conference on Data Mining, 2015
In this paper, we develop parallel algorithms for a family of regularized multi-task methods which can model task relations under the regularization framework. Since those multi-task methods cannot be parallelized directly, we use the FISTA algorithm, which in each iteration constructs a surrogate function of the original problem by utilizing the ...
openaire   +1 more source

A System for Fast and Scalable Point Cloud Indexing Using Task Parallelism

Smart Tools and Applications in Graphics, 2020
P. Bormann, Michel Krämer
semanticscholar   +1 more source

Task Scheduling for Parallel Multifrontal Methods

2007
We present a new scheduling algorithm for task graphs arising from parallel multifrontal methods for sparse linear systems. This algorithm is based on the theorem proved by Prasanna and Musicus [1] for tree-shaped task graphs, when all tasks exhibit the same degree of parallelism.
Beaumont, Olivier, Guermouche, Abdou
openaire   +3 more sources

An Experimental Study of SYCL Task Graph Parallelism for Large-Scale Machine Learning Workloads

Euro-Par Workshops, 2021
Cheng-Hsiang Chiu   +2 more
semanticscholar   +1 more source

Efficient GPU Computation Using Task Graph Parallelism

European Conference on Parallel Processing, 2021
Dian-Lun Lin, Tsung-Wei Huang
semanticscholar   +1 more source

Mixed Task and Data Parallelism

2002
No ...
Beaumont, Olivier   +2 more
openaire   +1 more source

EXTENDING OPENMP FOR TASK PARALLELISM

Parallel Processing Letters, 2003
In a wide variety of scientific parallel applications, both task and data parallelism must be exploited to achieve the best possible performance on a multiprocessor machine. These applications induce task-graph parallelism with coarse-grain granularity. Nevertheless, using the available task-graph parallelism and combining it with data parallelism can
openaire   +2 more sources

GT-Race: Graph Traversal Based Data Race Detection for Asynchronous Many-Task Parallelism

European Conference on Parallel Processing, 2018
Lechen Yu, Vivek Sarkar
semanticscholar   +1 more source

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