Shared Memory Parallelism Can Be Simple Fast And Scalable
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Author |
: Julian Shun |
Publisher |
: Morgan & Claypool |
Total Pages |
: 500 |
Release |
: 2017-06-01 |
ISBN-10 |
: 9781970001907 |
ISBN-13 |
: 1970001909 |
Rating |
: 4/5 (07 Downloads) |
Synopsis Shared-Memory Parallelism Can be Simple, Fast, and Scalable by : Julian Shun
Parallelism is the key to achieving high performance in computing. However, writing efficient and scalable parallel programs is notoriously difficult, and often requires significant expertise. To address this challenge, it is crucial to provide programmers with high-level tools to enable them to develop solutions easily, and at the same time emphasize the theoretical and practical aspects of algorithm design to allow the solutions developed to run efficiently under many different settings. This thesis addresses this challenge using a three-pronged approach consisting of the design of shared-memory programming techniques, frameworks, and algorithms for important problems in computing. The thesis provides evidence that with appropriate programming techniques, frameworks, and algorithms, shared-memory programs can be simple, fast, and scalable, both in theory and in practice. The results developed in this thesis serve to ease the transition into the multicore era. The first part of this thesis introduces tools and techniques for deterministic parallel programming, including means for encapsulating nondeterminism via powerful commutative building blocks, as well as a novel framework for executing sequential iterative loops in parallel, which lead to deterministic parallel algorithms that are efficient both in theory and in practice. The second part of this thesis introduces Ligra, the first high-level shared memory framework for parallel graph traversal algorithms. The framework allows programmers to express graph traversal algorithms using very short and concise code, delivers performance competitive with that of highly-optimized code, and is up to orders of magnitude faster than existing systems designed for distributed memory. This part of the thesis also introduces Ligra+, which extends Ligra with graph compression techniques to reduce space usage and improve parallel performance at the same time, and is also the first graph processing system to support in-memory graph compression. The third and fourth parts of this thesis bridge the gap between theory and practice in parallel algorithm design by introducing the first algorithms for a variety of important problems on graphs and strings that are efficient both in theory and in practice. For example, the thesis develops the first linear-work and polylogarithmic-depth algorithms for suffix tree construction and graph connectivity that are also practical, as well as a work-efficient, polylogarithmic-depth, and cache-efficient shared-memory algorithm for triangle computations that achieves a 2–5x speedup over the best existing algorithms on 40 cores. This is a revised version of the thesis that won the 2015 ACM Doctoral Dissertation Award.
Author |
: Chenyang Lu |
Publisher |
: Springer Science & Business Media |
Total Pages |
: 529 |
Release |
: 2010-12-02 |
ISBN-10 |
: 9783642176524 |
ISBN-13 |
: 3642176526 |
Rating |
: 4/5 (24 Downloads) |
Synopsis Principles of Distributed Systems by : Chenyang Lu
This book constitutes the refereed proceedings of the 14th International Conference on Principles of Distributed Systems, OPODIS 2010, held in Tozeur, Tunisia, in December 2010. The 32 full papers and 4 brief announcements presented were carefully reviewed and selected from 122 submissions. The papers are organized in topical sections on robots; randomization in distributed algorithms; brief announcements; graph algorithms; fault-tolerance; distributed programming; real-time; shared memory; and concurrency.
Author |
: Emmanuel Jeannot |
Publisher |
: Springer |
Total Pages |
: 486 |
Release |
: 2011-08-12 |
ISBN-10 |
: 9783642233975 |
ISBN-13 |
: 364223397X |
Rating |
: 4/5 (75 Downloads) |
Synopsis Euro-Par 2011 Parallel Processing by : Emmanuel Jeannot
The two-volume set LNCS 6852/6853 constitutes the refereed proceedings of the 17th International Euro-Par Conference held in Bordeaux, France, in August/September 2011. The 81 revised full papers presented were carefully reviewed and selected from 271 submissions. The papers are organized in topical sections on support tools and environments; performance prediction and evaluation; scheduling and load-balancing; high-performance architectures and compilers; parallel and distributed data management; grid, cluster and cloud computing; peer to peer computing; distributed systems and algorithms; parallel and distributed programming; parallel numerical algorithms; multicore and manycore programming; theory and algorithms for parallel computation; high performance networks and mobile ubiquitous computing.
Author |
: Jesper Larsson Träff |
Publisher |
: Springer |
Total Pages |
: 717 |
Release |
: 2015-07-24 |
ISBN-10 |
: 9783662480960 |
ISBN-13 |
: 3662480964 |
Rating |
: 4/5 (60 Downloads) |
Synopsis Euro-Par 2015: Parallel Processing by : Jesper Larsson Träff
This book constitutes the refereed proceedings of the 21st International Conference on Parallel and Distributed Computing, Euro-Par 2015, held in Vienna, Austria, in August 2015. The 51 revised full papers presented together with 2 invited papers were carefully reviewed and selected from 190 submissions. The papers are organized in the following topical sections: support tools and environments; performance modeling, prediction and evaluation; scheduling and load balancing; architecture and compilers; parallel and distributed data management; grid, cluster and cloud computing; distributed systems and algorithms; parallel and distributed programming, interfaces and languages; multi- and many-core programming; theory and algorithms for parallel computation; numerical methods and applications; and accelerator computing.
Author |
: Rohit Chandra |
Publisher |
: Morgan Kaufmann |
Total Pages |
: 250 |
Release |
: 2001 |
ISBN-10 |
: 9781558606715 |
ISBN-13 |
: 1558606718 |
Rating |
: 4/5 (15 Downloads) |
Synopsis Parallel Programming in OpenMP by : Rohit Chandra
Software -- Programming Techniques.
Author |
: Sabri Pllana |
Publisher |
: John Wiley & Sons |
Total Pages |
: 522 |
Release |
: 2017-01-23 |
ISBN-10 |
: 9781119331995 |
ISBN-13 |
: 1119331994 |
Rating |
: 4/5 (95 Downloads) |
Synopsis Programming Multicore and Many-core Computing Systems by : Sabri Pllana
Programming multi-core and many-core computing systems Sabri Pllana, Linnaeus University, Sweden Fatos Xhafa, Technical University of Catalonia, Spain Provides state-of-the-art methods for programming multi-core and many-core systems The book comprises a selection of twenty two chapters covering: fundamental techniques and algorithms; programming approaches; methodologies and frameworks; scheduling and management; testing and evaluation methodologies; and case studies for programming multi-core and many-core systems. Program development for multi-core processors, especially for heterogeneous multi-core processors, is significantly more complex than for single-core processors. However, programmers have been traditionally trained for the development of sequential programs, and only a small percentage of them have experience with parallel programming. In the past, only a relatively small group of programmers interested in High Performance Computing (HPC) was concerned with the parallel programming issues, but the situation has changed dramatically with the appearance of multi-core processors on commonly used computing systems. It is expected that with the pervasiveness of multi-core processors, parallel programming will become mainstream. The pervasiveness of multi-core processors affects a large spectrum of systems, from embedded and general-purpose, to high-end computing systems. This book assists programmers in mastering the efficient programming of multi-core systems, which is of paramount importance for the software-intensive industry towards a more effective product-development cycle. Key features: Lessons, challenges, and roadmaps ahead. Contains real world examples and case studies. Helps programmers in mastering the efficient programming of multi-core and many-core systems. The book serves as a reference for a larger audience of practitioners, young researchers and graduate level students. A basic level of programming knowledge is required to use this book.
Author |
: Gerth S. Brodal |
Publisher |
: Springer |
Total Pages |
: 918 |
Release |
: 2005-10-07 |
ISBN-10 |
: 9783540319511 |
ISBN-13 |
: 3540319514 |
Rating |
: 4/5 (11 Downloads) |
Synopsis Algorithms – ESA 2005 by : Gerth S. Brodal
This book constitutes the refereed proceedings of the 13th Annual European Symposium on Algorithms, ESA 2005, held in Palma de Mallorca, Spain, in September 2005 in the context of the combined conference ALGO 2005. The 75 revised full papers presented together with abstracts of 3 invited lectures were carefully reviewed and selected from 244 submissions. The papers address all current issues in algorithmics reaching from design and mathematical issues over real-world applications in various fields up to engineering and analysis of algorithms.
Author |
: Ananth Grama |
Publisher |
: Pearson Education |
Total Pages |
: 664 |
Release |
: 2003 |
ISBN-10 |
: 0201648652 |
ISBN-13 |
: 9780201648652 |
Rating |
: 4/5 (52 Downloads) |
Synopsis Introduction to Parallel Computing by : Ananth Grama
A complete source of information on almost all aspects of parallel computing from introduction, to architectures, to programming paradigms, to algorithms, to programming standards. It covers traditional Computer Science algorithms, scientific computing algorithms and data intensive algorithms.
Author |
: Rachid Guerraoui |
Publisher |
: Springer Science & Business Media |
Total Pages |
: 477 |
Release |
: 2004-10-05 |
ISBN-10 |
: 9783540233060 |
ISBN-13 |
: 3540233067 |
Rating |
: 4/5 (60 Downloads) |
Synopsis Distributed Computing by : Rachid Guerraoui
This book constitutes the refereed proceedings of the 18th International Conference on Distributed Computing, DISC 2004, held in Amsterdam, The Netherlands, in October 2004. The 31 revised full papers presented together with an extended abstract of an invited lecture and an eulogy for Peter Ruzicka were carefully reviewed and selected from 142 submissions. The entire scope of current issues in distributed computing is addressed, ranging from foundational and theoretical topics to algorithms and systems issues to applications in various fields.
Author |
: Vijay Garg |
Publisher |
: Springer Science & Business Media |
Total Pages |
: 493 |
Release |
: 2009-02-13 |
ISBN-10 |
: 9783540922940 |
ISBN-13 |
: 3540922946 |
Rating |
: 4/5 (40 Downloads) |
Synopsis Distributed Computing and Networking by : Vijay Garg
This book constitutes the refereed proceedings of the 10th International Conference on Distributed Computing and Networking, ICDCN 2009, held in Hyderabad, India, during January 3-6, 2009. The 20 papers and 32 short presentations presented together with 3 keynote talks and a memorial lecture on A.K. Choudhury were carefully reviewed and selected from 179 submissions. The topics addressed are sensor networks, multi-core and shared memory, peer-to-peer-computing, reliability and security, distributed computing, network algorithms, fault tolerance and models, fault tolerance and replication, wireless networks, and grid and cluster computing.