Scheduling and Automatic Parallelization

Scheduling and Automatic Parallelization

Author: Alain Darte

Publisher: Springer Science & Business Media

Published: 2012-12-06

Total Pages: 275

ISBN-13: 1461213622

DOWNLOAD EBOOK

I Unidimensional Problems.- 1 Scheduling DAGs without Communications.- 2 Scheduling DAGs with Communications.- 3 Cyclic Scheduling.- II Multidimensional Problems.- 4 Systems of Uniform Recurrence Equations.- 5 Parallelism Detection in Nested Loops.


Book Synopsis Scheduling and Automatic Parallelization by : Alain Darte

Download or read book Scheduling and Automatic Parallelization written by Alain Darte and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 275 pages. Available in PDF, EPUB and Kindle. Book excerpt: I Unidimensional Problems.- 1 Scheduling DAGs without Communications.- 2 Scheduling DAGs with Communications.- 3 Cyclic Scheduling.- II Multidimensional Problems.- 4 Systems of Uniform Recurrence Equations.- 5 Parallelism Detection in Nested Loops.


Automatic Parallelization Based on Multi-dimensional Scheduling

Automatic Parallelization Based on Multi-dimensional Scheduling

Author: A. Darte

Publisher:

Published: 1994

Total Pages: 34

ISBN-13:

DOWNLOAD EBOOK


Book Synopsis Automatic Parallelization Based on Multi-dimensional Scheduling by : A. Darte

Download or read book Automatic Parallelization Based on Multi-dimensional Scheduling written by A. Darte and published by . This book was released on 1994 with total page 34 pages. Available in PDF, EPUB and Kindle. Book excerpt:


Scheduling for Parallel Processing

Scheduling for Parallel Processing

Author: Maciej Drozdowski

Publisher: Springer Science & Business Media

Published: 2010-03-14

Total Pages: 395

ISBN-13: 184882310X

DOWNLOAD EBOOK

Overview and Goals This book is dedicated to scheduling for parallel processing. Presenting a research ?eld as broad as this one poses considerable dif?culties. Scheduling for parallel computing is an interdisciplinary subject joining many ?elds of science and te- nology. Thus, to understand the scheduling problems and the methods of solving them it is necessary to know the limitations in related areas. Another dif?culty is that the subject of scheduling parallel computations is immense. Even simple search in bibliographical databases reveals thousands of publications on this topic. The - versity in understanding scheduling problems is so great that it seems impossible to juxtapose them in one scheduling taxonomy. Therefore, most of the papers on scheduling for parallel processing refer to one scheduling problem resulting from one way of perceiving the reality. Only a few publications attempt to arrange this ?eld of knowledge systematically. In this book we will follow two guidelines. One guideline is a distinction - tween scheduling models which comprise a set of scheduling problems solved by dedicated algorithms. Thus, the aim of this book is to present scheduling models for parallel processing, problems de?ned on the grounds of certain scheduling models, and algorithms solving the scheduling problems. Most of the scheduling problems are combinatorial in nature. Therefore, the second guideline is the methodology of computational complexity theory. Inthisbookwepresentfourexamplesofschedulingmodels. Wewillgodeepinto the models, problems, and algorithms so that after acquiring some understanding of them we will attempt to draw conclusions on their mutual relationships.


Book Synopsis Scheduling for Parallel Processing by : Maciej Drozdowski

Download or read book Scheduling for Parallel Processing written by Maciej Drozdowski and published by Springer Science & Business Media. This book was released on 2010-03-14 with total page 395 pages. Available in PDF, EPUB and Kindle. Book excerpt: Overview and Goals This book is dedicated to scheduling for parallel processing. Presenting a research ?eld as broad as this one poses considerable dif?culties. Scheduling for parallel computing is an interdisciplinary subject joining many ?elds of science and te- nology. Thus, to understand the scheduling problems and the methods of solving them it is necessary to know the limitations in related areas. Another dif?culty is that the subject of scheduling parallel computations is immense. Even simple search in bibliographical databases reveals thousands of publications on this topic. The - versity in understanding scheduling problems is so great that it seems impossible to juxtapose them in one scheduling taxonomy. Therefore, most of the papers on scheduling for parallel processing refer to one scheduling problem resulting from one way of perceiving the reality. Only a few publications attempt to arrange this ?eld of knowledge systematically. In this book we will follow two guidelines. One guideline is a distinction - tween scheduling models which comprise a set of scheduling problems solved by dedicated algorithms. Thus, the aim of this book is to present scheduling models for parallel processing, problems de?ned on the grounds of certain scheduling models, and algorithms solving the scheduling problems. Most of the scheduling problems are combinatorial in nature. Therefore, the second guideline is the methodology of computational complexity theory. Inthisbookwepresentfourexamplesofschedulingmodels. Wewillgodeepinto the models, problems, and algorithms so that after acquiring some understanding of them we will attempt to draw conclusions on their mutual relationships.


Partitioning and Scheduling Parallel Programs for Multiprocessors

Partitioning and Scheduling Parallel Programs for Multiprocessors

Author: Vivek Sarkar

Publisher: Pitman Publishing

Published: 1989

Total Pages: 232

ISBN-13:

DOWNLOAD EBOOK

This book is one of the first to address the problem of forming useful parallelism from potential parallelism and to provide a general solution. The book presents two approaches to automatic partitioning and scheduling so that the same parallel program can be made to execute efficiently on widely different multiprocessors. The first approach is based on a macro dataflow model in which the program is partitioned into tasks at compile time and the tasks are scheduled on processors at run time. The second approach is based on a compile time scheduling model, where both the partitioning and scheduling are performed at compile time. Both approaches have been implemented in partition programs written in the single assignment language SISAL. The inputs to the partitioning and scheduling algorithms are a graphical representation of the parallel program and a list of parameters describing the target multiprocessor. Execution profile information is used to derive compile-time estimates of execution times and data sizes in the program. Both the macro dataflow and compile-time scheduling problems are expressed as optimization problems and are shown to be NP complete in the strong sense. Efficient approximation algorithms for these problems are presented. Finally, the effectiveness of the partitioning and scheduling algorithms is studied by multiprocessor simulations of various SISAL benchmark programs for different target multiprocessor parameters. Vivek Sarkar is a Member of Research Staff at the IBM T. J. Watson Research Center. Partitioning and Scheduling Parallel Programs for Multiprocessing is included in the series Research Monographs in Parallel and Distributed Computing. Copublished with Pitman Publishing.


Book Synopsis Partitioning and Scheduling Parallel Programs for Multiprocessors by : Vivek Sarkar

Download or read book Partitioning and Scheduling Parallel Programs for Multiprocessors written by Vivek Sarkar and published by Pitman Publishing. This book was released on 1989 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is one of the first to address the problem of forming useful parallelism from potential parallelism and to provide a general solution. The book presents two approaches to automatic partitioning and scheduling so that the same parallel program can be made to execute efficiently on widely different multiprocessors. The first approach is based on a macro dataflow model in which the program is partitioned into tasks at compile time and the tasks are scheduled on processors at run time. The second approach is based on a compile time scheduling model, where both the partitioning and scheduling are performed at compile time. Both approaches have been implemented in partition programs written in the single assignment language SISAL. The inputs to the partitioning and scheduling algorithms are a graphical representation of the parallel program and a list of parameters describing the target multiprocessor. Execution profile information is used to derive compile-time estimates of execution times and data sizes in the program. Both the macro dataflow and compile-time scheduling problems are expressed as optimization problems and are shown to be NP complete in the strong sense. Efficient approximation algorithms for these problems are presented. Finally, the effectiveness of the partitioning and scheduling algorithms is studied by multiprocessor simulations of various SISAL benchmark programs for different target multiprocessor parameters. Vivek Sarkar is a Member of Research Staff at the IBM T. J. Watson Research Center. Partitioning and Scheduling Parallel Programs for Multiprocessing is included in the series Research Monographs in Parallel and Distributed Computing. Copublished with Pitman Publishing.


Run-time Parallelization and Scheduling of Loops

Run-time Parallelization and Scheduling of Loops

Author: Institute for Computer Applications in Science and Engineering

Publisher:

Published: 1990

Total Pages: 32

ISBN-13:

DOWNLOAD EBOOK


Book Synopsis Run-time Parallelization and Scheduling of Loops by : Institute for Computer Applications in Science and Engineering

Download or read book Run-time Parallelization and Scheduling of Loops written by Institute for Computer Applications in Science and Engineering and published by . This book was released on 1990 with total page 32 pages. Available in PDF, EPUB and Kindle. Book excerpt:


The Data Parallel Programming Model

The Data Parallel Programming Model

Author: Guy-Rene Perrin

Publisher: Springer Science & Business Media

Published: 1996-09-11

Total Pages: 316

ISBN-13: 9783540617365

DOWNLOAD EBOOK

This monograph-like book assembles the thorougly revised and cross-reviewed lectures given at the School on Data Parallelism, held in Les Menuires, France, in May 1996. The book is a unique survey on the current status and future perspectives of the currently very promising and popular data parallel programming model. Much attention is paid to the style of writing and complementary coverage of the relevant issues throughout the 12 chapters. Thus these lecture notes are ideally suited for advanced courses or self-instruction on data parallel programming. Furthermore, the book is indispensable reading for anybody doing research in data parallel programming and related areas.


Book Synopsis The Data Parallel Programming Model by : Guy-Rene Perrin

Download or read book The Data Parallel Programming Model written by Guy-Rene Perrin and published by Springer Science & Business Media. This book was released on 1996-09-11 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: This monograph-like book assembles the thorougly revised and cross-reviewed lectures given at the School on Data Parallelism, held in Les Menuires, France, in May 1996. The book is a unique survey on the current status and future perspectives of the currently very promising and popular data parallel programming model. Much attention is paid to the style of writing and complementary coverage of the relevant issues throughout the 12 chapters. Thus these lecture notes are ideally suited for advanced courses or self-instruction on data parallel programming. Furthermore, the book is indispensable reading for anybody doing research in data parallel programming and related areas.


Automatic Parallelization: An Incremental, Optimistic, Practical Approach

Automatic Parallelization: An Incremental, Optimistic, Practical Approach

Author:

Publisher:

Published: 1999

Total Pages: 102

ISBN-13:

DOWNLOAD EBOOK

The historic focus of Automatic Parallelization efforts has been limited in two ways. First, parallelization has generally been attempted only on codes which can be proven to be parallelizeable. Unfortunately, the requisite dependence analysis is undecidable, and today's applications demonstrate that this restriction is more than just theoretical. Second, parallel program generation has generally been geared to custom multi-processing hardware. Although a network of workstations (NOW) could in principle be harnessed to serve as a multiprocessing platform, the NOW has characteristics which are at odds with elective utilization. This thesis shows that by restricting our attention to the important domain of "embarrassingly parallel" applications, leveraging existing scalable and efficient network services, and carefully orchestrating a synergy between compile-time transformations and a small runtime system, we can achieve a parallelization that not only works in the face of inconclusive program analysis, but is also efficient for the NOW. We optimistically parallelize loops whose memory access behavior is unknown, relying on the runtime system to provide efficient detection and recovery in the case of an overly optimistic transformation. Unlike previous work in speculative parallelization, we provide a methodology which is not tied to the Fortran language, making it feasible as a generally useful approach. Our runtime system implements Two-Phase Idempotent Eager Scheduling (TIES) for efficient network execution, providing an Automatic Parallelization platform with performance scalability for the NOW.


Book Synopsis Automatic Parallelization: An Incremental, Optimistic, Practical Approach by :

Download or read book Automatic Parallelization: An Incremental, Optimistic, Practical Approach written by and published by . This book was released on 1999 with total page 102 pages. Available in PDF, EPUB and Kindle. Book excerpt: The historic focus of Automatic Parallelization efforts has been limited in two ways. First, parallelization has generally been attempted only on codes which can be proven to be parallelizeable. Unfortunately, the requisite dependence analysis is undecidable, and today's applications demonstrate that this restriction is more than just theoretical. Second, parallel program generation has generally been geared to custom multi-processing hardware. Although a network of workstations (NOW) could in principle be harnessed to serve as a multiprocessing platform, the NOW has characteristics which are at odds with elective utilization. This thesis shows that by restricting our attention to the important domain of "embarrassingly parallel" applications, leveraging existing scalable and efficient network services, and carefully orchestrating a synergy between compile-time transformations and a small runtime system, we can achieve a parallelization that not only works in the face of inconclusive program analysis, but is also efficient for the NOW. We optimistically parallelize loops whose memory access behavior is unknown, relying on the runtime system to provide efficient detection and recovery in the case of an overly optimistic transformation. Unlike previous work in speculative parallelization, we provide a methodology which is not tied to the Fortran language, making it feasible as a generally useful approach. Our runtime system implements Two-Phase Idempotent Eager Scheduling (TIES) for efficient network execution, providing an Automatic Parallelization platform with performance scalability for the NOW.


Automatic Scheduling and Parallel Code Generation for High Performance Real-time Systems

Automatic Scheduling and Parallel Code Generation for High Performance Real-time Systems

Author: Miguel Angel Maiza Galparsoro

Publisher:

Published: 1997

Total Pages:

ISBN-13:

DOWNLOAD EBOOK


Book Synopsis Automatic Scheduling and Parallel Code Generation for High Performance Real-time Systems by : Miguel Angel Maiza Galparsoro

Download or read book Automatic Scheduling and Parallel Code Generation for High Performance Real-time Systems written by Miguel Angel Maiza Galparsoro and published by . This book was released on 1997 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:


Job Scheduling Strategies for Parallel Processing

Job Scheduling Strategies for Parallel Processing

Author: Eitan Frachtenberg

Publisher: Springer Science & Business Media

Published: 2007-02-09

Total Pages: 263

ISBN-13: 3540710345

DOWNLOAD EBOOK

This book constitutes the thoroughly refereed post-proceedings of the 12th International Workshop on Job Scheduling Strategies for Parallel Processing, JSSPP 2006, held in Saint-Malo, France in June 2006 in conjunction with the Joint International Conference on Measurement and Modeling of Computer Systems SIGMETRICS/Performance 2006. The 12 revised full research papers cover all current issues of job scheduling strategies for parallel processing.


Book Synopsis Job Scheduling Strategies for Parallel Processing by : Eitan Frachtenberg

Download or read book Job Scheduling Strategies for Parallel Processing written by Eitan Frachtenberg and published by Springer Science & Business Media. This book was released on 2007-02-09 with total page 263 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-proceedings of the 12th International Workshop on Job Scheduling Strategies for Parallel Processing, JSSPP 2006, held in Saint-Malo, France in June 2006 in conjunction with the Joint International Conference on Measurement and Modeling of Computer Systems SIGMETRICS/Performance 2006. The 12 revised full research papers cover all current issues of job scheduling strategies for parallel processing.


Job Scheduling Strategies for Parallel Processing

Job Scheduling Strategies for Parallel Processing

Author: Dror G. Feitelson

Publisher: Springer

Published: 2003-07-01

Total Pages: 242

ISBN-13: 3540361804

DOWNLOAD EBOOK

This book constitutes the thoroughly refereed post-proceedings of the 8th International Workshop on Job Scheduling Strategies for Parallel Processing, JSSPP 2002, held in conjunction with HPDC-11 and FFG-5 in Edinburgh, Scotland in July 2002. The 12 revised full papers presented were carefully reviewed and selected during two rounds of reviewing and revision; they present state-of-the-art research results in the area with emphasis on classical massively parallel processing scheduling, in particular backfilling, and on scheduling in the context of grid computing.


Book Synopsis Job Scheduling Strategies for Parallel Processing by : Dror G. Feitelson

Download or read book Job Scheduling Strategies for Parallel Processing written by Dror G. Feitelson and published by Springer. This book was released on 2003-07-01 with total page 242 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-proceedings of the 8th International Workshop on Job Scheduling Strategies for Parallel Processing, JSSPP 2002, held in conjunction with HPDC-11 and FFG-5 in Edinburgh, Scotland in July 2002. The 12 revised full papers presented were carefully reviewed and selected during two rounds of reviewing and revision; they present state-of-the-art research results in the area with emphasis on classical massively parallel processing scheduling, in particular backfilling, and on scheduling in the context of grid computing.