عنوان

Compiling algorithms for heterogeneous systems /

شابک

1627057307

شابک

162705961X

شابک

9781627057301

شابک

9781627059619

شابک اشتباه

162705961X

شابک اشتباه

1681732637

شابک اشتباه

9781627059619

شابک اشتباه

9781681732633

عنوان اصلي

Compiling algorithms for heterogeneous systems /

نام عام مواد

[Book]

نام نخستين پديدآور

Steven Bell, Jing Pu, James Hegarty, Mark Horowitz.

محل نشرو پخش و غیره

[San Rafael, California] :

نام ناشر، پخش کننده و غيره

Morgan & Claypool Publishers,

تاریخ نشرو بخش و غیره

[2018]

تاریخ نشرو بخش و غیره

©2018

نام خاص و کميت اثر

1 online resource (xv, 89 pages) :

ساير جزييات

illustrations.

عنوان فروست

Synthesis lectures on computer architecture,

مشخصه جلد

#43

شاپا ي ISSN فروست

1935-3243 ;

متن يادداشت

Includes bibliographical references.

متن يادداشت

Introduction -- Computations and compilers -- Image processing with stencil pipelines -- Darkroom: a stencil language for image processing -- Programming CPU/FPGA systems from Halide -- Interfacing with specialized hardware -- Conclusions and future directions.

بدون عنوان

0

متن يادداشت

Most emerging applications in imaging and machine learning must perform immense amounts of computation while holding to strict limits on energy and power. To meet these goals, architects are building increasingly specialized compute engines tailored for these specific tasks. The resulting computer systems are heterogeneous, containing multiple processing cores with wildly different execution models. Unfortunately, the cost of producing this specialized hardware--and the software to control it--is astronomical. Moreover, the task of porting algorithms to these heterogeneous machines typically requires that the algorithm be partitioned across the machine and rewritten for each specific architecture, which is time consuming and prone to error. Over the last several years, the authors have approached this problem using domain-specific languages (DSLs): high-level programming languages customized for specific domains, such as database manipulation, machine learning, or image processing. By giving up generality, these languages are able to provide high-level abstractions to the developer while producing high-performance output. The purpose of this book is to spur the adoption and the creation of domain-specific languages, especially for the task of creating hardware designs. In the first chapter, a short historical journey explains the forces driving computer architecture today. Chapter 2 describes the various methods for producing designs for accelerators, outlining the push for more abstraction and the tools that enable designers to work at a higher conceptual level. From there, Chapter 3 provides a brief introduction to image processing algorithms and hardware design patterns for implementing them. Chapters 4 and 5 describe and compare Darkroom and Halide, two domain-specific languages created for image processing that produce high-performance designs for both FPGAs and CPUs from the same source code, enabling rapid design cycles and quick porting of algorithms. The final section describes how the DSL approach also simplifies the problem of interfacing between application code and the accelerator by generating the driver stack in addition to the accelerator configuration. This book should serve as a useful introduction to domain-specialized computing for computer architecture students and as a primer on domain-specific languages and image processing hardware for those with more experience in the field.

منبع سفارش / آدرس اشتراک

01307586

عنوان

COMPILING ALGORITHMS FOR HETEROGENEOUS SYSTEMS.

شماره استاندارد بين المللي کتاب و موسيقي

162705961X

موضوع مستند نشده

Domain-specific programming languages.

موضوع مستند نشده

Image processing-- Digital techniques.

موضوع مستند نشده

COMPUTERS-- Image Processing.

موضوع مستند نشده

COMPUTERS-- Programming Languages-- General.

موضوع مستند نشده

Domain-specific programming languages.

موضوع مستند نشده

Image processing-- Digital techniques.

موضوع مستند نشده

COM-- 012050

موضوع مستند نشده

COM-- 051010

شماره

ويراست

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

Bell, Steven, (Electrical engineer)

مستند نام اشخاص تاييد نشده

Hegarty, James, (Computer scientist)

مستند نام اشخاص تاييد نشده

Horowitz, Mark, (Mark Alan)

مستند نام اشخاص تاييد نشده

Pu, Jing, (Software engineer)

تاريخ عمليات

20200823051205.0

قواعد فهرست نويسي ( بخش توصيفي )

pn

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y