Stream Processor Architecture

Stream Processor Architecture
Author :
Publisher : Springer Science & Business Media
Total Pages : 144
Release :
ISBN-10 : 0792375459
ISBN-13 : 9780792375456
Rating : 4/5 (59 Downloads)

Book Synopsis Stream Processor Architecture by : Scott Rixner

Download or read book Stream Processor Architecture written by Scott Rixner and published by Springer Science & Business Media. This book was released on 2001-10-31 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt: Media processing applications, such as three-dimensional graphics, video compression, and image processing, currently demand 10-100 billion operations per second of sustained computation. Fortunately, hundreds of arithmetic units can easily fit on a modestly sized 1cm2 chip in modern VLSI. The challenge is to provide these arithmetic units with enough data to enable them to meet the computation demands of media processing applications. Conventional storage hierarchies, which frequently include caches, are unable to bridge the data bandwidth gap between modern DRAM and tens to hundreds of arithmetic units. A data bandwidth hierarchy, however, can bridge this gap by scaling the provided bandwidth across the levels of the storage hierarchy. The stream programming model enables media processing applications to exploit a data bandwidth hierarchy effectively. Media processing applications can naturally be expressed as a sequence of computation kernels that operate on data streams. This programming model exposes the locality and concurrency inherent in these applications and enables them to be mapped efficiently to the data bandwidth hierarchy. Stream programs are able to utilize inexperience local data bandwidth when possible and consume expensive global data bandwidth only when necessary. Stream Processor Architecture presents the architecture of the Imagine streaming media processor, which delivers a peak performance of 20 billion floating-point operations per second. Imagine efficiently supports 48 arithmetic units with a three-tiered data bandwidth hierarchy. At the base of the hierarchy, the streaming memory system employs memory access scheduling to maximize the sustained bandwidth of external DRAM. At the center of the hierarchy, the global stream register file enables streams of data to be recirculated directly from one computation kernel to the next without returning data to memory. Finally, local distributed register files that directly feed the arithmetic units enable temporary data to be stored locally so that it does not need to consume costly global register bandwidth. The bandwidth hierarchy enables Imagine to achieve up to 96% of the performance of a stream processor with infinite bandwidth from memory and the global register file.


Stream Processor Architecture Related Books

Stream Processor Architecture
Language: en
Pages: 144
Authors: Scott Rixner
Categories: Computers
Type: BOOK - Published: 2001-10-31 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

Media processing applications, such as three-dimensional graphics, video compression, and image processing, currently demand 10-100 billion operations per secon
Streaming Architecture
Language: en
Pages: 119
Authors: Ted Dunning
Categories: Computers
Type: BOOK - Published: 2016-05-10 - Publisher: "O'Reilly Media, Inc."

DOWNLOAD EBOOK

More and more data-driven companies are looking to adopt stream processing and streaming analytics. With this concise ebook, you’ll learn best practices for d
Stream Processing with Apache Flink
Language: en
Pages: 311
Authors: Fabian Hueske
Categories: Computers
Type: BOOK - Published: 2019-04-11 - Publisher: O'Reilly Media

DOWNLOAD EBOOK

Get started with Apache Flink, the open source framework that powers some of the world’s largest stream processing applications. With this practical book, you
Fundamentals of Stream Processing
Language: en
Pages: 559
Authors: Henrique C. M. Andrade
Categories: Computers
Type: BOOK - Published: 2014-02-13 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

This book teaches fundamentals of stream processing, covering application design, distributed systems infrastructure, and continuous analytic algorithms.
Mastering Kafka Streams and ksqlDB
Language: en
Pages: 435
Authors: Mitch Seymour
Categories: Computers
Type: BOOK - Published: 2021-02-04 - Publisher: O'Reilly Media

DOWNLOAD EBOOK

Working with unbounded and fast-moving data streams has historically been difficult. But with Kafka Streams and ksqlDB, building stream processing applications