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Scientific Programming and Computer Architecture

Scientific Programming and Computer Architecture
Author: Divakar Viswanath
Publisher: MIT Press
Total Pages: 625
Release: 2017-07-28
Genre: Computers
ISBN: 0262036290

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A variety of programming models relevant to scientists explained, with an emphasis on how programming constructs map to parts of the computer. What makes computer programs fast or slow? To answer this question, we have to get behind the abstractions of programming languages and look at how a computer really works. This book examines and explains a variety of scientific programming models (programming models relevant to scientists) with an emphasis on how programming constructs map to different parts of the computer's architecture. Two themes emerge: program speed and program modularity. Throughout this book, the premise is to "get under the hood," and the discussion is tied to specific programs. The book digs into linkers, compilers, operating systems, and computer architecture to understand how the different parts of the computer interact with programs. It begins with a review of C/C++ and explanations of how libraries, linkers, and Makefiles work. Programming models covered include Pthreads, OpenMP, MPI, TCP/IP, and CUDA.The emphasis on how computers work leads the reader into computer architecture and occasionally into the operating system kernel. The operating system studied is Linux, the preferred platform for scientific computing. Linux is also open source, which allows users to peer into its inner workings. A brief appendix provides a useful table of machines used to time programs. The book's website (https://github.com/divakarvi/bk-spca) has all the programs described in the book as well as a link to the html text.


Parallel Computer Architecture

Parallel Computer Architecture
Author: David Culler
Publisher: Gulf Professional Publishing
Total Pages: 1056
Release: 1999
Genre: Computers
ISBN: 1558603433

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This book outlines a set of issues that are critical to all of parallel architecture--communication latency, communication bandwidth, and coordination of cooperative work (across modern designs). It describes the set of techniques available in hardware and in software to address each issues and explore how the various techniques interact.


Computer Architecture for Scientists

Computer Architecture for Scientists
Author: Andrew A. Chien
Publisher: Cambridge University Press
Total Pages: 266
Release: 2022-03-10
Genre: Computers
ISBN: 1009008382

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The dramatic increase in computer performance has been extraordinary, but not for all computations: it has key limits and structure. Software architects, developers, and even data scientists need to understand how exploit the fundamental structure of computer performance to harness it for future applications. Ideal for upper level undergraduates, Computer Architecture for Scientists covers four key pillars of computer performance and imparts a high-level basis for reasoning with and understanding these concepts: Small is fast – how size scaling drives performance; Implicit parallelism – how a sequential program can be executed faster with parallelism; Dynamic locality – skirting physical limits, by arranging data in a smaller space; Parallelism – increasing performance with teams of workers. These principles and models provide approachable high-level insights and quantitative modelling without distracting low-level detail. Finally, the text covers the GPU and machine-learning accelerators that have become increasingly important for mainstream applications.


Essentials of Computer Organization and Architecture

Essentials of Computer Organization and Architecture
Author: Linda Null
Publisher: Jones & Bartlett Learning
Total Pages: 945
Release: 2014-02-12
Genre: Computers
ISBN: 1284150771

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Updated and revised, The Essentials of Computer Organization and Architecture, Third Edition is a comprehensive resource that addresses all of the necessary organization and architecture topics, yet is appropriate for the one-term course.


Software Architecture in Practice

Software Architecture in Practice
Author: Len Bass
Publisher: Addison-Wesley Professional
Total Pages: 572
Release: 2003
Genre: Computers
ISBN: 9780321154958

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This is the eagerly-anticipated revision to one of the seminal books in the field of software architecture which clearly defines and explains the topic.


Software for Architects

Software for Architects
Author: Karen M. Kensek
Publisher:
Total Pages: 488
Release: 1992
Genre: Architecture
ISBN:

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