Gpu Parallel Program Development Using Cuda

List of contents

Introduction to Parallelism and GPU Programming. Introduction to Pthreads. Introduction to Multi-threading. Multi-threading Analysis. Introduction to AWS and the first GPU program. Analysis of the first CUDA program. How to run programs outside Amazon, on a different Unix system. How to run programs outside Amazon, on a different Windows system. Introduction to GPU Multi-threading and Global Memory. In-depth look at Global Memory and GPU Threads. Introduction to Shared Memory. In-depth look at Shared Memory. Performance Bottlenecks in GPU Architecture. Compute Capability and PTX. Host-Device Data Movement Mechanism. CUDA Streaming. CUDA Atomics. OpenGL-CUDA Interoperability. OpenGL and Real-Time GPU Processing. Example Applications - Edge Detection (CUBLAS). Example Applications - Sophisticated Image Processing (CUFFT). Example Applications- Elastography Based Tumor Detection (CUSOLVER). Example Applications - Real-Time Face Recognition (OpenCV, CUBLAS).

About the author

Tolga Soyata is an associate professor in the Electrical and Computer Engineering department of SUNY Albany.

Summary

This book teaches GPU programming by introducing CPU multi-threaded programming and bases GPU massively-parallel programming on this foundation. The differences among families of GPUs are also studied. The book also explores CUDA libraries, OpenCL, GPU programming with other languages and API libraries, and the deep learning library cuDNN.

Product details

• Authors: Tolga Soyata, Tolga (University At Albany Soyata, Soyata Tolga
• Publisher: Taylor & Francis Ltd.
• Languages: English
• Product format: Hardback
• Released: 16.02.2018
• EAN: 9781498750752
• ISBN: 978-1-4987-5075-2
• No. of pages: 476
• Series: Chapman & Hall/CRC Computational Science; Chapman & Hall/CRC Computational Science
• Subjects: Natural sciences, medicine, IT, technology > IT, data processing > Data communication, networks; Software Engineering, COMPUTERS / General, MATHEMATICS / General, COMPUTERS / Programming / Games, Supercomputers, Information technology: general topics, Programming and scripting languages: general, Computer networking and communications, COMPUTERS / Languages / General, Parallel processing, Grid & parallel computing