[Pdf/ePub] GPU Parallel Program Development Using CUDA by Tolga Soyata download ebook

GPU Parallel Program Development Using CUDA. Tolga Soyata

GPU-Parallel-Program.pdf
ISBN: 9781498750752 | 476 pages | 12 Mb

• GPU Parallel Program Development Using CUDA
• Tolga Soyata
• Page: 476
• Format: pdf, ePub, fb2, mobi
• ISBN: 9781498750752
• Publisher: Taylor & Francis

Download GPU Parallel Program Development Using CUDA

Free download pdf ebook GPU Parallel Program Development Using CUDA

GPU Parallel Program Development Using CUDA by Tolga Soyata GPU Parallel Program Development using CUDA teaches GPU programming by showing the differences among different families of GPUs. This approach prepares the reader for the next generation and future generations of GPUs. The book emphasizes concepts that will remain relevant for a long time, rather than concepts that are platform-specific. At the same time, the book also provides platform-dependent explanations that are as valuable as generalized GPU concepts. The book consists of three separate parts; it starts by explaining parallelism using CPU multi-threading in Part I. A few simple programs are used to demonstrate the concept of dividing a large task into multiple parallel sub-tasks and mapping them to CPU threads. Multiple ways of parallelizing the same task are analyzed and their pros/cons are studied in terms of both core and memory operation. Part II of the book introduces GPU massive parallelism. The same programs are parallelized on multiple Nvidia GPU platforms and the same performance analysis is repeated. Because the core and memory structures of CPUs and GPUs are different, the results differ in interesting ways. The end goal is to make programmers aware of all the good ideas, as well as the bad ideas, so readers can apply the good ideas and avoid the bad ideas in their own programs. Part III of the book provides pointer for readers who want to expand their horizons. It provides a brief introduction to popular CUDA libraries (such as cuBLAS, cuFFT, NPP, and Thrust),the OpenCL programming language, an overview of GPU programming using other programming languages and API libraries (such as Python, OpenCV, OpenGL, and Apple’s Swift and Metal,) and the deep learning library cuDNN.

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Buy GPU Parallel Program Development Using CUDA (Chapman & Hall/CRC Computational Science) 1 by Tolga Soyata (ISBN: 9781498750752) from Amazon's Book Store. Everyday low prices and free delivery on eligible orders. CUDA by Example: An Introduction to General-Purpose GPU
CUDA by Example. An IntroductIon to. GenerAl-PurPose. GPu ProGrAmmInG. JAson sAnders. edwArd KAndrot. Upper Saddle River, NJ • Boston • Indianapolis • San Parallel programming (Computer science) I. Kandrot, Edward. II. Title. .. go into gory detail about every tool that you can use to help develop your CUDA C. Gpu Parallel Program Development Using Cuda (Hardcover) (Tolga
GPU Parallel Program Development using CUDA teaches GPU programming by showing the differences among different families of GPUs. This approach prepares the reader for the next generation and future generations of GPUs. The book emphasizes concepts that will remain relevant for a long time, rather than  GPU Parallel Program Development Using CUDA : Tolga Soyata
GPU Parallel Program Development Using CUDA by Tolga Soyata, 9781498750752, available at Book Depository with free delivery worldwide. CUDA - Applied Parallel Computing LLC | GPU/CUDA Training and
Essentially, developer logs into the frontend node by SSH, builds the application and then queries SLURM for compute node(s) allocation. The performance power of GPUs could be exposed to applications using two principal kinds ofprogramming interfaces: with manual parallel programming (CUDA or OpenCL), or with 

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