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1. History and status quo of GPU Programming Technology

Preface This article introduces the development history of GPU programming technology, so that you can get a preliminary understanding of GPU programming and enter the world of GPU programming. Feng nuoman's computer architecture bottleneck Almost all the processors used to work on the basis of von noriman's computer architecture. In simple terms, this system arc

Parallel processing of large-scale particle systems on GPU

Parallel processing of large-scale particle systems on GPUOriginal article: [latta04] Luta latta, "massively parallel particle systems on the GPU latta," IntroductionThe real world is filled with small objects with irregular motion. People design physically correct particle systems (PS) to simulate these natural phenomena. Over the past few decades, particle systems have been widely used in the field of instant rendering and pre-rendering (such as fil

GPU coarse-grained parallel implementation and testing for convolution operations

GPU coarse-grained parallel implementation and testing for convolution operationsFirst, the basic idea of the algorithm:1. A thread in the GPU produces a convolution result, and how many blocks are used for the number of results;2. Matrix and convolution cores are stored in shared memory, and the convolution results are stored in global memory;3, support 10000 in any dimension of the two-dimensional matrix,

C ++ AMP: Parallel Computing On the GPU

C ++ AMP: Parallel Computing On the GPU Written by Allen Lee I see all the young believers, your target audience. I see all the old deceivers; we all just sing their song.-Marilyn Manson, Target Audience (Narcissus Narcosis) From CPU to GPU In parallel and Asynchronization of meeting C ++ PPL: C ++, we introduced how to use C ++ PPL for parallel computing on the CPU. This time, we will change the stage t

Become a GPU Architect

reprint: Become a GPU architect(2012-10-27 10:59:02) reprint Tags: technology Computer architecture processor algorithm graphics The following articles derive from:Http://blog.renren.com/share/313938359/4576928475#nogoI am also not a serious GPU architecture, but I have a long time to write their own experience. GPU Architect

Learning notes TF040: Multi-GPU parallel

Learning notes TF040: Multi-GPU parallelTensorFlow parallelism, model parallelism, and data parallelism. Different parallel modes are designed for different models in parallel. Different computing nodes of the model are placed on different hardware workers for resource operations. Data parallelism is more common and easy to implement large-scale parallel mode. Multiple hardware resources are used to compute different batch data gradients and aggregate

How the GPU works

As early as 1990, the ubiquitous interactive 3D graphics were just something in science fiction. Ten years later, almost every new computer contains a graphics processing unit (GPU ). Until today, the original computing power of the GPU has exceeded the most powerful CPU, and the gap is steadily increasing. Today, GPUs can directly use graphical hardware to implement many parallel operations.Algorithm. Appr

[Linuxeden] Programmer's ambition: let the GPU run like a CPU

The GPU represents a graphics processing unit, but there are other uses for these tiny chips in addition to working with graphics. For example, Google uses the GPU to model the human brain, and Salesforce relies on the GPU to analyze Twitter-based microblogging data streams. The GPU is well suited for parallel processi

Keras Depth Training 4:gpu settings

4.1 Keras specifying runtime graphics and limiting GPU usage https://blog.csdn.net/A632189007/article/details/77978058 #!/usr/bin/env python # encoding:utf-8 "" " @version: python3.6 @author: Xiangguo Sun @contact: sunxiangguo@seu.edu.cn @site: http://blog.csdn.net/github_36326955 @software: Pycharm @file: 2clstm.py @time: 17-7-27 5:15pm "" " import os import TensorFlow as TF import Keras.backend.tensorflow_backend as KTF #进行配置, each

TENSORFLOW-GPU installation on WINDOWS10 (Anaconda)

Document Source reprint: http://blog.csdn.net/u010099080/article/details/53418159Http://blog.nitishmutha.com/tensorflow/2017/01/22/TensorFlow-with-gpu-for-windows.htmlPre-Installation PreparationThere are two versions of TensorFlow: CPU version and GPU version. The GPU version requires CUDA and CuDNN support, and the CPU version is not required. If you want to in

Deep Learning Library packages Theano, Lasagne, and TensorFlow support GPU installation in Ubuntu

Deep Learning Library packages Theano, Lasagne, and TensorFlow support GPU installation in Ubuntu With the popularity of deep learning, more and more people begin to use deep learning to train their own models. GPU training is much faster than the CPU, allowing models that require one week of training to be completed within one day. This post explains how to install Theano, Lasagne, TensorFlow trained with

Win10 TensorFlow (GPU) installation detailed

Win10 TensorFlow (GPU) installation detailedWritten in front: TensorFlow is Google's second generation of AI learning systems based on Distbelief, and its naming comes from its own operating principles. Tensor (tensor) means that n-dimensional arrays, flow (flow) means that based on the calculation of the flow graph, the TensorFlow is the calculation process of the tensor from one end of the image to the other. TensorFlow is a system that transmits co

Third: GPU Parallel programming Operation Architecture

PrefaceHow is the GPU implemented in parallel? What is the difference between the way it is implemented and the multithreading of the CPU?This article will do a more detailed analysis.GPU Parallel Computing ArchitectureThe core of GPU parallel programming is the thread , a thread is a single instruction flow in the program, the combination of threads together constitute a parallel computing grid, a parallel

Cuda by example chapter 3 translation practices GPU device parameter extraction

Since this book contains a lot of content, a lot of content is repeated with other books that explain cuda, so I only translate some key points. Time is money. Let's learn Cuda together. If any errors occur, please correct them. Since Chapter 1 and Chapter 2 do not have time to take a closer look, we will start from Chapter 3. I don't like being subject to people, so I don't need its header file. I will rewrite all programs. Some programs are too boring. // Hello. Cu # Include # Include Int m

How does JavaScript achieve GPU acceleration?

First, what is JavaScript for GPU acceleration?The CPU differs from the GPU design goals, resulting in a large difference in the internal structure between them.The CPU needs to deal with a common scenario, and the internal structure is complex.GPUs tend to be data-type-consistent and interdependent computing.So, when we implement 3D scenes on the web, we typically use WEBGL to take advantage of

Multi-GPU and multi-core CPU heterogeneous computing--1 for OpenCL

Original Author: Fei Hong surprised snow address Click to open the link This paper mainly explores the problem of the heterogeneous computing of the GPU and multi-core CPUs of OpenCL, and briefly expounds what is the OpenCL heterogeneous computing, describes the characteristics of CPU and GPU, and combines them to make the foreground of heterogeneous computing. Then specifically how to build a multi-

Android Performance Optimization series--profile GPU Rendering

Profile GPU RenderingThe Android Developer option provides the profile GPU rendering feature for real-time display on the screen of how long the GPU takes to render each frame image (in ms).The rendering time is represented by a histogram, the Green line above represents 16ms, which means to try to ensure that all bars are below this line. Each histogram is made

Difference between CPU and GPU

This article is a reprinted, I think the introduction of simple and incisive, corresponding to the understanding of CPU and GPU for me, very good, the original address: http://hc.csdn.net/article.html? Arcid = 1, 2810268 The English name of heterogeneous computing is heterogeneous computing. It mainly refers to the calculation method that uses computing units of different types of instruction sets and architecture to form a system. Common Computing Un

Unity rendering Optimization Chinese Translation (iii) optimization strategy of--GPU

If the game's rendering bottleneck comes from the GPU  The first task is to identify the factors that are causing the GPU bottlenecks, and often GPU performance is affected by pixel resolution, especially in mobile client games, but the effects of memory bandwidth and vertex computing need to be noted. The impact of these factors requires real-time testing and po

[Switch] CPU GPU TPU

demand for larger and faster processing speeds increases, the CPU seems to be less satisfactory when a task is executed. So people thought, could we put a lot of processors on the same chip and let them do things together? Will the efficiency be much higher? This is the birth of GPU. GPU was born A gpu is called a graphics processing unit. The Chinese version is

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