Giter Site home page Giter Site logo

streammr's Introduction

StreamMR
==========

StreamMR is an optimized MapReduce framework for OpenCL-supported GPUs. 

With efficient atomic-free algorithms for output handling and intermediate 
result shuffling, StreamMR delivers an atomic-based MapReduce design that 
outperforms other atomic-based designs as well as existing atomic-free 
MapReduce implementations by nearly five-fold on an AMD Radeon HD 5870 GPU.

This prototype distribution contains four MapReduce applications: 
1. K-Means
2. Matrix Multiplication
3. String Match 
4. WordCount
This prototype distribution has only been tested on OpenCL-supported AMD GPUs 
but should be able to run on other GPU platforms that have OpenCL support, 
e.g, NVIDIA GPUs. For additional information about the research that went 
into StreamMR, please refer to or reference the following publication:

StreamMR: An Optimized MapReduce Framework for AMD GPUs. 
Marwa Elteir, Heshan Lin, Wu-chun Feng, Tom Scogland.
In Proceedings of the 17th IEEE International Conference on Parallel and 
Distributed Systems, Tainan, Taiwan, December 2011. 

An electronic copy of the above paper may be obtained at the following site:
http://synergy.cs.vt.edu/publications.php


Requirements
------------

Packages and libraries needed to build and run the applications.

To build:

	opencl >= 1.1
	gcc
	maker

To run:

	opencl libs

Building
--------

Change the variable OCLSDKROOT in Makefile. This points to the location where you have installed the SDK development package.

To build all of the included applications:

$ Make

All StreamMR applications are created in the build directory.

Running
-------

See the application-specific README file in each application's directory.

streammr's People

Contributors

jlgreathouse avatar zjing14 avatar w-feng avatar

Stargazers

Jiawei Xu avatar Matt Sinclair avatar hh avatar  avatar

Watchers

James Cloos avatar  avatar  avatar Kaixi Hou avatar  avatar Matt Sinclair avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.