Thrust for CUDA
Thrust for CUDA
Monday, 11 October 2010

If you are interested in using the GPU for general purpose computation, i.e. GGPU, then Thrust is a library that can save you a huge amount of effort.

Banner

 

Thrust  is an open-source template library for CUDA applications and the latest version 1.3 has just been  released.

thrust

Modeled after the C++ Standard Template Library (STL), Thrust brings a familiar abstraction layer to GPU computing.

Version 1.3 adds several new features, including:

  • a state-of-the-art sorting implementation,
  • performance improvements to stream compaction and reduction
  • robust error reporting and failure detection
  • support for CUDA 3.2 and gf104-based GPUs
  • search algorithm

To give you some idea of how easy Thrust is to use consider the following short program that generates random numbers and then sorts them using the GPU: (Note: "host" means CPU and "device" means GPU)

int main(void)
{
// generate 32M random numbers on
//the host
 thrust::host_vector<int> h_vec(1 << 24);
 thrust::generate(h_vec.begin(),
                    h_vec.end(), rand);
// transfer data to the device
 thrust::device_vector<int> d_vec=h_vec;
// sort data on the device
// (846M keys per second on
//               GeForce GTX 480)
 thrust::sort(d_vec.begin(), d_vec.end());
// transfer data back to host
 thrust::copy(d_vec.begin(),
            d_vec.end(), h_vec.begin());
 return 0;
}

Notice the way that Thrust methods can be used on both the host and the device and how the whole messy business of parallelising algorithms is hidden from the programmer.

To get started first download Thrust v1.3 and then follow the online quick-start guide. Refer to the online documentation for a complete list of features. Many examples and a set of introductory slides are also available.

Thrust is open-source software distributed under the Apache License v2.0.

Other relevant articles:

GPU Gems Volume 1

Graphics Accelerators

Bitmap Effects

GPGPU optimisation

Banner


Your Phone's Battery Leaks - Your Id That Is
08/08/2015

You can run, but you can't hide. It is amazing how innocent technological features turn out to have a hidden dark side. So it is with the battery API. Designed to help out with running out of juice, i [ ... ]



Cloud Apps Best For Revenue
06/08/2015

The latest State of the Developer Nation report has revealed that more than half of mobile developers and an even higher proportion of those developing IoT are making an income below the app pove [ ... ]


More News

<ASIN:0321228324>

<ASIN:0321335597>

<ASIN:0321515269>

Last Updated ( Monday, 11 October 2010 )
 
 

   
RSS feed of news items only
I Programmer News
Copyright © 2015 i-programmer.info. All Rights Reserved.
Joomla! is Free Software released under the GNU/GPL License.