Eric Sessoms talked about hardware accelaration for astronomical data analysis. He compared the performance of your GPU to the main CPU of your machine. Typically the performance of a commodity graphics card exceeds by a factor of 3 that of your CPU.
More information about using GPUs for general purpose computation is available at the gpgpu.org site.
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