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General-purpose computing on graphics processing units (GPGPU, or less often GPGP) is the use of a graphics processing unit (GPU), which typically handles computation only for computer graphics, to perform computation in applications traditionally handled by the central processing unit (CPU).
The SIMT execution model has been implemented on several GPUs and is relevant for general-purpose computing on graphics processing units (GPGPU), e.g. some supercomputers combine CPUs with GPUs. The processors, say a number p of them, seem to execute many more than p tasks.
A GPU cluster is a computer cluster in which each node is equipped with a graphics processing unit (GPU). By harnessing the computational power of modern GPUs via general-purpose computing on graphics processing units (GPGPU), very fast calculations can be performed with a GPU cluster. Titan, the first supercomputer to use GPUs
Components of a GPU. A graphics processing unit (GPU) is a specialized electronic circuit initially designed for digital image processing and to accelerate computer graphics, being present either as a discrete video card or embedded on motherboards, mobile phones, personal computers, workstations, and game consoles.
A modern consumer graphics card: A Radeon RX 6900 XT from AMD. A graphics card (also called a video card, display card, graphics accelerator, graphics adapter, VGA card/VGA, video adapter, display adapter, or colloquially GPU) is a computer expansion card that generates a feed of graphics output to a display device such as a monitor.
1000 1000 1000 187.5 128 256 3.2 6.4 64 128 17.5 20 GeForce FX 5700 LE March 2004 AGP 8x PCI 21 GeForce FX 5700 2003 AGP 8x 425 250 1,700 1,700 1,700 318.7 8.0 128 29.7 20 GeForce PCX 5750 March 17, 2004 PCIe x16 128 25 GeForce FX 5700 Ultra October 23, 2003 AGP 8x 475 453 1,900 1,900 1,900 356.2 128 256 14.4 GDDR2 33.2 43 GeForce FX 5700 Ultra ...
1000 Core i7-6560U Core i7-6650U Core i7-6660U: 1050 Iris Graphics 550 Mobile Core i3-6157U Core i3-6167U 1927 1000 Core i5-6267U: 1050 Core i5-6287U Core i7-6567U: 1100 Iris Pro Graphics P555 2016 Workstation Xeon E3-1558L v5 192D 650: 1000 128 Iris Pro Graphics 580 Mobile Core i5-6350HQ 193B 350: 900 576:72:9 (GT4) Core i7-6770HQ: 950 Core i7 ...
A like for like comparison between desktop CPUs and GPGPUs is problematic because of algorithmic & structural differences. For example, a 2.66 GHz Intel Core 2 Duo can perform a maximum of 25 GFLOPs (25 billion single-precision floating-point operations per second) if optimally using SSE and streaming memory access so the prefetcher works perfectly.
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