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developer.nvidia.com /cuda-zone In computing , CUDA is a proprietary [ 2 ] parallel computing platform and application programming interface (API) that allows software to use certain types of graphics processing units (GPUs) for accelerated general-purpose processing, an approach called general-purpose computing on GPUs.
CUDA code runs on both the central processing unit (CPU) and graphics processing unit (GPU). NVCC separates these two parts and sends host code (the part of code which will be run on the CPU) to a C compiler like GNU Compiler Collection (GCC) or Intel C++ Compiler (ICC) or Microsoft Visual C++ Compiler, and sends the device code (the part which will run on the GPU) to the GPU.
The Nvidia CUDA Compiler (NVCC) translates code written in CUDA, a C++-like language, into PTX instructions (an assembly language represented as American Standard Code for Information Interchange text), and the graphics driver contains a compiler which translates PTX instructions into executable binary code, [2] which can run on the processing ...
A big reason for this is that Nvidia long ago developed its free (but proprietary) CUDA software platform, which allows developers to program the GPUs they buy for tasks other than graphics rendering.
But Nvidia is unlikely to lose this dominance quickly or entirely. Its GPUs can also be used for inference—and its GPU programming software, CUDA, has a large and loyal developer community that ...
CUDA is the toolkit developers rely on to maximize the computing potential of their Nvidia GPUs and to build large language models. ... Nvidia: if you invested $1,000 when we doubled down in 2009 ...
Nvidia NVDEC (formerly known as NVCUVID [1]) is a feature in its graphics cards that performs video decoding, offloading this compute-intensive task from the CPU. [2] NVDEC is a successor of PureVideo and is available in Kepler and later Nvidia GPUs. It is accompanied by NVENC for video encoding in Nvidia's Video Codec SDK. [2]
Admittedly, AMD's ROCm is far behind Nvidia's CUDA, a software platform that helps developers speed up application development. Such an advantage continues to reinforce Nvidia's competitive lead.