The CUDA Toolkit includes libraries, debugging and optimization tools, a compiler and a runtime library to deploy your application. You'll also find code samples, programming guides, user manuals, API references and other documentation to help you get started. Libraries cuRAND NPP Math Library ...
GPU-accelerated library of C++ parallel algorithms and data structures. Learn More Computational Lithography Library Targeting the modern-day challenges of nanoscale computational lithography. cuLitho Library with optimized tools and algorithms to accelerate computational lithography and the manufacturing of semi...
一、总述CUDA提供了三种不同的API:Runtime API和Driver API、Libraries。相互调用关系如下。 二、CUDA LibraryCUDA Library(CUDA函数库),目前CUDA中有cuBLAS、cuSPARSE、cuFFT、cuDNN、视频编解码与图像处理库…
CUDA Library Samples. Contribute to NVIDIA/CUDALibrarySamples development by creating an account on GitHub.
CPU vs GPU © NVIDIA Corporation 2009 CUBLAS: CUDA 2.3, Tesla C1060 MKL 10.0.3: Intel Core2 Extreme, 3.00GHz CUFFT CUFFT is the CUDA FFT library Computes parallel FFT on an NVIDIA GPU Uses „Plans‟ like FFTW Plan contains information about optimal configuration for a given transform. ...
2、CUDA 包括的库:(CUDA Library) --cublas (BLAS) --cublas_device (BLAS Kernel Interface) --cuda_occupancy (Kernel Occupancy Calculation [header file implementation]) cudadevrt (CUDA Device Runtime) --cudart (CUDA Runtime) --cufft (Fast Fourier Transform [FFT]) ...
CUDA Random Number Generation Library (CURAND) CURAND is a CUDA-accelerated collection of pseudo-random number generators. It includes a multitude of different generators, most of which generate extremely high quality random numbers, the sequences of which have very long periods. The library is usef...
如下图所示,AI只用了CUDA Library的一小部分,很多非AI的科学计算、光线追踪的函数并不需要。其次,大模型有只用了Software层的一小部分,PyTorch Aten 2000多个算子,大模型可能只用几十个。最后,Distributed System中网络通信的组件和CUDA无关。 对于非大模型类的存量AI软件栈导致的CUDA护城河,2023年 Intel CTO Greg ...
Get exclusive access to hundreds of SDKs, technical trainings, and opportunities to connect with millions of like-minded developers, researchers, and students. Learn more Resources CUDA Documentation and Release Notes Documentation library containing in-depth technical information on the CUDA Toolkit. ...
NVIDIA NPP is a library of functions for performing CUDA accelerated processing. The initial set of functionality in the library focuses on imaging and video processing and is widely applicable for developers in these areas. NPP will evolve over time to encompass more of the compute heavy tasks ...