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GeezerVison is showing reference.wolfram.com — GPU Computing with NVIDIA—Wolfram Documentation GPU Computing with NVIDIAGPU computing has become ubiquitous in many areas, ranging from scientific computing and machine learning to games and many more. GPUs provide a parallel processing model that makes it possible to accelerate computations significantly and to handle large datasets efficiently, leading to faster and more powerful processing capabilities. With its GPU-aware array framework, high-level functions and powerful compiler, the Wolfram Language offers state-of-the-art functionality designed to leverage the capabilities of NVIDIA GPUs. Immediately access and manipulate data directly on GPUs and boost productivity using high-level linear algebra, statistics and mathematical functions without sacrificing performance.
GPUArray — store data in memory for GPU Normal — retrieve data from GPU ArraysGPUArrayQ — test whether an object is a valid GPU array ArrayQ ▪ VectorQ ▪ MatrixQ ▪ ArrayDepth ▪ Dimensions ▪ Length ▪ Part ▪ First ▪ Last ▪ ByteCount Linear Algebra »Dot — matrix operations Transpose ▪ ConjugateTranspose ▪ Diagonal ▪ Tr LinearSolve — solve linear systems Inverse ▪ PseudoInverse ▪ SingularValueDecomposition LeastSquares — solve linear least-squares problems Discrete Fourier Analysis »Fourier — find the discrete Fourier transform InverseFourier — find the discrete inverse Fourier transform Random Number Generation »SeedRandom — use "GPU" method for pseudorandom number generation RandomInteger ▪ RandomReal ▪ RandomComplex Statistics »Mean — descriptive statistics GeometricMean ▪ Variance ▪ Skewness ▪ StandardDeviation ▪ RootMeanSquare ▪ Kurtosis Sort — order statistics Mathematical Functions »Plus, Times — arithmetic functions Subtract ▪ Divide ▪ Total ▪ Mean ▪ Accumulate ▪ Differences ▪ Ratios Sin, Cos — trigonometric functions Tan ▪ ArcSin ▪ ArcCos ▪ ArcTan Exp, Log — transcendental functions Log2 ▪ Log10 ▪ Power ▪ Sqrt ▪ CubeRoot Sinh, Cosh — hyperbolic functions Tanh ▪ ArcSinh ▪ ArcCosh ▪ ArcTanh Ceiling, Floor — integer functions Round ▪ IntegerPart ▪ FractionalPart Abs, Sign — absolute values and signs RealAbs ▪ RealSign ▪ Re ▪ Im ▪ Arg ▪ Conjugate Visualization »ArrayPlot, MatrixPlot — plot values of an array ListPlot — data visualization ListLinePlot ▪ ListDensityPlot ▪ ListContourPlot ▪ ListLogPlot ▪ ListPolarPlot ▪ ParallelAxisPlot ▪ RadialAxisPlot Code Compilation & Generation »FunctionCompileExport — export code suitable for GPU architecture FunctionCompile ▪ FunctionCompileExportLibrary GPU Programming »CUDALink — collection of low-level CUDA functions |
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