GPU 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

Arrays

GPUArrayQ — 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

Min   ▪ Max   ▪ MinMax   ▪ Ordering

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

Related Guides

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• CUDA Computation in the Wolfram Language
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• OpenCL Computation in the Wolfram Language
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• Parallel Computing in the Wolfram Language
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• Calling External Programs