GPU Computing
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 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
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
Apple GPUs »
Fourier ▪ Mean ▪ RandomReal ▪ Min ▪ Max ▪ Plus ▪ Exp ▪ Cos ▪ ...
NVIDIA GPUs »
Dot ▪ LinearSolve ▪ Fourier ▪ Mean ▪ RandomReal ▪ MinMax ▪ Cos ▪ ...
GPU Programming »
CUDALink— collection of low-level CUDA functions
OpenCLLink— collection of low-level OpenCL functions
