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Tensor

Tensor (n-dimensional array) library for F# Core features: - n-dimensional arrays (tensors) in host memory or on CUDA GPUs - element-wise operations (addition, multiplication, absolute value, etc.) - basic linear algebra operations (dot product, SVD decomposition, matrix inverse, etc.) - reduction operations (sum, product, average, maximum, arg max, etc.) - logic operations (comparision, and, or, etc.) - views, slicing, reshaping, broadcasting (similar to NumPy) - scatter and gather by indices - standard functional operations (map, fold, etc.) Data exchange: - read/write support for HDF5 (.h5) - interop with standard F# types (Seq, List, Array, Array2D, Array3D, etc.) Performance: - host: SIMD and BLAS accelerated operations - by default Intel MKL is used (shipped with NuGet package) - other BLASes (OpenBLAS, vendor-specific) can be selected by configuration option - CUDA GPU: all operations performed locally on GPU and cuBLAS used for matrix operations Requirements: - Linux, MacOS or Windows on x64 - Linux requires libgomp.so.1 installed. Additional algorithms are provided in the Tensor.Algorithm package.

Total Downloads
416.7K
416,653
Published
May 8, 2018
Latest stable version

Install

.NET CLI
dotnet add package Tensor --version 0.4.11
Package Manager Console
Install-Package Tensor -Version 0.4.11
PackageReference
<PackageReference Include="Tensor" Version="0.4.11" />

Frameworks

.NETStandard2.0

Dependencies

FSharp.Core
.NETStandard2.0
[4.3.4, )
[1.10.200, )
[9.1.300, )
[9.1.300, )
[9.1.300, )
[4.4.0, )
System.Reflection.Emit
.NETStandard2.0
[4.3.0, )

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