Vorcyc.Mathematics 0.9.0

Vorcyc.Mathematics

High-performance .NET 10 math library: SIMD/parallel CPU numerics, signal processing, deep learning, machine learning, statistics, linear algebra, and calculus.

Version: 0.9.0 · TFM: net10.0 · NuGet: Vorcyc.Mathematics

中文说明

Vorcyc® Mathematics targets .NET 10+, emphasizing SIMD and parallel CPU performance, accurate numerics, and modular APIs for DSP, deep learning, and classical ML.

Minimum target: .NET 10.0

Features

• SIMD-accelerated CPU execution
• Parallel execution via ComputingContext (scalar / SIMD / parallel / auto)
• Generic math (INumber, spans, tensors)
• No GPU in the main package — CPU-only; ILGPU removed (see GPU policy)

Dependencies

• System.Numerics.Tensors 10.0.5

Modules

Core — arrays, constants, RNG, trigonometry, pinnable buffers.
→ wiki_en/Module_Core.md

ComputingContext — execution policy, ComputingScope; integrated into FFT, statistics, linear algebra, batch DL, MFCC, Mel frontends, and Trainer.Fit*.
→ wiki_en/Module_ComputingContext.md

Deep learning (0.9) — BatchTensor (NHWC), BatchSequential / Sequential, 20+ batch layers, Trainer.Fit*, ModelSerializer v3.
→ wiki_en/Module_DeepLearning.md

Experimental — Kalman filters, curve fitting (CurveFitter<T>), legacy signal types.
→ wiki_en/Module_Experimental.md

Linear algebra — matrices, vectors, tensors, quaternions, decompositions.
→ wiki_en/Module_LinearAlgebra.md

Machine learning (0.9) — classifiers, regressors, pipelines, trees/forests, boosting, CV, grid search.
→ wiki_en/Module_MachineLearning.md

Signal processing — Signal / SignalSegment as primary time-domain APIs; FFT, filters, MFCC, effects.
→ wiki_en/Module_SignalProcessing.md

Numerics — extended integer/float/complex/rational types.
→ wiki_en/Module_Numerics.md

Statistics — reductions, distributions, time series, extreme values.
→ wiki_en/Module_Statistics.md

Calculus — integration, derivatives, ODEs, root finding, series.
→ wiki_en/Module_Calculus.md

Extension packages

FFTW (Vorcyc.Mathematics.Extensions.FFTW) — native FFTW bindings for high-performance DFTs.
→ wiki_en/Module_Extensions_FFTW.md

Quick start

dotnet add package Vorcyc.Mathematics

dotnet build targets/dotNET10_Portable/dotNET10_Portable.csproj -c Release
dotnet run --project Examples/Core_example -c Release

dotnet run --project TESTS/core_module_test/core_module_test.csproj -c Release
dotnet run --project TESTS/DL_module_test/DL_module_test.csproj -c Release

Solution layout

Open Vorcyc.Mathematics.slnx in Visual Studio or build individual projects with dotnet.

Examples

Standalone projects under Examples/ (not shipped on NuGet):

→ wiki_en/Module_Examples.md

Documentation

The two wikis are maintained independently. This solution README is a separate entry point and does not replace the wikis.

License

See docs/License.txt.