P1X.Toeplitz
0.1.0
dotnet add package P1X.Toeplitz --version 0.1.0
NuGet\Install-Package P1X.Toeplitz -Version 0.1.0
<PackageReference Include="P1X.Toeplitz" Version="0.1.0" />
paket add P1X.Toeplitz --version 0.1.0
#r "nuget: P1X.Toeplitz, 0.1.0"
// Install P1X.Toeplitz as a Cake Addin #addin nuget:?package=P1X.Toeplitz&version=0.1.0 // Install P1X.Toeplitz as a Cake Tool #tool nuget:?package=P1X.Toeplitz&version=0.1.0
About
This is an implementation of the Zohar-Trench algorithm for solving a set of linear Toeplitz equations, based on the original article by S. Zohar "The Solution of a Toeplitz Set of Linear Equations" (https://doi.org/10.1145/321812.321822). There is also an option for an iterative solution that gives a valid result for increasing sub-matrix size.
For more info on the algorithm and its limitations see the referenced paper. There is also many papers about algorithm numerical stability.
Performance
The solution includes a small benchmark to compare with MathNet.Numerics+MKL implementation. Although MathNet does not implement Toeplitz matrices and algorithms optimized for them, it is still worth the comparison. Here are my results:
BenchmarkDotNet=v0.12.0, OS=Windows 10.0.18363
Intel Core i5-6600 CPU 3.30GHz (Skylake), 1 CPU, 4 logical and 4 physical cores
.NET Core SDK=3.1.302
[Host] : .NET Core 3.1.6 (CoreCLR 4.700.20.26901, CoreFX 4.700.20.31603), X64 RyuJIT
DefaultJob : .NET Core 3.1.6 (CoreCLR 4.700.20.26901, CoreFX 4.700.20.31603), X64 RyuJIT
Method | N | Mean | Error | StdDev | Median | Ratio | Gen 0 | Gen 1 | Gen 2 | Allocated |
---|---|---|---|---|---|---|---|---|---|---|
MainSolver | 8 | 621.0 ns | 3.36 ns | 2.98 ns | 621.7 ns | 0.11 | 0.1707 | - | - | 536 B |
MathNetNativeMkl | 8 | 5,594.6 ns | 20.61 ns | 18.27 ns | 5,589.4 ns | 1.00 | 0.3052 | - | - | 968 B |
MainSolver | 32 | 11,690.5 ns | 126.34 ns | 118.17 ns | 11,641.2 ns | 0.33 | 0.2899 | - | - | 920 B |
MathNetNativeMkl | 32 | 35,077.0 ns | 256.05 ns | 239.51 ns | 35,094.7 ns | 1.00 | 1.5259 | - | - | 4904 B |
MainSolver | 128 | 72,167.5 ns | 378.92 ns | 316.42 ns | 72,159.9 ns | 0.39 | 0.7324 | - | - | 2457 B |
MathNetNativeMkl | 128 | 185,198.8 ns | 1,108.50 ns | 1,036.89 ns | 184,818.0 ns | 1.00 | 20.5078 | - | - | 66728 B |
MainSolver | 512 | 219,324.7 ns | 1,027.25 ns | 910.63 ns | 219,068.5 ns | 0.17 | 2.6855 | - | - | 8603 B |
MathNetNativeMkl | 512 | 1,274,336.5 ns | 25,380.10 ns | 47,043.64 ns | 1,249,485.4 ns | 1.00 | 248.0469 | 248.0469 | 248.0469 | 1053296 B |
Product | Versions Compatible and additional computed target framework versions. |
---|---|
.NET | net5.0 was computed. net5.0-windows was computed. net6.0 was computed. net6.0-android was computed. net6.0-ios was computed. net6.0-maccatalyst was computed. net6.0-macos was computed. net6.0-tvos was computed. net6.0-windows was computed. net7.0 was computed. net7.0-android was computed. net7.0-ios was computed. net7.0-maccatalyst was computed. net7.0-macos was computed. net7.0-tvos was computed. net7.0-windows was computed. net8.0 was computed. net8.0-android was computed. net8.0-browser was computed. net8.0-ios was computed. net8.0-maccatalyst was computed. net8.0-macos was computed. net8.0-tvos was computed. net8.0-windows was computed. |
.NET Core | netcoreapp2.0 was computed. netcoreapp2.1 was computed. netcoreapp2.2 was computed. netcoreapp3.0 was computed. netcoreapp3.1 was computed. |
.NET Standard | netstandard2.0 is compatible. netstandard2.1 was computed. |
.NET Framework | net461 was computed. net462 was computed. net463 was computed. net47 was computed. net471 was computed. net472 was computed. net48 was computed. net481 was computed. |
MonoAndroid | monoandroid was computed. |
MonoMac | monomac was computed. |
MonoTouch | monotouch was computed. |
Tizen | tizen40 was computed. tizen60 was computed. |
Xamarin.iOS | xamarinios was computed. |
Xamarin.Mac | xamarinmac was computed. |
Xamarin.TVOS | xamarintvos was computed. |
Xamarin.WatchOS | xamarinwatchos was computed. |
-
.NETStandard 2.0
- System.Numerics.Vectors (>= 4.5.0)
NuGet packages
This package is not used by any NuGet packages.
GitHub repositories
This package is not used by any popular GitHub repositories.
Version | Downloads | Last updated |
---|---|---|
0.1.0 | 451 | 12/9/2020 |