APL.Net 1.0.0

.NET 10.0 This package targets .NET 10.0. The package is compatible with this framework or higher. 
dotnet add package APL.Net --version 1.0.0
                    


                    

                
NuGet\Install-Package APL.Net -Version 1.0.0
This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package. 
<PackageReference Include="APL.Net" Version="1.0.0" />
For projects that support PackageReference, copy this XML node into the project file to reference the package. 
<PackageVersion Include="APL.Net" Version="1.0.0" />
                    


                            Directory.Packages.props
                        

                    

                
<PackageReference Include="APL.Net" />
                    


                            Project file
For projects that support Central Package Management (CPM), copy this XML node into the solution Directory.Packages.props file to version the package. 
paket add APL.Net --version 1.0.0
                    


                    

                
#r "nuget: APL.Net, 1.0.0"
#r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package. 
#:package APL.Net@1.0.0
#:package directive can be used in C# file-based apps starting in .NET 10 preview 4. Copy this into a .cs file before any lines of code to reference the package. 
#addin nuget:?package=APL.Net&version=1.0.0
                    


                            Install as a Cake Addin
                        

                    

                
#tool nuget:?package=APL.Net&version=1.0.0
                    


                            Install as a Cake Tool

APL.Net — Another Parallel Library for .NET

Parallel loops without the per-iteration tax. APL.Net provides data-parallel loops for .NET that the JIT compiles for your exact body. There is no delegate call, no Task, no captured ExecutionContext and no allocation per call. It also includes explicit SIMD kernels (Vector512/256/128 with a scalar fallback), an opt-in pointer tier and a source generator. It is NativeAOT-safe and uses no native interop.

Made by Gravicode Studios, led by Kang Fadhil. · Dibuat oleh Gravicode Studios, dipimpin oleh Kang Fadhil.

using AplNet;
using AplNet.Core;
using AplNet.Simd;

Apl.For(0, n, i => result[i] = Compute(data[i]));             // drop-in for Parallel.For

readonly struct ComputeBody(double[] data, double[] result) : IWorkBody
{
    public void Invoke(int i) => result[i] = Compute(data[i]);
}
Apl.For(0, n, new ComputeBody(data, result));                 // zero-allocation, inlined

double total = SimdOps.ParallelSum(values);                    // parallel + SIMD
Apl.For(0, rows, new RenderRow(img),                           // uneven work: opt in
    new AplOptions { Partitioner = new WorkStealingPartitioner(1) });

Measured on an Intel i7-8650U (4C/8T) with .NET 10 against Parallel.For:

  • 3.7× lower per-call overhead, with 0 B allocated (versus ~3 KB).
  • 4.4× on in-cache arithmetic.
  • 19× on SIMD AXPY (1M floats).
  • 5.7× on a sum (1M doubles).

There are also results where APL.Net does not win. On memory-bound loops every variant ties, and with the default static partitioning, skewed workloads can favour TPL. Both are documented.

⚠️ The ExecutionContext does not flow to pool workers (AsyncLocal<T> and culture are not visible inside bodies that run on other threads).

Documentation (English and Indonesian), benchmark results, the Avalonia APL.Net Gallery and the design rationale: https://github.com/DotNetVibeCoderz/Vibe_Library/tree/main/APLNet

Product Compatible and additional computed target framework versions.
.NET net10.0 is compatible.  net10.0-android was computed.  net10.0-browser was computed.  net10.0-ios was computed.  net10.0-maccatalyst was computed.  net10.0-macos was computed.  net10.0-tvos was computed.  net10.0-windows was computed. 
Compatible target framework(s)
Included target framework(s) (in package)
Learn more about Target Frameworks and .NET Standard.

  • net10.0

    • No dependencies.

NuGet packages

This package is not used by any NuGet packages.

GitHub repositories

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Version Downloads Last Updated
1.0.0 42 9/25/2026