Rag.NET.Chunking 1.0.0

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


                    

                
NuGet\Install-Package Rag.NET.Chunking -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="Rag.NET.Chunking" Version="1.0.0" />
For projects that support PackageReference, copy this XML node into the project file to reference the package. 
<PackageVersion Include="Rag.NET.Chunking" Version="1.0.0" />
                    


                            Directory.Packages.props
                        

                    

                
<PackageReference Include="Rag.NET.Chunking" />
                    


                            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 Rag.NET.Chunking --version 1.0.0
                    


                    

                
#r "nuget: Rag.NET.Chunking, 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 Rag.NET.Chunking@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=Rag.NET.Chunking&version=1.0.0
                    


                            Install as a Cake Addin
                        

                    

                
#tool nuget:?package=Rag.NET.Chunking&version=1.0.0
                    


                            Install as a Cake Tool

Rag.NET.Chunking

Advanced chunking strategies for Rag.NET: embedding-based semantic chunking, token-aware windowing, late chunking, LLM proposition extraction, hierarchical merging and code-aware chunking — pick per corpus what the core package's recursive default cannot express.

Install

dotnet add package Rag.NET.Chunking

Install alongside the core pipeline package (dotnet add package Rag.NET), which supplies the AddRagNet(...) builder the strategies register into.

Setup

Inside your AddRagNet(...) builder callback — one strategy at a time; the last registration wins:

using Rag.NET.Chunking.Semantic;

rag.UseSemanticChunking();

Example

Semantic chunking groups sentences by embedding similarity; token-aware chunking counts real tokenizer tokens instead of characters:

using Rag.NET.Chunking.Semantic;
using Rag.NET.Chunking.TokenAware;
using Rag.NET.Models.Options;

// Tuned semantic chunking:
rag.UseSemanticChunking(new SemanticChunkingOptions
{
    BreakpointPercentile = 0.25f,  // lower = more, smaller chunks
    MinChunkSize = 100,            // characters; undersized groups merge with neighbours
    MaxChunkSize = 1500,           // characters; oversized groups split at sentences
});

// Or: token-aware windows sized for your embedding model.
rag.UseTokenAwareChunking(o =>
{
    o.ModelName        = "gpt-4";  // selects the tokenizer encoding
    o.WindowSizeTokens = 256;
    o.OverlapTokens    = 32;
});

UseHierarchicalMerging, UsePropositionChunking, UseLateChunking (pair it with Rag.NET.Embeddings.Onnx token embeddings) and UseCodeChunking follow the same shape.

Full guide

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.

NuGet packages (1)

Showing the top 1 NuGet packages that depend on Rag.NET.Chunking:

Package Downloads
Rag.NET.Chunking.Templates

Domain-specific chunking templates for Rag.NET (Legal, Book, Academic Paper, Q&A Pairs, Email, Resume)

GitHub repositories

This package is not used by any popular GitHub repositories.

Version Downloads Last Updated
1.0.0 93 9/15/2026
0.1.0 243 8/11/2026