NLaya.ML 1.0.0

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


                    

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


                            Directory.Packages.props
                        

                    

                
<PackageReference Include="NLaya.ML" />
                    


                            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 NLaya.ML --version 1.0.0
                    


                    

                
#r "nuget: NLaya.ML, 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 NLaya.ML@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=NLaya.ML&version=1.0.0
                    


                            Install as a Cake Addin
                        

                    

                
#tool nuget:?package=NLaya.ML&version=1.0.0
                    


                            Install as a Cake Tool

NLaya.ML

NLaya as an ML.NET pipeline step: answer Laya questions about every row of an IDataView, for example to bulk-label a CSV of tickets or to feed calibrated answers into a trainer as features.

var ml = new MLContext();
var data = ml.Data.LoadFromTextFile<Ticket>("tickets.csv", separatorChar: ',', hasHeader: true);

var scored = ml.Transforms.Laya(agent, Presets.Triage(), "Body").Fit(data).Transform(data);
// intent (text), intent_probs (float[6], slot names = labels), intent_confidence, is_urgent (bool), ...

For each question id it adds the answer (choice: the label; score: the expected score; noul: true/false), id_probs (choice and score, one named slot per option) or id_probability (noul, P(true)), and id_confidence. One input column is the state's text; several become a JSON object keyed by column name. Rows are answered lazily, ChunkSize rows (256) per PredictBatch call.

The predictor can be a LayaAgent or a Router. The transformer can't be saved (the model isn't in the ML.NET file) and has no PredictionEngine; call the predictor directly for single rows.

NLaya is a .NET port of laya by Convai Innovations / NandhaKishorM (Apache-2.0). The Laya model weights are theirs, published on Hugging Face under convaiinnovations. Source, docs and samples: https://github.com/ljfio/NLaya.

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.

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Version Downloads Last Updated
1.0.0 83 9/25/2026