MLoop.Extensibility 0.41.0

.NET 10.0 This package targets .NET 10.0. The package is compatible with this framework or higher.
There is a newer version of this package available.
See the version list below for details. 
dotnet add package MLoop.Extensibility --version 0.41.0
                    


                    

                
NuGet\Install-Package MLoop.Extensibility -Version 0.41.0
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="MLoop.Extensibility" Version="0.41.0" />
For projects that support PackageReference, copy this XML node into the project file to reference the package. 
<PackageVersion Include="MLoop.Extensibility" Version="0.41.0" />
                    


                            Directory.Packages.props
                        

                    

                
<PackageReference Include="MLoop.Extensibility" />
                    


                            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 MLoop.Extensibility --version 0.41.0
                    


                    

                
#r "nuget: MLoop.Extensibility, 0.41.0"
#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 MLoop.Extensibility@0.41.0
#: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=MLoop.Extensibility&version=0.41.0
                    


                            Install as a Cake Addin
                        

                    

                
#tool nuget:?package=MLoop.Extensibility&version=0.41.0
                    


                            Install as a Cake Tool

MLoop.Extensibility

Optional extensibility API for MLoop - enables code-based customization of AutoML pipeline.

Overview

MLoop.Extensibility provides interfaces for extending MLoop's AutoML capabilities through:

  • Hooks: Execute custom logic at lifecycle points (pre-train, post-train, etc.)
  • Custom Metrics: Optimize for business outcomes instead of generic accuracy

Features

  • ✅ Completely Optional: Works without any extensions
  • ✅ Zero-Overhead: < 1ms impact when not used
  • ✅ Type-Safe: Full C# type system with IDE support
  • ✅ Auto-Discovery: Convention-based discovery from filesystem

Quick Start

Install Package

dotnet add package MLoop.Extensibility

Create a Hook

using MLoop.Extensibility;

public class DataValidationHook : IMLoopHook
{
    public string Name => "Data Validation";

    public async Task<HookResult> ExecuteAsync(HookContext ctx)
    {
        var rowCount = ctx.DataView.Preview().RowView.Length;

        if (rowCount < 100)
        {
            return HookResult.Abort("Need at least 100 rows");
        }

        ctx.Logger.Info($"✅ Validation passed: {rowCount} rows");
        return HookResult.Continue();
    }
}

Create a Custom Metric

using MLoop.Extensibility;

public class ProfitMetric : IMLoopMetric
{
    public string Name => "Expected Profit";
    public bool HigherIsBetter => true;

    public async Task<double> CalculateAsync(MetricContext ctx)
    {
        var metrics = ctx.MLContext.BinaryClassification.Evaluate(ctx.Predictions);

        // Optimize for profit instead of accuracy
        return (metrics.PositiveRecall * 100.0) +  // $100 per True Positive
               (metrics.FalsePositiveRate * -50.0); // -$50 per False Positive
    }
}

API Reference

Interfaces

  • IMLoopHook - Lifecycle hook interface
  • IMLoopMetric - Custom metric interface

Context Classes

  • HookContext - Provides data and ML context to hooks
  • MetricContext - Provides predictions for metric calculation
  • HookResult - Return value for hooks (Continue or Abort)

Logger

  • ILogger - Logging interface for hook output

Documentation

For complete documentation, see:

License

MIT

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 MLoop.Extensibility:

Package Downloads
MLoop.Core

MLoop Core - training (a trainer search over ML.NET trainers), prediction and model management on ML.NET

GitHub repositories

This package is not used by any popular GitHub repositories.

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