Microsoft.Extensions.AI.Evaluation.Reporting
0.9.45-preview
Prefix Reserved
See the version list below for details.
dotnet add package Microsoft.Extensions.AI.Evaluation.Reporting --version 0.9.45-preview
NuGet\Install-Package Microsoft.Extensions.AI.Evaluation.Reporting -Version 0.9.45-preview
<PackageReference Include="Microsoft.Extensions.AI.Evaluation.Reporting" Version="0.9.45-preview" />
<PackageVersion Include="Microsoft.Extensions.AI.Evaluation.Reporting" Version="0.9.45-preview" />
<PackageReference Include="Microsoft.Extensions.AI.Evaluation.Reporting" />
paket add Microsoft.Extensions.AI.Evaluation.Reporting --version 0.9.45-preview
#r "nuget: Microsoft.Extensions.AI.Evaluation.Reporting, 0.9.45-preview"
#:package Microsoft.Extensions.AI.Evaluation.Reporting@0.9.45-preview
#addin nuget:?package=Microsoft.Extensions.AI.Evaluation.Reporting&version=0.9.45-preview&prerelease
#tool nuget:?package=Microsoft.Extensions.AI.Evaluation.Reporting&version=0.9.45-preview&prerelease
Microsoft.Extensions.AI.Evaluation
These packages have been designed to work together to support building processes for evaluating the quality of AI software.
- Microsoft.Extensions.AI.Evaluation - Defines core abstractions and types for supporting evaluation.
- Microsoft.Extensions.AI.Evaluation.Quality - Contains evaluators that can be used to evaluate the quality of AI responses in your projects including Relevance, Truth, Completeness, Fluency, Coherence, Equivalence and Groundedness.
- Microsoft.Extensions.AI.Evaluation.Reporting - Contains support for caching LLM responses, storing the results of evaluations and generating reports from that data.
- Microsoft.Extensions.AI.Evaluation.Console - A command line dotnet tool for generating reports and managing evaluation data.
Install the packages
From the command-line:
dotnet add package Microsoft.Extensions.AI.Evaluation
dotnet add package Microsoft.Extensions.AI.Evaluation.Quality
dotnet add package Microsoft.Extensions.AI.Evaluation.Reporting
Or directly in the C# project file:
<ItemGroup>
<PackageReference Include="Microsoft.Extensions.AI.Evaluation" Version="[CURRENTVERSION]" />
<PackageReference Include="Microsoft.Extensions.AI.Evaluation.Quality" Version="[CURRENTVERSION]" />
<PackageReference Include="Microsoft.Extensions.AI.Evaluation.Reporting" Version="[CURRENTVERSION]" />
</ItemGroup>
Install the command line tool
dotnet tool install Microsoft.Extensions.AI.Evaluation.Console --create-manifest-if-needed
| 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 is compatible. 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. net9.0 was computed. net9.0-android was computed. net9.0-browser was computed. net9.0-ios was computed. net9.0-maccatalyst was computed. net9.0-macos was computed. net9.0-tvos was computed. net9.0-windows was computed. net10.0 was computed. 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. |
| .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
- Microsoft.Bcl.Memory (>= 9.0.0)
- Microsoft.Extensions.AI (>= 9.0.1-preview.1.24570.5)
- Microsoft.Extensions.AI.Abstractions (>= 9.0.1-preview.1.24570.5)
- Microsoft.Extensions.AI.Evaluation (>= 0.9.45-preview)
- Microsoft.IO.RecyclableMemoryStream (>= 3.0.1)
- Microsoft.ML.Tokenizers (>= 1.0.0)
-
net8.0
- Microsoft.Extensions.AI (>= 9.0.1-preview.1.24570.5)
- Microsoft.Extensions.AI.Abstractions (>= 9.0.1-preview.1.24570.5)
- Microsoft.Extensions.AI.Evaluation (>= 0.9.45-preview)
- Microsoft.IO.RecyclableMemoryStream (>= 3.0.1)
- Microsoft.ML.Tokenizers (>= 1.0.0)
NuGet packages (4)
Showing the top 4 NuGet packages that depend on Microsoft.Extensions.AI.Evaluation.Reporting:
| Package | Downloads |
|---|---|
|
Microsoft.Extensions.AI.Evaluation.Reporting.Azure
A library that supports the Microsoft.Extensions.AI.Evaluation.Reporting library with an implementation for caching LLM responses and storing the evaluation results in an Azure Storage container. |
|
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Fuuga
Large Language Model (LLM) generator. And Small as well, SML. Give data and generate your model. Fuuga implements a complete language model pipeline: tokenization, data ingestion, model training, fine-tuning, and text generation. Code in .NET (F#). |
|
|
Fuuga.cpu
Large Language Model (LLM) generator. And Small as well, SML. Give data and generate your model. Fuuga implements a complete language model pipeline: tokenization, data ingestion, model training, fine-tuning, and text generation. Code in .NET (F#). |
|
|
HPD-Agent.Evaluations
Evaluation library for the HPD-Agent framework. Measure, score, and monitor agent output quality in production and CI pipelines. |
GitHub repositories (1)
Showing the top 1 popular GitHub repositories that depend on Microsoft.Extensions.AI.Evaluation.Reporting:
| Repository | Stars |
|---|---|
|
dotnet/ai-samples
|
| Version | Downloads | Last Updated |
|---|---|---|
| 10.4.0 | 13,935 | 3/10/2026 |
| 10.3.0 | 17,639 | 2/10/2026 |
| 10.2.0 | 26,947 | 1/13/2026 |
| 10.1.0 | 35,357 | 12/9/2025 |
| 10.0.0 | 30,511 | 11/11/2025 |
| 9.10.0 | 86,924 | 10/14/2025 |
| 9.9.0 | 17,353 | 9/9/2025 |
| 9.8.0 | 17,148 | 8/12/2025 |
| 9.7.0 | 23,602 | 7/8/2025 |
| 9.6.0 | 11,984 | 6/10/2025 |
| 9.5.0 | 51,642 | 5/16/2025 |
| 9.5.0-preview.1.25262.9 | 420 | 5/13/2025 |
| 9.4.4-preview.1.25259.16 | 534 | 5/10/2025 |
| 9.4.3-preview.1.25230.7 | 286 | 5/1/2025 |
| 9.4.0-preview.1.25207.5 | 5,564 | 4/8/2025 |
| 9.3.0-preview.1.25164.6 | 3,369 | 3/14/2025 |
| 9.3.0-preview.1.25126.9 | 1,142 | 2/27/2025 |
| 9.3.0-preview.1.25114.11 | 3,926 | 2/16/2025 |
| 0.9.56-preview | 2,247 | 1/9/2025 |
| 0.9.45-preview | 678 | 12/19/2024 |