Microsoft.ML.Scoring 1.2.0

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dotnet add package Microsoft.ML.Scoring --version 1.2.0
NuGet\Install-Package Microsoft.ML.Scoring -Version 1.2.0
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="Microsoft.ML.Scoring" Version="1.2.0" />
For projects that support PackageReference, copy this XML node into the project file to reference the package.
paket add Microsoft.ML.Scoring --version 1.2.0
#r "nuget: Microsoft.ML.Scoring, 1.2.0"
#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.
// Install Microsoft.ML.Scoring as a Cake Addin
#addin nuget:?package=Microsoft.ML.Scoring&version=1.2.0

// Install Microsoft.ML.Scoring as a Cake Tool
#tool nuget:?package=Microsoft.ML.Scoring&version=1.2.0

Microsoft.ML.Scoring library is a Model Inference Library that can used for scoring DNN models saved in either ONNX or TensorFlow format.. The library is .NET Standard 1.3 compatible library, with API for both managed as well as native application development. The following versions of ONNX and TensorFlow models are supported:


  • ONNX Version: 1.3
  • CPU with MKLDNN acceleration
  • GPU via CUDA 9.2 Tookit + CUDNN library


  • TensorFlow Version: 1.10.0
  • CPU with MKL acceleration
    • Note: CUDA libraries must be present on system path, even for CPU execution.
  • GPU via CUDA 9.2 Tookit and CUDNN library
  • Model formats: checkpoint and saved model only. Frozen model is not supported.
    • For TensorFlow Checkpoint - all files including a checkpoint file, a meta file, and data files should be stored under the same folder. If your model contains TensorFlow lookup operations, please copy your vocabulary file to this folder as well.
    • For TensorFlow SavedModel - all files including a pb file, data files and asset files should be stored under the same folder. Please do not import SavedModel files that were previously optimized by the library -this can result in unexpected errors.

Note: This library contains third party software. For more details, refer to ThirdPartyNotices.txt in the package.

Product 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 was computed.  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. 
.NET Core netcoreapp1.0 was computed.  netcoreapp1.1 was computed.  netcoreapp2.0 was computed.  netcoreapp2.1 was computed.  netcoreapp2.2 was computed.  netcoreapp3.0 was computed.  netcoreapp3.1 was computed. 
.NET Standard netstandard1.3 is compatible.  netstandard1.4 was computed.  netstandard1.5 was computed.  netstandard1.6 was computed.  netstandard2.0 was computed.  netstandard2.1 was computed. 
.NET Framework net46 was computed.  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. 
native native is compatible. 
Tizen tizen30 was computed.  tizen40 was computed.  tizen60 was computed. 
Universal Windows Platform uap was computed.  uap10.0 was computed. 
Xamarin.iOS xamarinios was computed. 
Xamarin.Mac xamarinmac was computed. 
Xamarin.TVOS xamarintvos was computed. 
Xamarin.WatchOS xamarinwatchos was computed. 
Compatible target framework(s)
Included target framework(s) (in package)
Learn more about Target Frameworks and .NET Standard.

This package has no dependencies.

NuGet packages

This package is not used by any NuGet packages.

GitHub repositories (1)

Showing the top 1 popular GitHub repositories that depend on Microsoft.ML.Scoring:

Repository Stars
Samples for getting started with deep learning across TensorFlow, CNTK, Theano and more.
Version Downloads Last updated
1.2.0 15,534 11/16/2018
1.1.0 28,291 9/28/2018
1.0.3 8,914 5/4/2018

New additions in the version 1.2.0 release are -- .Net standard C# module; GPU support; updated ONNX runtime, supporting ONNX models of version 1.3