OnnxStack.Core 0.31.0

The ID prefix of this package has been reserved for one of the owners of this package by NuGet.org. Prefix Reserved
dotnet add package OnnxStack.Core --version 0.31.0
NuGet\Install-Package OnnxStack.Core -Version 0.31.0
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="OnnxStack.Core" Version="0.31.0" />
For projects that support PackageReference, copy this XML node into the project file to reference the package.
paket add OnnxStack.Core --version 0.31.0
#r "nuget: OnnxStack.Core, 0.31.0"
#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 OnnxStack.Core as a Cake Addin
#addin nuget:?package=OnnxStack.Core&version=0.31.0

// Install OnnxStack.Core as a Cake Tool
#tool nuget:?package=OnnxStack.Core&version=0.31.0

OnnxStack.Core - Onnx Services for .NET Applications

OnnxStack.Core is a library that provides simplified wrappers for OnnxRuntime

Getting Started

OnnxStack.Core can be found via the nuget package manager, download and install it.

PM> Install-Package OnnxStack.Core

Dependencies

Video processing support requires FFMPEG and FFPROBE binaries, files must be present in your output folder or the destinations configured at runtime

https://ffbinaries.com/downloads
https://github.com/ffbinaries/ffbinaries-prebuilt/releases/download/v6.1/ffmpeg-6.1-win-64.zip
https://github.com/ffbinaries/ffbinaries-prebuilt/releases/download/v6.1/ffprobe-6.1-win-64.zip

OnnxModelSession Example


// CLIP Tokenizer Example
//----------------------//

// Model Configuration
var config = new OnnxModelConfig
{
    DeviceId = 0,
    InterOpNumThreads = 0,
    IntraOpNumThreads = 0,
    ExecutionMode = ExecutionMode.ORT_SEQUENTIAL,
    ExecutionProvider = ExecutionProvider.DirectML,
    OnnxModelPath = "cliptokenizer.onnx"
};

// Create Model Session
var modelSession = new OnnxModelSession(config);

// Get Metatdata
var modelMetadata = await modelSession.GetMetadataAsync();

// Create Input Tensor
var text = "Text To Tokenize";
var inputTensor = new DenseTensor<string>(new string[] { text }, new int[] { 1 });

// Create Inference Parameters
using (var inferenceParameters = new OnnxInferenceParameters(modelMetadata))
{
    // Set Inputs and Outputs
    inferenceParameters.AddInputTensor(inputTensor);
    inferenceParameters.AddOutputBuffer();

    // Run Inference
    using (var results = modelSession.RunInference(inferenceParameters))
    {
        // Extract Result Tokens
        var resultData = results[0].ToArray<long>();
    }
}

Product Compatible and additional computed target framework versions.
.NET net7.0 is compatible.  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. 
Compatible target framework(s)
Included target framework(s) (in package)
Learn more about Target Frameworks and .NET Standard.

NuGet packages (3)

Showing the top 3 NuGet packages that depend on OnnxStack.Core:

Package Downloads
OnnxStack.StableDiffusion The ID prefix of this package has been reserved for one of the owners of this package by NuGet.org.

Stable Diffusion Integration Library for .NET Core This repository harnesses the capabilities of both ONNX Runtime and Microsoft ML, offering a comprehensive solution that empowers developers to build, deploy, and execute machine learning models seamlessly in .NET environments, unlocking a world of possibilities for intelligent applications.

OnnxStack.ImageUpscaler The ID prefix of this package has been reserved for one of the owners of this package by NuGet.org.

OnnxRuntime Image Upscale Library for .NET Core

OnnxStack.FeatureExtractor The ID prefix of this package has been reserved for one of the owners of this package by NuGet.org.

OnnxRuntime Image Feature Extractor Library for .NET Core

GitHub repositories (1)

Showing the top 1 popular GitHub repositories that depend on OnnxStack.Core:

Repository Stars
saddam213/OnnxStack
C# Stable Diffusion using ONNX Runtime
Version Downloads Last updated
0.31.0 68 4/25/2024
0.27.0 164 3/31/2024
0.25.0 160 3/14/2024
0.23.0 149 2/29/2024
0.22.0 118 2/23/2024
0.21.0 138 2/15/2024
0.19.0 139 2/1/2024
0.17.0 163 1/18/2024
0.16.0 117 1/11/2024
0.15.0 182 1/5/2024
0.14.0 130 12/27/2023
0.13.0 121 12/22/2023
0.12.0 126 12/15/2023
0.10.0 158 11/30/2023
0.9.0 130 11/23/2023
0.8.0 178 11/16/2023
0.7.0 133 11/9/2023
0.6.0 113 11/2/2023
0.5.0 126 10/27/2023
0.4.0 108 10/19/2023
0.3.1 129 10/9/2023
0.3.0 106 10/9/2023
0.2.0 110 10/3/2023
0.1.0 150 9/25/2023