OnnxStack.Core
0.25.0
Prefix Reserved
There is a newer version of this package available.
See the version list below for details.
See the version list below for details.
dotnet add package OnnxStack.Core --version 0.25.0
NuGet\Install-Package OnnxStack.Core -Version 0.25.0
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="0.25.0" />
For projects that support PackageReference, copy this XML node into the project file to reference the package.
paket add OnnxStack.Core --version 0.25.0
The NuGet Team does not provide support for this client. Please contact its maintainers for support.
#r "nuget: OnnxStack.Core, 0.25.0"
#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=0.25.0 // Install OnnxStack.Core as a Cake Tool #tool nuget:?package=OnnxStack.Core&version=0.25.0
The NuGet Team does not provide support for this client. Please contact its maintainers for support.
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 | Versions 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.
-
net7.0
- FFMpegCore (>= 5.1.0)
- Microsoft.Extensions.DependencyInjection.Abstractions (>= 8.0.1)
- Microsoft.Extensions.Hosting.Abstractions (>= 8.0.0)
- Microsoft.Extensions.Logging.Abstractions (>= 8.0.1)
- Microsoft.ML (>= 3.0.1)
- Microsoft.ML.OnnxRuntime.Extensions (>= 0.10.0)
- Microsoft.ML.OnnxRuntime.Managed (>= 1.17.1)
- SixLabors.ImageSharp (>= 3.1.3)
- System.Linq.Async (>= 6.0.1)
NuGet packages (3)
Showing the top 3 NuGet packages that depend on OnnxStack.Core:
Package | Downloads |
---|---|
OnnxStack.StableDiffusion
Stable Diffusion Library for .NET |
|
OnnxStack.ImageUpscaler
OnnxRuntime Image Upscale Library for .NET |
|
OnnxStack.FeatureExtractor
OnnxRuntime Image Feature Extractor Library for .NET |
GitHub repositories (1)
Showing the top 1 popular GitHub repositories that depend on OnnxStack.Core:
Repository | Stars |
---|---|
TensorStack-AI/OnnxStack
C# Stable Diffusion using ONNX Runtime
|
Version | Downloads | Last updated | |
---|---|---|---|
0.39.0 | 371 | 6/12/2024 | |
0.31.0 | 267 | 4/25/2024 | |
0.27.0 | 190 | 3/31/2024 | |
0.25.0 | 178 | 3/14/2024 | |
0.23.0 | 175 | 2/29/2024 | |
0.22.0 | 135 | 2/23/2024 | |
0.21.0 | 157 | 2/15/2024 | |
0.19.0 | 163 | 2/1/2024 | |
0.17.0 | 184 | 1/18/2024 | |
0.16.0 | 134 | 1/11/2024 | |
0.15.0 | 205 | 1/5/2024 | |
0.14.0 | 161 | 12/27/2023 | |
0.13.0 | 133 | 12/22/2023 | |
0.12.0 | 142 | 12/15/2023 | |
0.10.0 | 168 | 11/30/2023 | |
0.9.0 | 147 | 11/23/2023 | |
0.8.0 | 202 | 11/16/2023 | |
0.7.0 | 147 | 11/9/2023 | |
0.6.0 | 133 | 11/2/2023 | |
0.5.0 | 140 | 10/27/2023 | |
0.4.0 | 121 | 10/19/2023 | |
0.3.1 | 148 | 10/9/2023 | |
0.3.0 | 117 | 10/9/2023 | |
0.2.0 | 124 | 10/3/2023 | |
0.1.0 | 171 | 9/25/2023 |