EricLouchez.Shorokoo.Core 0.1.7-dev

This is a prerelease version of EricLouchez.Shorokoo.Core.

dotnet add package EricLouchez.Shorokoo.Core --version 0.1.7-dev

NuGet\Install-Package EricLouchez.Shorokoo.Core -Version 0.1.7-dev

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="EricLouchez.Shorokoo.Core" Version="0.1.7-dev" />

For projects that support PackageReference, copy this XML node into the project file to reference the package.

<PackageVersion Include="EricLouchez.Shorokoo.Core" Version="0.1.7-dev" />
                    

                            Directory.Packages.props

<PackageReference Include="EricLouchez.Shorokoo.Core" />
                    

                            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 EricLouchez.Shorokoo.Core --version 0.1.7-dev

The NuGet Team does not provide support for this client. Please contact its maintainers for support.

#r "nuget: EricLouchez.Shorokoo.Core, 0.1.7-dev"

#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 EricLouchez.Shorokoo.Core@0.1.7-dev

#: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=EricLouchez.Shorokoo.Core&version=0.1.7-dev&prerelease
                    

                            Install as a Cake Addin

#tool nuget:?package=EricLouchez.Shorokoo.Core&version=0.1.7-dev&prerelease
                    

                            Install as a Cake Tool

The NuGet Team does not provide support for this client. Please contact its maintainers for support.

Shorokoo

Define, train, and run neural networks in pure C# — no Python required.

Define models as C# classes — strongly typed Tensor<float32>, Scalar<int64>, shapes checked as you build.
Train them — reverse-mode autodiff, optimizers, learning-rate schedules, checkpointing.
Run them fast — execution backed by ONNX Runtime on CPU or GPU.
Interoperate — export models as .onnx, load pretrained weights from .safetensors.

Getting started

Install this package plus one backend for your platform, and (recommended) the source generator for the [Module] syntax:

dotnet add package Shorokoo
dotnet add package Shorokoo.LinuxCPU      # or Shorokoo.LinuxGPU / Shorokoo.WinCPU / Shorokoo.WinGPU
dotnet add package Shorokoo.CodeGen

For ready-made layers, losses, and optimizers also add:

dotnet add package Shorokoo.Modules

using Shorokoo;
using Shorokoo.Modules;
using static Shorokoo.Globals;
using static Shorokoo.NN;

[Module]
public partial class Dense
{
    public static Tensor<float32> Inline(
        [Hyper] Scalar<int64> outFeatures,
        Tensor<float32> x)
    {
        // ... build the layer from tensor ops ...
    }
}

Documentation

Guides, API reference, and samples: https://github.com/Eric-Louchez/Shorokoo

Product	Compatible and additional computed target framework versions.
.NET	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.

Product

.NET

Compatible target framework(s)

Included target framework(s) (in package)

Learn more about Target Frameworks and .NET Standard.

net8.0
- Microsoft.CodeAnalysis.CSharp (>= 4.13.0)
- protobuf-net (>= 3.2.30)
- RandN (>= 0.4.0)
- ZstdSharp.Port (>= 0.8.0)

NuGet packages (3)

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

Package	Downloads
EricLouchez.Shorokoo Define, train, and run neural networks in pure C#. Meta-package that brings the Shorokoo runtime (Shorokoo.Core), ready-made layers (Shorokoo.Modules), and the [Module] source generator (Shorokoo.CodeGen). Add exactly one backend: Shorokoo.LinuxCPU, Shorokoo.LinuxGPU, Shorokoo.WinCPU, or Shorokoo.WinGPU.	431
EricLouchez.Shorokoo.OnnxRuntime ONNX Runtime backend glue for Shorokoo (managed, platform-neutral). You normally do not install this directly; install Shorokoo.LinuxCPU, Shorokoo.LinuxGPU, Shorokoo.WinCPU, or Shorokoo.WinGPU instead, which bring the native ONNX Runtime for your platform.	350
EricLouchez.Shorokoo.Modules Baseline neural-network library for Shorokoo: ready-made layers, loss functions, and optimizers (SGD, SGD+momentum, AdamW, ...) built from Shorokoo modules.	313

GitHub repositories

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