ZeroLlm.Core 1.2.0

.NET 8.0 This package targets .NET 8.0. The package is compatible with this framework or higher. .NET Standard 2.0 This package targets .NET Standard 2.0. The package is compatible with this framework or higher. .NET Framework 4.6.2 This package targets .NET Framework 4.6.2. The package is compatible with this framework or higher. 
dotnet add package ZeroLlm.Core --version 1.2.0
                    


                    

                
NuGet\Install-Package ZeroLlm.Core -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="ZeroLlm.Core" Version="1.2.0" />
For projects that support PackageReference, copy this XML node into the project file to reference the package. 
<PackageVersion Include="ZeroLlm.Core" Version="1.2.0" />
                    


                            Directory.Packages.props
                        

                    

                
<PackageReference Include="ZeroLlm.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 ZeroLlm.Core --version 1.2.0
                    


                    

                
#r "nuget: ZeroLlm.Core, 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. 
#:package ZeroLlm.Core@1.2.0
#: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=ZeroLlm.Core&version=1.2.0
                    


                            Install as a Cake Addin
                        

                    

                
#tool nuget:?package=ZeroLlm.Core&version=1.2.0
                    


                            Install as a Cake Tool

๐Ÿง  ZeroLlm: Sovereign Pure C# Small Language Model (SLM) Runtime

ZeroPlatform Tier License: MIT Zero Dependencies Multi-Targeting

Architectural Standard: 100% Pure C#, Zero Unmanaged Wrappers (no llama.cpp or Python runtime required), Zero External Dependencies, Multi-Targeting across .NET 8.0, .NET Framework 4.6.2, and .NET Standard 2.0.

ZeroLlm is an in-process, high-throughput Small Language Model (SLM) runtime and Transformer execution engine engineered for mission-critical edge gateways, industrial controllers, and enterprise agent systems. Operating within Tier 3 (Perception & AI) of the ZeroPlatform ecosystem, it bridges high-speed tokenization (ZeroTokenizer), high-dimensional similarity (ZeroVector), and cognitive swarms (ZeroAgent).

๐Ÿ›๏ธ Key Subsystem Capabilities

Component Namespace Description
GgufReader & GgufWriter ZeroLlm.Core.Format Pure C# binary reader and serializer for GGUF v2/v3 model formats, tensor metadata tables, and aligned tensor offsets.
PagedKvCache ZeroLlm.Core.Memory Virtual memory page-block allocator (16 tokens/block) preventing context memory fragmentation and enabling instant prompt prefix caching.
RmsNorm ZeroLlm.Core.Layers Allocation-free Root Mean Square Layer Normalization kernel with epsilon stability.
RoPE ZeroLlm.Core.Layers Rotary Position Embedding kernel rotating Query and Key projections with customizable frequency scaling.
SwiGLU ZeroLlm.Core.Layers Swish-Gated Linear Unit activation kernel for feed-forward neural layers ($Swish(gate) \odot up$).
GqaAttention ZeroLlm.Core.Layers Grouped-Query Attention (GQA) kernel with multi-query head mapping, causal attention masking, and Paged KV-Cache retrieval.
LlmSampler ZeroLlm.Core.Sampling Logit sampler supporting Greedy (ArgMax), Temperature scaling, Top-K, Top-P (Nucleus), and Repetition penalty.
LlmEngine ZeroLlm.Core.Engine End-to-end execution pipeline supporting synchronous completions and asynchronous token streaming (IAsyncEnumerable<string>).

๐Ÿš€ Quickstart

1. Execute Text Completion

using ZeroLlm.Core.Engine;
using ZeroLlm.Core.Sampling;
using ZeroTokenizer.Core.Bpe;

// Configure model architecture
var config = new LlmModelConfig
{
    VocabSize = 32000,
    EmbeddingDim = 256,
    LayerCount = 4,
    HeadCount = 4,
    HeadCountKv = 2
};

var model = LlmModel.CreateSynthetic(config);
var tokenizer = BpeTokenizer.CreateDefault();

using var engine = new LlmEngine(model, tokenizer, SamplingConfig.Greedy);
string response = await engine.CompleteAsync("System Status: OK. Commencing pipeline diagnosis.");
Console.WriteLine(response);

2. Stream Tokens Asynchronously

await foreach (string token in engine.GenerateStreamAsync("Inspect PLC telemetry"))
{
    Console.Write(token);
}

๐Ÿ“„ License

MIT License. Copyright ยฉ 2026 Phong Vรต.

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 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 is compatible.  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. 
Compatible target framework(s)
Included target framework(s) (in package)
Learn more about Target Frameworks and .NET Standard.

NuGet packages (1)

Showing the top 1 NuGet packages that depend on ZeroLlm.Core:

Package Downloads
ZeroAgent.Core

Pure C# enterprise-grade cognitive AI Agent runtime (ReAct loop, tool registry, episodic memory via ZeroVector, and multi-agent swarm) for .NET.

GitHub repositories

This package is not used by any popular GitHub repositories.

Version Downloads Last Updated
1.2.0 0 10/2/2026
1.1.0 36 10/1/2026
1.0.0 51 9/30/2026