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Releases: hf-laboratories/LevelZero.NET
Releases · hf-laboratories/LevelZero.NET
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LevelZero.NET v2.0.0 - Native Intel GPU Acceleration & Transformer Engine
LevelZero.NET v2.0.0 — Native Intel GPU Acceleration & Transformer Engine
LevelZero.NET v2.0 provides ultra-low latency, zero-allocation C# bindings to the Intel® oneAPI Level Zero runtime, complete with a production-grade Transformer Kernel Suite and an OpenAI-compatible local LLM server.
🌟 What's New in v2.0.0
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Transformer Kernel Suite & Multi-Arch Dispatch:
- Native Intel GPU kernels precompiled into device-native
.zebinand portable.spvformats across 11 Intel GPU architectures (Tiger Laketgllp, DG1, Alchemistacm-g10/g11/g12, Meteor Lakemtl, Arrow Lakearl-h, Lunar Lakelnl-m, Battlemagebmg-g21, Panther Lakeptl-h, Ponte Vecchiopvc). - Operators include:
rms_norm,rms_norm_quant,rope,gemv_q4_k_f32,gemm_q4_k_f32,softmax,swiglu,silu, and fused multi-head attention.
- Native Intel GPU kernels precompiled into device-native
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l0llm— High-Performance Pure C# LLM Engine & REST Server:- Standalone, zero-allocation runtime for LLaMA, Qwen, DeepSeek, and Mistral architectures.
- Built-in OpenAI-compatible REST server (
/v1/chat/completions, SSE streaming,/v1/models,/health). - Sharded
safetensors(model.safetensors.index.json) support. - Achieves 41.3 tok/s decode on consumer Intel Iris Xe GPUs.
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l0check— Level Zero Diagnostic Tool:- Comprehensive hardware diagnostic CLI for inspecting GPU topologies, driver versions, memory subsystems, and executing compute kernel test suites.
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NuGet Package:
- Published to NuGet.org:
LevelZero.NET2.0.0
- Published to NuGet.org:
📦 Included Release Assets
l0llm-win-x64-v2.0.0.zip— Standalone zero-dependency executable (l0llm.exe), interactive chat runner, and OpenAI-compatible server.l0check-win-x64-v2.0.0.zip— Standalone Level Zero diagnostic and hardware verification CLI.LevelZero.NET.2.0.0.nupkg/.snupkg— Official NuGet package and symbols.
🚀 Quick Start (CLI & REST Server)
Interactive Chat
l0llm.exe chat -m path\to\model.safetensors -t path\to\tokenizer.jsonOpenAI-Compatible REST Server
l0llm.exe serve -m path\to\model.safetensors -t path\to\tokenizer.json --port 8080Connect any OpenAI-compatible client, Web UI (e.g. Open-WebUI), or LangChain / ML.Agentic agent to http://localhost:8080/v1.