⚡

Model Serving

LLM 推理引擎和模型服务基础设施

共 42 个项目
排序:综合评分
vllm-project / vllm

A high-throughput and memory-efficient inference and serving engine for LLMs

Python 95.6k
维护停滞 Apache 2.0
trymirai / uzu

A high-performance inference engine for AI models

Rust 2.6k
活跃维护 MIT
ggml-org / llama.cpp

LLM inference in C/C++

C++ 132.4k
正常维护 MIT
LMCache / LMCache

LMCache: Supercharge Your LLM with the Fastest KV Cache Layer

Python 12.2k
活跃维护 Apache 2.0
modelscope / FunASR

Open-source speech recognition toolkit for training, inference, streaming ASR, VAD, punctuation, speaker diarization pipelines, and OpenAI-compatible/MCP serving.

Python 20.8k
活跃维护 MIT
vllm-project / vllm-ascend

Community maintained hardware plugin for vLLM on Huawei Ascend

Python 3.0k
维护停滞 Apache 2.0
gpustack / gpustack

A GPU cluster manager for high-performance AI model serving (vLLM, SGLang) and on-demand SSH-accessible GPU instances.

Python 5.9k
正常维护 Apache 2.0
iree-org / iree

A retargetable MLIR-based machine learning compiler and runtime toolkit.

C++ 4.0k
维护停滞 Apache 2.0
NVIDIA / TensorRT-LLM

TensorRT LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and supports state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT LLM also contains components to create Python and C++ runtimes that orchestrate the inference execution in a performant way.

Python 15.0k
正常维护 NOASSERTION
ai-dynamo / dynamo

A Datacenter Scale Distributed Inference Serving Framework

Rust 8.4k
正常维护 NOASSERTION
smg-project / smg

Engine-agnostic LLM gateway in Rust. Full OpenAI & Anthropic API compatibility across vLLM, TRT-LLM, TokenSpeed, SGLang, OpenAI, Gemini & more. Industry-first gRPC pipeline, KV cache-aware routing, chat history, tokenization caching, Responses API, embeddings, WASM plugins, MCP, and multi-tenant auth.

Rust 679
活跃维护 Apache 2.0
NVIDIA / Model-Optimizer

A unified library of SOTA model optimization techniques like quantization, distillation, pruning, neural architecture search, speculative decoding, etc. It compresses deep learning models for downstream deployment frameworks like TensorRT-LLM, TensorRT, vLLM, etc. to optimize inference speed.

Python 5.4k
活跃维护 Apache 2.0
raullenchai / Rapid-MLX

Rapid-MLX is an open-source (Apache 2.0) OpenAI- and Anthropic-compatible LLM inference server for Apple Silicon, built on MLX, focused on reliable tool calling for coding agents. Up to 4× faster than Apple's MLX (mlx-lm) on the same weights.

Python 4.0k
活跃维护 NOASSERTION
Tencent / ncnn

ncnn is a high-performance neural network inference framework optimized for the mobile platform

C++ 24.0k
维护停滞 NOASSERTION
WasmEdge / WasmEdge

WasmEdge is a lightweight, high-performance, and extensible WebAssembly runtime for cloud native, edge, and decentralized applications. It powers serverless apps, embedded functions, microservices, smart contracts, and IoT devices.

C++ 10.8k
活跃维护 Apache 2.0
microsoft / onnxruntime

ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

C++ 22.2k
正常维护 MIT
mlc-ai / web-llm

High-performance In-browser LLM Inference Engine

TypeScript 19.3k
正常维护 Apache 2.0
maximhq / bifrost

Open-source, high-performance AI gateway that works as your LLM gateway, MCP gateway and agent gateway. One OpenAI-compatible API for 10,000+ models, with failover, load balancing, semantic caching, virtual keys, budgets and MCP Code Mode. Works with any SDK or agent and adds under 200µs of overhead at 5k RPS.

Go 9.1k
正常维护 Apache 2.0
kvcache-ai / Mooncake

Mooncake is the serving platform for Kimi, a leading LLM service provided by Moonshot AI.

C++ 6.9k
活跃维护 Apache 2.0
kserve / kserve

Standardized Distributed Generative and Predictive AI Inference Platform for Scalable, Multi-Framework Deployment on Kubernetes

Go 6.2k
活跃维护 Apache 2.0
0xShug0 / audio.cpp

An all-in-one, pure C++ inference engine for audio models, powered by ggml. Supports TTS, STT, VAD, voice conversion, music generation, and more, with highly optimized performance. No Python dependency.

C++ 3.8k
活跃维护 NOASSERTION
nobodywho-ooo / nobodywho

NobodyWho is an inference engine that lets you run LLMs locally and efficiently on any device.

Rust 1.6k
活跃维护 EUPL-1.2
llm-d / llm-d-router

llm-d Router: The intelligent entry point for inference requests

Go 432
活跃维护 Apache 2.0
tphakala / birdnet-go

Self-hosted realtime soundscape analyser for birds, bats and other wildlife. Multi-model local AI inference, runs 24/7 on a Raspberry Pi.

Go 2.4k
活跃维护 NOASSERTION
sgl-project / sglang-omni

High Performance Serving Runtime For Interactive Super Intelligence System

Python 1.6k
活跃维护 Apache 2.0
hao-ai-lab / FastVideo

A unified inference and post-training framework for accelerated video generation.

Python 4.7k
活跃维护 Apache 2.0
beclab / Olares

Open-Source Personal Cloud OS for Always-On Agents

Go 5.3k
活跃维护 AGPL-3
qualcomm / GenieX

Run frontier LLMs and VLMs locally on Qualcomm devices across NPU, GPU, and CPU with a few lines of code

Go 8.5k
活跃维护 BSD-3
kvcache-ai / ktransformers

A Flexible Framework for Experiencing Heterogeneous LLM Inference/Fine-tune Optimizations

Python 19.6k
活跃维护 Apache 2.0
ArvinLovegood / go-stock

🦄🦄🦄AI赋能股票分析:AI加持的股票分析/选股工具。股票行情获取,AI热点资讯分析,AI资金/财务分析,涨跌报警推送。支持A股,港股,美股。支持市场整体/个股情绪分析,AI辅助选股等。数据全部保留在本地。支持DeepSeek,OpenAI, Ollama,LMStudio,AnythingLLM,硅基流动,火山方舟,阿里云百炼等平台或模型。

Go 7.9k
活跃维护 GPL-3
mozilla-ai / llamafile

Distribute and run LLMs with a single file.

C++ 26.5k
正常维护 NOASSERTION
CrispStrobe / CrispASR

C++ ggml runtime hub for multilingual ASR and TTS models: Cohere Transcribe, Parakeet TDT, Voxtral, Canary 1B v2, etc, plus universal forced alignment, and more

C++ 772
活跃维护 MIT
vllm-project / semantic-router

An open, programmable decision layer for models and compute.

Go 6.3k
正常维护 Apache 2.0
ikawrakow / ik_llama.cpp

llama.cpp fork with additional SOTA quants and improved performance

C++ 3.3k
活跃维护 MIT
lyogavin / airllm

AirLLM 2.8T LLM inference with single 4GB GPU

Jupyter Notebook 40.8k
活跃维护 Apache 2.0
handy-computer / transcribe.cpp

ggml speech-to-text inference for 16+ model families

C++ 2.1k
活跃维护 MIT
ashhart / TensorFold

LLM Inference Engine for Metal, CUDA and Vulkan.

Zig 1.5k
活跃维护 Apache 2.0
FlashML-org / FreeToken

FreeToken brings datacenter-scale model serving to your desktop. Run massive models locally, fast and efficiently.

Python 14.8k
活跃维护 Apache 2.0
altic-dev / FluidVoice

Fastest and only macOS Dictation app with on-device STT and custom trained AI enhancement model. Windows, iOS testflight! Android, Linux waitlist open! A local Wispr Flow alternative. Follow https://x.com/fluidvoiceapp for more

Swift 12.5k
活跃维护 GPL-3
JustVugg / colibri

Run frontier MoE models on hardware you already own — pure C, zero deps, experts streamed from disk. Tiny engine, immense model. 🐦

C 44.0k
活跃维护 Apache 2.0
magnitudedev / magnitude

Open source inference engine that tunes its kernels on your hardware to find the fastest way to run each model. 2x faster than Ollama. Works on Apple Silicon, NVIDIA, AMD, or just a CPU.

Rust 7.3k
活跃维护 Apache 2.0
PrismML-Eng / Bonsai-demo

Bonsai Demo

Shell 3.4k
活跃维护 Apache 2.0