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Inference & Serving

Running models fast and cheap: inference engines, serving stacks, quantization and edge deployment.

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vllm-project/
vllm

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

86k19kPython
nomic-ai/
gpt4all

GPT4All: Run Local LLMs on Any Device. Open-source and available for commercial use.

77k8.3kC++
hiyouga/
LlamaFactory

Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

73k8.9kPython
ray-project/
ray

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

43k7.8kPython
sgl-project/
sglang

SGLang is a high-performance serving framework for large language models and multimodal models.

30k7.1kPython
gitleaks/
gitleaks

Find secrets with Gitleaks 🔑

28k2.1kGo
liguodongiot/
llm-action

本项目旨在分享大模型相关技术原理以及实战经验(大模型工程化、大模型应用落地)

25k2.8kHTML
Lightning-AI/
litgpt

20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.

13k1.5kPython
RyanCodrai/
turbovec

A vector index built on TurboQuant, written in Rust with Python bindings

13k1.1kPython
bentoml/
OpenLLM

Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

12k822Python
openvinotoolkit/
openvino

OpenVINO™ is an open source toolkit for optimizing and deploying AI inference

10k3.3kC++
Tiiny-AI/
PowerInfer

High-speed Large Language Model Serving for Local Deployment

9.6k587C++
bentoml/
BentoML

The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!

8.7k983Python
InternLM/
lmdeploy

LMDeploy is a toolkit for compressing, deploying, and serving LLMs.

8.0k702Python
ai-dynamo/
dynamo

A Datacenter Scale Distributed Inference Serving Framework

7.5k1.3kRust
katanemo/
plano

Plano is an AI-native proxy and data plane for agentic apps — with built-in orchestration, safety, observability, and smart LLM routing so you stay focused on your agents core logic.

6.7k449Rust
algorithmicsuperintelligence/
openevolve

Open-source implementation of AlphaEvolve

6.7k1.1kPython
flashinfer-ai/
flashinfer

FlashInfer: Kernel Library for LLM Serving

5.9k1.1kPython
kserve/
kserve

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

5.7k1.6kGo
Michael-A-Kuykendall/
shimmy

⚡ Pure-Rust WebGPU inference engine — OpenAI-API compatible, GGUF native, runs on any GPU. No Python. No llama.cpp. Single binary.

5.6k542Rust
cactus-compute/
cactus

Low-latency AI engine for mobile devices & wearables

In catalog: Cactus
5.4k438C++
xlite-dev/
Awesome-LLM-Inference

📚A curated list of Awesome LLM/VLM Inference Papers with Codes: Flash-Attention, Paged-Attention, WINT8/4, Parallelism, etc.🎉

5.4k421Python
gpustack/
gpustack

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

5.3k566Python
superduper-io/
superduper

Superduper: End-to-end framework for building custom AI applications and agents.

5.3k542Python
FellouAI/
eko

Eko (Eko Keeps Operating) - Build Production-ready Agentic Workflow with Natural Language - eko.fellou.ai

4.9k440TypeScript
lemonade-sdk/
lemonade

Lemonade helps users discover and run local AI apps by serving optimized LLMs right from their own GPUs and NPUs. Join our discord: https://discord.gg/5xXzkMu8Zk

4.9k392C++
ruvnet/
RuVector

RuVector is a High Performance, Real-Time, Self-Learning Ai, Vector GNN, Memory DB built in Rust.

4.3k572Rust
algorithmicsuperintelligence/
optillm

Optimizing inference proxy for LLMs

4.2k369Python
NVIDIA/
GenerativeAIExamples

Generative AI reference workflows optimized for accelerated infrastructure and microservice architecture.

4.1k1.1kJupyter Notebook
predibase/
lorax

Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs

3.8k325Python
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