Model Serving

LLM inference server with continuous batching & SSD caching for Apple Silicon — managed from the macOS menu bar

TensorRT-LLM — a leading open-source project in the AI/LLM ecosystem.

A framework for efficient model inference with omni-modality models

Olares: An Open-Source Personal Cloud to Reclaim Your Data

🚀 Awesome System for Machine Learning ⚡️ AI System Papers and Industry Practice. ⚡️ System for Machine Learning, LLM (Large Language Model), GenAI (Generative AI). 🍻 OSDI, NSDI, SIGCOMM, SoCC, MLSys, etc. 🗃️ Llama3, Mistral, etc. 🧑‍💻 Video Tutorials.

In this repository, I will share some useful notes and references about deploying deep learning-based models in production.

LightLLM is a Python-based LLM (Large Language Model) inference and serving framework, notable for its lightweight design, easy scalability, and high-speed performance.

Superlinked Inference Engine is an Open-source inference server and production cluster for embeddings, reranking, and extraction.

RamaLama is an open-source developer tool that simplifies the local serving of AI models from any source and facilitates their use for inference in production, all through the familiar language of containers.

High-performance inference framework for large language models, focusing on efficiency, flexibility, and availability.

Community maintained hardware plugin for vLLM on Ascend

Turn any computer or edge device into a command center for your computer vision projects.

🏕️ Reproducible development environment for humans and agents

AICI: Prompts as (Wasm) Programs

MLRun is an open source MLOps platform for quickly building and managing continuous ML applications across their lifecycle. MLRun integrates into your development and CI/CD environment and automates the delivery of production data, ML pipelines, and online applications.

High-performance OpenAI and Anthropic compatible LLM inference server for Apple Silicon. Native MLX, continuous batching, multimodal models, MCP tool calling, and Claude Code support.

An open source DevOps tool from the CNCF for packaging and versioning AI/ML models, datasets, code, and configuration into an OCI Artifact.

SGLang-Omni empowers high-performance serving for TTS, ASR, speech and omni models.

RTP-LLM: Alibaba's high-performance LLM inference engine for diverse applications.

Hopsworks - Data-Intensive AI platform with a Feature Store

The simplest way to serve AI/ML models in production

Fast GPU OCR server. 270 img/s on FUNSD. TensorRT FP16, PP-OCRv5, HTTP + gRPC.

A throughput-oriented high-performance serving framework for LLMs

A scalable inference server for models optimized with OpenVINO™