Xinference

Xinference -- Production-Grade LLM Inference

Xinference is a fast-growing open-source inference engine in the AI ecosystem -- 9,300+ GitHub stars, 140+ contributors, and 8.3 M downloads. The Xinference enterprise platform builds on this foundation to deliver production-ready LLM serving on AWS GPU infrastructure.

Key Features

• Unified OpenAI-compatible API -- REST and gRPC; swap commercial LLMs for any open-source model with a one-line config change.
• Multi-backend optimisation -- vLLM, SGLang, llama.cpp, and TensorRT-LLM backends with automatic selection per workload.
• Continuous batching & prefix caching -- high-throughput serving with automatic optimisation for shared system prompts and RAG context.
• Multi-modal model support -- LLMs, embedding, reranking, image generation, and speech models under a single platform.
• Distributed deployment -- scale across multiple GPUs and nodes with built-in cluster management.

Why Xinference on AWS Marketplace

• One-click deployment on Amazon EC2 GPU instances (G5, G6, P4d, P5).
• Enterprise-grade security -- private VPC deployment, encryption at rest and in transit, SOC 2-aligned controls.
• Trusted by 100+ large enterprise customers** across finance, healthcare, and public sector.
• 24/7 support with dedicated solutions engineering for Marketplace subscribers.

Common Use Cases

• Internal LLM serving for enterprise RAG and chatbot applications.
• Fine-tuned model deployment (LoRA / adapter-level).
• High-throughput batch inference for document processing.
• Real-time multi-modal AI applications.