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vLLM

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High-throughput LLM inference engine with PagedAttention

vLLM is an open-source, high-performance LLM inference and serving engine. It uses PagedAttention for efficient KV-cache management, achieving 24× higher throughput than Hugging Face Transformers for production serving.

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Product Overview

Use Cases

  • High-Throughput LLM Serving
  • Production Inference
  • Batch Inference
  • Multi-GPU Serving

Ideal For

ML Platform EngineersAI Infrastructure TeamsEnterprise AI Teams

Architecture Fit

Enterprise ReadySelf HostedCloud NativeAPI FirstMulti-Agent CompatibleKubernetes SupportOpen Source

Technical Details

Deployment Model
self-hosted

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