vLLM

Production-grade LLM inference server

Local Runtime Free (OSS)
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What It Is

vLLM is the production-grade LLM inference engine. PagedAttention for efficient KV cache management, continuous batching for high throughput, and state-of-the-art tokens-per-second metrics.

Strengths & Weaknesses

✓ Strengths

  • Highest throughput inference
  • PagedAttention
  • Production-ready
  • Multi-GPU support

× Weaknesses

  • More complex setup
  • GPU required
  • Python-only deployment

Best Use Cases

Self-hosted APIHigh-throughput servingMulti-tenant inference

Alternatives

Ollama
Run LLMs locally with one command
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