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vLLM: Easy, Fast, and Cheap LLM Serving

Authors: Kwon et al. Year: 2023 ArXiv/Link: https://arxiv.org/abs/2309.06180

Summary

Introduces PagedAttention for efficient memory management in LLM serving, enabling high throughput and low latency.

Key Concepts

  • PagedAttention
  • Memory management
  • Paged KV cache
  • High throughput
  • Efficient serving

Impact

Practical serving framework achieving high utilization

Category

Serving & Optimization