Efficient Request Queueing – Optimizing LLM Performance

Serving LLMs to many users in parallel is challenging due to GPU contention. The proposed fix is fair scheduling at the LLM-Server with per-user queues and a round-robin scheduler, preserving order before reaching the backend. Extensions include KV-cache-aware routing and back-end priority ideas.

Source

HuggingFace Blog

Ingested

APR 02, 2025 · 19:10

Editorial score

4.0 / 5