# Efficient Request Queueing - Optimizing LLM Performance

DevFeed: [Efficient Request Queueing - Optimizing LLM Performance](<https://devfeed.tech/articles/efficient-request-queueing-optimizing-llm-performance-7518.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/tngtech/llm-performance-request-queueing>)

Author: Benjamin Merkel

Published: 2025-04-02T13:33:53Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [AI Chat](<https://devfeed.tech/topics/ai-chat.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [backend](<https://devfeed.tech/tags/backend.md>), [batch](<https://devfeed.tech/tags/batch.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [inference](<https://devfeed.tech/tags/inference.md>), [llm](<https://devfeed.tech/tags/llm.md>), [performance](<https://devfeed.tech/tags/performance.md>), [tgi](<https://devfeed.tech/tags/tgi.md>), [vllm](<https://devfeed.tech/tags/vllm.md>)

## AI overview

The article explains how fair request queueing can improve LLM inference performance by batching requests while preventing one user from monopolizing a model backend.

## Source excerpt

A Blog post by TNG Technology Consulting GmbH on Hugging Face