# Benchmarking Text Generation Inference

DevFeed: [Benchmarking Text Generation Inference](<https://devfeed.tech/articles/benchmarking-text-generation-inference-7500.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/tgi-benchmarking>)

Author: Derek Thomas

Published: 2024-05-29T00:00:00Z

Content type: tutorial

Language: en

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

Topics: [benchmarking](<https://devfeed.tech/topics/benchmarking.md>), [tgi](<https://devfeed.tech/topics/tgi.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [LLM Techniques](<https://devfeed.tech/topics/llm-techniques.md>), [model-deployment](<https://devfeed.tech/topics/model-deployment.md>), [Retrieval Augmented Generation (RAG)](<https://devfeed.tech/topics/retrieval-augmented-generation-rag.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [benchmarking](<https://devfeed.tech/tags/benchmarking.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [guide](<https://devfeed.tech/tags/guide.md>), [inference](<https://devfeed.tech/tags/inference.md>), [llm](<https://devfeed.tech/tags/llm.md>), [nlp](<https://devfeed.tech/tags/nlp.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [performance](<https://devfeed.tech/tags/performance.md>), [rag](<https://devfeed.tech/tags/rag.md>), [techniques](<https://devfeed.tech/tags/techniques.md>), [tgi](<https://devfeed.tech/tags/tgi.md>), [watermarking](<https://devfeed.tech/tags/watermarking.md>)

## AI overview

This article explains how to benchmark and profile Text Generation Inference (TGI) for different large language model workloads and hardware configurations. It discusses serving optimizations and contrasts the context-window demands of retrieval-augmented generation with basic chat.

## Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.