--- title: "Deploying Large Language Models: vLLM and Quantization" url: https://daily.dev/posts/deploying-large-language-models-vllm-and-quantization-jtkfcebf5 source_url: https://towardsdatascience.com/deploying-large-language-models-vllm-and-quantizationstep-by-step-guide-on-how-to-accelerate-becfe17396a2 type: article source: "Towards Data Science" published: 2024-04-16T07:00:59.439Z updated: 2024-05-09T08:39:06.345Z tags: ["data-science", "llm"] reading_time: 9 upvotes: 1 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Deploying Large Language Models: vLLM and Quantization **[Towards Data Science](https://daily.dev/sources/tds)** · 9 min read · 1 upvotes · 0 comments ## Summary Step-by-step guide on how to accelerate large language models. Deployment of Large Language Models and the use of tools like vLLM and quantization. Measurement of latency and throughput. Installation and usage of vLLM. Comparison of vLLM and Hugging Face transformers. Deployment of A Large Language Model with vLLM. Benchmarking Latency and Throughput in Real Time. Quantization of Large Language Models and the use of BitsandBytes library. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Don’t just attend KubeCon \+ CloudNativeCon, Merge Forward your experience\!](https://daily.dev/posts/don-t-just-attend-kubecon-cloudnativecon-merge-forward-your-experience--l0rpp73x8) · CNCF · 0 upvotes · 0 comments - [Announcing H2 2026 KCDs](https://daily.dev/posts/announcing-h2-2026-kcds-m96goajm1) · CNCF · 1 upvotes · 0 comments - [Two months of Open Community Groups](https://daily.dev/posts/two-months-of-open-community-groups-asf52zhbs) · CNCF · 0 upvotes · 0 comments --- Tags: [#data-science](https://daily.dev/tags/data-science), [#llm](https://daily.dev/tags/llm) [View this post on daily.dev](https://daily.dev/posts/deploying-large-language-models-vllm-and-quantization-jtkfcebf5)