--- title: Deploying LLMs Into Production Using TensorRT LLM description: This post provides a guide on deploying large language models into production using TensorRT-LLM. It explains the benefits of using TensorRT-LLM and how to... canonical: https://daily.dev/posts/deploying-llms-into-production-using-tensorrt-llm-yjxi5o90x twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Deploying LLMs Into Production Using TensorRT LLM | daily.dev og:description: This post provides a guide on deploying large language models into production using TensorRT-LLM. It explains the benefits of using TensorRT-LLM and how to... og:url: https://daily.dev/posts/deploying-llms-into-production-using-tensorrt-llm-yjxi5o90x og:image: https://api.daily.dev/og/posts/YjxI5o90X.png og:image:alt: Deploying LLMs Into Production Using TensorRT LLM og:image:width: 1200 og:image:height: 630 og:locale: 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 LLMs Into Production Using TensorRT LLM **[Medium](https://daily.dev/sources/medium_js)** · 12 min read · 3 upvotes · 0 comments ## Summary This post provides a guide on deploying large language models into production using TensorRT-LLM. It explains the benefits of using TensorRT-LLM and how to compile a model using this framework. It also introduces Truss as a tool for deploying compiled models and highlights its features. The post concludes with performance benchmarks and the author's recommendation to use TensorRT-LLM for state-of-the-art inference. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#cicd](https://daily.dev/tags/cicd), [#llm](https://daily.dev/tags/llm) [View this post on daily.dev](https://daily.dev/posts/deploying-llms-into-production-using-tensorrt-llm-yjxi5o90x) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Deploying LLMs Into Production Using TensorRT LLM","url":"https://daily.dev/posts/deploying-llms-into-production-using-tensorrt-llm-yjxi5o90x","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/deploying-llms-into-production-using-tensorrt-llm-yjxi5o90x"},"datePublished":"2024-02-24T18:40:54.916Z","dateModified":"2024-05-09T08:43:33.910Z","description":"This post provides a guide on deploying large language models into production using TensorRT-LLM. It explains the benefits of using TensorRT-LLM and how to...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/01f588537e48dffd873d8eabbff4d9ec?_a=AQAEufR","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/01f588537e48dffd873d8eabbff4d9ec?_a=AQAEufR","isAccessibleForFree":true,"articleSection":"Medium","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Medium","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/medium","url":"https://daily.dev/sources/medium_js"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/deploying-llms-into-production-using-tensorrt-llm-yjxi5o90x","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":3},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"machine-learning,cicd,llm","timeRequired":"PT12M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Medium","item":"https://daily.dev/sources/medium_js"},{"@type":"ListItem","position":3,"name":"Deploying LLMs Into Production Using TensorRT LLM"}]} ```