--- title: "Meet Instructor: A Python Library that Makes it Easy to Reliably Get Structured Data like JSON from Large Language Models (LLMs) like GPT-3.5, GPT-4, GPT-4-Vision" url: https://daily.dev/posts/meet-instructor-a-python-library-that-makes-it-easy-to-reliably-get-structured-data-like-json-from--5ccyej0rp source_url: https://www.marktechpost.com/2024/04/09/meet-instructor-a-python-library-that-makes-it-easy-to-reliably-get-structured-data-like-json-from-large-language-models-llms-like-gpt-3-5-gpt-4-gpt-4-vision/ type: article source: "Machine Learning News" published: 2024-04-09T09:03:09.887Z updated: 2024-05-09T09:21:59.549Z tags: ["python", "nlp", "cli"] reading_time: 4 upvotes: 9 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. # Meet Instructor: A Python Library that Makes it Easy to Reliably Get Structured Data like JSON from Large Language Models (LLMs) like GPT-3.5, GPT-4, GPT-4-Vision **[Machine Learning News](https://daily.dev/sources/mlnews)** · 4 min read · 9 upvotes · 0 comments ## Summary Meet Instructor, a Python library that simplifies managing structured data from large language models. It offers response models, retry management, validation, streaming support, and flexible backends. Additionally, it provides CLI functionalities for fine-tuning jobs, file management, and usage monitoring. ## 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 - [CNCF Unveils Schedule for KubeCon \+ CloudNativeCon Europe 2026](https://daily.dev/posts/cncf-unveils-schedule-for-kubecon-cloudnativecon-europe-2026-ikhcoa5cb) · CNCF · 2 upvotes · 0 comments - [CNCF Debuts KubeCon \+ CloudNativeCon Japan 2026 Schedule](https://daily.dev/posts/cncf-debuts-kubecon-cloudnativecon-japan-2026-schedule-xp5pyudub) · CNCF · 1 upvotes · 0 comments --- Tags: [#python](https://daily.dev/tags/python), [#nlp](https://daily.dev/tags/nlp), [#cli](https://daily.dev/tags/cli) [View this post on daily.dev](https://daily.dev/posts/meet-instructor-a-python-library-that-makes-it-easy-to-reliably-get-structured-data-like-json-from--5ccyej0rp)