A hands-on guide to structured data extraction from LLMs using Instructor and Pydantic.
Start with the first example or browse below. Use arrow keys to navigate.
Requires Python >=3.9 and latest versions of Instructor and Pydantic.
Getting Started
Introduction to structured outputs with Instructor and setting up your environment
LLM Providers
Using Instructor with different LLM providers
Basic Extraction Patterns
Common patterns for extracting structured data
Multimodal Inputs
Working with images, audio, and documents
Classification and Analysis
Using structured outputs for classification tasks
Streaming
Working with streaming responses
Advanced Structures
Building complex structured outputs
Validation
Ensuring data quality with validation
Performance and Optimization
Optimizing performance for production use
Miscellaneous Examples
Additional examples that don't fit into other categories