Pydantic Program

A pydantic program is a generic abstraction that takes in an input string and converts it to a structured Pydantic object type.

Because this abstraction is so generic, it encompasses a broad range of LLM workflows. The programs are composable and be for more generic or specific use cases.

There’s a few general types of Pydantic Programs:

• LLM Text Completion Pydantic Programs: These convert input text into a user-specified structured object through a text completion API + output parsing.

• LLM Function Calling Pydantic Program: These convert input text into a user-specified structured object through an LLM function calling API.

• Prepackaged Pydantic Programs: These convert input text into prespecified structured objects.

LLM Text Completion Pydantic Programs

• LLM Pydantic Program

LLM Function Calling Pydantic Programs

• OpenAI Pydantic Program
• Guidance Pydantic Program
• Guidance for Sub-Question Query Engine

Prepackaged Pydantic Programs

• DataFrame Structured Data Extraction
• Evaporate Demo