Repository History
3 repositories tagged with Structured Data
Jsonformer: Bulletproof Structured JSON Generation from Language Models
Jsonformer is a powerful library designed to generate syntactically correct and schema-conforming JSON from language models. It addresses the common challenge of unreliable JSON output by focusing on generating only content tokens, making the process more efficient and robust. This approach ensures bulletproof structured data generation for various applications.
Instructor: Structured Outputs for LLMs with Pydantic and Python
Instructor is a powerful Python library designed to simplify obtaining structured outputs from Large Language Models (LLMs). By leveraging Pydantic, it provides robust validation, type safety, and IDE support, eliminating the need for manual JSON parsing, error handling, or retries. This tool streamlines the process of extracting reliable, structured data from any LLM provider.
Instructor: Structured Outputs for LLMs with Pydantic and Python
Instructor is a powerful Python library that simplifies extracting structured data from Large Language Models (LLMs). It integrates Pydantic for robust validation, type safety, and IDE support, eliminating the need for manual JSON parsing, error handling, and retries. This tool provides a streamlined and reliable way to get structured outputs from any LLM.