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Show HN: Easy data extraction from text with Pydantic and OpenAI

3 pointsby wskishabout 2 years ago
pydantic_chatcompletion is a simple but powerful wrapper for OpenAI&#x27;s ChatCompletion API that enables “one line of code” extraction of structured data from unstructured text using OpenAI and Pydantic.<p>By providing a Pydantic model as an additional argument to an OpenAI ChatCompletion call, this package allows developers to easily obtain structured data that conforms to their Pydantic model definition.<p>It works by inserting a tuned prompt that includes the Pydantic model’s json_schema.<p>Post-completion it further validates the language model output and remediates errors by providing feedback to the model if errors are encountered during json parsing or during Pydantic model validation.<p>Six examples are provided for different types of unstructured data, including nested data.

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