A base class for categorizing input data using a specified LLM provider. Attributes: categories (Dict[str, str]): A dictionary mappi

A class for categorizing input data into multiple categories using a specified LLM provider. This class extends the BaseCategorizer class an

A provider class to interact with Anthropic's Claude API. Supports exponential backoff retries, since we'll often deal with large datasets.

A base class for transforming input data using a specified LLM provider. Attributes: prompt (str): The prompt used to guide the tran

This class extends the BaseTransformer class and overrides the transform method to extract a given schema from the input data into a list of dic

A provider class to interact with Ollama's API. Supports exponential backoff retries, since we'll often deal with large datasets.

A provider class to interact with OpenAI's API. Supports exponential backoff retries, since we'll often deal with large datasets.