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llama extract is a fully managed service from llama index that offers structured data extraction from complex unstructured files we can either specify the structure ourselves or llama extract can infer the data structure itself from some initial data llama extract has a lot of use cases one of the prominent one being metadata extraction and filtering based on the extracted metadata llama index already has a vector index Auto retriever that uses the llm to automatically create metadata filters based on the user query and now that we have llama extract we can take it a step further and automate the entire process of extracting the metadata from the documents and also generate and apply those metadata filters based on the user query so hereamp;#39;s the high level overview of the system first we specify the structure of the metadata to extract then we use Lama pars on those complex files to get the pared document and we use llama extracts to get the metadata for each of those documents a
