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Doctran is a python package. It uses LLMs and open-source NLP libraries to transform raw text into clean, structured, information-dense documents that are optimized for vector space retrieval. You can think of Doctran as a black box where messy strings go in and nice, clean, labelled strings come out.

Installation and Setup​

pip install doctran

Document Transformers​

Document Interrogator​

See a usage example for DoctranQATransformer.

from langchain_community.document_loaders import DoctranQATransformer

Property Extractor​

See a usage example for DoctranPropertyExtractor.

from langchain_community.document_loaders import DoctranPropertyExtractor

Document Translator​

See a usage example for DoctranTextTranslator.

from langchain_community.document_loaders import DoctranTextTranslator

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