Doctran

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