Automatic schema extraction from text #331
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stellasia
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stellasia
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Thanks @NathalieCharbel , amazing to have this feature in! 👩🚀
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Description
This PR adds support for automatic schema extraction using LLMs:
SchemaFromTextcomponent that uses LLM to analyse text and automatically extract a guiding schema, which can be used later in entity/relation extractionschemaparameter in SimpleKGPipeline that replaces deprecated individual schema parameters (i.e.,entities,relations,potential_schema), which can be now provided manually or from the output of LLM (asSchemaConfigobject)SimpleKGPipelinewhen no schema is providedauto_schema_extractionflag (so far added toSimpleKGPipelineConfigonly i.e., configurable from config files)SchemaConfigClass)Type of Change
Complexity
Medium
How Has This Been Tested?
Checklist
The following requirements should have been met (depending on the changes in the branch):