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Refinery is a module in Chonkie that allows you to refine chunks. Refineries help you to add additional context to your chunks which are useful to improve the quality of your embeddings and keyword indexing.

OverlapRefinery

Refines chunks by adding overlapping chunks to the original chunk.

EmbeddingsRefinery

Refines chunks by adding embeddings to the original chunk.
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