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0bec1f6877
**Description:** Refactor code of FAISS vectorcstore and update the related documentation. Details: - replace `.format()` with f-strings for strings formatting; - refactor definition of a filtering function to make code more readable and more flexible; - slightly improve efficiency of `max_marginal_relevance_search_with_score_by_vector` method by removing unnecessary looping over the same elements; - slightly improve efficiency of `delete` method by using set data structure for checking if the element was already deleted; **Issue:** fix small inconsistency in the documentation (the old example was incorrect and unappliable to faiss vectorstore) **Dependencies:** basic langchain-community dependencies and `faiss` (for CPU or for GPU) **Twitter handle:** antonenkodev
LangChain Documentation
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