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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 Community
Quick Install
pip install langchain-community
What is it?
LangChain Community contains third-party integrations that implement the base interfaces defined in LangChain Core, making them ready-to-use in any LangChain application.
For full documentation see the API reference.
📕 Releases & Versioning
langchain-community is currently on version 0.0.x
All changes will be accompanied by a patch version increase.
💁 Contributing
As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
For detailed information on how to contribute, see the Contributing Guide.