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Noah Stapp e135e5257c community[patch]: Include scores in MongoDB Atlas QA chain results (#14666) ... Adds the ability to return similarity scores when using `RetrievalQA.from_chain_type` with `MongoDBAtlasVectorSearch`. Requires that `return_source_documents=True` is set. Example use: ``` vector_search = MongoDBAtlasVectorSearch.from_documents(...) qa = RetrievalQA.from_chain_type( llm=OpenAI(), chain_type="stuff", retriever=vector_search.as_retriever(search_kwargs={"additional": ["similarity_score"]}), return_source_documents=True ) ... docs = qa({"query": "..."}) docs["source_documents"][0].metadata["score"] # score will be here ``` I've tested this feature locally, using a MongoDB Atlas Cluster with a vector search index.		7 months ago
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adapters	community[patch]: Add safe lookup to OpenAI response adapter (#14765)	8 months ago
agent_toolkits	core[patch], community[patch], langchain[patch], docs: Update SQL chains/agents/docs (#16168)	7 months ago
callbacks	community[minor]: Improve mlflow callback (#15691)	7 months ago
chat_loaders	Do not issue beta or deprecation warnings on internal calls (#15641)	8 months ago
chat_message_histories	communty[minor]: Store Message History to TiDB Database (#16304)	7 months ago
chat_models	feat: adding paygo api support for Azure ML / Azure AI Studio (#14560)	7 months ago
docstore	community[major], core[patch], langchain[patch], experimental[patch]: Create langchain-community (#14463)	9 months ago
document_loaders	community[minor]: New documents loader for visio files (with extension .vsdx) (#16171)	7 months ago
document_transformers	community[minor]: Adding asynchronous function implementation for Doctran (#15941)	7 months ago
embeddings	community: normalize bedrock embeddings (#15103)	7 months ago
graphs	Fix neo4j sanitize (#16439)	7 months ago
indexes	community[major], core[patch], langchain[patch], experimental[patch]: Create langchain-community (#14463)	9 months ago
llms	feat: adding paygo api support for Azure ML / Azure AI Studio (#14560)	7 months ago
output_parsers	langchain[patch], community[minor]: move `output_parsers.ernie_functions` (#16057)	7 months ago
retrievers	community[patch]: Handle when documents are not provided in the Cohere response (#16144)	7 months ago
storage	community: SQLStrStore/SQLDocStore provide an easy SQL alternative to `InMemoryStore` to persist data remotely in a SQL storage (#15909)	7 months ago
tools	community[patch]: Update bing results tool name (#16395)	7 months ago
utilities	core[patch], community[patch], langchain[patch], docs: Update SQL chains/agents/docs (#16168)	7 months ago
utils	openai[minor]: implement langchain-openai package (#15503)	8 months ago
vectorstores	community[patch]: Include scores in MongoDB Atlas QA chain results (#14666)	7 months ago
__init__.py	community[major], core[patch], langchain[patch], experimental[patch]: Create langchain-community (#14463)	9 months ago
cache.py	Do not issue beta or deprecation warnings on internal calls (#15641)	8 months ago
py.typed	community[major], core[patch], langchain[patch], experimental[patch]: Create langchain-community (#14463)	9 months ago