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# update qdrant docs to reflect the proper way to initialize Qdrant() constructor The [Qdrant docs](https://python.langchain.com/en/latest/modules/indexes/vectorstores/examples/qdrant.html) still contain an old reference for passing an `embedding_function` into the constructor. This is no longer supported. This PR updates the docs to reflect the proper way to initialize `Qdrant()` Old:  New:  |
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analyticdb.ipynb | ||
annoy.ipynb | ||
atlas.ipynb | ||
chroma.ipynb | ||
deeplake.ipynb | ||
docarray_hnsw.ipynb | ||
docarray_in_memory.ipynb | ||
elasticsearch.ipynb | ||
faiss.ipynb | ||
lanecdb.ipynb | ||
milvus.ipynb | ||
myscale.ipynb | ||
opensearch.ipynb | ||
pgvector.ipynb | ||
pinecone.ipynb | ||
qdrant.ipynb | ||
redis.ipynb | ||
supabase.ipynb | ||
tair.ipynb | ||
weaviate.ipynb | ||
zilliz.ipynb |