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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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| .. | ||
| agents | ||
| callbacks | ||
| chains | ||
| indexes | ||
| memory | ||
| models | ||
| prompts | ||
| utils/examples | ||
| agents.rst | ||
| chains.rst | ||
| indexes.rst | ||
| memory.rst | ||
| models.rst | ||
| paul_graham_essay.txt | ||
| prompts.rst | ||
| state_of_the_union.txt | ||