embeddings = embedded  # Use the embeddings you have generated earlier
collection_name = "my_documents"  # You can name this according to your preference
qdrant_client.recreate_collection(
    collection_name=collection_name,
    vectors_config=rest.VectorParams(
        size=len(embeddings[0]),  # Embedding vector size
        distance=rest.Distance.COSINE  # Choose the distance metric
    )
)

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