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hydrogen-ai-qdrant

Qdrant vector store for hydrogen-ai.

pip install hydrogen-ai-qdrant
from hai.vectorstores import VectorStoreRetriever, VectorStoreWriter
from hai.vectorstores.qdrant import QdrantStore

store = QdrantStore(url="http://localhost:6333", collection_name="docs")
# or a local file / in-memory instance:
# store = QdrantStore(path="./qdrant_data")
# store = QdrantStore(location=":memory:")

writer = VectorStoreWriter(store=store)
retriever = VectorStoreRetriever(store=store, top_k=5)

The collection is created on first use. Its vector size is inferred from the first embedding unless embedding_dim is given.

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