Vector Databases
Qdrant
Vector Databases
Qdrant
| Parameter | Type | Default | Description |
|---|---|---|---|
collection | str | Required | Name of the Qdrant collection |
embedder | Optional[Embedder] | OpenAIEmbedder() | Embedder instance to generate embeddings |
distance | Distance | Distance.cosine | Distance metric for vector comparisons |
location | Optional[str] | None | Local storage path for Qdrant |
url | Optional[str] | None | URL of the Qdrant server |
port | Optional[int] | 6333 | HTTP port for Qdrant server |
grpc_port | int | 6334 | gRPC port for Qdrant server |
prefer_grpc | bool | False | Use gRPC instead of HTTP |
https | Optional[bool] | None | Enable HTTPS connection |
api_key | Optional[str] | None | API key for authentication |
prefix | Optional[str] | None | URL prefix for Qdrant server |
timeout | Optional[float] | None | Request timeout in seconds |
host | Optional[str] | None | Host address of Qdrant server |
path | Optional[str] | None | Path to local storage |
reranker | Optional[Reranker] | None | Reranker for post-processing results |