> ## Documentation Index
> Fetch the complete documentation index at: https://docs.lyzr.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Qdrant

## Lyzr + Qdrant Vector Database

Qdrant is a high-performance vector database designed for machine learning workloads. It supports both local and cloud setups.

### Installation

```bash theme={null}
pip install -U qdrant_client
```

### Cloud / Self Hosted

```python theme={null}
import qdrant_client

client = qdrant_client.QdrantClient( 
    uri="http://<host>:<port>",
    api_key="<qdrant-api-key>",
)

vector_store_params = {
    "vector_store_type": "QdrantVectorStore",
    "client": client,
    "collection_name": "lyzr_core",
}
```


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