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### Start services locally
Run the following command to spin up Neo4j and Qdrant containers.
```bash
docker compose -f tests/e2e/docker-compose.yml up
```
### Write data (once)
Run this from the project root to write data to both Neo4J and Qdrant.
```bash
uv run python -m examples.customize.retrievers.external.qdrant.populate_dbs
```
### Install Qdrant client
```bash
pip install qdrant-client
```
### Search
```bash
# search by vector
uv run python -m examples.customize.retrievers.external.qdrant.vector_search
# search by text, with embeddings generated locally
uv run python -m examples.customize.retrievers.external.qdrant.text_search
```