use qdrant_client::qdrant::{
    Condition, Filter, SearchBatchPointsBuilder, SearchPointsBuilder,
};
use qdrant_client::Qdrant;

let client = Qdrant::from_url("http://localhost:6334").build()?;

let filter = Filter::must([Condition::matches("city", "London".to_string())]);

let searches = vec![
    SearchPointsBuilder::new("{collection_name}", vec![0.2, 0.1, 0.9, 0.7], 3)
        .filter(filter.clone())
        .build(),
    SearchPointsBuilder::new("{collection_name}", vec![0.5, 0.3, 0.2, 0.3], 3)
        .filter(filter.clone())
        .build(),
];

client
    .search_batch_points(SearchBatchPointsBuilder::new("{collection_name}", searches))
    .await?;