use qdrant_client::qdrant::{
    Condition, Filter, RecommendBatchPointsBuilder, RecommendPointsBuilder,
};
use qdrant_client::Qdrant;

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

let filter = Filter::must([Condition::matches("city", "London".to_string())]);
let recommend_queries = vec![
    RecommendPointsBuilder::new("{collection_name}", 3)
        .add_positive(100)
        .add_positive(231)
        .add_negative(718)
        .filter(filter.clone())
        .build(),
    RecommendPointsBuilder::new("{collection_name}", 3)
        .add_positive(200)
        .add_positive(67)
        .add_negative(300)
        .filter(filter.clone())
        .build(),
];

client
    .recommend_batch(RecommendBatchPointsBuilder::new(
        "{collection_name}",
        recommend_queries,
    ))
    .await?;