use qdrant_client::qdrant::{
    target_vector::Target, vector_example::Example, ContextExamplePairBuilder,
    DiscoverPointsBuilder, VectorExample,
};
use qdrant_client::Qdrant;

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

client
    .discover(
        DiscoverPointsBuilder::new(
            "{collection_name}",
            vec![
                ContextExamplePairBuilder::default()
                    .positive(Example::Id(100.into()))
                    .negative(Example::Id(718.into()))
                    .build(),
                ContextExamplePairBuilder::default()
                    .positive(Example::Id(200.into()))
                    .negative(Example::Id(300.into()))
                    .build(),
            ],
            10,
        )
        .target(Target::Single(VectorExample {
            example: Some(Example::Vector(vec![0.2, 0.1, 0.9, 0.7].into())),
        })),
    )
    .await?;