use qdrant_client::qdrant::{PointStruct, UpsertPointsBuilder};
use qdrant_client::{Qdrant, Payload};
use serde_json::json;

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

client
    .upsert_points(
        UpsertPointsBuilder::new(
            "{collection_name}",
            vec![
                PointStruct::new(
                    1,
                    vec![0.9, 0.1, 0.1],
                    Payload::try_from(json!(
                        {"color": "red"}
                    ))
                    .unwrap(),
                ),
                PointStruct::new(
                    2,
                    vec![0.1, 0.9, 0.1],
                    Payload::try_from(json!(
                        {"color": "green"}
                    ))
                    .unwrap(),
                ),
                PointStruct::new(
                    3,
                    vec![0.1, 0.1, 0.9],
                    Payload::try_from(json!(
                        {"color": "blue"}
                    ))
                    .unwrap(),
                ),
            ],
        )
        .wait(true),
    )
    .await?;