landing_page/qdrant-landing/content/documentation/headless/snippets/query-groups/with-lookup-ingest/rust.rs

use std::collections::HashMap;

use qdrant_client::Qdrant;
use qdrant_client::qdrant::{PointStruct, UpsertPointsBuilder, Vector};

pub async fn main() -> anyhow::Result<()> {
    let client = Qdrant::from_url("http://localhost:6334").build()?; // @hide

    client
        .upsert_points(UpsertPointsBuilder::new(
            "documents",
            vec![
                PointStruct::new(
                    200,
                    HashMap::<String, Vector>::new(),
                    [
                        ("title", "Document A".into()),
                        ("text", "This is document A".into()),
                    ],
                ),
                PointStruct::new(
                    201,
                    HashMap::<String, Vector>::new(),
                    [
                        ("title", "Document B".into()),
                        ("text", "This is document B".into()),
                    ],
                ),
            ],
        ))
        .await?;

    client
        .upsert_points(UpsertPointsBuilder::new(
            "chunks",
            vec![
                PointStruct::new(0, vec![0.1, 0.2, 0.3, 0.4], [("document_id", 200.into())]),
                PointStruct::new(1, vec![0.5, 0.6, 0.7, 0.8], [("document_id", vec![200, 201].into())]),
            ],
        ))
        .await?;

    Ok(())
}