landing_page/qdrant-landing/content/documentation/headless/snippets/cloud-inference/simple/rust.rs

use qdrant_client::{
    Payload, Qdrant,
    qdrant::{Document, PointStruct, Query, QueryPointsBuilder, UpsertPointsBuilder},
};

pub async fn main() -> anyhow::Result<()> {
    // @hide-start
    let client = Qdrant::from_url("https://xyz-example.qdrant.io:6334")
        .api_key("<paste-your-api-key-here>")
        .build()?;
    // @hide-end

    let points = vec![PointStruct::new(
        1,
        Document {
            text: "Recipe for baking chocolate chip cookies".into(),
            model: "<the-model-to-use>".into(),
            ..Default::default()
        },
        Payload::try_from(serde_json::json!(
            {"topic": "cooking", "type": "dessert"}
        ))?,
    )];

    client
        .upsert_points(UpsertPointsBuilder::new("<your-collection>", points).wait(true))
        .await?;

    let query_document = Document {
        text: "How to bake cookies?".into(),
        model: "<the-model-to-use>".into(),
        ..Default::default()
    };

    let result = client
        .query(
            QueryPointsBuilder::new("<your-collection>")
                .query(Query::new_nearest(query_document))
                .build(),
        )
        .await?;

    println!("Result: {:?}", result);

    Ok(())
}