landing_page/qdrant-landing/content/documentation/headless/snippets/inference/cohere-upsert/rust.md

use qdrant_client::{
    Payload, Qdrant, QdrantError,
    qdrant::{Document, PointStruct, UpsertPointsBuilder},
};
use std::collections::HashMap;

let client = Qdrant::from_url("<your-qdrant-url>").build()?;
let mut options = HashMap::new();
options.insert("cohere-api-key".to_string(), "<YOUR_COHERE_API_KEY>".into());
options.insert("output_dimension".to_string(), 512.into());

client
    .upsert_points(UpsertPointsBuilder::new("<your-collection>",
        vec![
            PointStruct::new(1,
                Document {
                  text: "Recipe for baking chocolate chip cookies requires flour, sugar, eggs, and chocolate chips.".into(),
                  model: "openai/text-embedding-3-small".into(),
                  options,
                  },
                Payload::default())
            ]).wait(true))
        .await?;