use qdrant_client::qdrant::{CreateCollectionBuilder, Distance, VectorParamsBuilder};
use qdrant_client::Qdrant;
use serde_json::{json, Value};
use std::collections::HashMap;

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


    let mut metadata: HashMap<String, Value> = HashMap::new();
    metadata.insert("my-metadata-field".to_string(), json!("value-1"));
    metadata.insert("another-field".to_string(), json!(123));


    client
        .create_collection(
            CreateCollectionBuilder::new("{collection_name}")
                .vectors_config(VectorParamsBuilder::new(100, Distance::Cosine))
                .metadata(metadata),
        )
        .await?;

    Ok(())
}