qdrant/lib/segment/tests/integration/batch_search_test.rs

use std::collections::HashMap;
use std::sync::atomic::AtomicBool;

use rand::prelude::StdRng;
use rand::SeedableRng;
use segment::data_types::vectors::{only_default_vector, DEFAULT_VECTOR_NAME};
use segment::entry::entry_point::SegmentEntry;
use segment::fixtures::index_fixtures::random_vector;
use segment::fixtures::payload_fixtures::random_int_payload;
use segment::index::hnsw_index::graph_links::GraphLinksRam;
use segment::index::hnsw_index::hnsw::HNSWIndex;
use segment::index::VectorIndex;
use segment::segment_constructor::build_segment;
use segment::types::{
    Condition, Distance, FieldCondition, Filter, HnswConfig, Indexes, Payload, PayloadSchemaType,
    SegmentConfig, SeqNumberType, VectorDataConfig, VectorStorageType, WithPayload,
};
use serde_json::json;
use tempfile::Builder;

#[test]
fn test_batch_and_single_request_equivalency() {
    let num_vectors: u64 = 1_000;
    let distance = Distance::Cosine;
    let num_payload_values = 2;
    let dim = 8;

    let mut rnd = StdRng::seed_from_u64(42);

    let dir = Builder::new().prefix("segment_dir").tempdir().unwrap();

    let config = SegmentConfig {
        vector_data: HashMap::from([(
            DEFAULT_VECTOR_NAME.to_owned(),
            VectorDataConfig {
                size: dim,
                distance,
                storage_type: VectorStorageType::Memory,
                index: Indexes::Plain {},
                quantization_config: None,
            },
        )]),
        payload_storage_type: Default::default(),
    };

    let int_key = "int";

    let mut segment = build_segment(dir.path(), &config, true).unwrap();

    segment
        .create_field_index(0, int_key, Some(&PayloadSchemaType::Integer.into()))
        .unwrap();

    for n in 0..num_vectors {
        let idx = n.into();
        let vector = random_vector(&mut rnd, dim);

        let int_payload = random_int_payload(&mut rnd, num_payload_values..=num_payload_values);
        let payload: Payload = json!({int_key:int_payload,}).into();

        segment
            .upsert_point(n as SeqNumberType, idx, only_default_vector(&vector))
            .unwrap();
        segment
            .set_full_payload(n as SeqNumberType, idx, &payload)
            .unwrap();
    }

    for _ in 0..10 {
        let query_vector_1 = random_vector(&mut rnd, dim);
        let query_vector_2 = random_vector(&mut rnd, dim);

        let payload_value = random_int_payload(&mut rnd, 1..=1).pop().unwrap();

        let filter = Filter::new_must(Condition::Field(FieldCondition::new_match(
            int_key,
            payload_value.into(),
        )));

        let search_res_1 = segment
            .search(
                DEFAULT_VECTOR_NAME,
                &query_vector_1,
                &WithPayload::default(),
                &false.into(),
                Some(&filter),
                10,
                None,
            )
            .unwrap();

        let search_res_2 = segment
            .search(
                DEFAULT_VECTOR_NAME,
                &query_vector_2,
                &WithPayload::default(),
                &false.into(),
                Some(&filter),
                10,
                None,
            )
            .unwrap();

        let batch_res = segment
            .search_batch(
                DEFAULT_VECTOR_NAME,
                &[&query_vector_1, &query_vector_2],
                &WithPayload::default(),
                &false.into(),
                Some(&filter),
                10,
                None,
            )
            .unwrap();

        assert_eq!(search_res_1, batch_res[0]);
        assert_eq!(search_res_2, batch_res[1]);
    }

    let hnsw_dir = Builder::new().prefix("hnsw_dir").tempdir().unwrap();

    let stopped = AtomicBool::new(false);

    let payload_index_ptr = segment.payload_index.clone();

    let m = 8;
    let ef_construct = 100;
    let full_scan_threshold = 10000;

    let hnsw_config = HnswConfig {
        m,
        ef_construct,
        full_scan_threshold,
        max_indexing_threads: 2,
        on_disk: Some(false),
        payload_m: None,
    };

    let vector_storage = &segment.vector_data[DEFAULT_VECTOR_NAME].vector_storage;
    let mut hnsw_index = HNSWIndex::<GraphLinksRam>::open(
        hnsw_dir.path(),
        segment.id_tracker.clone(),
        vector_storage.clone(),
        payload_index_ptr,
        hnsw_config,
    )
    .unwrap();

    hnsw_index.build_index(&stopped).unwrap();

    for _ in 0..10 {
        let query_vector_1 = random_vector(&mut rnd, dim);
        let query_vector_2 = random_vector(&mut rnd, dim);

        let payload_value = random_int_payload(&mut rnd, 1..=1).pop().unwrap();

        let filter = Filter::new_must(Condition::Field(FieldCondition::new_match(
            int_key,
            payload_value.into(),
        )));

        let search_res_1 = hnsw_index.search(&[&query_vector_1], Some(&filter), 10, None);

        let search_res_2 = hnsw_index.search(&[&query_vector_2], Some(&filter), 10, None);

        let batch_res =
            hnsw_index.search(&[&query_vector_1, &query_vector_2], Some(&filter), 10, None);

        assert_eq!(search_res_1[0], batch_res[0]);
        assert_eq!(search_res_2[0], batch_res[1]);
    }
}