pub const RABITQ_TYPE: u8 = 0;
pub const IVF_RABITQ_TYPE: u8 = 1;
pub const SCANN_TYPE: u8 = 2;
pub const FLAT_TYPE: u8 = 4;
#[cfg(feature = "native")]
use crate::structures::{
CoarseCentroids, IVFPQConfig, IVFPQIndex, IVFRaBitQConfig, IVFRaBitQIndex, PQCodebook,
RaBitQCodebook, RaBitQConfig,
};
#[cfg(feature = "native")]
pub fn new_ivf_rabitq(dim: usize, centroids: &CoarseCentroids) -> (IVFRaBitQIndex, RaBitQCodebook) {
let rabitq_config = RaBitQConfig::new(dim);
let codebook = RaBitQCodebook::new(rabitq_config);
let ivf_config = IVFRaBitQConfig::new(dim);
let index = IVFRaBitQIndex::new(ivf_config, centroids.version, codebook.version);
(index, codebook)
}
#[cfg(feature = "native")]
pub fn serialize_ivf_rabitq(
index: IVFRaBitQIndex,
codebook: RaBitQCodebook,
) -> crate::Result<Vec<u8>> {
let data = super::IVFRaBitQIndexData { codebook, index };
data.to_bytes()
.map_err(|e| crate::Error::Serialization(e.to_string()))
}
#[cfg(feature = "native")]
pub fn new_scann(dim: usize, centroids: &CoarseCentroids, codebook: &PQCodebook) -> IVFPQIndex {
let config = IVFPQConfig::new(dim);
IVFPQIndex::new(config, centroids.version, codebook.version)
}
#[cfg(feature = "native")]
pub fn serialize_scann(index: IVFPQIndex, codebook: &PQCodebook) -> crate::Result<Vec<u8>> {
let data = super::ScaNNIndexData {
codebook: codebook.clone(),
index,
};
data.to_bytes()
.map_err(|e| crate::Error::Serialization(e.to_string()))
}