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packages/leann-backend-hnsw/third_party/faiss/c_api/IndexIVF_c.cpp
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184
packages/leann-backend-hnsw/third_party/faiss/c_api/IndexIVF_c.cpp
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/*
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* Copyright (c) Meta Platforms, Inc. and affiliates.
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*
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* This source code is licensed under the MIT license found in the
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* LICENSE file in the root directory of this source tree.
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*/
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// -*- c++ -*-
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#include "IndexIVF_c.h"
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#include <faiss/IndexIVF.h>
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#include "Clustering_c.h"
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#include "Index_c.h"
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#include "impl/AuxIndexStructures_c.h"
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#include "macros_impl.h"
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using faiss::IndexIVF;
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using faiss::IndexIVFStats;
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using faiss::SearchParametersIVF;
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/// SearchParametersIVF definitions
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DEFINE_DESTRUCTOR(SearchParametersIVF)
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DEFINE_SEARCH_PARAMETERS_DOWNCAST(SearchParametersIVF)
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int faiss_SearchParametersIVF_new(FaissSearchParametersIVF** p_sp) {
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try {
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SearchParametersIVF* sp = new SearchParametersIVF;
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*p_sp = reinterpret_cast<FaissSearchParametersIVF*>(sp);
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}
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CATCH_AND_HANDLE
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}
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int faiss_SearchParametersIVF_new_with(
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FaissSearchParametersIVF** p_sp,
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FaissIDSelector* sel,
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size_t nprobe,
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size_t max_codes) {
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try {
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SearchParametersIVF* sp = new SearchParametersIVF;
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sp->sel = reinterpret_cast<faiss::IDSelector*>(sel);
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sp->nprobe = nprobe;
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sp->max_codes = max_codes;
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*p_sp = reinterpret_cast<FaissSearchParametersIVF*>(sp);
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}
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CATCH_AND_HANDLE
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}
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DEFINE_GETTER_PERMISSIVE(SearchParametersIVF, const FaissIDSelector*, sel)
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DEFINE_GETTER(SearchParametersIVF, size_t, nprobe)
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DEFINE_SETTER(SearchParametersIVF, size_t, nprobe)
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DEFINE_GETTER(SearchParametersIVF, size_t, max_codes)
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DEFINE_SETTER(SearchParametersIVF, size_t, max_codes)
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/// IndexIVF definitions
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DEFINE_DESTRUCTOR(IndexIVF)
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DEFINE_INDEX_DOWNCAST(IndexIVF)
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/// number of possible key values
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DEFINE_GETTER(IndexIVF, size_t, nlist)
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/// number of probes at query time
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DEFINE_GETTER(IndexIVF, size_t, nprobe)
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DEFINE_SETTER(IndexIVF, size_t, nprobe)
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/// quantizer that maps vectors to inverted lists
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DEFINE_GETTER_PERMISSIVE(IndexIVF, FaissIndex*, quantizer)
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/**
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* = 0: use the quantizer as index in a kmeans training
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* = 1: just pass on the training set to the train() of the quantizer
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* = 2: kmeans training on a flat index + add the centroids to the quantizer
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*/
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DEFINE_GETTER(IndexIVF, char, quantizer_trains_alone)
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/// whether object owns the quantizer
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DEFINE_GETTER(IndexIVF, int, own_fields)
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DEFINE_SETTER(IndexIVF, int, own_fields)
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using faiss::IndexIVF;
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int faiss_IndexIVF_merge_from(
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FaissIndexIVF* index,
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FaissIndexIVF* other,
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idx_t add_id) {
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try {
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reinterpret_cast<IndexIVF*>(index)->merge_from(
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*reinterpret_cast<IndexIVF*>(other), add_id);
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}
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CATCH_AND_HANDLE
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}
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int faiss_IndexIVF_copy_subset_to(
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const FaissIndexIVF* index,
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FaissIndexIVF* other,
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int subset_type,
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idx_t a1,
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idx_t a2) {
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try {
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reinterpret_cast<const IndexIVF*>(index)->copy_subset_to(
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*reinterpret_cast<IndexIVF*>(other),
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static_cast<faiss::InvertedLists::subset_type_t>(subset_type),
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a1,
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a2);
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}
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CATCH_AND_HANDLE
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}
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int faiss_IndexIVF_search_preassigned(
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const FaissIndexIVF* index,
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idx_t n,
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const float* x,
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idx_t k,
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const idx_t* assign,
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const float* centroid_dis,
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float* distances,
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idx_t* labels,
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int store_pairs) {
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try {
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reinterpret_cast<const IndexIVF*>(index)->search_preassigned(
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n, x, k, assign, centroid_dis, distances, labels, store_pairs);
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}
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CATCH_AND_HANDLE
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}
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size_t faiss_IndexIVF_get_list_size(
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const FaissIndexIVF* index,
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size_t list_no) {
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return reinterpret_cast<const IndexIVF*>(index)->get_list_size(list_no);
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}
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int faiss_IndexIVF_make_direct_map(
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FaissIndexIVF* index,
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int new_maintain_direct_map) {
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try {
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reinterpret_cast<IndexIVF*>(index)->make_direct_map(
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static_cast<bool>(new_maintain_direct_map));
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}
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CATCH_AND_HANDLE
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}
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double faiss_IndexIVF_imbalance_factor(const FaissIndexIVF* index) {
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return reinterpret_cast<const IndexIVF*>(index)
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->invlists->imbalance_factor();
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}
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/// display some stats about the inverted lists
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void faiss_IndexIVF_print_stats(const FaissIndexIVF* index) {
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reinterpret_cast<const IndexIVF*>(index)->invlists->print_stats();
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}
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/// get inverted lists ids
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void faiss_IndexIVF_invlists_get_ids(
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const FaissIndexIVF* index,
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size_t list_no,
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idx_t* invlist) {
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const idx_t* list =
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reinterpret_cast<const IndexIVF*>(index)->invlists->get_ids(
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list_no);
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size_t list_size =
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reinterpret_cast<const IndexIVF*>(index)->get_list_size(list_no);
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memcpy(invlist, list, list_size * sizeof(idx_t));
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}
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int faiss_IndexIVF_train_encoder(
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FaissIndexIVF* index,
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idx_t n,
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const float* x,
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const idx_t* assign) {
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try {
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reinterpret_cast<IndexIVF*>(index)->train_encoder(n, x, assign);
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}
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CATCH_AND_HANDLE
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}
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void faiss_IndexIVFStats_reset(FaissIndexIVFStats* stats) {
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reinterpret_cast<IndexIVFStats*>(stats)->reset();
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}
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FaissIndexIVFStats* faiss_get_indexIVF_stats() {
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return reinterpret_cast<FaissIndexIVFStats*>(&faiss::indexIVF_stats);
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}
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