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test_ivfpq_indexing.cpp
/**
* Copyright (c) 2015-present, Facebook, Inc.
* All rights reserved.
*
* This source code is licensed under the BSD+Patents license found in the
* LICENSE file in the root directory of this source tree.
*/
// Copyright 2004-present Facebook. All Rights Reserved
#include <cstdio>
#include <cstdlib>
#include <gtest/gtest.h>
#include <IndexIVFPQ.h>
#include <IndexFlat.h>
#include <index_io.h>
TEST(IVFPQ, accuracy) {
// dimension of the vectors to index
int d = 64;
// size of the database we plan to index
size_t nb = 1000;
// make a set of nt training vectors in the unit cube
// (could be the database)
size_t nt = 1500;
// make the index object and train it
faiss::IndexFlatL2 coarse_quantizer (d);
// a reasonable number of cetroids to index nb vectors
int ncentroids = 25;
faiss::IndexIVFPQ index (&coarse_quantizer, d,
ncentroids, 16, 8);
// index that gives the ground-truth
faiss::IndexFlatL2 index_gt (d);
srand48 (35);
{ // training
std::vector <float> trainvecs (nt * d);
for (size_t i = 0; i < nt * d; i++) {
trainvecs[i] = drand48();
}
index.verbose = true;
index.train (nt, trainvecs.data());
}
{ // populating the database
std::vector <float> database (nb * d);
for (size_t i = 0; i < nb * d; i++) {
database[i] = drand48();
}
index.add (nb, database.data());
index_gt.add (nb, database.data());
}
int nq = 200;
int n_ok;
{ // searching the database
std::vector <float> queries (nq * d);
for (size_t i = 0; i < nq * d; i++) {
queries[i] = drand48();
}
std::vector<faiss::Index::idx_t> gt_nns (nq);
std::vector<float> gt_dis (nq);
index_gt.search (nq, queries.data(), 1,
gt_dis.data(), gt_nns.data());
index.nprobe = 5;
int k = 5;
std::vector<faiss::Index::idx_t> nns (k * nq);
std::vector<float> dis (k * nq);
index.search (nq, queries.data(), k, dis.data(), nns.data());
n_ok = 0;
for (int q = 0; q < nq; q++) {
for (int i = 0; i < k; i++)
if (nns[q * k + i] == gt_nns[q])
n_ok++;
}
EXPECT_GT(n_ok, nq * 0.4);
}
}
faiss::IndexFlatL2
Definition: IndexFlat.h:79
faiss::IndexIVFPQ
Definition: IndexIVFPQ.h:29