Fix #3379: Add tutorial for HNSW index (#3381)

Summary:
Fixes https://github.com/facebookresearch/faiss/issues/3379

Pull Request resolved: https://github.com/facebookresearch/faiss/pull/3381

Reviewed By: junjieqi

Differential Revision: D56570120

Pulled By: kuarora

fbshipit-source-id: 758ea4ab866609d6dd5621e6e6ffda583ba52503
pull/3398/head
Jayjeet Chakraborty 2024-04-30 12:23:58 -07:00 committed by Facebook GitHub Bot
parent 825cbac467
commit 3121fc6175
2 changed files with 79 additions and 0 deletions

View File

@ -0,0 +1,76 @@
/**
* Copyright (c) Facebook, Inc. and its affiliates.
*
* This source code is licensed under the MIT license found in the
* LICENSE file in the root directory of this source tree.
*/
#include <cassert>
#include <cstdio>
#include <cstdlib>
#include <random>
#include <faiss/IndexHNSW.h>
using idx_t = faiss::idx_t;
int main() {
int d = 64; // dimension
int nb = 100000; // database size
int nq = 10000; // nb of queries
std::mt19937 rng;
std::uniform_real_distribution<> distrib;
float* xb = new float[d * nb];
float* xq = new float[d * nq];
for (int i = 0; i < nb; i++) {
for (int j = 0; j < d; j++)
xb[d * i + j] = distrib(rng);
xb[d * i] += i / 1000.;
}
for (int i = 0; i < nq; i++) {
for (int j = 0; j < d; j++)
xq[d * i + j] = distrib(rng);
xq[d * i] += i / 1000.;
}
int nlist = 100;
int k = 4;
faiss::IndexHNSWFlat index(d, 32);
index.add(nb, xb);
{ // search xq
idx_t* I = new idx_t[k * nq];
float* D = new float[k * nq];
index.search(nq, xq, k, D, I);
printf("I=\n");
for (int i = nq - 5; i < nq; i++) {
for (int j = 0; j < k; j++)
printf("%5zd ", I[i * k + j]);
printf("\n");
}
index.search(nq, xq, k, D, I);
printf("I=\n");
for (int i = nq - 5; i < nq; i++) {
for (int j = 0; j < k; j++)
printf("%5zd ", I[i * k + j]);
printf("\n");
}
delete[] I;
delete[] D;
}
delete[] xb;
delete[] xq;
return 0;
}

View File

@ -18,3 +18,6 @@ target_link_libraries(4-GPU PRIVATE faiss)
add_executable(5-Multiple-GPUs EXCLUDE_FROM_ALL 5-Multiple-GPUs.cpp)
target_link_libraries(5-Multiple-GPUs PRIVATE faiss)
add_executable(6-HNSW EXCLUDE_FROM_ALL 6-HNSW.cpp)
target_link_libraries(6-HNSW PRIVATE faiss)