faiss/impl/AuxIndexStructures.cpp

306 lines
7.2 KiB
C++

/**
* 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.
*/
// -*- c++ -*-
#include <cstring>
#include <faiss/impl/AuxIndexStructures.h>
#include <faiss/impl/FaissAssert.h>
namespace faiss {
/***********************************************************************
* RangeSearchResult
***********************************************************************/
RangeSearchResult::RangeSearchResult (idx_t nq, bool alloc_lims): nq (nq) {
if (alloc_lims) {
lims = new size_t [nq + 1];
memset (lims, 0, sizeof(*lims) * (nq + 1));
} else {
lims = nullptr;
}
labels = nullptr;
distances = nullptr;
buffer_size = 1024 * 256;
}
/// called when lims contains the nb of elements result entries
/// for each query
void RangeSearchResult::do_allocation () {
size_t ofs = 0;
for (int i = 0; i < nq; i++) {
size_t n = lims[i];
lims [i] = ofs;
ofs += n;
}
lims [nq] = ofs;
labels = new idx_t [ofs];
distances = new float [ofs];
}
RangeSearchResult::~RangeSearchResult () {
delete [] labels;
delete [] distances;
delete [] lims;
}
/***********************************************************************
* BufferList
***********************************************************************/
BufferList::BufferList (size_t buffer_size):
buffer_size (buffer_size)
{
wp = buffer_size;
}
BufferList::~BufferList ()
{
for (int i = 0; i < buffers.size(); i++) {
delete [] buffers[i].ids;
delete [] buffers[i].dis;
}
}
void BufferList::add (idx_t id, float dis) {
if (wp == buffer_size) { // need new buffer
append_buffer();
}
Buffer & buf = buffers.back();
buf.ids [wp] = id;
buf.dis [wp] = dis;
wp++;
}
void BufferList::append_buffer ()
{
Buffer buf = {new idx_t [buffer_size], new float [buffer_size]};
buffers.push_back (buf);
wp = 0;
}
/// copy elemnts ofs:ofs+n-1 seen as linear data in the buffers to
/// tables dest_ids, dest_dis
void BufferList::copy_range (size_t ofs, size_t n,
idx_t * dest_ids, float *dest_dis)
{
size_t bno = ofs / buffer_size;
ofs -= bno * buffer_size;
while (n > 0) {
size_t ncopy = ofs + n < buffer_size ? n : buffer_size - ofs;
Buffer buf = buffers [bno];
memcpy (dest_ids, buf.ids + ofs, ncopy * sizeof(*dest_ids));
memcpy (dest_dis, buf.dis + ofs, ncopy * sizeof(*dest_dis));
dest_ids += ncopy;
dest_dis += ncopy;
ofs = 0;
bno ++;
n -= ncopy;
}
}
/***********************************************************************
* RangeSearchPartialResult
***********************************************************************/
void RangeQueryResult::add (float dis, idx_t id) {
nres++;
pres->add (id, dis);
}
RangeSearchPartialResult::RangeSearchPartialResult (RangeSearchResult * res_in):
BufferList(res_in->buffer_size),
res(res_in)
{}
/// begin a new result
RangeQueryResult &
RangeSearchPartialResult::new_result (idx_t qno)
{
RangeQueryResult qres = {qno, 0, this};
queries.push_back (qres);
return queries.back();
}
void RangeSearchPartialResult::finalize ()
{
set_lims ();
#pragma omp barrier
#pragma omp single
res->do_allocation ();
#pragma omp barrier
copy_result ();
}
/// called by range_search before do_allocation
void RangeSearchPartialResult::set_lims ()
{
for (int i = 0; i < queries.size(); i++) {
RangeQueryResult & qres = queries[i];
res->lims[qres.qno] = qres.nres;
}
}
/// called by range_search after do_allocation
void RangeSearchPartialResult::copy_result (bool incremental)
{
size_t ofs = 0;
for (int i = 0; i < queries.size(); i++) {
RangeQueryResult & qres = queries[i];
copy_range (ofs, qres.nres,
res->labels + res->lims[qres.qno],
res->distances + res->lims[qres.qno]);
if (incremental) {
res->lims[qres.qno] += qres.nres;
}
ofs += qres.nres;
}
}
void RangeSearchPartialResult::merge (std::vector <RangeSearchPartialResult *> &
partial_results, bool do_delete)
{
int npres = partial_results.size();
if (npres == 0) return;
RangeSearchResult *result = partial_results[0]->res;
size_t nx = result->nq;
// count
for (const RangeSearchPartialResult * pres : partial_results) {
if (!pres) continue;
for (const RangeQueryResult &qres : pres->queries) {
result->lims[qres.qno] += qres.nres;
}
}
result->do_allocation ();
for (int j = 0; j < npres; j++) {
if (!partial_results[j]) continue;
partial_results[j]->copy_result (true);
if (do_delete) {
delete partial_results[j];
partial_results[j] = nullptr;
}
}
// reset the limits
for (size_t i = nx; i > 0; i--) {
result->lims [i] = result->lims [i - 1];
}
result->lims [0] = 0;
}
/***********************************************************************
* IDSelectorRange
***********************************************************************/
IDSelectorRange::IDSelectorRange (idx_t imin, idx_t imax):
imin (imin), imax (imax)
{
}
bool IDSelectorRange::is_member (idx_t id) const
{
return id >= imin && id < imax;
}
/***********************************************************************
* IDSelectorBatch
***********************************************************************/
IDSelectorBatch::IDSelectorBatch (size_t n, const idx_t *indices)
{
nbits = 0;
while (n > (1L << nbits)) nbits++;
nbits += 5;
// for n = 1M, nbits = 25 is optimal, see P56659518
mask = (1L << nbits) - 1;
bloom.resize (1UL << (nbits - 3), 0);
for (long i = 0; i < n; i++) {
Index::idx_t id = indices[i];
set.insert(id);
id &= mask;
bloom[id >> 3] |= 1 << (id & 7);
}
}
bool IDSelectorBatch::is_member (idx_t i) const
{
long im = i & mask;
if(!(bloom[im>>3] & (1 << (im & 7)))) {
return 0;
}
return set.count(i);
}
/***********************************************************
* Interrupt callback
***********************************************************/
std::unique_ptr<InterruptCallback> InterruptCallback::instance;
std::mutex InterruptCallback::lock;
void InterruptCallback::clear_instance () {
delete instance.release ();
}
void InterruptCallback::check () {
if (!instance.get()) {
return;
}
if (instance->want_interrupt ()) {
FAISS_THROW_MSG ("computation interrupted");
}
}
bool InterruptCallback::is_interrupted () {
if (!instance.get()) {
return false;
}
std::lock_guard<std::mutex> guard(lock);
return instance->want_interrupt();
}
size_t InterruptCallback::get_period_hint (size_t flops) {
if (!instance.get()) {
return 1L << 30; // never check
}
// for 10M flops, it is reasonable to check once every 10 iterations
return std::max((size_t)10 * 10 * 1000 * 1000 / (flops + 1), (size_t)1);
}
} // namespace faiss