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// Licensed under the MIT License.
#include "inc/Test.h"
#include "inc/Helper/SimpleIniReader.h"
#include "inc/Core/VectorIndex.h"
#include "inc/Core/Common/CommonUtils.h"
#include <unordered_set>
#include <chrono>
template <typename T>
void Build(SPTAG::IndexAlgoType algo, std::string distCalcMethod, std::shared_ptr<SPTAG::VectorSet>& vec, std::shared_ptr<SPTAG::MetadataSet>& meta, const std::string out)
{
std::shared_ptr<SPTAG::VectorIndex> vecIndex = SPTAG::VectorIndex::CreateInstance(algo, SPTAG::GetEnumValueType<T>());
BOOST_CHECK(nullptr != vecIndex);
if (algo != SPTAG::IndexAlgoType::SPANN) {
vecIndex->SetParameter("DistCalcMethod", distCalcMethod);
vecIndex->SetParameter("NumberOfThreads", "16");
}
else {
vecIndex->SetParameter("IndexAlgoType", "BKT", "Base");
vecIndex->SetParameter("DistCalcMethod", distCalcMethod, "Base");
vecIndex->SetParameter("isExecute", "true", "SelectHead");
vecIndex->SetParameter("NumberOfThreads", "4", "SelectHead");
vecIndex->SetParameter("Ratio", "0.2", "SelectHead"); // vecIndex->SetParameter("Count", "200", "SelectHead");
vecIndex->SetParameter("isExecute", "true", "BuildHead");
vecIndex->SetParameter("RefineIterations", "3", "BuildHead");
vecIndex->SetParameter("NumberOfThreads", "4", "BuildHead");
vecIndex->SetParameter("isExecute", "true", "BuildSSDIndex");
vecIndex->SetParameter("BuildSsdIndex", "true", "BuildSSDIndex");
vecIndex->SetParameter("NumberOfThreads", "4", "BuildSSDIndex");
vecIndex->SetParameter("PostingPageLimit", "12", "BuildSSDIndex");
vecIndex->SetParameter("SearchPostingPageLimit", "12", "BuildSSDIndex");
vecIndex->SetParameter("InternalResultNum", "64", "BuildSSDIndex");
vecIndex->SetParameter("SearchInternalResultNum", "64", "BuildSSDIndex");
}
BOOST_CHECK(SPTAG::ErrorCode::Success == vecIndex->BuildIndex(vec, meta));
BOOST_CHECK(SPTAG::ErrorCode::Success == vecIndex->SaveIndex(out));
}
template <typename T>
void BuildWithMetaMapping(SPTAG::IndexAlgoType algo, std::string distCalcMethod, std::shared_ptr<SPTAG::VectorSet>& vec, std::shared_ptr<SPTAG::MetadataSet>& meta, const std::string out)
{
std::shared_ptr<SPTAG::VectorIndex> vecIndex = SPTAG::VectorIndex::CreateInstance(algo, SPTAG::GetEnumValueType<T>());
BOOST_CHECK(nullptr != vecIndex);
if (algo != SPTAG::IndexAlgoType::SPANN) {
vecIndex->SetParameter("DistCalcMethod", distCalcMethod);
vecIndex->SetParameter("NumberOfThreads", "16");
}
else {
vecIndex->SetParameter("IndexAlgoType", "BKT", "Base");
vecIndex->SetParameter("DistCalcMethod", distCalcMethod, "Base");
vecIndex->SetParameter("isExecute", "true", "SelectHead");
vecIndex->SetParameter("NumberOfThreads", "4", "SelectHead");
vecIndex->SetParameter("Ratio", "0.2", "SelectHead"); // vecIndex->SetParameter("Count", "200", "SelectHead");
vecIndex->SetParameter("isExecute", "true", "BuildHead");
vecIndex->SetParameter("RefineIterations", "3", "BuildHead");
vecIndex->SetParameter("NumberOfThreads", "4", "BuildHead");
vecIndex->SetParameter("isExecute", "true", "BuildSSDIndex");
vecIndex->SetParameter("BuildSsdIndex", "true", "BuildSSDIndex");
vecIndex->SetParameter("NumberOfThreads", "4", "BuildSSDIndex");
vecIndex->SetParameter("PostingPageLimit", "12", "BuildSSDIndex");
vecIndex->SetParameter("SearchPostingPageLimit", "12", "BuildSSDIndex");
vecIndex->SetParameter("InternalResultNum", "64", "BuildSSDIndex");
vecIndex->SetParameter("SearchInternalResultNum", "64", "BuildSSDIndex");
}
BOOST_CHECK(SPTAG::ErrorCode::Success == vecIndex->BuildIndex(vec, meta, true));
BOOST_CHECK(SPTAG::ErrorCode::Success == vecIndex->SaveIndex(out));
}
template <typename T>
void Search(const std::string folder, T* vec, SPTAG::SizeType n, int k, std::string* truthmeta)
{
std::shared_ptr<SPTAG::VectorIndex> vecIndex;
BOOST_CHECK(SPTAG::ErrorCode::Success == SPTAG::VectorIndex::LoadIndex(folder, vecIndex));
BOOST_CHECK(nullptr != vecIndex);
for (SPTAG::SizeType i = 0; i < n; i++)
{
SPTAG::QueryResult res(vec, k, true);
vecIndex->SearchIndex(res);
std::unordered_set<std::string> resmeta;
for (int j = 0; j < k; j++)
{
resmeta.insert(std::string((char*)res.GetMetadata(j).Data(), res.GetMetadata(j).Length()));
std::cout << res.GetResult(j)->Dist << "@(" << res.GetResult(j)->VID << "," << std::string((char*)res.GetMetadata(j).Data(), res.GetMetadata(j).Length()) << ") ";
}
std::cout << std::endl;
for (int j = 0; j < k; j++)
{
BOOST_CHECK(resmeta.find(truthmeta[i * k + j]) != resmeta.end());
}
vec += vecIndex->GetFeatureDim();
}
vecIndex.reset();
}
template <typename T>
void Add(const std::string folder, std::shared_ptr<SPTAG::VectorSet>& vec, std::shared_ptr<SPTAG::MetadataSet>& meta, const std::string out)
{
std::shared_ptr<SPTAG::VectorIndex> vecIndex;
BOOST_CHECK(SPTAG::ErrorCode::Success == SPTAG::VectorIndex::LoadIndex(folder, vecIndex));
BOOST_CHECK(nullptr != vecIndex);
BOOST_CHECK(SPTAG::ErrorCode::Success == vecIndex->AddIndex(vec, meta));
BOOST_CHECK(SPTAG::ErrorCode::Success == vecIndex->SaveIndex(out));
vecIndex.reset();
}
template <typename T>
void AddOneByOne(SPTAG::IndexAlgoType algo, std::string distCalcMethod, std::shared_ptr<SPTAG::VectorSet>& vec, std::shared_ptr<SPTAG::MetadataSet>& meta, const std::string out)
{
std::shared_ptr<SPTAG::VectorIndex> vecIndex = SPTAG::VectorIndex::CreateInstance(algo, SPTAG::GetEnumValueType<T>());
BOOST_CHECK(nullptr != vecIndex);
vecIndex->SetParameter("DistCalcMethod", distCalcMethod);
vecIndex->SetParameter("NumberOfThreads", "16");
auto t1 = std::chrono::high_resolution_clock::now();
for (SPTAG::SizeType i = 0; i < vec->Count(); i++) {
SPTAG::ByteArray metaarr = meta->GetMetadata(i);
std::uint64_t offset[2] = { 0, metaarr.Length() };
std::shared_ptr<SPTAG::MetadataSet> metaset(new SPTAG::MemMetadataSet(metaarr, SPTAG::ByteArray((std::uint8_t*)offset, 2 * sizeof(std::uint64_t), false), 1));
SPTAG::ErrorCode ret = vecIndex->AddIndex(vec->GetVector(i), 1, vec->Dimension(), metaset, true);
if (SPTAG::ErrorCode::Success != ret) std::cerr << "Error AddIndex(" << (int)(ret) << ") for vector " << i << std::endl;
}
auto t2 = std::chrono::high_resolution_clock::now();
std::cout << "AddIndex time: " << (std::chrono::duration_cast<std::chrono::microseconds>(t2 - t1).count() / (float)(vec->Count())) << "us" << std::endl;
Sleep(10000);
BOOST_CHECK(SPTAG::ErrorCode::Success == vecIndex->SaveIndex(out));
}
template <typename T>
void Delete(const std::string folder, T* vec, SPTAG::SizeType n, const std::string out)
{
std::shared_ptr<SPTAG::VectorIndex> vecIndex;
BOOST_CHECK(SPTAG::ErrorCode::Success == SPTAG::VectorIndex::LoadIndex(folder, vecIndex));
BOOST_CHECK(nullptr != vecIndex);
BOOST_CHECK(SPTAG::ErrorCode::Success == vecIndex->DeleteIndex((const void*)vec, n));
BOOST_CHECK(SPTAG::ErrorCode::Success == vecIndex->SaveIndex(out));
vecIndex.reset();
}
template <typename T>
void Test(SPTAG::IndexAlgoType algo, std::string distCalcMethod)
{
SPTAG::SizeType n = 2000, q = 3;
SPTAG::DimensionType m = 10;
int k = 3;
std::vector<T> vec;
for (SPTAG::SizeType i = 0; i < n; i++) {
for (SPTAG::DimensionType j = 0; j < m; j++) {
vec.push_back((T)i);
}
}
std::vector<T> query;
for (SPTAG::SizeType i = 0; i < q; i++) {
for (SPTAG::DimensionType j = 0; j < m; j++) {
query.push_back((T)i*2);
}
}
std::vector<char> meta;
std::vector<std::uint64_t> metaoffset;
for (SPTAG::SizeType i = 0; i < n; i++) {
metaoffset.push_back((std::uint64_t)meta.size());
std::string a = std::to_string(i);
for (size_t j = 0; j < a.length(); j++)
meta.push_back(a[j]);
}
metaoffset.push_back((std::uint64_t)meta.size());
std::shared_ptr<SPTAG::VectorSet> vecset(new SPTAG::BasicVectorSet(
SPTAG::ByteArray((std::uint8_t*)vec.data(), sizeof(T) * n * m, false),
SPTAG::GetEnumValueType<T>(), m, n));
std::shared_ptr<SPTAG::MetadataSet> metaset(new SPTAG::MemMetadataSet(
SPTAG::ByteArray((std::uint8_t*)meta.data(), meta.size() * sizeof(char), false),
SPTAG::ByteArray((std::uint8_t*)metaoffset.data(), metaoffset.size() * sizeof(std::uint64_t), false),
n));
Build<T>(algo, distCalcMethod, vecset, metaset, "testindices");
std::string truthmeta1[] = { "0", "1", "2", "2", "1", "3", "4", "3", "5" };
Search<T>("testindices", query.data(), q, k, truthmeta1);
if (algo != SPTAG::IndexAlgoType::SPANN) {
Add<T>("testindices", vecset, metaset, "testindices");
std::string truthmeta2[] = { "0", "0", "1", "2", "2", "1", "4", "4", "3" };
Search<T>("testindices", query.data(), q, k, truthmeta2);
Delete<T>("testindices", query.data(), q, "testindices");
std::string truthmeta3[] = { "1", "1", "3", "1", "3", "1", "3", "5", "3" };
Search<T>("testindices", query.data(), q, k, truthmeta3);
}
BuildWithMetaMapping<T>(algo, distCalcMethod, vecset, metaset, "testindices");
std::string truthmeta4[] = { "0", "1", "2", "2", "1", "3", "4", "3", "5" };
Search<T>("testindices", query.data(), q, k, truthmeta4);
if (algo != SPTAG::IndexAlgoType::SPANN) {
Add<T>("testindices", vecset, metaset, "testindices");
std::string truthmeta5[] = { "0", "1", "2", "2", "1", "3", "4", "3", "5" };
Search<T>("testindices", query.data(), q, k, truthmeta5);
AddOneByOne<T>(algo, distCalcMethod, vecset, metaset, "testindices");
std::string truthmeta6[] = { "0", "1", "2", "2", "1", "3", "4", "3", "5" };
Search<T>("testindices", query.data(), q, k, truthmeta6);
}
}
BOOST_AUTO_TEST_SUITE (AlgoTest)
BOOST_AUTO_TEST_CASE(KDTTest)
{
Test<float>(SPTAG::IndexAlgoType::KDT, "L2");
}
BOOST_AUTO_TEST_CASE(BKTTest)
{
Test<float>(SPTAG::IndexAlgoType::BKT, "L2");
}
BOOST_AUTO_TEST_CASE(SPANNTest)
{
Test<float>(SPTAG::IndexAlgoType::SPANN, "L2");
}
BOOST_AUTO_TEST_SUITE_END()
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