SPANN/Test/src/SSDServingTest.cpp

// Copyright (c) Microsoft Corporation. All rights reserved.
// Licensed under the MIT License.

#include "inc/Test.h"
#include <string>
#include <fstream>
#include <random>
#include <type_traits>
#include <functional>
#include <algorithm>

#include <boost/filesystem.hpp>

#include "inc/Core/Common.h"
#include "inc/Helper/StringConvert.h"
#include "inc/SSDServing/main.h"
#include "inc/Core/Common/DistanceUtils.h"
#include "inc/Core/Common/CommonUtils.h"

template<typename T>
void GenerateVectors(std::string fileName, SPTAG::SizeType rows, SPTAG::DimensionType dims, SPTAG::VectorFileType fileType) {
	if (boost::filesystem::exists(fileName))
	{
		fprintf(stdout, "%s was generated. Skip generation.\n", fileName.c_str());
		return;
	}

	std::ofstream of(fileName, std::ofstream::binary);
	if (!of.is_open())
	{
		fprintf(stderr, "%s can't be opened.\n", fileName.c_str());
		BOOST_CHECK(false);
		return;
	}

	std::uniform_real_distribution<float> ud(0, 126);
	std::mt19937 mt(543);
	std::vector<T> tmp(dims);

	if (fileType == SPTAG::VectorFileType::DEFAULT)
	{
		of.write(reinterpret_cast<char*>(&rows), 4);
		of.write(reinterpret_cast<char*>(&dims), 4);

		for (size_t i = 0; i < rows; i++)
		{
			for (size_t j = 0; j < dims; j++)
			{
				float smt = ud(mt);
				tmp[j] = static_cast<T>(smt);
			}

			SPTAG::COMMON::Utils::Normalize(tmp.data(), dims, SPTAG::COMMON::Utils::GetBase<T>());
			of.write(reinterpret_cast<char*>(tmp.data()), dims * sizeof(T));
		}
	}
	else if (fileType == SPTAG::VectorFileType::XVEC)
	{
		for (size_t i = 0; i < rows; i++)
		{
			for (size_t j = 0; j < dims; j++)
			{
				float smt = ud(mt);
				tmp[j] = static_cast<T>(smt);
			}

			SPTAG::COMMON::Utils::Normalize(tmp.data(), dims, SPTAG::COMMON::Utils::GetBase<T>());
			of.write(reinterpret_cast<char*>(&dims), 4);
			of.write(reinterpret_cast<char*>(tmp.data()), dims * sizeof(T));
		}

	}

}

void GenVec(std::string vectorsName, SPTAG::VectorValueType vecType, SPTAG::VectorFileType vecFileType, SPTAG::SizeType rows = 1000, SPTAG::DimensionType dims = 100) {
	switch (vecType)
	{
#define DefineVectorValueType(Name, Type) \
case SPTAG::VectorValueType::Name: \
GenerateVectors<Type>(vectorsName, rows, dims, vecFileType); \
break; \

#include "inc/Core/DefinitionList.h"
#undef DefineVectorValueType
	default:
		break;
	}
}

std::string CreateBaseConfig(SPTAG::VectorValueType p_valueType, SPTAG::DistCalcMethod p_distCalcMethod, 
	SPTAG::IndexAlgoType p_indexAlgoType, SPTAG::DimensionType p_dim,
	std::string p_vectorPath, SPTAG::VectorFileType p_vectorType, SPTAG::SizeType p_vectorSize, std::string p_vectorDelimiter,
	std::string p_queryPath, SPTAG::VectorFileType p_queryType, SPTAG::SizeType p_querySize, std::string p_queryDelimiter,
	std::string p_warmupPath, SPTAG::VectorFileType p_warmupType, SPTAG::SizeType p_warmupSize, std::string p_warmupDelimiter,
	std::string p_truthPath, SPTAG::TruthFileType p_truthType,
	bool p_generateTruth,
	std::string p_headIDFile,
	std::string p_headVectorsFile,
	std::string p_headIndexFolder,
	std::string p_ssdIndex
) {
	std::ostringstream config;
	config << "[Base]" << std::endl;
	config << "ValueType=" << SPTAG::Helper::Convert::ConvertToString(p_valueType) << std::endl;
	config << "DistCalcMethod=" << SPTAG::Helper::Convert::ConvertToString(p_distCalcMethod) << std::endl;
	config << "IndexAlgoType=" << SPTAG::Helper::Convert::ConvertToString(p_indexAlgoType) << std::endl;
	config << "Dim=" << p_dim << std::endl;
	config << "VectorPath=" << p_vectorPath << std::endl;
	config << "VectorType=" << SPTAG::Helper::Convert::ConvertToString(p_vectorType) << std::endl;
	config << "VectorSize=" << p_vectorSize << std::endl;
	config << "VectorDelimiter=" << p_vectorDelimiter << std::endl;
	config << "QueryPath=" << p_queryPath << std::endl;
	config << "QueryType=" << SPTAG::Helper::Convert::ConvertToString(p_queryType) << std::endl;
	config << "QuerySize=" << p_querySize << std::endl;
	config << "QueryDelimiter=" << p_queryDelimiter << std::endl;
	config << "WarmupPath=" << p_warmupPath << std::endl;
	config << "WarmupType=" << SPTAG::Helper::Convert::ConvertToString(p_warmupType) << std::endl;
	config << "WarmupSize=" << p_warmupSize << std::endl;
	config << "WarmupDelimiter=" << p_warmupDelimiter << std::endl;
	config << "TruthPath=" << p_truthPath << std::endl;
	config << "TruthType=" << SPTAG::Helper::Convert::ConvertToString(p_truthType) << std::endl;
	config << "GenerateTruth=" << SPTAG::Helper::Convert::ConvertToString(p_generateTruth) << std::endl;
	config << "IndexDirectory=" << "zbtest" << std::endl;
	config << "HeadVectorIDs=" << p_headIDFile << std::endl;
	config << "HeadVectors=" << p_headVectorsFile << std::endl;
	config << "HeadIndexFolder=" << p_headIndexFolder << std::endl;
	config << "SSDIndex=" << p_ssdIndex << std::endl;
	config << std::endl;
	return config.str();
}

void TestHead(std::string configName, std::string OutputIDFile, std::string OutputVectorFile, std::string baseConfig) {

	std::ofstream config(configName);
	if (!config.is_open())
	{
		fprintf(stderr, "%s can't be opened.\n", configName.c_str());
		BOOST_CHECK(false);
		return;
	}

	config << baseConfig;

	config << "[SelectHead]" << std::endl;
	config << "isExecute=true" << std::endl;
	config << "TreeNumber=" << "1" << std::endl;
	config << "BKTKmeansK=" << 3 << std::endl;
	config << "BKTLeafSize=" << 6 << std::endl;
	config << "SamplesNumber=" << 100 << std::endl;
	config << "NumberOfThreads=" << "2" << std::endl;
	config << "SaveBKT=" << "false" << std::endl;

	config << "AnalyzeOnly=" << "false" << std::endl;
	config << "CalcStd=" << "true" << std::endl;
	config << "SelectDynamically=" << "true" << std::endl;
	config << "NoOutput=" << "false" << std::endl;

	config << "SelectThreshold=" << 12 << std::endl;
	config << "SplitFactor=" << 9 << std::endl;
	config << "SplitThreshold=" << 18 << std::endl;
	config << "Ratio=" << "0.2" << std::endl;
	config << "RecursiveCheckSmallCluster=" << "true" << std::endl;
	config << "PrintSizeCount=" << "true" << std::endl;

	config.close();
	std::map<std::string, std::map<std::string, std::string>> my_map;
	SPTAG::SSDServing::BootProgram(false, &my_map, configName.c_str());
}

void TestBuildHead(
	std::string configName,
	std::string p_headVectorFile,
	std::string p_headIndexFile,
	SPTAG::IndexAlgoType p_indexAlgoType,
	std::string p_builderFile,
	std::string baseConfig) {

	std::ofstream config(configName);
	if (!config.is_open())
	{
		fprintf(stderr, "%s can't be opened.\n", configName.c_str());
		BOOST_CHECK(false);
		return;
	}

	{
		if (p_builderFile.empty())
		{
			fprintf(stderr, "no builder file for head index build.\n");
			BOOST_CHECK(false);
			return;
		}

		if (boost::filesystem::exists(p_builderFile))
		{
			fprintf(stdout, "%s was generated. Skip generation.\n", p_builderFile.c_str());
		}
		else {
			std::ofstream bf(p_builderFile);
			if (!bf.is_open())
			{
				fprintf(stderr, "%s can't be opened.\n", p_builderFile.c_str());
				BOOST_CHECK(false);
				return;
			}
			bf.close();
		}
	}

	config << baseConfig;

	config << "[BuildHead]" << std::endl;
	config << "isExecute=true" << std::endl;
	config << "NumberOfThreads=" << 2 << std::endl;

	config.close();

	std::map<std::string, std::map<std::string, std::string>> my_map;
	SPTAG::SSDServing::BootProgram(false, &my_map, configName.c_str());
}

void TestBuildSSDIndex(std::string configName,
	std::string p_vectorIDTranslate,
	std::string p_headIndexFolder,
	std::string p_headConfig,
	std::string p_ssdIndex,
	bool p_outputEmptyReplicaID,
	std::string baseConfig
) {
	std::ofstream config(configName);
	if (!config.is_open())
	{
		fprintf(stderr, "%s can't be opened.\n", configName.c_str());
		BOOST_CHECK(false);
		return;
	}

	if (!p_headConfig.empty())
	{
		if (boost::filesystem::exists(p_headConfig))
		{
			fprintf(stdout, "%s was generated. Skip generation.\n", p_headConfig.c_str());
		}
		else {
			std::ofstream bf(p_headConfig);
			if (!bf.is_open())
			{
				fprintf(stderr, "%s can't be opened.\n", p_headConfig.c_str());
				BOOST_CHECK(false);
				return;
			}
			bf << "[Index]" << std::endl;
			bf.close();
		}
	}

	config << baseConfig;

	config << "[BuildSSDIndex]" << std::endl;
	config << "isExecute=true" << std::endl;
	config << "BuildSsdIndex=" << "true" << std::endl;
	config << "InternalResultNum=" << 60 << std::endl;
	config << "NumberOfThreads=" << 2 << std::endl;
	config << "HeadConfig=" << p_headConfig << std::endl;

	config << "ReplicaCount=" << 4 << std::endl;
	config << "PostingPageLimit=" << 2 << std::endl;
	config << "OutputEmptyReplicaID=" << p_outputEmptyReplicaID << std::endl;

	config.close();
	std::map<std::string, std::map<std::string, std::string>> my_map;
	SPTAG::SSDServing::BootProgram(false, &my_map, configName.c_str());
}

void TestSearchSSDIndex(
	std::string configName,
	std::string p_vectorIDTranslate,
	std::string p_headIndexFolder,
	std::string p_headConfig,
	std::string p_ssdIndex,
	std::string p_searchResult,
	std::string p_logFile,
	std::string baseConfig
) {
	std::ofstream config(configName);
	if (!config.is_open())
	{
		fprintf(stderr, "%s can't be opened.\n", configName.c_str());
		BOOST_CHECK(false);
		return;
	}

	if (!p_headConfig.empty())
	{
		if (boost::filesystem::exists(p_headConfig))
		{
			fprintf(stdout, "%s was generated. Skip generation.\n", p_headConfig.c_str());
		}
		else {
			std::ofstream bf(p_headConfig);
			if (!bf.is_open())
			{
				fprintf(stderr, "%s can't be opened.\n", p_headConfig.c_str());
				BOOST_CHECK(false);
				return;
			}
			bf << "[Index]" << std::endl;
			bf.close();
		}
	}

	config << baseConfig;

	config << "[SearchSSDIndex]" << std::endl;
	config << "isExecute=true" << std::endl;
	config << "BuildSsdIndex=" << "false" << std::endl;
	config << "InternalResultNum=" << 64 << std::endl;
	config << "NumberOfThreads=" << 2 << std::endl;
	config << "HeadConfig=" << p_headConfig << std::endl;

	config << "SearchResult=" << p_searchResult << std::endl;
	config << "LogFile=" << p_logFile << std::endl;
	config << "QpsLimit=" << 0 << std::endl;
	config << "ResultNum=" << 32 << std::endl;
	config << "MaxCheck=" << 2048 << std::endl;
	config << "SearchPostingPageLimit=" << 2 << std::endl;
	config << "QueryCountLimit=" << 10000 << std::endl;

	config.close();
	std::map<std::string, std::map<std::string, std::string>> my_map;
	SPTAG::SSDServing::BootProgram(false, &my_map, configName.c_str());
}

void RunFromMap() {
	std::map<std::string, std::map<std::string, std::string>> myMap;
	myMap["Base"]["IndexAlgoType"] = "KDT";
	std::string dataFilePath = "sddtest/vectors_Int8_DEFAULT.bin";
	std::string indexFilePath = "zbtest";
	SPTAG::SSDServing::BootProgram(
		true, 
		&myMap, 
		nullptr, 
		SPTAG::VectorValueType::Int8, 
		SPTAG::DistCalcMethod::L2, 
		dataFilePath.c_str(), 
		indexFilePath.c_str()
	);

	std::ostringstream config;
	config << "[Base]" << std::endl;
	config << "ValueType=" << "Int8" << std::endl;
	config << "DistCalcMethod=" << "L2" << std::endl;
	config << "IndexAlgoType=" << "KDT" << std::endl;
	config << "VectorPath=" << "sddtest/vectors_Int8_DEFAULT.bin"  << std::endl;
	config << "QueryPath=" << "sddtest/vectors_Int8_DEFAULT.query" << std::endl;
	config << "QueryType=" << "DEFAULT" << std::endl;
	config << "TruthPath=" << "sddtest/vectors_Int8_L2_DEFAULT_DEFAULT.truth" << std::endl;
	config << "TruthType=" << "DEFAULT" << std::endl;
	config << "IndexDirectory=" << "zbtest" << std::endl;
	config << "GenerateTruth=" << "true" << std::endl;
	config << std::endl;

	TestSearchSSDIndex(
		"run_from_map_search_config.ini",
		"",
		"",
		"",
		"",
		"",
		"",
		config.str()
		);
}

BOOST_AUTO_TEST_SUITE(SSDServingTest)

// #define RAW_VECTOR_NUM 1000
#define VECTOR_NUM 1000
#define QUERY_NUM 10
#define VECTOR_DIM 100

#define FLOAT
#define INT8
//#define UINT8
#define INT16
#define TDEFAULT
#define TXVEC

#define SSDTEST_DIRECTORY_NAME "sddtest"
#define SSDTEST_DIRECTORY SSDTEST_DIRECTORY_NAME "/"
// #define RAW_VECTORS(VT, FT)  "vectors_"#VT"_"#FT".bin"
#define VECTORS(VT, FT) SSDTEST_DIRECTORY "vectors_"#VT"_"#FT".bin"
#define QUERIES(VT, FT)  SSDTEST_DIRECTORY "vectors_"#VT"_"#FT".query"
#define TRUTHSET(VT, DM, FT, TFT) SSDTEST_DIRECTORY  "vectors_"#VT"_"#DM"_"#FT"_"#TFT".truth"
#define HEAD_IDS(VT, DM, FT)  "head_ids_"#VT"_"#DM"_"#FT".bin"
#define HEAD_VECTORS(VT, DM, FT)  "head_vectors_"#VT"_"#DM"_"#FT".bin"
#define HEAD_INDEX(VT, DM, ALGO, FT)  "head_"#VT"_"#DM"_"#ALGO"_"#FT".head_index"
#define SSD_INDEX(VT, DM, ALGO, FT)  "ssd_"#VT"_"#DM"_"#ALGO"_"#FT".ssd_index"

#define SELECT_HEAD_CONFIG(VT, DM, FT) SSDTEST_DIRECTORY "test_head_"#VT"_"#DM"_"#FT".ini"
#define BUILD_HEAD_CONFIG(VT, DM, ALGO) SSDTEST_DIRECTORY "test_build_head_"#VT"_"#DM"_"#ALGO".ini"
#define BUILD_HEAD_BUILDER_CONFIG(VT, DM, ALGO) SSDTEST_DIRECTORY "test_build_head_"#VT"_"#DM"_"#ALGO".builder.ini"
#define BUILD_SSD_CONFIG(VT, DM, ALGO) SSDTEST_DIRECTORY "test_build_ssd"#VT"_"#DM"_"#ALGO".ini"
#define BUILD_SSD_BUILDER_CONFIG(VT, DM, ALGO) SSDTEST_DIRECTORY "test_build_ssd"#VT"_"#DM"_"#ALGO".builder.ini"
#define SEARCH_SSD_CONFIG(VT, DM, ALGO) SSDTEST_DIRECTORY "test_search_ssd_"#VT"_"#DM"_"#ALGO".ini"
#define SEARCH_SSD_BUILDER_CONFIG(VT, DM, ALGO) SSDTEST_DIRECTORY "test_search_ssd_"#VT"_"#DM"_"#ALGO".builder.ini"
#define SEARCH_SSD_RESULT(VT, DM, ALGO, FT, TFT) SSDTEST_DIRECTORY "test_search_ssd_"#VT"_"#DM"_"#ALGO"_"#FT"_"#TFT".result"

#define GVQ(VT, FT) \
BOOST_AUTO_TEST_CASE(GenerateVectorsQueries##VT##FT) { \
boost::filesystem::create_directory(SSDTEST_DIRECTORY_NAME); \
GenVec(VECTORS(VT, FT), SPTAG::VectorValueType::VT, SPTAG::VectorFileType::FT, VECTOR_NUM, VECTOR_DIM); \
GenVec(QUERIES(VT, FT), SPTAG::VectorValueType::VT, SPTAG::VectorFileType::FT, QUERY_NUM, VECTOR_DIM); \
} \

GVQ(Float, DEFAULT)
GVQ(Int16, DEFAULT)
GVQ(UInt8, DEFAULT)
GVQ(Int8, DEFAULT)

GVQ(Float, XVEC)
GVQ(Int16, XVEC)
GVQ(UInt8, XVEC)
GVQ(Int8, XVEC)
#undef GVQ

#define WTEV(VT, DM, FT) \
BOOST_AUTO_TEST_CASE(TestHead##VT##DM##FT) { \
	std::string configName = SELECT_HEAD_CONFIG(VT, DM, FT); \
	std::string OutputIDFile = HEAD_IDS(VT, DM, FT); \
	std::string OutputVectorFile = HEAD_VECTORS(VT, DM, FT); \
	std::string base_config = CreateBaseConfig(SPTAG::VectorValueType::VT, SPTAG::DistCalcMethod::DM, SPTAG::IndexAlgoType::Undefined, VECTOR_DIM, \
		VECTORS(VT, FT), SPTAG::VectorFileType::FT, VECTOR_NUM, "", \
		"", SPTAG::VectorFileType::Undefined, -1, "", \
		"", SPTAG::VectorFileType::Undefined, -1, "", \
		"", SPTAG::TruthFileType::Undefined, \
		false, \
		OutputIDFile, \
		OutputVectorFile, \
		"", \
		"" \
		); \
	TestHead(configName, OutputIDFile, OutputVectorFile, base_config);  \
} \

#ifdef FLOAT
#ifdef TDEFAULT
WTEV(Float, L2, DEFAULT)
WTEV(Float, Cosine, DEFAULT)
#endif

#ifdef TXVEC
WTEV(Float, L2, XVEC)
WTEV(Float, Cosine, XVEC)
#endif
#endif

#ifdef INT16
#ifdef TDEFAULT
WTEV(Int16, L2, DEFAULT)
WTEV(Int16, Cosine, DEFAULT)
#endif

#ifdef TXVEC
WTEV(Int16, L2, XVEC)
WTEV(Int16, Cosine, XVEC)
#endif
#endif

#ifdef UINT8
#ifdef TDEFAULT
WTEV(UInt8, L2, DEFAULT)
WTEV(UInt8, Cosine, DEFAULT)
#endif

#ifdef TXVEC
WTEV(UInt8, L2, XVEC)
WTEV(UInt8, Cosine, XVEC)
#endif
#endif

#ifdef INT8
#ifdef TDEFAULT
WTEV(Int8, L2, DEFAULT)
WTEV(Int8, Cosine, DEFAULT)
#endif

#ifdef TXVEC
WTEV(Int8, L2, XVEC)
WTEV(Int8, Cosine, XVEC)
#endif
#endif

#undef WTEV

#define BDHD(VT, DM, ALGO, FT) \
BOOST_AUTO_TEST_CASE(TestBuildHead##VT##DM##ALGO##FT) { \
	std::string configName = BUILD_HEAD_CONFIG(VT, DM, ALGO); \
	std::string builderFile = BUILD_HEAD_BUILDER_CONFIG(VT, DM, ALGO); \
	std::string base_config = CreateBaseConfig(SPTAG::VectorValueType::VT, SPTAG::DistCalcMethod::DM, SPTAG::IndexAlgoType::ALGO, VECTOR_DIM, \
		VECTORS(VT, FT), SPTAG::VectorFileType::FT, VECTOR_NUM, "", \
		"", SPTAG::VectorFileType::Undefined, -1, "", \
		"", SPTAG::VectorFileType::Undefined, -1, "", \
		"", SPTAG::TruthFileType::Undefined, \
		false, \
		"", \
		HEAD_VECTORS(VT, DM, FT), \
		HEAD_INDEX(VT, DM, ALGO, FT), \
		"" \
		); \
TestBuildHead( \
	configName, \
	HEAD_VECTORS(VT, DM, FT), \
	HEAD_INDEX(VT, DM, ALGO, FT), \
	SPTAG::IndexAlgoType::ALGO, \
	builderFile, \
	base_config \
); \
} \

#ifdef FLOAT
#ifdef TDEFAULT
BDHD(Float, L2, BKT, DEFAULT)
BDHD(Float, L2, KDT, DEFAULT)
BDHD(Float, Cosine, BKT, DEFAULT)
BDHD(Float, Cosine, KDT, DEFAULT)
#endif

#ifdef TXVEC
BDHD(Float, L2, BKT, XVEC)
BDHD(Float, L2, KDT, XVEC)
BDHD(Float, Cosine, BKT, XVEC)
BDHD(Float, Cosine, KDT, XVEC)
#endif
#endif

#ifdef INT8
#ifdef TDEFAULT
BDHD(Int8, L2, BKT, DEFAULT)
BDHD(Int8, L2, KDT, DEFAULT)
BDHD(Int8, Cosine, BKT, DEFAULT)
BDHD(Int8, Cosine, KDT, DEFAULT)
#endif

#ifdef TXVEC
BDHD(Int8, L2, BKT, XVEC)
BDHD(Int8, L2, KDT, XVEC)
BDHD(Int8, Cosine, BKT, XVEC)
BDHD(Int8, Cosine, KDT, XVEC)
#endif
#endif

#ifdef UINT8
#ifdef TDEFAULT
BDHD(UInt8, L2, BKT, DEFAULT)
BDHD(UInt8, L2, KDT, DEFAULT)
BDHD(UInt8, Cosine, BKT, DEFAULT)
BDHD(UInt8, Cosine, KDT, DEFAULT)
#endif

#ifdef TXVEC
BDHD(UInt8, L2, BKT, XVEC)
BDHD(UInt8, L2, KDT, XVEC)
BDHD(UInt8, Cosine, BKT, XVEC)
BDHD(UInt8, Cosine, KDT, XVEC)
#endif
#endif

#ifdef INT16
#ifdef TDEFAULT
BDHD(Int16, L2, BKT, DEFAULT)
BDHD(Int16, L2, KDT, DEFAULT)
BDHD(Int16, Cosine, BKT, DEFAULT)
BDHD(Int16, Cosine, KDT, DEFAULT)
#endif

#ifdef TXVEC
BDHD(Int16, L2, BKT, XVEC)
BDHD(Int16, L2, KDT, XVEC)
BDHD(Int16, Cosine, BKT, XVEC)
BDHD(Int16, Cosine, KDT, XVEC)
#endif
#endif

#undef BDHD

#define BDSSD(VT, DM, ALGO, FT) \
BOOST_AUTO_TEST_CASE(TestBuildSSDIndex##VT##DM##ALGO##FT) { \
	std::string configName = BUILD_SSD_CONFIG(VT, DM, ALGO); \
	std::string base_config = CreateBaseConfig(SPTAG::VectorValueType::VT, SPTAG::DistCalcMethod::DM, SPTAG::IndexAlgoType::ALGO, VECTOR_DIM, \
		VECTORS(VT, FT), SPTAG::VectorFileType::FT, VECTOR_NUM, "", \
		"", SPTAG::VectorFileType::Undefined, -1, "", \
		"", SPTAG::VectorFileType::Undefined, -1, "", \
		"", SPTAG::TruthFileType::Undefined, \
		false, \
		HEAD_IDS(VT, DM, FT), \
		"", \
		HEAD_INDEX(VT, DM, ALGO, FT), \
		SSD_INDEX(VT, DM, ALGO, FT) \
		); \
TestBuildSSDIndex(\
	configName, \
	HEAD_IDS(VT, DM, FT), \
	HEAD_INDEX(VT, DM, ALGO, FT), \
	BUILD_SSD_BUILDER_CONFIG(VT, DM, ALGO), \
	SSD_INDEX(VT, DM, ALGO, FT), \
	true, \
	base_config \
);} \

#ifdef FLOAT
#ifdef TDEFAULT
BDSSD(Float, L2, BKT, DEFAULT)
BDSSD(Float, L2, KDT, DEFAULT)
BDSSD(Float, Cosine, BKT, DEFAULT)
BDSSD(Float, Cosine, KDT, DEFAULT)
#endif

#ifdef TXVEC
BDSSD(Float, L2, BKT, XVEC)
BDSSD(Float, L2, KDT, XVEC)
BDSSD(Float, Cosine, BKT, XVEC)
BDSSD(Float, Cosine, KDT, XVEC)
#endif
#endif

#ifdef INT8
#ifdef TDEFAULT
BDSSD(Int8, L2, BKT, DEFAULT)
BDSSD(Int8, L2, KDT, DEFAULT)
BDSSD(Int8, Cosine, BKT, DEFAULT)
BDSSD(Int8, Cosine, KDT, DEFAULT)
#endif

#ifdef TXVEC
BDSSD(Int8, L2, BKT, XVEC)
BDSSD(Int8, L2, KDT, XVEC)
BDSSD(Int8, Cosine, BKT, XVEC)
BDSSD(Int8, Cosine, KDT, XVEC)
#endif
#endif

#ifdef UINT8
#ifdef TDEFAULT
BDSSD(UInt8, L2, BKT, DEFAULT)
BDSSD(UInt8, L2, KDT, DEFAULT)
BDSSD(UInt8, Cosine, BKT, DEFAULT)
BDSSD(UInt8, Cosine, KDT, DEFAULT)
#endif

#ifdef TXVEC
BDSSD(UInt8, L2, BKT, XVEC)
BDSSD(UInt8, L2, KDT, XVEC)
BDSSD(UInt8, Cosine, BKT, XVEC)
BDSSD(UInt8, Cosine, KDT, XVEC)
#endif
#endif

#ifdef INT16
#ifdef TDEFAULT
BDSSD(Int16, L2, BKT, DEFAULT)
BDSSD(Int16, L2, KDT, DEFAULT)
BDSSD(Int16, Cosine, BKT, DEFAULT)
BDSSD(Int16, Cosine, KDT, DEFAULT)
#endif

#ifdef TXVEC
BDSSD(Int16, L2, BKT, XVEC)
BDSSD(Int16, L2, KDT, XVEC)
BDSSD(Int16, Cosine, BKT, XVEC)
BDSSD(Int16, Cosine, KDT, XVEC)
#endif
#endif

#undef BDSSD


#define SCSSD(VT, DM, ALGO, FT, TFT) \
BOOST_AUTO_TEST_CASE(TestSearchSSDIndex##VT##DM##ALGO##FT##TFT) { \
	std::string configName = SEARCH_SSD_CONFIG(VT, DM, ALGO); \
	std::string base_config = CreateBaseConfig(SPTAG::VectorValueType::VT, SPTAG::DistCalcMethod::DM, SPTAG::IndexAlgoType::ALGO, VECTOR_DIM, \
		VECTORS(VT, FT), SPTAG::VectorFileType::FT, VECTOR_NUM, "", \
		QUERIES(VT, FT), SPTAG::VectorFileType::FT, QUERY_NUM, "", \
		QUERIES(VT, FT), SPTAG::VectorFileType::FT, QUERY_NUM, "", \
		TRUTHSET(VT, DM, FT, TFT), SPTAG::TruthFileType::TFT, \
		true, \
		HEAD_IDS(VT, DM, FT), \
		"", \
		HEAD_INDEX(VT, DM, ALGO, FT), \
		SSD_INDEX(VT, DM, ALGO, FT) \
		); \
TestSearchSSDIndex( \
	configName, \
	HEAD_IDS(VT, DM, FT), \
	HEAD_INDEX(VT, DM, ALGO, FT), \
	SEARCH_SSD_BUILDER_CONFIG(VT, DM, ALGO), \
	SSD_INDEX(VT, DM, ALGO, FT), \
	SEARCH_SSD_RESULT(VT, DM, ALGO, FT, TFT), \
	"", \
	base_config \
);} \

#ifdef FLOAT
#ifdef TDEFAULT
SCSSD(Float, L2, BKT, DEFAULT, TXT)
SCSSD(Float, L2, KDT, DEFAULT, TXT)
SCSSD(Float, Cosine, BKT, DEFAULT, TXT)
SCSSD(Float, Cosine, KDT, DEFAULT, TXT)
#endif

#ifdef TXVEC
SCSSD(Float, L2, BKT, XVEC, XVEC)
SCSSD(Float, L2, KDT, XVEC, XVEC)
SCSSD(Float, Cosine, BKT, XVEC, XVEC)
SCSSD(Float, Cosine, KDT, XVEC, XVEC)
#endif
#endif

#ifdef INT8
#ifdef TDEFAULT
SCSSD(Int8, L2, BKT, DEFAULT, TXT)
SCSSD(Int8, L2, KDT, DEFAULT, TXT)
SCSSD(Int8, Cosine, BKT, DEFAULT, TXT)
SCSSD(Int8, Cosine, KDT, DEFAULT, TXT)
#endif

#ifdef TXVEC
SCSSD(Int8, L2, BKT, XVEC, XVEC)
SCSSD(Int8, L2, KDT, XVEC, XVEC)
SCSSD(Int8, Cosine, BKT, XVEC, XVEC)
SCSSD(Int8, Cosine, KDT, XVEC, XVEC)
#endif
#endif

#ifdef UINT8
#ifdef TDEFAULT
SCSSD(UInt8, L2, BKT, DEFAULT, TXT)
SCSSD(UInt8, L2, KDT, DEFAULT, TXT)
SCSSD(UInt8, Cosine, BKT, DEFAULT, TXT)
SCSSD(UInt8, Cosine, KDT, DEFAULT, TXT)
#endif

#ifdef TXVEC
SCSSD(UInt8, L2, BKT, XVEC, XVEC)
SCSSD(UInt8, L2, KDT, XVEC, XVEC)
SCSSD(UInt8, Cosine, BKT, XVEC, XVEC)
SCSSD(UInt8, Cosine, KDT, XVEC, XVEC)
#endif
#endif

#ifdef INT16
#ifdef TDEFAULT
SCSSD(Int16, L2, BKT, DEFAULT, TXT)
SCSSD(Int16, L2, KDT, DEFAULT, TXT)
SCSSD(Int16, Cosine, BKT, DEFAULT, TXT)
SCSSD(Int16, Cosine, KDT, DEFAULT, TXT)
#endif

#ifdef TXVEC
SCSSD(Int16, L2, BKT, XVEC, XVEC)
SCSSD(Int16, L2, KDT, XVEC, XVEC)
SCSSD(Int16, Cosine, BKT, XVEC, XVEC)
SCSSD(Int16, Cosine, KDT, XVEC, XVEC)
#endif
#endif

#undef SCSSD

#undef FLOAT
#undef INT8
//#undef UINT8
#undef INT16
#undef TDEFAULT
#undef TXVEC

BOOST_AUTO_TEST_CASE(RUN_FROM_MAP) {
	RunFromMap();
}

BOOST_AUTO_TEST_SUITE_END()