// Copyright (c) Microsoft Corporation. All rights reserved. // Licensed under the MIT License. #include "inc/Test.h" #include #include #include #include #include #include #include #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 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 ud(0, 126); std::mt19937 mt(543); std::vector tmp(dims); if (fileType == SPTAG::VectorFileType::DEFAULT) { of.write(reinterpret_cast(&rows), 4); of.write(reinterpret_cast(&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(smt); } SPTAG::COMMON::Utils::Normalize(tmp.data(), dims, SPTAG::COMMON::Utils::GetBase()); of.write(reinterpret_cast(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(smt); } SPTAG::COMMON::Utils::Normalize(tmp.data(), dims, SPTAG::COMMON::Utils::GetBase()); of.write(reinterpret_cast(&dims), 4); of.write(reinterpret_cast(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(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> 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> 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> 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> my_map; SPTAG::SSDServing::BootProgram(false, &my_map, configName.c_str()); } void RunFromMap() { std::map> 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()