#include "gtest/gtest.h" #include "db/VectorSource.h" #include "db/MemTableFile.h" #include "db/MemTable.h" #include "utils.h" #include "db/Factories.h" #include "db/Constants.h" #include "db/EngineFactory.h" #include "metrics/Metrics.h" #include "db/MetaConsts.h" #include "boost/filesystem.hpp" #include #include #include using namespace zilliz::milvus; namespace { static const std::string TABLE_NAME = "test_group"; static constexpr int64_t TABLE_DIM = 256; static constexpr int64_t VECTOR_COUNT = 250000; static constexpr int64_t INSERT_LOOP = 10000; engine::meta::TableSchema BuildTableSchema() { engine::meta::TableSchema table_info; table_info.dimension_ = TABLE_DIM; table_info.table_id_ = TABLE_NAME; table_info.engine_type_ = (int) engine::EngineType::FAISS_IDMAP; return table_info; } void BuildVectors(int64_t n, std::vector &vectors) { vectors.clear(); vectors.resize(n * TABLE_DIM); float *data = vectors.data(); for (int i = 0; i < n; i++) { for (int j = 0; j < TABLE_DIM; j++) data[TABLE_DIM * i + j] = drand48(); data[TABLE_DIM * i] += i / 2000.; } } } TEST_F(NewMemManagerTest, VECTOR_SOURCE_TEST) { std::shared_ptr impl_ = engine::DBMetaImplFactory::Build(); engine::meta::TableSchema table_schema = BuildTableSchema(); auto status = impl_->CreateTable(table_schema); ASSERT_TRUE(status.ok()); engine::meta::TableFileSchema table_file_schema; table_file_schema.table_id_ = TABLE_NAME; status = impl_->CreateTableFile(table_file_schema); ASSERT_TRUE(status.ok()); int64_t n = 100; std::vector vectors; BuildVectors(n, vectors); engine::VectorSource source(n, vectors.data()); size_t num_vectors_added; engine::ExecutionEnginePtr execution_engine_ = engine::EngineFactory::Build(table_file_schema.dimension_, table_file_schema.location_, (engine::EngineType) table_file_schema.engine_type_); status = source.Add(execution_engine_, table_file_schema, 50, num_vectors_added); ASSERT_TRUE(status.ok()); ASSERT_EQ(num_vectors_added, 50); engine::IDNumbers vector_ids = source.GetVectorIds(); ASSERT_EQ(vector_ids.size(), 50); status = source.Add(execution_engine_, table_file_schema, 60, num_vectors_added); ASSERT_TRUE(status.ok()); ASSERT_EQ(num_vectors_added, 50); vector_ids = source.GetVectorIds(); ASSERT_EQ(vector_ids.size(), 100); status = impl_->DropAll(); ASSERT_TRUE(status.ok()); } TEST_F(NewMemManagerTest, MEM_TABLE_FILE_TEST) { std::shared_ptr impl_ = engine::DBMetaImplFactory::Build(); auto options = engine::OptionsFactory::Build(); engine::meta::TableSchema table_schema = BuildTableSchema(); auto status = impl_->CreateTable(table_schema); ASSERT_TRUE(status.ok()); engine::MemTableFile mem_table_file(TABLE_NAME, impl_, options); int64_t n_100 = 100; std::vector vectors_100; BuildVectors(n_100, vectors_100); engine::VectorSource::Ptr source = std::make_shared(n_100, vectors_100.data()); status = mem_table_file.Add(source); ASSERT_TRUE(status.ok()); // std::cout << mem_table_file.GetCurrentMem() << " " << mem_table_file.GetMemLeft() << std::endl; engine::IDNumbers vector_ids = source->GetVectorIds(); ASSERT_EQ(vector_ids.size(), 100); size_t singleVectorMem = sizeof(float) * TABLE_DIM; ASSERT_EQ(mem_table_file.GetCurrentMem(), n_100 * singleVectorMem); int64_t n_max = engine::MAX_TABLE_FILE_MEM / singleVectorMem; std::vector vectors_128M; BuildVectors(n_max, vectors_128M); engine::VectorSource::Ptr source_128M = std::make_shared(n_max, vectors_128M.data()); status = mem_table_file.Add(source_128M); vector_ids = source_128M->GetVectorIds(); ASSERT_EQ(vector_ids.size(), n_max - n_100); ASSERT_TRUE(mem_table_file.IsFull()); status = impl_->DropAll(); ASSERT_TRUE(status.ok()); } TEST_F(NewMemManagerTest, MEM_TABLE_TEST) { std::shared_ptr impl_ = engine::DBMetaImplFactory::Build(); auto options = engine::OptionsFactory::Build(); engine::meta::TableSchema table_schema = BuildTableSchema(); auto status = impl_->CreateTable(table_schema); ASSERT_TRUE(status.ok()); int64_t n_100 = 100; std::vector vectors_100; BuildVectors(n_100, vectors_100); engine::VectorSource::Ptr source_100 = std::make_shared(n_100, vectors_100.data()); ASSERT_TRUE(status.ok()); engine::IDNumbers vector_ids = source_100->GetVectorIds(); ASSERT_EQ(vector_ids.size(), 100); engine::MemTableFile::Ptr mem_table_file; mem_table.GetCurrentMemTableFile(mem_table_file); size_t singleVectorMem = sizeof(float) * TABLE_DIM; ASSERT_EQ(mem_table_file->GetCurrentMem(), n_100 * singleVectorMem); int64_t n_max = engine::MAX_TABLE_FILE_MEM / singleVectorMem; std::vector vectors_128M; BuildVectors(n_max, vectors_128M); engine::VectorSource::Ptr source_128M = std::make_shared(n_max, vectors_128M.data()); status = mem_table.Add(source_128M); ASSERT_TRUE(status.ok()); vector_ids = source_128M->GetVectorIds(); ASSERT_EQ(vector_ids.size(), n_max); mem_table.GetCurrentMemTableFile(mem_table_file); ASSERT_EQ(mem_table_file->GetCurrentMem(), n_100 * singleVectorMem); ASSERT_EQ(mem_table.GetTableFileCount(), 2); int64_t n_1G = 1024000; std::vector vectors_1G; BuildVectors(n_1G, vectors_1G); engine::VectorSource::Ptr source_1G = std::make_shared(n_1G, vectors_1G.data()); status = mem_table.Add(source_1G); ASSERT_TRUE(status.ok()); vector_ids = source_1G->GetVectorIds(); ASSERT_EQ(vector_ids.size(), n_1G); int expectedTableFileCount = 2 + std::ceil((n_1G - n_100) * singleVectorMem / engine::MAX_TABLE_FILE_MEM); ASSERT_EQ(mem_table.GetTableFileCount(), expectedTableFileCount); status = mem_table.Serialize(); ASSERT_TRUE(status.ok()); status = memTable.Serialize(); ASSERT_TRUE(status.ok()); status = impl_->DropAll(); ASSERT_TRUE(status.ok()); } TEST_F(NewMemManagerTest, SERIAL_INSERT_SEARCH_TEST) { auto options = engine::OptionsFactory::Build(); options.meta.path = "/tmp/milvus_test"; options.meta.backend_uri = "sqlite://:@:/"; auto db_ = engine::DBFactory::Build(options); engine::meta::TableSchema table_info = BuildTableSchema(); engine::Status stat = db_->CreateTable(table_info); engine::meta::TableSchema table_info_get; table_info_get.table_id_ = TABLE_NAME; stat = db_->DescribeTable(table_info_get); ASSERT_STATS(stat); ASSERT_EQ(table_info_get.dimension_, TABLE_DIM); std::map> search_vectors; { engine::IDNumbers vector_ids; int64_t nb = 1024000; std::vector xb; BuildVectors(nb, xb); engine::Status status = db_->InsertVectors(TABLE_NAME, nb, xb.data(), vector_ids); ASSERT_TRUE(status.ok()); std::this_thread::sleep_for(std::chrono::seconds(3)); std::random_device rd; std::mt19937 gen(rd()); std::uniform_int_distribution dis(0, nb - 1); int64_t num_query = 20; for (int64_t i = 0; i < num_query; ++i) { int64_t index = dis(gen); std::vector search; for (int64_t j = 0; j < TABLE_DIM; j++) { search.push_back(xb[index * TABLE_DIM + j]); } search_vectors.insert(std::make_pair(vector_ids[index], search)); } } int k = 10; for (auto &pair : search_vectors) { auto &search = pair.second; engine::QueryResults results; stat = db_->Query(TABLE_NAME, k, 1, search.data(), results); ASSERT_EQ(results[0][0].first, pair.first); ASSERT_LT(results[0][0].second, 0.00001); } delete db_; boost::filesystem::remove_all(options.meta.path); } TEST_F(NewMemManagerTest, INSERT_TEST) { auto options = engine::OptionsFactory::Build(); options.meta.path = "/tmp/milvus_test"; options.meta.backend_uri = "sqlite://:@:/"; auto db_ = engine::DBFactory::Build(options); engine::meta::TableSchema table_info = BuildTableSchema(); engine::Status stat = db_->CreateTable(table_info); engine::meta::TableSchema table_info_get; table_info_get.table_id_ = TABLE_NAME; stat = db_->DescribeTable(table_info_get); ASSERT_STATS(stat); ASSERT_EQ(table_info_get.dimension_, TABLE_DIM); auto start_time = METRICS_NOW_TIME; int insert_loop = 20; for (int i = 0; i < insert_loop; ++i) { int64_t nb = 409600; std::vector xb; BuildVectors(nb, xb); engine::IDNumbers vector_ids; engine::Status status = db_->InsertVectors(TABLE_NAME, nb, xb.data(), vector_ids); ASSERT_TRUE(status.ok()); } auto end_time = METRICS_NOW_TIME; auto total_time = METRICS_MICROSECONDS(start_time, end_time); LOG(DEBUG) << "total_time spent in INSERT_TEST (ms) : " << total_time; delete db_; boost::filesystem::remove_all(options.meta.path); } TEST_F(NewMemManagerTest, CONCURRENT_INSERT_SEARCH_TEST) { auto options = engine::OptionsFactory::Build(); options.meta.path = "/tmp/milvus_test"; options.meta.backend_uri = "sqlite://:@:/"; auto db_ = engine::DBFactory::Build(options); engine::meta::TableSchema table_info = BuildTableSchema(); engine::Status stat = db_->CreateTable(table_info); engine::meta::TableSchema table_info_get; table_info_get.table_id_ = TABLE_NAME; stat = db_->DescribeTable(table_info_get); ASSERT_STATS(stat); ASSERT_EQ(table_info_get.dimension_, TABLE_DIM); engine::IDNumbers vector_ids; engine::IDNumbers target_ids; int64_t nb = 409600; std::vector xb; BuildVectors(nb, xb); int64_t qb = 5; std::vector qxb; BuildVectors(qb, qxb); std::thread search([&]() { engine::QueryResults results; int k = 10; std::this_thread::sleep_for(std::chrono::seconds(2)); INIT_TIMER; std::stringstream ss; uint64_t count = 0; uint64_t prev_count = 0; for (auto j = 0; j < 10; ++j) { ss.str(""); db_->Size(count); prev_count = count; START_TIMER; stat = db_->Query(TABLE_NAME, k, qb, qxb.data(), results); ss << "Search " << j << " With Size " << count / engine::meta::M << " M"; STOP_TIMER(ss.str()); ASSERT_STATS(stat); for (auto k = 0; k < qb; ++k) { ASSERT_EQ(results[k][0].first, target_ids[k]); ss.str(""); ss << "Result [" << k << "]:"; for (auto result : results[k]) { ss << result.first << " "; } /* LOG(DEBUG) << ss.str(); */ } ASSERT_TRUE(count >= prev_count); std::this_thread::sleep_for(std::chrono::seconds(1)); } }); int loop = 20; for (auto i = 0; i < loop; ++i) { if (i == 0) { db_->InsertVectors(TABLE_NAME, qb, qxb.data(), target_ids); ASSERT_EQ(target_ids.size(), qb); } else { db_->InsertVectors(TABLE_NAME, nb, xb.data(), vector_ids); } std::this_thread::sleep_for(std::chrono::microseconds(1)); } search.join(); delete db_; boost::filesystem::remove_all(options.meta.path); };