#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" 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(MEM_TEST, 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); // for (auto& id : vector_ids) { // std::cout << id << std::endl; // } status = impl_->DropAll(); ASSERT_TRUE(status.ok()); } TEST(MEM_TEST, MEM_TABLE_FILE_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::MemTableFile memTableFile(TABLE_NAME, impl_); 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 = memTableFile.Add(source); ASSERT_TRUE(status.ok()); // std::cout << memTableFile.GetCurrentMem() << " " << memTableFile.GetMemLeft() << std::endl; engine::IDNumbers vector_ids = source->GetVectorIds(); ASSERT_EQ(vector_ids.size(), 100); size_t singleVectorMem = sizeof(float) * TABLE_DIM; ASSERT_EQ(memTableFile.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 = memTableFile.Add(source_128M); vector_ids = source_128M->GetVectorIds(); ASSERT_EQ(vector_ids.size(), n_max - n_100); ASSERT_TRUE(memTableFile.isFull()); status = impl_->DropAll(); ASSERT_TRUE(status.ok()); } TEST(MEM_TEST, MEM_TABLE_TEST) { std::shared_ptr impl_ = engine::DBMetaImplFactory::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()); engine::MemTable memTable(TABLE_NAME, impl_); status = memTable.Add(source_100); ASSERT_TRUE(status.ok()); engine::IDNumbers vector_ids = source_100->GetVectorIds(); ASSERT_EQ(vector_ids.size(), 100); engine::MemTableFile::Ptr memTableFile; memTable.GetCurrentMemTableFile(memTableFile); size_t singleVectorMem = sizeof(float) * TABLE_DIM; ASSERT_EQ(memTableFile->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 = memTable.Add(source_128M); ASSERT_TRUE(status.ok()); vector_ids = source_128M->GetVectorIds(); ASSERT_EQ(vector_ids.size(), n_max); memTable.GetCurrentMemTableFile(memTableFile); ASSERT_EQ(memTableFile->GetCurrentMem(), n_100 * singleVectorMem); ASSERT_EQ(memTable.GetStackSize(), 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 = memTable.Add(source_1G); ASSERT_TRUE(status.ok()); vector_ids = source_1G->GetVectorIds(); ASSERT_EQ(vector_ids.size(), n_1G); int expectedStackSize = 2 + std::ceil((n_1G - n_100) * singleVectorMem / engine::MAX_TABLE_FILE_MEM); ASSERT_EQ(memTable.GetStackSize(), expectedStackSize); status = impl_->DropAll(); ASSERT_TRUE(status.ok()); }