/******************************************************************************* * Copyright 上海赜睿信息科技有限公司(Zilliz) - All Rights Reserved * Unauthorized copying of this file, via any medium is strictly prohibited. * Proprietary and confidential. ******************************************************************************/ #include "MegasearchTask.h" #include "ServerConfig.h" #include "utils/CommonUtil.h" #include "utils/Log.h" #include "utils/TimeRecorder.h" #include "db/DB.h" #include "db/Env.h" #include "db/Meta.h" #include "version.h" namespace zilliz { namespace vecwise { namespace server { static const std::string DQL_TASK_GROUP = "dql"; static const std::string DDL_DML_TASK_GROUP = "ddl_dml"; static const std::string PING_TASK_GROUP = "ping"; using DB_META = zilliz::vecwise::engine::meta::Meta; using DB_DATE = zilliz::vecwise::engine::meta::DateT; namespace { class DBWrapper { public: DBWrapper() { zilliz::vecwise::engine::Options opt; ConfigNode& config = ServerConfig::GetInstance().GetConfig(CONFIG_DB); opt.meta.backend_uri = config.GetValue(CONFIG_DB_URL); std::string db_path = config.GetValue(CONFIG_DB_PATH); opt.memory_sync_interval = (uint16_t)config.GetInt32Value(CONFIG_DB_FLUSH_INTERVAL, 10); opt.meta.path = db_path + "/db"; CommonUtil::CreateDirectory(opt.meta.path); zilliz::vecwise::engine::DB::Open(opt, &db_); if(db_ == nullptr) { SERVER_LOG_ERROR << "Failed to open db"; throw ServerException(SERVER_NULL_POINTER, "Failed to open db"); } } ~DBWrapper() { delete db_; } zilliz::vecwise::engine::DB* DB() { return db_; } private: zilliz::vecwise::engine::DB* db_ = nullptr; }; zilliz::vecwise::engine::DB* DB() { static DBWrapper db_wrapper; return db_wrapper.DB(); } engine::EngineType EngineType(int type) { static std::map map_type = { {0, engine::EngineType::INVALID}, {1, engine::EngineType::FAISS_IDMAP}, {2, engine::EngineType::FAISS_IVFFLAT}, }; if(map_type.find(type) == map_type.end()) { return engine::EngineType::INVALID; } return map_type[type]; } int IndexType(engine::EngineType type) { static std::map map_type = { {engine::EngineType::INVALID, 0}, {engine::EngineType::FAISS_IDMAP, 1}, {engine::EngineType::FAISS_IVFFLAT, 2}, }; if(map_type.find(type) == map_type.end()) { return 0; } return map_type[type]; } ServerError ConvertRowRecordToFloatArray(const std::vector& record_array, uint64_t dimension, std::vector& float_array) { ServerError error_code; uint64_t vec_count = record_array.size(); float_array.resize(vec_count*dimension);//allocate enough memory for(uint64_t i = 0; i < vec_count; i++) { const auto& record = record_array[i]; if(record.vector_data.empty()) { error_code = SERVER_INVALID_ARGUMENT; SERVER_LOG_ERROR << "No vector provided in record"; return error_code; } uint64_t vec_dim = record.vector_data.size()/sizeof(double);//how many double value? if(vec_dim != dimension) { SERVER_LOG_ERROR << "Invalid vector dimension: " << vec_dim << " vs. group dimension:" << dimension; error_code = SERVER_INVALID_VECTOR_DIMENSION; return error_code; } //convert double array to float array(thrift has no float type) const double* d_p = reinterpret_cast(record.vector_data.data()); for(uint64_t d = 0; d < vec_dim; d++) { float_array[i*vec_dim + d] = (float)(d_p[d]); } } return SERVER_SUCCESS; } static constexpr long DAY_SECONDS = 86400; ServerError ConvertTimeRangeToDBDates(const std::vector &range_array, std::vector& dates) { dates.clear(); ServerError error_code; for(auto& range : range_array) { time_t tt_start, tt_end; tm tm_start, tm_end; if(!CommonUtil::TimeStrToTime(range.start_value, tt_start, tm_start)){ error_code = SERVER_INVALID_TIME_RANGE; SERVER_LOG_ERROR << "Invalid time range: " << range.start_value; return error_code; } if(!CommonUtil::TimeStrToTime(range.end_value, tt_end, tm_end)){ error_code = SERVER_INVALID_TIME_RANGE; SERVER_LOG_ERROR << "Invalid time range: " << range.end_value; return error_code; } long days = (tt_end > tt_start) ? (tt_end - tt_start)/DAY_SECONDS : (tt_start - tt_end)/DAY_SECONDS; for(long i = 0; i <= days; i++) { time_t tt_day = tt_start + DAY_SECONDS*i; tm tm_day; CommonUtil::ConvertTime(tt_day, tm_day); long date = tm_day.tm_year*10000 + tm_day.tm_mon*100 + tm_day.tm_mday;//according to db logic dates.push_back(date); } } return SERVER_SUCCESS; } } //////////////////////////////////////////////////////////////////////////////////////////////////////////////////////// CreateTableTask::CreateTableTask(const thrift::TableSchema& schema) : BaseTask(DDL_DML_TASK_GROUP), schema_(schema) { } BaseTaskPtr CreateTableTask::Create(const thrift::TableSchema& schema) { return std::shared_ptr(new CreateTableTask(schema)); } ServerError CreateTableTask::OnExecute() { TimeRecorder rc("CreateTableTask"); try { if(schema_.table_name.empty() || schema_.dimension == 0 || schema_.index_type == 0) { return SERVER_INVALID_ARGUMENT; } //step 1: construct table schema engine::meta::TableSchema table_info; table_info.dimension_ = (uint16_t)schema_.dimension; table_info.table_id_ = schema_.table_name; table_info.engine_type_ = (int)EngineType(schema_.index_type); table_info.store_raw_data_ = schema_.store_raw_vector; //step 2: create table engine::Status stat = DB()->CreateTable(table_info); if(!stat.ok()) {//table could exist error_code_ = SERVER_UNEXPECTED_ERROR; error_msg_ = "Engine failed: " + stat.ToString(); SERVER_LOG_ERROR << error_msg_; return error_code_; } } catch (std::exception& ex) { error_code_ = SERVER_UNEXPECTED_ERROR; error_msg_ = ex.what(); SERVER_LOG_ERROR << error_msg_; return error_code_; } rc.Record("done"); return SERVER_SUCCESS; } //////////////////////////////////////////////////////////////////////////////////////////////////////////////////////// DescribeTableTask::DescribeTableTask(const std::string &table_name, thrift::TableSchema &schema) : BaseTask(PING_TASK_GROUP), table_name_(table_name), schema_(schema) { schema_.table_name = table_name_; } BaseTaskPtr DescribeTableTask::Create(const std::string& table_name, thrift::TableSchema& schema) { return std::shared_ptr(new DescribeTableTask(table_name, schema)); } ServerError DescribeTableTask::OnExecute() { TimeRecorder rc("DescribeTableTask"); try { engine::meta::TableSchema table_info; table_info.table_id_ = table_name_; engine::Status stat = DB()->DescribeTable(table_info); if(!stat.ok()) { error_code_ = SERVER_TABLE_NOT_EXIST; error_msg_ = "Engine failed: " + stat.ToString(); SERVER_LOG_ERROR << error_msg_; return error_code_; } schema_.table_name = table_info.table_id_; schema_.index_type = IndexType((engine::EngineType)table_info.engine_type_); schema_.dimension = table_info.dimension_; schema_.store_raw_vector = table_info.store_raw_data_; } catch (std::exception& ex) { error_code_ = SERVER_UNEXPECTED_ERROR; error_msg_ = ex.what(); SERVER_LOG_ERROR << error_msg_; return SERVER_UNEXPECTED_ERROR; } rc.Record("done"); return SERVER_SUCCESS; } //////////////////////////////////////////////////////////////////////////////////////////////////////////////////////// DeleteTableTask::DeleteTableTask(const std::string& table_name) : BaseTask(DDL_DML_TASK_GROUP), table_name_(table_name) { } BaseTaskPtr DeleteTableTask::Create(const std::string& group_id) { return std::shared_ptr(new DeleteTableTask(group_id)); } ServerError DeleteTableTask::OnExecute() { try { TimeRecorder rc("DeleteTableTask"); //step 1: check validation if (table_name_.empty()) { error_code_ = SERVER_INVALID_ARGUMENT; error_msg_ = "Table name cannot be empty"; SERVER_LOG_ERROR << error_msg_; return error_code_; } //step 2: check table existence engine::meta::TableSchema table_info; table_info.table_id_ = table_name_; engine::Status stat = DB()->DescribeTable(table_info); if(!stat.ok()) { error_code_ = SERVER_TABLE_NOT_EXIST; error_msg_ = "Engine failed: " + stat.ToString(); SERVER_LOG_ERROR << error_msg_; return error_code_; } rc.Record("check validation"); //step 3: delete table std::vector dates; stat = DB()->DeleteTable(table_name_, dates); if(!stat.ok()) { SERVER_LOG_ERROR << "Engine failed: " << stat.ToString(); return SERVER_UNEXPECTED_ERROR; } rc.Record("deleta table"); rc.Elapse("totally cost"); } catch (std::exception& ex) { error_code_ = SERVER_UNEXPECTED_ERROR; error_msg_ = ex.what(); SERVER_LOG_ERROR << error_msg_; return error_code_; } return SERVER_SUCCESS; } //////////////////////////////////////////////////////////////////////////////////////////////////////////////////////// ShowTablesTask::ShowTablesTask(std::vector& tables) : BaseTask(DQL_TASK_GROUP), tables_(tables) { } BaseTaskPtr ShowTablesTask::Create(std::vector& tables) { return std::shared_ptr(new ShowTablesTask(tables)); } ServerError ShowTablesTask::OnExecute() { std::vector schema_array; engine::Status stat = DB()->AllTables(schema_array); if(!stat.ok()) { error_code_ = SERVER_UNEXPECTED_ERROR; error_msg_ = "Engine failed: " + stat.ToString(); SERVER_LOG_ERROR << error_msg_; return error_code_; } tables_.clear(); for(auto& schema : schema_array) { tables_.push_back(schema.table_id_); } return SERVER_SUCCESS; } //////////////////////////////////////////////////////////////////////////////////////////////////////////////////////// AddVectorTask::AddVectorTask(const std::string& table_name, const std::vector& record_array, std::vector& record_ids) : BaseTask(DDL_DML_TASK_GROUP), table_name_(table_name), record_array_(record_array), record_ids_(record_ids) { record_ids_.clear(); } BaseTaskPtr AddVectorTask::Create(const std::string& table_name, const std::vector& record_array, std::vector& record_ids) { return std::shared_ptr(new AddVectorTask(table_name, record_array, record_ids)); } ServerError AddVectorTask::OnExecute() { try { TimeRecorder rc("AddVectorTask"); if(record_array_.empty()) { return SERVER_SUCCESS; } //step 1: check table existence engine::meta::TableSchema table_info; table_info.table_id_ = table_name_; engine::Status stat = DB()->DescribeTable(table_info); if(!stat.ok()) { error_code_ = SERVER_TABLE_NOT_EXIST; error_msg_ = "Engine failed: " + stat.ToString(); SERVER_LOG_ERROR << error_msg_; return error_code_; } rc.Record("check validation"); //step 2: prepare float data std::vector vec_f; error_code_ = ConvertRowRecordToFloatArray(record_array_, table_info.dimension_, vec_f); if(error_code_ != SERVER_SUCCESS) { error_msg_ = "Invalid row record data"; return error_code_; } rc.Record("prepare vectors data"); //step 3: insert vectors uint64_t vec_count = (uint64_t)record_array_.size(); stat = DB()->InsertVectors(table_name_, vec_count, vec_f.data(), record_ids_); rc.Record("add vectors to engine"); if(!stat.ok()) { error_code_ = SERVER_UNEXPECTED_ERROR; error_msg_ = "Engine failed: " + stat.ToString(); SERVER_LOG_ERROR << error_msg_; return error_code_; } if(record_ids_.size() != vec_count) { SERVER_LOG_ERROR << "Vector ID not returned"; return SERVER_UNEXPECTED_ERROR; } rc.Record("do insert"); rc.Elapse("totally cost"); } catch (std::exception& ex) { error_code_ = SERVER_UNEXPECTED_ERROR; error_msg_ = ex.what(); SERVER_LOG_ERROR << error_msg_; return error_code_; } return SERVER_SUCCESS; } //////////////////////////////////////////////////////////////////////////////////////////////////////////////////////// SearchVectorTask::SearchVectorTask(const std::string& table_name, const std::vector & query_record_array, const std::vector & query_range_array, const int64_t top_k, std::vector& result_array) : BaseTask(DQL_TASK_GROUP), table_name_(table_name), record_array_(query_record_array), range_array_(query_range_array), top_k_(top_k), result_array_(result_array) { } BaseTaskPtr SearchVectorTask::Create(const std::string& table_name, const std::vector & query_record_array, const std::vector & query_range_array, const int64_t top_k, std::vector& result_array) { return std::shared_ptr(new SearchVectorTask(table_name, query_record_array, query_range_array, top_k, result_array)); } ServerError SearchVectorTask::OnExecute() { try { TimeRecorder rc("SearchVectorTask"); //step 1: check validation if(top_k_ <= 0 || record_array_.empty()) { error_code_ = SERVER_INVALID_ARGUMENT; error_msg_ = "Invalid topk value, or query record array is empty"; SERVER_LOG_ERROR << error_msg_; return error_code_; } //step 2: check table existence engine::meta::TableSchema table_info; table_info.table_id_ = table_name_; engine::Status stat = DB()->DescribeTable(table_info); if(!stat.ok()) { error_code_ = SERVER_TABLE_NOT_EXIST; error_msg_ = "Engine failed: " + stat.ToString(); SERVER_LOG_ERROR << error_msg_; return error_code_; } //step 3: check date range, and convert to db dates std::vector dates; error_code_ = ConvertTimeRangeToDBDates(range_array_, dates); if(error_code_ != SERVER_SUCCESS) { error_msg_ = "Invalid query range"; return error_code_; } rc.Record("check validation"); //step 3: prepare float data std::vector vec_f; error_code_ = ConvertRowRecordToFloatArray(record_array_, table_info.dimension_, vec_f); if(error_code_ != SERVER_SUCCESS) { error_msg_ = "Invalid row record data"; return error_code_; } rc.Record("prepare vector data"); //step 4: search vectors engine::QueryResults results; uint64_t record_count = (uint64_t)record_array_.size(); stat = DB()->Query(table_name_, (size_t)top_k_, record_count, vec_f.data(), dates, results); rc.Record("search vectors from engine"); if(!stat.ok()) { SERVER_LOG_ERROR << "Engine failed: " << stat.ToString(); return SERVER_UNEXPECTED_ERROR; } if(results.size() != record_count) { SERVER_LOG_ERROR << "Search result not returned"; return SERVER_UNEXPECTED_ERROR; } rc.Record("do search"); //step 5: construct result array for(uint64_t i = 0; i < record_count; i++) { auto& result = results[i]; const auto& record = record_array_[i]; thrift::TopKQueryResult thrift_topk_result; for(auto& pair : result) { thrift::QueryResult thrift_result; thrift_result.__set_id(pair.first); thrift_result.__set_score(pair.second); thrift_topk_result.query_result_arrays.emplace_back(thrift_result); } result_array_.emplace_back(thrift_topk_result); } rc.Record("construct result"); rc.Elapse("totally cost"); } catch (std::exception& ex) { error_code_ = SERVER_UNEXPECTED_ERROR; error_msg_ = ex.what(); SERVER_LOG_ERROR << error_msg_; return error_code_; } return SERVER_SUCCESS; } //////////////////////////////////////////////////////////////////////////////////////////////////////////////////////// GetTableRowCountTask::GetTableRowCountTask(const std::string& table_name, int64_t& row_count) : BaseTask(DQL_TASK_GROUP), table_name_(table_name), row_count_(row_count) { } BaseTaskPtr GetTableRowCountTask::Create(const std::string& table_name, int64_t& row_count) { return std::shared_ptr(new GetTableRowCountTask(table_name, row_count)); } ServerError GetTableRowCountTask::OnExecute() { try { TimeRecorder rc("GetTableRowCountTask"); //step 1: check validation if (table_name_.empty()) { error_code_ = SERVER_INVALID_ARGUMENT; error_msg_ = "Table name cannot be empty"; SERVER_LOG_ERROR << error_msg_; return error_code_; } //step 2: get row count uint64_t row_count = 0; engine::Status stat = DB()->GetTableRowCount(table_name_, row_count); if (!stat.ok()) { error_code_ = SERVER_UNEXPECTED_ERROR; error_msg_ = "Engine failed: " + stat.ToString(); SERVER_LOG_ERROR << error_msg_; return error_code_; } row_count_ = (int64_t) row_count; rc.Elapse("totally cost"); } catch (std::exception& ex) { error_code_ = SERVER_UNEXPECTED_ERROR; error_msg_ = ex.what(); SERVER_LOG_ERROR << error_msg_; return error_code_; } return SERVER_SUCCESS; } //////////////////////////////////////////////////////////////////////////////////////////////////////////////////////// PingTask::PingTask(const std::string& cmd, std::string& result) : BaseTask(PING_TASK_GROUP), cmd_(cmd), result_(result) { } BaseTaskPtr PingTask::Create(const std::string& cmd, std::string& result) { return std::shared_ptr(new PingTask(cmd, result)); } ServerError PingTask::OnExecute() { if(cmd_ == "version") { result_ = MEGASEARCH_VERSION; } return SERVER_SUCCESS; } } } }