module fundit::task_monthlyPerformance use fundit::sqlUtilities; use fundit::operationDataPuller; use fundit::performanceDataPuller; use fundit::indicatorCalculator; use fundit::dataSaver; use fundit::bfiMatcher; use fundit::rankingCalculator; use fundit::navCalculator; /* * [定时任务] 计算基金一、二级分类排名并存入数据库 * * @param entity_type : 'MF', 'HF' (MF=HF) * @param end_date : * @param isFromMySQL : false 时读取dolphin本地的收益及指标表,用于初始化数据 * * * Example: CalEntityRankingTask('MF', 2024.09M, true); */ def CalEntityRankingTask(entity_type, end_date, isFromMySQL=true) { if(!(entity_type in ['MF', 'HF'])) return NULL; entity_info = get_entity_info(entity_type, NULL); v_ranking_tables = cal_indicator_ranking('strategy', entity_type, entity_info, end_date, isFromMySQL); save_ranking_tables(entity_type, v_ranking_tables); } /* * [定时任务] 计算基金BFI排名并存入数据库 * * @param entity_type : 'MF', 'HF' (MF=HF) * @param end_date : * @param isFromMySQL : false 时读取dolphin本地的收益及指标表,用于初始化数据 * * * Example: CalEntityBfiRankingTask('MF', 2024.09M, true); */ def CalEntityBfiRankingTask(entity_type, end_date, isFromMySQL=true) { if(!(entity_type in ['MF', 'HF'])) return NULL; entity_info = get_entity_info(entity_type, NULL); v_ranking_tables = cal_indicator_ranking('bfi', entity_type, entity_info, end_date, isFromMySQL); save_ranking_tables(entity_type, v_ranking_tables); } /* * Private Method: 计算相对排名并存入数据库 * * */ def cal_and_save_relative_ranking(entity_type, benchmark_ranking, entity_ranking, ranking_by, isFromMySQL=true) { // benchmark_ranking= tb_fund_ranking t_entity_ranking = entity_ranking; cal_relative_ranking(benchmark_ranking, t_entity_ranking, isFromMySQL); t_entity_ranking.rename!('category_id', iif(ranking_by=='bfi', 'factor_id', ranking_by)); save_relative_ranking_table(entity_type, t_entity_ranking, ranking_by); } /* * * [定时任务] 以公募基金为评级参考,计算组合、私有基金收益及指标排名 * * @param entityType : PF * * TODO: customer fund * TODO: 计算单个组合时总耗时1.5min, 大部分时间用来获取Mysql数据 * * Example: CalRelativeRankingTask('PF', NULL, 2024.09M, true); * CalRelativeRankingTask('PF', 143109, 2024.09M, true); */ def CalRelativeRankingTask(entity_type, entity_ids, end_date, isFromMySQL=true) { // entity_type = 'PF' // end_date = 2024.09M // isFromMySQL = true // ranking_by = 'bfi' // entity_ids = 143109 entity_info = get_entity_info(entity_type, entity_ids); if(entity_type == 'PF') entity_info = SELECT * FROM entity_info WHERE portfolio_type IN (1, 2) // 1: 用户组合、2:客户真实组合,忽略客户推荐组合、总览综合等虚拟组合 v_ranking_by = ['strategy', 'substrategy', 'bfi']; // 暂时以公募混合基金为排名参考 for(ranking_by in v_ranking_by) { if(ranking_by == 'strategy') { v_category = EXEC DISTINCT strategy FROM entity_info WHERE strategy IS NOT NULL; tb_fund_ranking = get_fund_indicator_ranking(NULL, end_date, v_category, isFromMySQL); UPDATE tb_fund_ranking SET category_id = strategy$STRING; } else if(ranking_by == 'substrategy') { v_category = EXEC DISTINCT substrategy FROM entity_info WHERE substrategy IS NOT NULL; tb_fund_ranking = get_fund_indicator_substrategy_ranking(NULL, end_date, v_category, isFromMySQL); UPDATE tb_fund_ranking SET category_id = substrategy$STRING; } else if(ranking_by == 'bfi') { if(entity_ids != NULL || entity_ids != '') v_category = EXEC DISTINCT factor_id FROM get_entity_bfi_factors(entity_type, entity_ids, end_date, end_date); else v_category = NULL; tb_fund_ranking = get_fund_bfi_bm_indicator_ranking(NULL, end_date, v_category, isFromMySQL); UPDATE tb_fund_ranking SET category_id = factor_id; } if(tb_fund_ranking.isVoid() || tb_fund_ranking.size() == 0) return; entity_ranking = transform_data_for_ranking(entity_type, entity_info, end_date, ranking_by, isFromMySQL); cal_and_save_relative_ranking(entity_type, tb_fund_ranking, entity_ranking, ranking_by, isFromMySQL); } } /* * 计算并存储基金经理和公司月度净值 * * @return : [COLUMNS] entity_id, curve_type, strategy, end_date, price_date, ret, nav * */ def cal_and_save_mc_nav(entity_type, entity_date, is_save_local) { tb_monthly_ret = table(1000:0, ['entity_id', 'curve_type', 'strategy', 'end_date', 'price_date', 'ret', 'nav'], [SYMBOL, INT, INT, MONTH, DATE, DOUBLE, DOUBLE]); if(entity_type == 'PL') s_entity_type = 'manager'; else if(entity_type == 'CO') s_entity_type = 'company'; else return tb_monthly_ret; if(entity_date.isVoid() || entity_date.size() == 0) return tb_monthly_ret; // 准备类似MySQL结构的数据表 tb_entity_nav = create_mc_fitted_curve(); // 暂时与 MySQL 保持一致,只计算公募,私募,公私募综合三条时间序列。未来可细化至公、私募+主策略 d_curve_type = dict(INT, INT); d_curve_type[1] = 1; // 私募 d_curve_type[4] = 2; // 公募 d_curve_type[7] = -99; // 公私募综合 // 分批跑 i = 0; batch_size = 1000; all_entity_id = entity_date.entity_id.distinct(); do { // 14 sec tb_entity = SELECT * FROM entity_date WHERE entity_id IN all_entity_id[i : min(all_entity_id.size(), i+batch_size)]; if(tb_entity.isVoid() || tb_entity.size() == 0) break; s_json = tb_entity.toStdJson(); t_ret = get_mc_monthly_return(s_entity_type, s_json, 0, 1, true); for(cur in d_curve_type.keys()) { tmp = SELECT entity_id, cur AS curve_type, 0 AS strategy, end_date, price_date, ret, incl_cal_cnt FROM t_ret WHERE raise_type = d_curve_type[cur] AND strategy = -99; // 目前只需要全策略 // 计算月收益 tb_nav = cal_mc_nav_by_return(entity_type, tmp); INSERT INTO tb_entity_nav SELECT entity_id, curve_type, strategy, end_date, nav, incl_cal_cnt FROM ej(tb_nav, tmp, ['entity_id', 'curve_type', 'strategy', 'end_date']); INSERT INTO tb_monthly_ret SELECT entity_id, curve_type, strategy, end_date.temporalParse('yyyy-MM').month(), price_date, ret, nav FROM ej(tmp, tb_nav, ['entity_id', 'curve_type', 'strategy', 'end_date']); } i += batch_size; } while (i <= all_entity_id.size()); if(! tb_entity_nav.isVoid() && tb_entity_nav.size() > 0) { // save data to MySQL (12 sec) try { tb_entity_nav.rename!('entity_id', iif(entity_type == 'PL', 'fund_manager_id', 'company_id')); save_and_sync(tb_entity_nav, iif(entity_type == 'PL', 'raw_db.fund_manager_fitted_curve', 'raw_db.company_fitted_curve'), ); // 数据初始化时将指标存入本地 if(is_save_local == true) { save_table(tb_entity_nav, iif(entity_type == 'PL', 'mfdb.fund_manager_fitted_curve', 'mfdb.company_fitted_curve'), false); } } catch(ex) { //TODO: Log errors } } return tb_monthly_ret; } /* * 计算并存储基金经理/公司的月度收益及指标 * * */ def cal_and_save_mc_indicator(entity_type, entity_date, monthly_returns, is_save_local) { rt = ''; if(!(entity_type IN ['PL', 'CO'])) return rt; if(entity_date.isVoid() || entity_date.size() == 0) return rt; indicators = cal_mc_monthly_indicators(entity_type, 'PBI', monthly_returns); } /* * [定时任务]: 基金经理月净值计算 * * */ def CalManagerNavTask(updatetime) { //updatetime = 2024.11.05; is_save_local = iif(updatetime <= get_ini_data_const()['updatetime'], true, false); // 31 sec entity_date = get_manager_list_by_fund_updatetime(updatetime); entity_date.rename!('manager_id', 'entity_id'); tb_monthly_ret = cal_and_save_mc_nav('PL', entity_date, is_save_local); cal_and_save_mc_indicator('PL', entity_date, tb_monthly_ret, is_save_local); entity_date = null; tb_monthly_ret = null; } /* * [定时任务]: 基金公司月净值计算 * * */ def CalCompanyNavTask(updatetime) { //updatetime = 2024.11.05; is_save_local = iif(updatetime <= get_ini_data_const()['updatetime'], true, false); // 31 sec entity_date = get_company_list_by_fund_updatetime(updatetime); entity_date.rename!('company_id', 'entity_id'); cal_and_save_mc_nav('CO', entity_date, is_save_local); entity_date = null; } /* * * [定时任务]: 基金经理的BFI MATCHING * * */ def MatchManagerBFITask(updatetime) { rt = ''; is_save_local = iif(updatetime <= get_ini_data_const()['updatetime'], true, false); entity_type = 'PL'; // 31 sec entity_date = get_mc_performance_by_updatetime(entity_type, updatetime); if(entity_date.isVoid() || entity_date.size() == 0) return rt; i = 0; batch_size = 1000; max_cnt = entity_date.size(); do { t_entity_date = entity_date[i : min(max_cnt, i + batch_size)]; // 22 min per 1000 records, way too slow t_bfi = match_mc_bfi(entity_type, t_entity_date); t_max_r2 = SELECT entity_id , curve_type, strategy, factor_id.first() AS factor_id, end_date, string(NULL) AS performance_flag, coe.first() AS coe, r2.first() AS r2, concat(factor_name, ",") AS rz_portrait FROM ej(t_bfi, get_bfi_index_list(), 'factor_id') GROUP BY entity_id, curve_type, strategy, end_date; try { // 高度怀疑 pf_manager_factor_bfi 表只是中间表,没有用,这里就不存了 // 有效 factors 存到 xxx_factor_bfi_by_category_group 表 chg_columns_for_mysql(t_bfi, 'manager_id'); save_and_sync(t_bfi, 'raw_db.pf_manager_factor_bfi_by_category_group', ); // 有效因子中 R2 最大的因子存 xxx_max_r2 chg_columns_for_mysql(t_max_r2, 'manager_id'); save_and_sync(t_max_r2, 'raw_db.pf_manager_factor_bfi_max_r2', ); } catch (ex) { //TODO: Log errors rt += ex + '\n'; } i += batch_size } while (i < max_cnt); return rt; }