小修小补

modules/dataSaver.dos

@@ -81,24 +81,24 @@ def save_and_sync(table, source_table_name, target_table_name) {
 /*
  *   建表 XXXX_nav
  */
-def create_entity_nav() {
+def create_entity_nav(is_id_integer=false) {
 
     return table(1000:0, 
                 ['entity_id', 'price_date', 'cumulative_nav'],
-                [SYMBOL, DATE, DOUBLE]);
+                [iif(is_id_integer, INT, SYMBOL), DATE, DOUBLE]);
 }
 
 /*
  *   建表 XXXX_performance
  */
-def create_entity_performance() {
+def create_entity_performance(is_id_integer=false) {
 
     return table(1000:0, 
                 ['entity_id', 'end_date', 'price_date', 'cumulative_nav',
                  'ret_1m', 'ret_1m_a', 'ret_3m', 'ret_3m_a', 'ret_6m', 'ret_6m_a',
                  'ret_1y', 'ret_1y_a', 'ret_2y', 'ret_2y_a', 'ret_3y', 'ret_3y_a', 'ret_4y', 'ret_4y_a', 
                  'ret_5y', 'ret_5y_a', 'ret_10y', 'ret_10y_a', 'ret_ytd', 'ret_ytd_a', 'ret_incep', 'ret_incep_a'],
-                [SYMBOL, MONTH, DATE, DOUBLE,
+                [iif(is_id_integer, INT, SYMBOL), MONTH, DATE, DOUBLE,
                  DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE,
                  DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE,
                  DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE]);
@@ -107,7 +107,7 @@ def create_entity_performance() {
 /*
  *   建表 XXX_indicator
  */
-def create_entity_indicator() {
+def create_entity_indicator(is_id_integer=false) {
 
     return table(1000:0,
                ['entity_id', 'end_date',
@@ -120,7 +120,7 @@ def create_entity_indicator() {
                 'info_ratio_10y', 'm2_10y', 'tracking_error_10y', 'var_10y', 'cvar_10y', 
                 'info_ratio_ytd', 'm2_ytd', 'tracking_error_ytd', 
                 'info_ratio_incep', 'm2_incep','tracking_error_incep', 'var_incep', 'cvar_incep'],
-               [SYMBOL, MONTH,
+               [iif(is_id_integer, INT, SYMBOL), MONTH,
                 DOUBLE, DOUBLE, DOUBLE,
                 DOUBLE, DOUBLE, DOUBLE,
                 DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE,
@@ -137,7 +137,7 @@ def create_entity_indicator() {
  *   
  *   NOTE: mfdb.fund_risk_stats 中 maxdrawdown_6m 和 maxdrawdown_ytd 因不明原因分别是 6m_maxdrawdown 和 ytd_maxdrawdown 的虚拟列！
  */
-def create_entity_risk_stats() {
+def create_entity_risk_stats(is_id_integer=false) {
 
     return table(1000:0,
                ['entity_id', 'end_date',
@@ -150,7 +150,7 @@ def create_entity_risk_stats() {
                 'stddev_10y', 'downsidedev_10y','alpha_10y', 'winrate_10y', 'beta_10y', 'skewness_10y', 'kurtosis_10y', 'worstmonth_10y', 'maxdrawdown_10y', 
                 'stddev_ytd', 'downsidedev_ytd', 'alpha_ytd', 'winrate_ytd', 'beta_ytd', 'skewness_ytd', 'kurtosis_ytd', 'worstmonth_ytd', 'maxdrawdown_ytd', 
                 'stddev_incep', 'downsidedev_incep', 'alpha_incep', 'winrate_incep', 'beta_incep', 'skewness_incep', 'kurtosis_incep', 'worstmonth_incep', 'maxdrawdown_incep'],
-               [SYMBOL, MONTH,
+               [iif(is_id_integer, INT, SYMBOL), MONTH,
                 DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE,
                 DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE,
                 DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE,
@@ -166,7 +166,7 @@ def create_entity_risk_stats() {
 /*
  *   建表 XXX_riskadjret_stats
  */
-def create_entity_riskadjret_stats() {
+def create_entity_riskadjret_stats(is_id_integer=false) {
 
     return table(1000:0,
                ['entity_id', 'end_date',
@@ -179,7 +179,7 @@ def create_entity_riskadjret_stats() {
                 'sharperatio_10y', 'sortinoratio_10y', 'treynorratio_10y', 'jensen_10y', 'calmarratio_10y', 'omegaratio_10y', 'kapparatio_10y',
                 'sharperatio_ytd', 'sortinoratio_ytd', 'treynorratio_ytd', 'jensen_ytd', 'calmarratio_ytd', 'omegaratio_ytd', 'kapparatio_ytd',
                 'sharperatio_incep', 'sortinoratio_incep', 'treynorratio_incep', 'jensen_incep', 'calmarratio_incep', 'omegaratio_incep', 'kapparatio_incep'],
-               [SYMBOL, MONTH,
+               [iif(is_id_integer, INT, SYMBOL), MONTH,
                 DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE,
                 DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE,
                 DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE,
@@ -194,7 +194,7 @@ def create_entity_riskadjret_stats() {
 /*
  *   建表 XXX_style_stats
  */
-def create_entity_style_stats() {
+def create_entity_style_stats(is_id_integer=false) {
 
     return table(1000:0,
                ['entity_id', 'end_date',
@@ -207,7 +207,7 @@ def create_entity_style_stats() {
                 'upsidecapture_ret_10y', 'downsidecapture_ret_10y', 'upsidecapture_ratio_10y', 'downsidecapture_ratio_10y',
                 'upsidecapture_ret_ytd', 'downsidecapture_ret_ytd', 'upsidecapture_ratio_ytd', 'downsidecapture_ratio_ytd',
                 'upsidecapture_ret_incep', 'downsidecapture_ret_incep', 'upsidecapture_ratio_incep', 'downsidecapture_ratio_incep'],
-               [SYMBOL, MONTH,
+               [iif(is_id_integer, INT, SYMBOL), MONTH,
                 DOUBLE, DOUBLE, DOUBLE, DOUBLE,
                 DOUBLE, DOUBLE, DOUBLE, DOUBLE,
                 DOUBLE, DOUBLE, DOUBLE, DOUBLE,
@@ -222,18 +222,18 @@ def create_entity_style_stats() {
 /*
  *  建表 xxx_performance_weekly
  */
-def create_entity_performance_weekly() {
+def create_entity_performance_weekly(is_id_integer=false) {
 
     return table(1000:0,
                ['entity_id', 'year_week', 'end_year', 'week_of_year', 'price_date', 'cumulative_nav', 'ret_1w'],
-               [SYMBOL, STRING, STRING, SHORT, DATE, DOUBLE, DOUBLE]);
+               [iif(is_id_integer, INT, SYMBOL), STRING, STRING, SHORT, DATE, DOUBLE, DOUBLE]);
 	
 }
 
 /*
  *  建表 xxx_latest_performance
  */
-def create_entity_latest_performance() {
+def create_entity_latest_performance(is_id_integer=false) {
 
     return table(1000:0,
                ['entity_id', 'end_date', 'price_date', 'pre_price_date', 'nav', 'cumulative_nav',
@@ -241,7 +241,7 @@ def create_entity_latest_performance() {
                 'ret_1y', 'ret_2y', 'ret_3y', 'ret_4y', 'ret_5y', 'ret_10y', 'ret_ytd', 'ret_incep', 'ret_incep_a', 'ret_incep_a_all', 'ret_incep_a_gips',
                 'maxdrawdown_1m', 'maxdrawdown_3m', 'maxdrawdown_1y', 'maxdrawdown_incep', 'calmarratio_incep',
                 'ret_1y_a', 'ret_2y_a', 'ret_3y_a', 'ret_4y_a', 'ret_5y_a', 'ret_10y_a'],
-               [SYMBOL, STRING, DATE, DATE, DOUBLE, DOUBLE,
+               [iif(is_id_integer, INT, SYMBOL), STRING, DATE, DATE, DOUBLE, DOUBLE,
                 DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE,
                 DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE,
                 DOUBLE, DOUBLE, DOUBLE, DOUBLE, DOUBLE,
@@ -253,11 +253,11 @@ def create_entity_latest_performance() {
  *   建表 xxx_index_coe
  * 
  */
-def create_entity_index_coe() {
+def create_entity_index_coe(is_id_integer=false) {
 
 	return table(1000:0,
 	            ['entity_id', 'end_date', 'coe_1y', 'coe_3y', 'coe_5y'],
-	            [SYMBOL, STRING, DOUBLE, DOUBLE, DOUBLE]);
+	            [iif(is_id_integer, INT, SYMBOL), STRING, DOUBLE, DOUBLE, DOUBLE]);
 }
 
 /*
@@ -271,3 +271,374 @@ def chg_columns_for_mysql(mutable tb_mysql, id_col_name) {
     v_end_date = EXEC end_date.temporalFormat('yyyy-MM') FROM tb_mysql;
     tb_mysql.replaceColumn!('end_date', v_end_date);
 }
+
+
+/*
+ *   按照 XXX_performance 表结构准备数据记录
+ * 
+ * 
+ */
+def generate_entity_performance(entity_info, indicators, isToMySQL, mutable entity_performance) {
+
+    t = null;
+
+    if(isToMySQL) {
+
+       if(indicators['PBI-3M'].isVoid() || indicators['PBI-3M'].size() == 0) return;
+
+        t = SELECT entity_id AS entity_id, end_date, price_date, nav AS cumulative_nav, ret AS ret_1m, ret AS ret_1m_a, trailing_ret AS ret_3m, trailing_ret_a AS ret_3m_a
+            FROM indicators['PBI-3M'] AS ind
+            INNER JOIN entity_info fi ON ind.entity_id = fi.entity_id
+            WHERE ind.end_date >= fi.price_date.month(); // 过滤掉不必更新的旧记录
+        
+        UPDATE t
+        SET ret_6m = trailing_ret, ret_6m_a = trailing_ret_a
+        FROM ej(t, indicators['PBI-6M'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET ret_1y = trailing_ret, ret_1y_a = trailing_ret_a
+        FROM ej(t, indicators['PBI-1Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET ret_2y = trailing_ret, ret_2y_a = trailing_ret_a
+        FROM ej(t, indicators['PBI-2Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET ret_3y = trailing_ret, ret_3y_a = trailing_ret_a
+        FROM ej(t, indicators['PBI-3Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET ret_4y = trailing_ret, ret_4y_a = trailing_ret_a
+        FROM ej(t, indicators['PBI-4Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET ret_5y = trailing_ret, ret_5y_a = trailing_ret_a
+        FROM ej(t, indicators['PBI-5Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET ret_10y = trailing_ret, ret_10y_a = trailing_ret_a
+        FROM ej(t, indicators['PBI-10Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET ret_ytd = trailing_ret, ret_ytd_a = trailing_ret_a
+        FROM ej(t, indicators['PBI-YTD'], ['entity_id', 'end_date']);
+        
+        // 取消了 ret_incep_a_all （没意义） 和 ret_incep_a_gips (ret_incep_a 与之相等）
+        UPDATE t
+        SET ret_incep = trailing_ret, ret_incep_a = trailing_ret_a
+        FROM ej(t, indicators['PBI-INCEP'], ['entity_id', 'end_date']);
+
+        INSERT INTO entity_performance SELECT * FROM t;
+
+    } else {
+        
+    }
+}
+
+/*
+ *   按照 XXX_risk_stats 表结构准备数据记录
+ * 
+ * 
+ */
+def generate_entity_risk_stats(entity_info, indicators, isToMySQL, mutable entity_risk_stats) {
+
+    t = null;
+
+   if(indicators['PBI-6M'].isVoid() || indicators['PBI-6M'].size() == 0) return;
+
+    if(isToMySQL) {
+
+        t = SELECT entity_id, end_date, std_dev_a AS stddev_6m, ds_dev_a AS downsidedev_6m, alpha_a AS alpha_6m, winrate AS winrate_6m, beta AS beta_6m,
+                                        skewness AS skewness_6m, kurtosis AS kurtosis_6m, wrst_month AS worstmonth_6m, drawdown AS maxdrawdown_6m // mfdb中的真实字段名是 6m_maxdrawdown
+            FROM indicators['PBI-6M'] AS ind
+            INNER JOIN entity_info fi ON ind.entity_id = fi.entity_id
+            WHERE ind.end_date >= fi.price_date.month(); // 过滤掉不必更新的旧记录
+        
+        UPDATE t
+        SET stddev_1y = std_dev_a, downsidedev_1y = ds_dev_a, alpha_1y = alpha_a, winrate_1y = winrate, beta_1y = beta,
+            skewness_1y = skewness, kurtosis_1y = kurtosis, worstmonth_1y = wrst_month, maxdrawdown_1y = drawdown
+        FROM ej(t, indicators['PBI-1Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET stddev_2y = std_dev_a, downsidedev_2y = ds_dev_a, alpha_2y = alpha_a, winrate_2y = winrate, beta_2y = beta,
+            skewness_2y = skewness, kurtosis_2y = kurtosis, worstmonth_2y = wrst_month, maxdrawdown_2y = drawdown
+        FROM ej(t, indicators['PBI-2Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET stddev_3y = std_dev_a, downsidedev_3y = ds_dev_a, alpha_3y = alpha_a, winrate_3y = winrate, beta_3y = beta,
+            skewness_3y = skewness, kurtosis_3y = kurtosis, worstmonth_3y = wrst_month, maxdrawdown_3y = drawdown
+        FROM ej(t, indicators['PBI-3Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET stddev_4y = std_dev_a, downsidedev_4y = ds_dev_a, alpha_4y = alpha_a, winrate_4y = winrate, beta_4y = beta,
+            skewness_4y = skewness, kurtosis_4y = kurtosis, worstmonth_4y = wrst_month, maxdrawdown_4y = drawdown
+        FROM ej(t, indicators['PBI-4Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET stddev_5y = std_dev_a, downsidedev_5y = ds_dev_a, alpha_5y = alpha_a, winrate_5y = winrate, beta_5y = beta,
+            skewness_5y = skewness, kurtosis_5y = kurtosis, worstmonth_5y = wrst_month, maxdrawdown_5y = drawdown
+        FROM ej(t, indicators['PBI-5Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET stddev_10y = std_dev_a, downsidedev_10y = ds_dev_a, alpha_10y = alpha_a, winrate_10y = winrate, beta_10y = beta,
+            skewness_10y = skewness, kurtosis_10y = kurtosis, worstmonth_10y = wrst_month, maxdrawdown_10y = drawdown
+        FROM ej(t, indicators['PBI-10Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET stddev_ytd = std_dev_a, downsidedev_ytd = ds_dev_a, alpha_ytd = alpha_a, winrate_ytd = winrate, beta_ytd = beta,
+            skewness_ytd = skewness, kurtosis_ytd = kurtosis, worstmonth_ytd = wrst_month, maxdrawdown_ytd = drawdown // mfdb中的真实字段名是 ytd_maxdrawdown
+        FROM ej(t, indicators['PBI-YTD'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET stddev_incep = std_dev_a, downsidedev_incep = ds_dev_a, alpha_incep = alpha_a, winrate_incep = winrate, beta_incep = beta,
+            skewness_incep = skewness, kurtosis_incep = kurtosis, worstmonth_incep = wrst_month, maxdrawdown_incep = drawdown
+        FROM ej(t, indicators['PBI-INCEP'], ['entity_id', 'end_date']);
+        
+        INSERT INTO entity_risk_stats SELECT * FROM t;
+
+    } else {
+        
+    }
+}
+
+/*
+ *   按照 XXX_riskadjret_stats 表结构准备数据记录
+ * 
+ * 
+ */
+def generate_entity_riskadjret_stats(entity_info, indicators, isToMySQL, mutable entity_riskadjret_stats) {
+
+    t = null;
+
+   if(indicators['PBI-6M'].isVoid() || indicators['PBI-6M'].size() == 0) return;
+
+    if(isToMySQL) {
+
+        t = SELECT entity_id, end_date,
+                   sharpe_a AS sharperatio_6m, sortino_a AS sortinoratio_6m, treynor AS treynorratio_6m, jensen_a AS jensen_6m,
+                   calmar AS calmarratio_6m, omega AS omegaratio_6m, kappa AS kapparatio_6m
+            FROM indicators['PBI-6M'] AS ind
+            INNER JOIN entity_info fi ON ind.entity_id = fi.entity_id
+            WHERE ind.end_date >= fi.price_date.month(); // 过滤掉不必更新的旧记录
+        
+        UPDATE t
+        SET sharperatio_1y = sharpe_a, sortinoratio_1y = sortino_a, treynorratio_1y = treynor, jensen_1y = jensen_a,
+            calmarratio_1y = calmar, omegaratio_1y = omega, kapparatio_1y = kappa
+        FROM ej(t, indicators['PBI-1Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET sharperatio_2y = sharpe_a, sortinoratio_2y = sortino_a, treynorratio_2y = treynor, jensen_2y = jensen_a,
+            calmarratio_2y = calmar, omegaratio_2y = omega, kapparatio_2y = kappa
+        FROM ej(t, indicators['PBI-2Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET sharperatio_3y = sharpe_a, sortinoratio_3y = sortino_a, treynorratio_3y = treynor, jensen_3y = jensen_a,
+            calmarratio_3y = calmar, omegaratio_3y = omega, kapparatio_3y = kappa
+        FROM ej(t, indicators['PBI-3Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET sharperatio_4y = sharpe_a, sortinoratio_4y = sortino_a, treynorratio_4y = treynor, jensen_4y = jensen_a,
+            calmarratio_4y = calmar, omegaratio_4y = omega, kapparatio_4y = kappa
+        FROM ej(t, indicators['PBI-4Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET sharperatio_5y = sharpe_a, sortinoratio_5y = sortino_a, treynorratio_5y = treynor, jensen_5y = jensen_a,
+            calmarratio_5y = calmar, omegaratio_5y = omega, kapparatio_5y = kappa
+        FROM ej(t, indicators['PBI-5Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET sharperatio_10y = sharpe_a, sortinoratio_10y = sortino_a, treynorratio_10y = treynor, jensen_10y = jensen_a,
+            calmarratio_10y = calmar, omegaratio_10y = omega, kapparatio_10y = kappa
+        FROM ej(t, indicators['PBI-10Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET sharperatio_ytd = sharpe_a, sortinoratio_ytd = sortino_a, treynorratio_ytd = treynor, jensen_ytd = jensen_a,
+            calmarratio_ytd = calmar, omegaratio_ytd = omega, kapparatio_ytd = kappa
+        FROM ej(t, indicators['PBI-YTD'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET sharperatio_incep = sharpe_a, sortinoratio_incep = sortino_a, treynorratio_incep = treynor, jensen_incep = jensen_a,
+            calmarratio_incep = calmar, omegaratio_incep = omega, kapparatio_incep = kappa
+        FROM ej(t, indicators['PBI-INCEP'], ['entity_id', 'end_date']);
+        
+        INSERT INTO entity_riskadjret_stats SELECT * FROM t;
+
+    } else {
+        
+    }
+}
+
+/*
+ *   按照 XXX_indicator 表结构准备数据记录
+ * 
+ * 
+ */
+def generate_entity_indicator(entity_info, indicators, isToMySQL, mutable entity_indicator) {
+
+    t = null;
+
+   if(indicators['PBI-6M'].isVoid() || indicators['PBI-6M'].size() == 0) return;
+
+    if(isToMySQL) {
+
+        t = SELECT entity_id, end_date, info_a AS info_ratio_6m, m2_a AS m2_6m, track_error_a AS tracking_error_6m
+            FROM indicators['PBI-6M'] AS ind
+            INNER JOIN entity_info fi ON ind.entity_id = fi.entity_id
+            WHERE ind.end_date >= fi.price_date.month(); // 过滤掉不必更新的旧记录
+      
+        UPDATE t
+        SET info_ratio_1y = info_a, m2_1y = m2_a, tracking_error_1y = track_error_a
+        FROM ej(t, indicators['PBI-1Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET info_ratio_2y = info_a, m2_2y = m2_a, tracking_error_2y = track_error_a, var_2y = var, cvar_2y = cvar
+        FROM ej(t, indicators['PBI-2Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET info_ratio_3y = info_a, m2_3y = m2_a, tracking_error_3y = track_error_a, var_3y = var, cvar_3y = cvar
+        FROM ej(t, indicators['PBI-3Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET info_ratio_4y = info_a, m2_4y = m2_a, tracking_error_4y = track_error_a, var_4y = var, cvar_4y = cvar
+        FROM ej(t, indicators['PBI-4Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET info_ratio_5y = info_a, m2_5y = m2_a, tracking_error_5y = track_error_a, var_5y = var, cvar_5y = cvar
+        FROM ej(t, indicators['PBI-5Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET info_ratio_10y = info_a, m2_10y = m2_a, tracking_error_10y = track_error_a, var_10y = var, cvar_10y = cvar
+        FROM ej(t, indicators['PBI-10Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET info_ratio_ytd = info_a, m2_ytd = m2_a, tracking_error_ytd = track_error_a
+        FROM ej(t, indicators['PBI-YTD'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET info_ratio_incep = info_a, m2_incep = m2_a, tracking_error_incep = track_error_a, var_incep = var, cvar_incep = cvar
+        FROM ej(t, indicators['PBI-INCEP'], ['entity_id', 'end_date']);
+        
+        INSERT INTO entity_indicator SELECT * FROM t;
+
+    } else {
+        
+    }
+}
+
+/*
+ *   按照 XXX_style_stats 表结构准备数据记录
+ * 
+ * 
+ */
+def generate_entity_style_stats(entity_info, indicators, isToMySQL, mutable entity_style_stats) {
+
+    t = null;
+
+   if(indicators['PBI-6M'].isVoid() || indicators['PBI-6M'].size() == 0) return;
+
+    if(isToMySQL) {
+
+        t = SELECT entity_id, end_date, upside_capture_ret AS upsidecapture_ret_6m, downside_capture_ret AS downsidecapture_ret_6m,
+                                        upside_capture_ratio AS upsidecapture_ratio_6m, downside_capture_ratio AS downsidecapture_ratio_6m
+            FROM indicators['PBI-6M'] AS ind
+            INNER JOIN entity_info fi ON ind.entity_id = fi.entity_id
+            WHERE ind.end_date >= fi.price_date.month(); // 过滤掉不必更新的旧记录
+        
+        UPDATE t
+        SET upsidecapture_ret_1y = upside_capture_ret, downsidecapture_ret_1y = downside_capture_ret,
+            upsidecapture_ratio_1y = upside_capture_ratio, downsidecapture_ratio_1y = downside_capture_ratio
+        FROM ej(t, indicators['PBI-1Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET upsidecapture_ret_2y = upside_capture_ret, downsidecapture_ret_2y = downside_capture_ret,
+            upsidecapture_ratio_2y = upside_capture_ratio, downsidecapture_ratio_2y = downside_capture_ratio
+        FROM ej(t, indicators['PBI-2Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET upsidecapture_ret_3y = upside_capture_ret, downsidecapture_ret_3y = downside_capture_ret,
+            upsidecapture_ratio_3y = upside_capture_ratio, downsidecapture_ratio_3y = downside_capture_ratio
+        FROM ej(t, indicators['PBI-3Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET upsidecapture_ret_4y = upside_capture_ret, downsidecapture_ret_4y = downside_capture_ret,
+            upsidecapture_ratio_4y = upside_capture_ratio, downsidecapture_ratio_4y = downside_capture_ratio
+        FROM ej(t, indicators['PBI-4Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET upsidecapture_ret_5y = upside_capture_ret, downsidecapture_ret_5y = downside_capture_ret,
+            upsidecapture_ratio_5y = upside_capture_ratio, downsidecapture_ratio_5y = downside_capture_ratio
+        FROM ej(t, indicators['PBI-5Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET upsidecapture_ret_10y = upside_capture_ret, downsidecapture_ret_10y = downside_capture_ret,
+            upsidecapture_ratio_10y = upside_capture_ratio, downsidecapture_ratio_10y = downside_capture_ratio
+        FROM ej(t, indicators['PBI-10Y'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET upsidecapture_ret_ytd = upside_capture_ret, downsidecapture_ret_ytd = downside_capture_ret,
+            upsidecapture_ratio_ytd = upside_capture_ratio, downsidecapture_ratio_ytd = downside_capture_ratio
+        FROM ej(t, indicators['PBI-YTD'], ['entity_id', 'end_date']);
+        
+        UPDATE t
+        SET upsidecapture_ret_incep = upside_capture_ret, downsidecapture_ret_incep = downside_capture_ret,
+            upsidecapture_ratio_incep = upside_capture_ratio, downsidecapture_ratio_incep = downside_capture_ratio
+        FROM ej(t, indicators['PBI-INCEP'], ['entity_id', 'end_date']);
+        
+        INSERT INTO entity_style_stats SELECT * FROM t;
+
+    } else {
+        
+    }
+}
+
+
+/*
+ *   按照 XXX_performance_weekly 表结构准备数据记录
+ * 
+ * 
+ */
+def generate_entity_performance_weekly(entity_info, ret_w, isToMySQL, mutable entity_performance_weekly) {
+
+    t = null;
+
+   if(ret_w.isVoid() || ret_w.size() == 0) return;
+
+    if(isToMySQL) {
+
+        t = SELECT entity_id, year_week, year_week.left(4)$INT AS end_year, year_week.right(2)$INT AS week_of_year, price_date,
+                   cumulative_nav, ret_1w
+            FROM ret_w r
+            INNER JOIN entity_info fi ON r.entity_id = fi.entity_id
+            WHERE r.price_date >= fi.price_date; // 过滤掉不必更新的旧记录
+        
+        INSERT INTO entity_performance_weekly SELECT * FROM t;
+
+    } else {
+        
+    }
+}
+
+/*
+ *   按照 XXX_latest_performance 表结构准备数据记录
+ * 
+ * 
+ */
+def generate_entity_latest_performance(entity_info, perf_latest, isToMySQL, mutable entity_latest_performance) {
+
+    t = null;
+
+   if(perf_latest.isVoid() || perf_latest.size() == 0) return;
+
+    if(isToMySQL) {
+
+        t = SELECT r.*
+            FROM perf_latest r
+            INNER JOIN entity_info fi ON r.entity_id = fi.entity_id
+            WHERE r.price_date >= fi.price_date; // 过滤掉不必更新的旧记录
+        
+        INSERT INTO entity_latest_performance SELECT * FROM t;
+
+    } else {
+        
+    }
+}