Merge branch 'feature/str_expand_return_page' of algorithm/recommend-server into master

recommend-server-service/src/main/java/com/tzld/piaoquan/recommend/server/service/rank/strategy/RankStrategy4RegionMergeModelV566.java

@@ -66,6 +66,8 @@ public class RankStrategy4RegionMergeModelV566 extends RankStrategy4RegionMergeM
         RecallUtils.extractRecall(mergeWeight.getOrDefault("headCate2RecallN", 3.0).intValue(), param, HeadProvinceCate2RecallStrategy.PUSH_FORM, setVideo, rovRecallRank);
         //-------------------head cate2 of rovn------------------
         RecallUtils.extractRecall(mergeWeight.getOrDefault("headCate2Rov", 5.0).intValue(), param, HeadCate2RovRecallStrategy.PUSH_FROM, setVideo, rovRecallRank);
+        //-------------------city rovn------------------
+        RecallUtils.extractRecall(mergeWeight.getOrDefault("cityRov", 5.0).intValue(), param, CityRovnRecallStrategy.PUSH_FROM, setVideo, rovRecallRank);
 
         //-------------------排-------------------
         //-------------------序-------------------
@@ -97,7 +99,7 @@ public class RankStrategy4RegionMergeModelV566 extends RankStrategy4RegionMergeM
 
         // 4. 排序模型计算
         Map<String, Float> sceneFeatureMap = new HashMap<>(0);
-        List<RankItem> items = ScorerUtils.getScorerPipeline("feeds_score_config_fm_xgb_20250423.conf").scoring(sceneFeatureMap, userFeatureMap, userFeatureMap, rankItems);
+        List<RankItem> items = ScorerUtils.getScorerPipeline("feeds_score_config_fm_xgb_20250808.conf").scoring(sceneFeatureMap, userFeatureMap, userFeatureMap, rankItems);
 
         // 5. 排序公式特征
         double xgbRovNegRate = mergeWeight.getOrDefault("xgbRovNegRate", 0.059);

recommend-server-service/src/main/java/com/tzld/piaoquan/recommend/server/service/rank/strategy/RankStrategy4RegionMergeModelV568.java

@@ -101,7 +101,7 @@ public class RankStrategy4RegionMergeModelV568 extends RankStrategy4RegionMergeM
 
         // 4. 排序模型计算
         Map<String, Float> sceneFeatureMap = new HashMap<>(0);
-        List<RankItem> items = ScorerUtils.getScorerPipeline("feeds_score_config_fm_xgb_20250423.conf").scoring(sceneFeatureMap, userFeatureMap, userFeatureMap, rankItems);
+        List<RankItem> items = ScorerUtils.getScorerPipeline("feeds_score_config_fm_xgb_20250317.conf").scoring(sceneFeatureMap, userFeatureMap, userFeatureMap, rankItems);
 
         // 5. 排序公式特征
         double xgbRovNegRate = mergeWeight.getOrDefault("xgbRovNegRate", 0.059);

recommend-server-service/src/main/java/com/tzld/piaoquan/recommend/server/service/score/ScorerUtils.java

@@ -34,8 +34,8 @@ public final class ScorerUtils {
         ScorerUtils.init("feeds_score_config_20240609.conf");
         ScorerUtils.init("feeds_score_config_20240807.conf");
         ScorerUtils.init("feeds_score_config_fm_xgb_20250317.conf");
-        ScorerUtils.init("feeds_score_config_fm_xgb_20250423.conf");
         ScorerUtils.init("feeds_score_config_fm_xgb_20250729.conf");
+        ScorerUtils.init("feeds_score_config_fm_xgb_20250808.conf");
         ScorerUtils.init("feeds_score_config_xgb_str_20250228.conf");
         ScorerUtils.init("feeds_score_config_xgb_ros_20250311.conf");
         ScorerUtils.init("feeds_score_config_xgb_ros_binary_20250319.conf");

recommend-server-service/src/main/resources/feeds_score_config_fm_xgb_20250423.conf

@@ -1,467 +0,0 @@
-scorer-config = {
-  rov-score-config = {
-     scorer-name = "com.tzld.piaoquan.recommend.server.service.score.VlogRovFMScorer"
-     scorer-priority = 96
-     model-path = "zhangbo/model_fm_for_recsys_v7_rov.txt"
-  }
-  nor-score-config = {
-    scorer-name = "com.tzld.piaoquan.recommend.server.service.score.NorXGBRegressionScorer"
-    scorer-priority = 97
-    model-path = "zhangbo/model_xgb_for_recsys_v6_nor.tar.gz"
-    param = {
-      localDir = "xgboost/recsys_v6_nor"
-      features = [
-      "b0_12h@exp",
-      "b0_12h@is_return_1",
-      "b0_12h@is_share",
-      "b0_12h@return_1_uv",
-      "b0_12h@return_n_uv",
-      "b0_12h@ros",
-      "b0_12h@ros1",
-      "b0_12h@ros_minus",
-      "b0_12h@ros_minus1",
-      "b0_12h@ros_n",
-      "b0_12h@ros_n1",
-      "b0_12h@ros_one",
-      "b0_12h@rovn",
-      "b0_12h@rovn1",
-      "b0_12h@share_cnt",
-      "b0_12h@str",
-      "b0_12h@str_plus",
-      "b0_1h@exp",
-      "b0_1h@is_return_1",
-      "b0_1h@is_share",
-      "b0_1h@return_1_uv",
-      "b0_1h@return_n_uv",
-      "b0_1h@ros",
-      "b0_1h@ros1",
-      "b0_1h@ros_minus",
-      "b0_1h@ros_minus1",
-      "b0_1h@ros_n",
-      "b0_1h@ros_n1",
-      "b0_1h@ros_one",
-      "b0_1h@rovn",
-      "b0_1h@rovn1",
-      "b0_1h@share_cnt",
-      "b0_1h@str",
-      "b0_1h@str_plus",
-      "b0_3h@exp",
-      "b0_3h@is_return_1",
-      "b0_3h@is_share",
-      "b0_3h@return_1_uv",
-      "b0_3h@return_n_uv",
-      "b0_3h@ros",
-      "b0_3h@ros1",
-      "b0_3h@ros_minus",
-      "b0_3h@ros_minus1",
-      "b0_3h@ros_n",
-      "b0_3h@ros_n1",
-      "b0_3h@ros_one",
-      "b0_3h@rovn",
-      "b0_3h@rovn1",
-      "b0_3h@share_cnt",
-      "b0_3h@str",
-      "b0_3h@str_plus",
-      "b0_6h@exp",
-      "b0_6h@is_return_1",
-      "b0_6h@is_share",
-      "b0_6h@return_1_uv",
-      "b0_6h@return_n_uv",
-      "b0_6h@ros",
-      "b0_6h@ros1",
-      "b0_6h@ros_minus",
-      "b0_6h@ros_minus1",
-      "b0_6h@ros_n",
-      "b0_6h@ros_n1",
-      "b0_6h@ros_one",
-      "b0_6h@rovn",
-      "b0_6h@rovn1",
-      "b0_6h@share_cnt",
-      "b0_6h@str",
-      "b0_6h@str_plus",
-      "b10_12h@is_share",
-      "b10_12h@return_n_uv",
-      "b10_12h@ros",
-      "b10_12h@ros_minus",
-      "b10_12h@rovn",
-      "b10_12h@str",
-      "b10_12h@str_plus",
-      "b10_1h@is_share",
-      "b10_1h@return_n_uv",
-      "b10_1h@ros",
-      "b10_1h@ros_minus",
-      "b10_1h@rovn",
-      "b10_1h@str",
-      "b10_1h@str_plus",
-      "b11_12h@is_share",
-      "b11_12h@return_n_uv",
-      "b11_12h@ros",
-      "b11_12h@ros_minus",
-      "b11_12h@rovn",
-      "b11_12h@str",
-      "b11_12h@str_plus",
-      "b11_168h@is_share",
-      "b11_168h@return_n_uv",
-      "b11_168h@ros",
-      "b11_168h@ros_minus",
-      "b11_168h@rovn",
-      "b11_168h@str",
-      "b11_168h@str_plus",
-      "b13_168h@is_share",
-      "b13_168h@return_n_uv",
-      "b13_168h@ros",
-      "b13_168h@ros_minus",
-      "b13_168h@ros_n",
-      "b13_168h@ros_one",
-      "b13_168h@rovn",
-      "b13_168h@str",
-      "b13_168h@str_plus",
-      "b13_24h@is_share",
-      "b13_24h@return_n_uv",
-      "b13_24h@ros",
-      "b13_24h@ros_minus",
-      "b13_24h@ros_n",
-      "b13_24h@ros_one",
-      "b13_24h@rovn",
-      "b13_24h@str",
-      "b13_24h@str_plus",
-      "b1_168h@exp",
-      "b1_168h@is_return_1",
-      "b1_168h@is_share",
-      "b1_168h@return_n_uv",
-      "b1_168h@ros",
-      "b1_168h@ros_minus",
-      "b1_168h@ros_n",
-      "b1_168h@ros_one",
-      "b1_168h@rovn",
-      "b1_168h@share_cnt",
-      "b1_168h@str",
-      "b1_168h@str_plus",
-      "b1_1h@exp",
-      "b1_1h@is_return_1",
-      "b1_1h@is_share",
-      "b1_1h@return_n_uv",
-      "b1_1h@ros",
-      "b1_1h@ros_minus",
-      "b1_1h@ros_n",
-      "b1_1h@ros_one",
-      "b1_1h@rovn",
-      "b1_1h@share_cnt",
-      "b1_1h@str",
-      "b1_1h@str_plus",
-      "b1_24h@exp",
-      "b1_24h@is_return_1",
-      "b1_24h@is_share",
-      "b1_24h@return_n_uv",
-      "b1_24h@ros",
-      "b1_24h@ros_minus",
-      "b1_24h@ros_n",
-      "b1_24h@ros_one",
-      "b1_24h@rovn",
-      "b1_24h@share_cnt",
-      "b1_24h@str",
-      "b1_24h@str_plus",
-      "b1_3h@exp",
-      "b1_3h@is_return_1",
-      "b1_3h@is_share",
-      "b1_3h@return_n_uv",
-      "b1_3h@ros",
-      "b1_3h@ros_minus",
-      "b1_3h@ros_n",
-      "b1_3h@ros_one",
-      "b1_3h@rovn",
-      "b1_3h@share_cnt",
-      "b1_3h@str",
-      "b1_3h@str_plus",
-      "b1_72h@exp",
-      "b1_72h@is_return_1",
-      "b1_72h@is_share",
-      "b1_72h@return_n_uv",
-      "b1_72h@ros",
-      "b1_72h@ros_minus",
-      "b1_72h@ros_n",
-      "b1_72h@ros_one",
-      "b1_72h@rovn",
-      "b1_72h@share_cnt",
-      "b1_72h@str",
-      "b1_72h@str_plus",
-      "b2_1h@is_return_1",
-      "b2_1h@is_share",
-      "b2_1h@return_n_uv",
-      "b2_1h@ros",
-      "b2_1h@ros_minus",
-      "b2_1h@ros_n",
-      "b2_1h@ros_one",
-      "b2_1h@rovn",
-      "b2_1h@share_cnt",
-      "b2_1h@str",
-      "b2_1h@str_plus",
-      "b2_24h@is_return_1",
-      "b2_24h@is_share",
-      "b2_24h@return_n_uv",
-      "b2_24h@ros",
-      "b2_24h@ros_minus",
-      "b2_24h@ros_n",
-      "b2_24h@ros_one",
-      "b2_24h@rovn",
-      "b2_24h@share_cnt",
-      "b2_24h@str",
-      "b2_24h@str_plus",
-      "b2_3h@is_return_1",
-      "b2_3h@is_share",
-      "b2_3h@return_n_uv",
-      "b2_3h@ros",
-      "b2_3h@ros_minus",
-      "b2_3h@ros_n",
-      "b2_3h@ros_one",
-      "b2_3h@rovn",
-      "b2_3h@share_cnt",
-      "b2_3h@str",
-      "b2_3h@str_plus",
-      "b3_168h@is_return_1",
-      "b3_168h@is_share",
-      "b3_168h@return_n_uv",
-      "b3_168h@ros",
-      "b3_168h@ros_minus",
-      "b3_168h@ros_n",
-      "b3_168h@ros_one",
-      "b3_168h@rovn",
-      "b3_168h@share_cnt",
-      "b3_168h@str",
-      "b3_168h@str_plus",
-      "b3_24h@is_return_1",
-      "b3_24h@is_share",
-      "b3_24h@return_n_uv",
-      "b3_24h@ros",
-      "b3_24h@ros_minus",
-      "b3_24h@ros_n",
-      "b3_24h@ros_one",
-      "b3_24h@rovn",
-      "b3_24h@share_cnt",
-      "b3_24h@str",
-      "b3_24h@str_plus",
-      "b4_12h@is_return_1",
-      "b4_12h@is_share",
-      "b4_12h@return_n_uv",
-      "b4_12h@ros",
-      "b4_12h@ros_minus",
-      "b4_12h@ros_n",
-      "b4_12h@ros_one",
-      "b4_12h@rovn",
-      "b4_12h@share_cnt",
-      "b4_12h@str",
-      "b4_12h@str_plus",
-      "b4_1h@is_return_1",
-      "b4_1h@is_share",
-      "b4_1h@return_n_uv",
-      "b4_1h@ros",
-      "b4_1h@ros_minus",
-      "b4_1h@ros_n",
-      "b4_1h@ros_one",
-      "b4_1h@rovn",
-      "b4_1h@share_cnt",
-      "b4_1h@str",
-      "b4_1h@str_plus",
-      "b5_168h@is_share",
-      "b5_168h@return_n_uv",
-      "b5_168h@ros",
-      "b5_168h@ros_minus",
-      "b5_168h@ros_n",
-      "b5_168h@ros_one",
-      "b5_168h@rovn",
-      "b5_168h@str",
-      "b5_168h@str_plus",
-      "b5_72h@is_share",
-      "b5_72h@return_n_uv",
-      "b5_72h@ros",
-      "b5_72h@ros_minus",
-      "b5_72h@ros_n",
-      "b5_72h@ros_one",
-      "b5_72h@rovn",
-      "b5_72h@str",
-      "b5_72h@str_plus",
-      "b6_1h@is_share",
-      "b6_1h@return_n_uv",
-      "b6_1h@ros",
-      "b6_1h@ros_minus",
-      "b6_1h@ros_n",
-      "b6_1h@ros_one",
-      "b6_1h@rovn",
-      "b6_1h@str",
-      "b6_1h@str_plus",
-      "b6_24h@is_share",
-      "b6_24h@return_n_uv",
-      "b6_24h@ros",
-      "b6_24h@ros_minus",
-      "b6_24h@ros_n",
-      "b6_24h@ros_one",
-      "b6_24h@rovn",
-      "b6_24h@str",
-      "b6_24h@str_plus",
-      "b7_168h@is_share",
-      "b7_168h@return_n_uv",
-      "b7_168h@ros",
-      "b7_168h@ros_minus",
-      "b7_168h@rovn",
-      "b7_168h@str",
-      "b7_168h@str_plus",
-      "b7_24h@is_share",
-      "b7_24h@return_n_uv",
-      "b7_24h@ros",
-      "b7_24h@ros_minus",
-      "b7_24h@rovn",
-      "b7_24h@str",
-      "b7_24h@str_plus",
-      "b8_24h@is_share",
-      "b8_24h@return_n_uv",
-      "b8_24h@ros",
-      "b8_24h@ros_minus",
-      "b8_24h@rovn",
-      "b8_24h@str",
-      "b8_24h@str_plus",
-      "b9_24h@is_share",
-      "b9_24h@return_n_uv",
-      "b9_24h@ros",
-      "b9_24h@ros_minus",
-      "b9_24h@rovn",
-      "b9_24h@str",
-      "b9_24h@str_plus",
-      "c1_168h@is_return_1",
-      "c1_168h@is_share",
-      "c1_168h@return_n_uv",
-      "c1_168h@ros",
-      "c1_168h@ros_minus",
-      "c1_168h@ros_n",
-      "c1_168h@ros_one",
-      "c1_168h@rovn",
-      "c1_168h@share_cnt",
-      "c1_168h@str",
-      "c1_168h@str_plus",
-      "c1_72h@is_return_1",
-      "c1_72h@is_share",
-      "c1_72h@return_n_uv",
-      "c1_72h@ros",
-      "c1_72h@ros_minus",
-      "c1_72h@ros_n",
-      "c1_72h@ros_one",
-      "c1_72h@rovn",
-      "c1_72h@share_cnt",
-      "c1_72h@str",
-      "c1_72h@str_plus",
-      "c5_tags_1d@avgscore",
-      "c5_tags_1d@matchnum",
-      "c5_tags_1d@maxscore",
-      "c5_tags_3d@avgscore",
-      "c5_tags_3d@matchnum",
-      "c5_tags_3d@maxscore",
-      "c5_tags_7d@avgscore",
-      "c5_tags_7d@matchnum",
-      "c5_tags_7d@maxscore",
-      "c6_tags_1d@avgscore",
-      "c6_tags_1d@matchnum",
-      "c6_tags_1d@maxscore",
-      "c6_tags_3d@avgscore",
-      "c6_tags_3d@matchnum",
-      "c6_tags_3d@maxscore",
-      "c6_tags_7d@avgscore",
-      "c6_tags_7d@matchnum",
-      "c6_tags_7d@maxscore",
-      "c7_return@num",
-      "c7_return@rank",
-      "c7_return@score",
-      "c7_share@num",
-      "c7_share@rank",
-      "c7_share@score",
-      "c8_return@num",
-      "c8_return@rank",
-      "c8_return@score",
-      "c8_share@num",
-      "c8_share@rank",
-      "c8_share@score",
-      "c9@m_r_uv",
-      "c9@m_s_cnt",
-      "c9@r_pv",
-      "c9@r_uv",
-      "c9@ros",
-      "c9@ros_minus",
-      "c9@ros_one",
-      "c9@s_cnt",
-      "c9@s_pv",
-      "c9_c1s@mu",
-      "c9_c1s@ros",
-      "c9_c1s@ros_minus",
-      "c9_c1s@ros_one",
-      "c9_c1s@rp",
-      "c9_c1s@ru",
-      "c9_c1s@sp",
-      "c9_c2s@mu",
-      "c9_c2s@ros",
-      "c9_c2s@ros_minus",
-      "c9_c2s@ros_one",
-      "c9_c2s@rp",
-      "c9_c2s@ru",
-      "c9_c2s@sp",
-      "c9_l1s@mu",
-      "c9_l1s@ros",
-      "c9_l1s@ros_minus",
-      "c9_l1s@ros_one",
-      "c9_l1s@rp",
-      "c9_l1s@ru",
-      "c9_l1s@sp",
-      "c9_l2s@mu",
-      "c9_l2s@ros",
-      "c9_l2s@ros_minus",
-      "c9_l2s@ros_one",
-      "c9_l2s@rp",
-      "c9_l2s@ru",
-      "c9_l2s@sp",
-      "c9_lrs@1@title",
-      "c9_lrs@1@ts",
-      "c9_lrs@1@uv",
-      "c9_lrs@2@title",
-      "c9_lrs@2@ts",
-      "c9_lrs@2@uv",
-      "c9_lss@1@cnt",
-      "c9_lss@1@title",
-      "c9_lss@1@ts",
-      "c9_lss@2@cnt",
-      "c9_lss@2@title",
-      "c9_lss@2@ts",
-      "c9_mrs@1@title",
-      "c9_mrs@1@ts",
-      "c9_mrs@1@uv",
-      "c9_mrs@2@title",
-      "c9_mrs@2@ts",
-      "c9_mrs@2@uv",
-      "c9_mss@1@cnt",
-      "c9_mss@1@title",
-      "c9_mss@1@ts",
-      "c9_mss@2@cnt",
-      "c9_mss@2@title",
-      "c9_mss@2@ts",
-      "d1@ros_cf_rank",
-      "d1@ros_cf_score",
-      "d1@rov_cf_rank",
-      "d1@rov_cf_score",
-      "d2@rank",
-      "d2@score",
-      "d3@exp",
-      "d3@return_n",
-      "d3@rovn",
-      "h@bit_rate",
-      "h@total_time",
-      "h@ts",
-      "h@tt@1",
-      "hour",
-      "hr_sim@cate2",
-      "hr_sim@cate2_list",
-      "hr_sim@keywords",
-      "hr_sim@title",
-      "r@bit_rate",
-      "r@total_time",
-      "r@ts",
-      "r@tt@1"
-      ]
-    }
-  }
-}

recommend-server-service/src/main/resources/feeds_score_config_fm_xgb_20250808.conf

@@ -0,0 +1,449 @@
+scorer-config = {
+  rov-score-config = {
+     scorer-name = "com.tzld.piaoquan.recommend.server.service.score.VlogRovFMScorer"
+     scorer-priority = 96
+     model-path = "zhangbo/model_fm_for_recsys_v2_str.txt"
+  }
+  nor-score-config = {
+    scorer-name = "com.tzld.piaoquan.recommend.server.service.score.NorXGBRegressionScorer"
+    scorer-priority = 97
+    model-path = "zhangbo/model_xgb_for_recsys_v7_nor.tar.gz"
+    param = {
+      localDir = "xgboost/recsys_v7_nor"
+      features = [
+      "b0_12h@return_1_uv",
+      "b0_12h@ros1_#",
+      "b0_12h@ros_#",
+      "b0_12h@ros_minus1_#",
+      "b0_12h@ros_minus_#",
+      "b0_12h@ros_n1_#",
+      "b0_12h@ros_n_#",
+      "b0_12h@ros_one",
+      "b0_12h@rovn1_#",
+      "b0_12h@rovn_#",
+      "b0_1h@return_1_uv",
+      "b0_1h@ros1_#",
+      "b0_1h@ros_#",
+      "b0_1h@ros_minus1_#",
+      "b0_1h@ros_minus_#",
+      "b0_1h@ros_n1_#",
+      "b0_1h@ros_n_#",
+      "b0_1h@ros_one",
+      "b0_1h@rovn1_#",
+      "b0_1h@rovn_#",
+      "b0_3h@return_1_uv",
+      "b0_3h@ros1_#",
+      "b0_3h@ros_#",
+      "b0_3h@ros_minus1_#",
+      "b0_3h@ros_minus_#",
+      "b0_3h@ros_n1_#",
+      "b0_3h@ros_n_#",
+      "b0_3h@ros_one",
+      "b0_3h@rovn1_#",
+      "b0_3h@rovn_#",
+      "b0_6h@return_1_uv",
+      "b0_6h@ros1_#",
+      "b0_6h@ros_#",
+      "b0_6h@ros_minus1_#",
+      "b0_6h@ros_minus_#",
+      "b0_6h@ros_n1_#",
+      "b0_6h@ros_n_#",
+      "b0_6h@ros_one",
+      "b0_6h@rovn1_#",
+      "b0_6h@rovn_#",
+      "b10_12h@is_share",
+      "b10_12h@return_n_uv",
+      "b10_12h@ros_#",
+      "b10_12h@ros_minus_#",
+      "b10_12h@rovn_#",
+      "b10_12h@str",
+      "b10_12h@str_plus",
+      "b10_1h@is_share",
+      "b10_1h@return_n_uv",
+      "b10_1h@ros_#",
+      "b10_1h@ros_minus_#",
+      "b10_1h@rovn_#",
+      "b10_1h@str",
+      "b10_1h@str_plus",
+      "b11_12h@is_share",
+      "b11_12h@return_n_uv",
+      "b11_12h@ros_#",
+      "b11_12h@ros_minus_#",
+      "b11_12h@rovn_#",
+      "b11_12h@str",
+      "b11_12h@str_plus",
+      "b13_1h@exp",
+      "b13_1h@is_share",
+      "b13_1h@ros_#",
+      "b13_1h@ros_minus_#",
+      "b13_1h@ros_n_#",
+      "b13_1h@ros_one",
+      "b13_1h@rovn_#",
+      "b13_1h@share_cnt",
+      "b13_1h@str",
+      "b13_1h@str_plus",
+      "b13_24h@exp",
+      "b13_24h@is_share",
+      "b13_24h@ros_#",
+      "b13_24h@ros_minus_#",
+      "b13_24h@ros_n_#",
+      "b13_24h@ros_one",
+      "b13_24h@rovn_#",
+      "b13_24h@share_cnt",
+      "b13_24h@str",
+      "b13_24h@str_plus",
+      "b13_3h@exp",
+      "b13_3h@is_share",
+      "b13_3h@ros_#",
+      "b13_3h@ros_minus_#",
+      "b13_3h@ros_n_#",
+      "b13_3h@ros_one",
+      "b13_3h@rovn_#",
+      "b13_3h@share_cnt",
+      "b13_3h@str",
+      "b13_3h@str_plus",
+      "b13_72h@exp",
+      "b13_72h@is_share",
+      "b13_72h@ros_#",
+      "b13_72h@ros_minus_#",
+      "b13_72h@ros_n_#",
+      "b13_72h@ros_one",
+      "b13_72h@rovn_#",
+      "b13_72h@share_cnt",
+      "b13_72h@str",
+      "b13_72h@str_plus",
+      "b1_1h@ros_#",
+      "b1_1h@ros_minus_#",
+      "b1_1h@ros_n_#",
+      "b1_1h@ros_one",
+      "b1_1h@rovn_#",
+      "b1_24h@ros_#",
+      "b1_24h@ros_minus_#",
+      "b1_24h@ros_n_#",
+      "b1_24h@ros_one",
+      "b1_24h@rovn_#",
+      "b1_3h@ros_#",
+      "b1_3h@ros_minus_#",
+      "b1_3h@ros_n_#",
+      "b1_3h@ros_one",
+      "b1_3h@rovn_#",
+      "b1_72h@ros_#",
+      "b1_72h@ros_minus_#",
+      "b1_72h@ros_n_#",
+      "b1_72h@ros_one",
+      "b1_72h@rovn_#",
+      "b2_24h@return_n_uv",
+      "b2_24h@ros_#",
+      "b2_24h@ros_minus_#",
+      "b2_24h@ros_n_#",
+      "b2_24h@ros_one",
+      "b2_24h@rovn_#",
+      "b2_3h@return_n_uv",
+      "b2_3h@ros_#",
+      "b2_3h@ros_minus_#",
+      "b2_3h@ros_n_#",
+      "b2_3h@ros_one",
+      "b2_3h@rovn_#",
+      "b3_24h@is_share",
+      "b3_24h@return_n_uv",
+      "b3_24h@ros_#",
+      "b3_24h@ros_minus_#",
+      "b3_24h@ros_n_#",
+      "b3_24h@ros_one",
+      "b3_24h@rovn_#",
+      "b3_24h@str",
+      "b3_24h@str_plus",
+      "b3_72h@is_share",
+      "b3_72h@return_n_uv",
+      "b3_72h@ros_#",
+      "b3_72h@ros_minus_#",
+      "b3_72h@ros_n_#",
+      "b3_72h@ros_one",
+      "b3_72h@rovn_#",
+      "b3_72h@str",
+      "b3_72h@str_plus",
+      "b4_12h@is_share",
+      "b4_12h@return_n_uv",
+      "b4_12h@ros_#",
+      "b4_12h@ros_minus_#",
+      "b4_12h@ros_n_#",
+      "b4_12h@ros_one",
+      "b4_12h@rovn_#",
+      "b4_3h@is_share",
+      "b4_3h@return_n_uv",
+      "b4_3h@ros_#",
+      "b4_3h@ros_minus_#",
+      "b4_3h@ros_n_#",
+      "b4_3h@ros_one",
+      "b4_3h@rovn_#",
+      "b5_12h@exp",
+      "b5_12h@is_share",
+      "b5_12h@return_n_uv",
+      "b5_12h@ros_#",
+      "b5_12h@ros_minus_#",
+      "b5_12h@ros_n_#",
+      "b5_12h@ros_one",
+      "b5_12h@rovn_#",
+      "b5_12h@share_cnt",
+      "b5_12h@str",
+      "b5_12h@str_plus",
+      "b5_1h@exp",
+      "b5_1h@is_share",
+      "b5_1h@return_n_uv",
+      "b5_1h@ros_#",
+      "b5_1h@ros_minus_#",
+      "b5_1h@ros_n_#",
+      "b5_1h@ros_one",
+      "b5_1h@rovn_#",
+      "b5_1h@share_cnt",
+      "b5_1h@str",
+      "b5_1h@str_plus",
+      "b5_24h@exp",
+      "b5_24h@is_share",
+      "b5_24h@return_n_uv",
+      "b5_24h@ros_#",
+      "b5_24h@ros_minus_#",
+      "b5_24h@ros_n_#",
+      "b5_24h@ros_one",
+      "b5_24h@rovn_#",
+      "b5_24h@share_cnt",
+      "b5_24h@str",
+      "b5_24h@str_plus",
+      "b5_3h@exp",
+      "b5_3h@is_share",
+      "b5_3h@return_n_uv",
+      "b5_3h@ros_#",
+      "b5_3h@ros_minus_#",
+      "b5_3h@ros_n_#",
+      "b5_3h@ros_one",
+      "b5_3h@rovn_#",
+      "b5_3h@share_cnt",
+      "b5_3h@str",
+      "b5_3h@str_plus",
+      "b5_6h@exp",
+      "b5_6h@is_share",
+      "b5_6h@return_n_uv",
+      "b5_6h@ros_#",
+      "b5_6h@ros_minus_#",
+      "b5_6h@ros_n_#",
+      "b5_6h@ros_one",
+      "b5_6h@rovn_#",
+      "b5_6h@share_cnt",
+      "b5_6h@str",
+      "b5_6h@str_plus",
+      "b5_72h@exp",
+      "b5_72h@is_share",
+      "b5_72h@return_n_uv",
+      "b5_72h@ros_#",
+      "b5_72h@ros_minus_#",
+      "b5_72h@ros_n_#",
+      "b5_72h@ros_one",
+      "b5_72h@rovn_#",
+      "b5_72h@share_cnt",
+      "b5_72h@str",
+      "b5_72h@str_plus",
+      "b6_1h@is_share",
+      "b6_1h@return_n_uv",
+      "b6_1h@ros_#",
+      "b6_1h@ros_minus_#",
+      "b6_1h@ros_n_#",
+      "b6_1h@ros_one",
+      "b6_1h@rovn_#",
+      "b6_1h@str",
+      "b6_1h@str_plus",
+      "b6_24h@is_share",
+      "b6_24h@return_n_uv",
+      "b6_24h@ros_#",
+      "b6_24h@ros_minus_#",
+      "b6_24h@ros_n_#",
+      "b6_24h@ros_one",
+      "b6_24h@rovn_#",
+      "b6_24h@str",
+      "b6_24h@str_plus",
+      "b7_1h@is_share",
+      "b7_1h@return_n_uv",
+      "b7_1h@ros_#",
+      "b7_1h@ros_minus_#",
+      "b7_1h@ros_n_#",
+      "b7_1h@ros_one",
+      "b7_1h@rovn_#",
+      "b7_1h@str",
+      "b7_1h@str_plus",
+      "b7_24h@is_share",
+      "b7_24h@return_n_uv",
+      "b7_24h@ros_#",
+      "b7_24h@ros_minus_#",
+      "b7_24h@ros_n_#",
+      "b7_24h@ros_one",
+      "b7_24h@rovn_#",
+      "b7_24h@str",
+      "b7_24h@str_plus",
+      "b7_3h@is_share",
+      "b7_3h@return_n_uv",
+      "b7_3h@ros_#",
+      "b7_3h@ros_minus_#",
+      "b7_3h@ros_n_#",
+      "b7_3h@ros_one",
+      "b7_3h@rovn_#",
+      "b7_3h@str",
+      "b7_3h@str_plus",
+      "b7_72h@is_share",
+      "b7_72h@return_n_uv",
+      "b7_72h@ros_#",
+      "b7_72h@ros_minus_#",
+      "b7_72h@ros_n_#",
+      "b7_72h@ros_one",
+      "b7_72h@rovn_#",
+      "b7_72h@str",
+      "b7_72h@str_plus",
+      "b8_1h@is_share",
+      "b8_1h@return_n_uv",
+      "b8_1h@ros_#",
+      "b8_1h@ros_minus_#",
+      "b8_1h@rovn_#",
+      "b8_1h@str",
+      "b8_1h@str_plus",
+      "b8_24h@is_share",
+      "b8_24h@return_n_uv",
+      "b8_24h@ros_#",
+      "b8_24h@ros_minus_#",
+      "b8_24h@rovn_#",
+      "b8_24h@str",
+      "b8_24h@str_plus",
+      "b8_3h@is_share",
+      "b8_3h@return_n_uv",
+      "b8_3h@ros_#",
+      "b8_3h@ros_minus_#",
+      "b8_3h@rovn_#",
+      "b8_3h@str",
+      "b8_3h@str_plus",
+      "b9_1h@is_share",
+      "b9_1h@return_n_uv",
+      "b9_1h@ros_#",
+      "b9_1h@ros_minus_#",
+      "b9_1h@rovn_#",
+      "b9_1h@str",
+      "b9_1h@str_plus",
+      "b9_24h@is_share",
+      "b9_24h@return_n_uv",
+      "b9_24h@ros_#",
+      "b9_24h@ros_minus_#",
+      "b9_24h@rovn_#",
+      "b9_24h@str",
+      "b9_24h@str_plus",
+      "b9_3h@is_share",
+      "b9_3h@return_n_uv",
+      "b9_3h@ros_#",
+      "b9_3h@ros_minus_#",
+      "b9_3h@rovn_#",
+      "b9_3h@str",
+      "b9_3h@str_plus",
+      "c1_168h@is_share",
+      "c1_168h@return_n_uv",
+      "c1_168h@ros_#",
+      "c1_168h@ros_minus_#",
+      "c1_168h@ros_n_#",
+      "c1_168h@ros_one",
+      "c1_168h@rovn_#",
+      "c1_168h@str",
+      "c1_168h@str_plus",
+      "c1_72h@is_share",
+      "c1_72h@return_n_uv",
+      "c1_72h@ros_#",
+      "c1_72h@ros_minus_#",
+      "c1_72h@ros_n_#",
+      "c1_72h@ros_one",
+      "c1_72h@rovn_#",
+      "c1_72h@str",
+      "c1_72h@str_plus",
+      "c5_tags_1d@avgscore",
+      "c5_tags_1d@maxscore",
+      "c5_tags_3d@avgscore",
+      "c5_tags_3d@maxscore",
+      "c5_tags_7d@avgscore",
+      "c5_tags_7d@maxscore",
+      "c6_tags_1d@avgscore",
+      "c6_tags_1d@maxscore",
+      "c6_tags_3d@avgscore",
+      "c6_tags_3d@maxscore",
+      "c6_tags_7d@avgscore",
+      "c6_tags_7d@maxscore",
+      "c9@m_r_uv",
+      "c9@m_s_cnt",
+      "c9@r_pv",
+      "c9@r_uv",
+      "c9@ros",
+      "c9@ros_minus",
+      "c9@ros_one",
+      "c9@s_cnt",
+      "c9@s_pv",
+      "c9_c1s@mu",
+      "c9_c1s@ros",
+      "c9_c1s@ros_minus",
+      "c9_c1s@ros_one",
+      "c9_c1s@rp",
+      "c9_c1s@ru",
+      "c9_c1s@sp",
+      "c9_c2s@mu",
+      "c9_c2s@ros",
+      "c9_c2s@ros_minus",
+      "c9_c2s@ros_one",
+      "c9_c2s@rp",
+      "c9_c2s@ru",
+      "c9_c2s@sp",
+      "c9_l1s@mu",
+      "c9_l1s@ros",
+      "c9_l1s@ros_minus",
+      "c9_l1s@sp",
+      "c9_l2s@mu",
+      "c9_l2s@ros",
+      "c9_l2s@ros_minus",
+      "c9_l2s@sp",
+      "c9_lrs@1@title",
+      "c9_lrs@1@ts",
+      "c9_lrs@1@uv",
+      "c9_lrs@2@title",
+      "c9_lrs@2@ts",
+      "c9_lrs@2@uv",
+      "c9_lss@1@cnt",
+      "c9_lss@1@title",
+      "c9_lss@1@ts",
+      "c9_lss@2@cnt",
+      "c9_lss@2@title",
+      "c9_lss@2@ts",
+      "c9_mrs@1@title",
+      "c9_mrs@1@ts",
+      "c9_mrs@1@uv",
+      "c9_mrs@2@title",
+      "c9_mrs@2@ts",
+      "c9_mrs@2@uv",
+      "c9_mss@1@cnt",
+      "c9_mss@1@title",
+      "c9_mss@1@ts",
+      "c9_mss@2@cnt",
+      "c9_mss@2@title",
+      "c9_mss@2@ts",
+      "d1@ros_cf_rank",
+      "d1@ros_cf_score",
+      "d1@rov_cf_rank",
+      "d1@rov_cf_score",
+      "d2@rank",
+      "d2@score",
+      "d3@exp",
+      "d3@return_n",
+      "d3@rovn",
+      "h@bit_rate",
+      "h@total_time",
+      "h@ts",
+      "hour",
+      "hr_sim@cate2",
+      "hr_sim@cate2_list",
+      "hr_sim@keywords",
+      "hr_sim@title",
+      "r@bit_rate",
+      "r@total_time",
+      "r@ts"
+      ]
+    }
+  }
+}