| 
					
				 | 
			
			
				@@ -10,10 +10,16 @@ import com.tzld.piaoquan.recommend.server.common.enums.AppTypeEnum; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import com.tzld.piaoquan.recommend.server.model.Video; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import com.tzld.piaoquan.recommend.server.service.flowpool.FlowPoolConstants; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import com.tzld.piaoquan.recommend.server.service.rank.RankParam; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+import com.tzld.piaoquan.recommend.server.service.rank.RankResult; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import com.tzld.piaoquan.recommend.server.service.rank.RankService; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import com.tzld.piaoquan.recommend.server.service.rank.extractor.ExtractorUtils; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import com.tzld.piaoquan.recommend.server.service.rank.extractor.RankExtractorItemFeature; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+import com.tzld.piaoquan.recommend.server.service.rank.extractor.RankExtractorItemTags; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import com.tzld.piaoquan.recommend.server.service.rank.extractor.RankExtractorUserFeature; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+import com.tzld.piaoquan.recommend.server.service.rank.processor.RankProcessorBoost; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+import com.tzld.piaoquan.recommend.server.service.rank.processor.RankProcessorDensity; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+import com.tzld.piaoquan.recommend.server.service.rank.processor.RankProcessorInsert; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+import com.tzld.piaoquan.recommend.server.service.rank.processor.RankProcessorTagFilter; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import com.tzld.piaoquan.recommend.server.service.recall.RecallResult; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import com.tzld.piaoquan.recommend.server.service.recall.strategy.*; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import com.tzld.piaoquan.recommend.server.service.score.ScoreParam; 
			 | 
		
	
	
		
			
				| 
					
				 | 
			
			
				@@ -22,6 +28,7 @@ import com.tzld.piaoquan.recommend.server.util.CommonCollectionUtils; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import com.tzld.piaoquan.recommend.server.util.JSONUtils; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import lombok.extern.slf4j.Slf4j; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import org.apache.commons.collections4.CollectionUtils; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+import org.apache.commons.lang3.RandomUtils; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import org.springframework.data.redis.connection.RedisConnectionFactory; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import org.springframework.data.redis.connection.RedisStandaloneConfiguration; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 import org.springframework.data.redis.connection.jedis.JedisConnectionFactory; 
			 | 
		
	
	
		
			
				| 
					
				 | 
			
			
				@@ -42,6 +49,8 @@ import java.util.stream.Collectors; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 public class RankStrategy4RegionMergeModelV3 extends RankService { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				     @ApolloJsonValue("${rank.score.merge.weight:}") 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				     private Map<String, Double> mergeWeight; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+    @ApolloJsonValue("${RankStrategy4DensityFilter:}") 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+    private Map<String,Map<String, Map<String, String>>> filterRules = new HashMap<>(); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				     final private String CLASS_NAME = this.getClass().getSimpleName(); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				     public void duplicate(Set<Long> setVideo, List<Video> videos){ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         Iterator<Video> iterator = videos.iterator(); 
			 | 
		
	
	
		
			
				| 
					
				 | 
			
			
				@@ -535,4 +544,92 @@ public class RankStrategy4RegionMergeModelV3 extends RankService { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         return sceneFeatureMap; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				     } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+    @Override 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+    public RankResult mergeAndSort(RankParam param, List<Video> rovVideos, List<Video> flowVideos) { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        //1 兜底策略,rov池子不足时,用冷启池填补。直接返回。 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        if (CollectionUtils.isEmpty(rovVideos)) { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            if (param.getSize() < flowVideos.size()) { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                return new RankResult(flowVideos.subList(0, param.getSize())); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            } else { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                return new RankResult(flowVideos); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        //2 根据实验号解析阿波罗参数。 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        String abCode = param.getAbCode(); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        Map<String, Map<String, String>> rulesMap = this.filterRules.getOrDefault(abCode, new HashMap<>(0)); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        //3 标签读取 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        if (rulesMap != null && !rulesMap.isEmpty()){ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            RankExtractorItemTags extractorItemTags = new RankExtractorItemTags(this.redisTemplate); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            extractorItemTags.processor(rovVideos, flowVideos); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        //6 合并结果时间卡控 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        if (rulesMap != null && !rulesMap.isEmpty()){ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            RankProcessorTagFilter.processor(rovVideos, flowVideos, rulesMap); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        //4 rov池提权功能 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        RankProcessorBoost.boostByTag(rovVideos, rulesMap); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        //5 rov池强插功能 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        RankProcessorInsert.insertByTag(param, rovVideos, rulesMap); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        //7 流量池按比例强插 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        List<Video> result = new ArrayList<>(); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        for (int i = 0; i < param.getTopK() && i < rovVideos.size(); i++) { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            result.add(rovVideos.get(i)); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        double flowPoolP = getFlowPoolP(param); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        int flowPoolIndex = 0; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        int rovPoolIndex = param.getTopK(); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        for (int i = 0; i < param.getSize() - param.getTopK(); i++) { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            double rand = RandomUtils.nextDouble(0, 1); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            log.info("rand={}, flowPoolP={}", rand, flowPoolP); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            if (rand < flowPoolP) { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                if (flowPoolIndex < flowVideos.size()) { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                    result.add(flowVideos.get(flowPoolIndex++)); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                } else { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                    break; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            } else { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                if (rovPoolIndex < rovVideos.size()) { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                    result.add(rovVideos.get(rovPoolIndex++)); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                } else { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                    break; 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        if (rovPoolIndex >= rovVideos.size()) { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            for (int i = flowPoolIndex; i < flowVideos.size() && result.size() < param.getSize(); i++) { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                result.add(flowVideos.get(i)); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        if (flowPoolIndex >= flowVideos.size()) { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            for (int i = rovPoolIndex; i < rovVideos.size() && result.size() < param.getSize(); i++) { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                result.add(rovVideos.get(i)); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        //8 合并结果密度控制 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        Map<String, Integer> densityRules = new HashMap<>(); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        if (rulesMap != null && !rulesMap.isEmpty()) { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            for (Map.Entry<String, Map<String, String>> entry : rulesMap.entrySet()) { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                String key = entry.getKey(); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                Map<String, String> value = entry.getValue(); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                if (value.containsKey("density")) { 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                    densityRules.put(key, Integer.valueOf(value.get("density"))); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+            } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        Set<Long> videosSet = result.stream().map(Video::getVideoId).collect(Collectors.toSet()); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        List<Video> rovRecallRankNew = rovVideos.stream().filter(r -> !videosSet.contains(r.getVideoId())).collect(Collectors.toList()); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        List<Video> flowPoolRankNew = flowVideos.stream().filter(r -> !videosSet.contains(r.getVideoId())).collect(Collectors.toList()); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        List<Video> resultWithDensity = RankProcessorDensity.mergeDensityControl(result, 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+                rovRecallRankNew, flowPoolRankNew, densityRules); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        return new RankResult(resultWithDensity); 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+    } 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				 } 
			 |