ViewMultiplierStrategy

long-article-recommend-service/pom.xml

@@ -102,6 +102,11 @@
             <artifactId>aliyun-log-logback-appender</artifactId>
             <version>0.1.18</version>
         </dependency>
+        <dependency>
+            <groupId>cn.hutool</groupId>
+            <artifactId>hutool-core</artifactId>
+            <version>5.8.18</version>
+        </dependency>
     </dependencies>
 
 

long-article-recommend-service/src/main/java/com/tzld/longarticle/recommend/server/config/PiaoquanCrawlerMysqlConfiguration.java

@@ -5,6 +5,7 @@ import org.springframework.boot.autoconfigure.jdbc.DataSourceProperties;
 import org.springframework.context.annotation.Bean;
 import org.springframework.context.annotation.Configuration;
 import org.springframework.jdbc.core.JdbcTemplate;
+import org.springframework.jdbc.core.namedparam.NamedParameterJdbcTemplate;
 
 
 @Configuration(proxyBeanMethods = false)
@@ -23,4 +24,18 @@ public class PiaoquanCrawlerMysqlConfiguration {
         dataSource.setConnectionTestQuery("select 1");
         return new JdbcTemplate(dataSource);
     }
+
+    @Bean(name = "programDataJdbcTemplate")
+    public NamedParameterJdbcTemplate programDataJdbcTemplate() {
+        DataSourceProperties dataSourceProperties = new DataSourceProperties();
+        dataSourceProperties.setUsername("wx2023_ad");
+        dataSourceProperties.setPassword("wx2023_adP@assword1234");
+        dataSourceProperties.setUrl("jdbc:mysql://rm-bp12k5fuh5zyx31d28o.mysql.rds.aliyuncs.com:3306/adplatform?useUnicode=true&characterEncoding=utf-8&zeroDateTimeBehavior=convertToNull");
+        dataSourceProperties.setDriverClassName("com.mysql.jdbc.Driver");
+        HikariDataSource dataSource = dataSourceProperties.initializeDataSourceBuilder().type(HikariDataSource.class).build();
+        dataSource.setMinimumIdle(5);
+        dataSource.setMaximumPoolSize(10);
+        dataSource.setConnectionTestQuery("select 1");
+        return new NamedParameterJdbcTemplate(dataSource);
+    }
 }

long-article-recommend-service/src/main/java/com/tzld/longarticle/recommend/server/service/score/AvgReadDTO.java

@@ -0,0 +1,15 @@
+package com.tzld.longarticle.recommend.server.service.score;
+
+import lombok.Data;
+
+@Data
+public class AvgReadDTO {
+
+    private String accountName;
+    private String ghID;
+    private long fans;
+    private String position;
+    private double readAvg;
+    private double likeAvg;
+
+}

long-article-recommend-service/src/main/java/com/tzld/longarticle/recommend/server/service/score/ChangwenArticleDTO.java

@@ -0,0 +1,19 @@
+package com.tzld.longarticle.recommend.server.service.score;
+
+import lombok.Getter;
+import lombok.Setter;
+import lombok.experimental.Accessors;
+
+@Getter
+@Setter
+@Accessors(chain = true)
+public class ChangwenArticleDTO {
+    private String id;
+    private String accountId;
+    private Long publishTimestamp;
+    private Integer itemIndex;
+    private String title;
+    private String link;
+    private String rootSourceIds;
+    private Long createTimestamp;
+}

long-article-recommend-service/src/main/java/com/tzld/longarticle/recommend/server/service/score/ChangwenArticleDatastatDTO.java

@@ -0,0 +1,63 @@
+package com.tzld.longarticle.recommend.server.service.score;
+
+import lombok.Getter;
+import lombok.Setter;
+import lombok.experimental.Accessors;
+
+import java.math.BigDecimal;
+
+@Getter
+@Setter
+@Accessors(chain = true)
+public class ChangwenArticleDatastatDTO {
+    private String articleId;
+    private Integer increaseReadCount;
+    private Integer readCount;
+    private BigDecimal increaseIncome;
+    private BigDecimal income;
+    private Integer increaseShareCount;
+    private Integer shareCount;
+    private Long updateTimestamp;
+
+    public Integer getIncreaseReadCount() {
+        if (increaseReadCount == null) {
+            return 0;
+        }
+        return increaseReadCount;
+    }
+
+    public Integer getReadCount() {
+        if (readCount == null) {
+            return 0;
+        }
+        return readCount;
+    }
+
+    public BigDecimal getIncreaseIncome() {
+        if (increaseIncome == null) {
+            return new BigDecimal(0);
+        }
+        return increaseIncome;
+    }
+
+    public BigDecimal getIncome() {
+        if (income == null) {
+            return new BigDecimal(0);
+        }
+        return income;
+    }
+
+    public Integer getIncreaseShareCount() {
+        if (increaseShareCount == null) {
+            return 0;
+        }
+        return increaseShareCount;
+    }
+
+    public Integer getShareCount() {
+        if (shareCount == null) {
+            return 0;
+        }
+        return shareCount;
+    }
+}

long-article-recommend-service/src/main/java/com/tzld/longarticle/recommend/server/service/score/strategy/ViewMultiplierStrategy.java

@@ -1,18 +1,19 @@
 package com.tzld.longarticle.recommend.server.service.score.strategy;
 
-import com.tzld.longarticle.recommend.server.remote.NLPRemoteService;
-import com.tzld.longarticle.recommend.server.service.score.Score;
-import com.tzld.longarticle.recommend.server.service.score.ScoreParam;
-import com.tzld.longarticle.recommend.server.service.score.ScoreStrategy;
+import cn.hutool.core.io.resource.ResourceUtil;
+import com.alibaba.fastjson.JSONObject;
+import com.tzld.longarticle.recommend.server.model.Content;
+import com.tzld.longarticle.recommend.server.service.score.*;
 import com.tzld.longarticle.recommend.server.util.CommonCollectionUtils;
-import com.tzld.longarticle.recommend.server.util.NormalizationUtils;
 import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.jdbc.core.BeanPropertyRowMapper;
+import org.springframework.jdbc.core.namedparam.MapSqlParameterSource;
+import org.springframework.jdbc.core.namedparam.NamedParameterJdbcTemplate;
 import org.springframework.stereotype.Component;
 import org.springframework.util.CollectionUtils;
 
-import java.util.Collections;
-import java.util.List;
-import java.util.Map;
+import java.util.*;
+import java.util.stream.Collectors;
 
 /**
  * @author dyp
@@ -21,7 +22,7 @@ import java.util.Map;
 public class ViewMultiplierStrategy implements ScoreStrategy {
 
     @Autowired
-    private NLPRemoteService nlpRemoteService;
+    NamedParameterJdbcTemplate programDataJdbcTemplate;
 
     @Override
     public List<Score> score(ScoreParam param) {
@@ -29,24 +30,61 @@ public class ViewMultiplierStrategy implements ScoreStrategy {
         if (CollectionUtils.isEmpty(param.getContents())) {
             return Collections.emptyList();
         }
-        Map<String, Double> scoreMap = nlpRemoteService.score(param.getAccountName(), param.getContents());
-
-        double min = scoreMap.values().stream()
-                .min(Double::compareTo)
-                .orElse(0.0);
-        double max = scoreMap.values().stream()
-                .max(Double::compareTo)
-                .orElse(0.0);
+        List<String> channelContentIds = param.getContents().stream().map(Content::getCrawlerChannelContentId).collect(Collectors.toList());
+        Map<String, ChangwenArticleDTO> changwenArticleDTOMap = getContentIndex(channelContentIds);
+        Map<String, ChangwenArticleDatastatDTO> changwenArticleDatastatDTOMap = getContentViewCount(channelContentIds);
 
         List<Score> scores = CommonCollectionUtils.toList(param.getContents(), c -> {
             Score score = new Score();
             score.setContentId(c.getId());
-            double val = scoreMap.get(c.getId()) == null ? 0.0 : scoreMap.get(c.getId());
-            score.setScore(NormalizationUtils.minMax(val, min, max));
+            ChangwenArticleDTO articleDTO = changwenArticleDTOMap.get(c.getCrawlerChannelContentId());
+            ChangwenArticleDatastatDTO datastatDTO = changwenArticleDatastatDTOMap.get(c.getCrawlerChannelContentId());
+
+            if (Objects.nonNull(articleDTO) && Objects.nonNull(datastatDTO)) {
+                double avgReadCount = getAvgReadCount(articleDTO.getAccountId(), articleDTO.getItemIndex());
+                Integer readCount = datastatDTO.getReadCount();
+                score.setScore(readCount / avgReadCount);
+            } else {
+                score.setScore(0.0);
+            }
             score.setStrategy(this);
             return score;
         });
         return scores;
     }
 
+    private Map<String, ChangwenArticleDTO> getContentIndex(List<String> channelContentIds) {
+        MapSqlParameterSource parameters = new MapSqlParameterSource();
+        parameters.addValue("channelContentIds", channelContentIds);
+        List<ChangwenArticleDTO> result = programDataJdbcTemplate.query(
+                "select id, account_id, item_index from changwen_article where id in (:channelContentIds) ",
+                parameters,
+                new BeanPropertyRowMapper<>(ChangwenArticleDTO.class));
+        if (CollectionUtils.isEmpty(result)) {
+            return new HashMap<>();
+        }
+        Map<String, ChangwenArticleDTO> map = result.stream().collect(Collectors.toMap(ChangwenArticleDTO::getId, o -> o));
+        return map;
+    }
+
+    private Map<String, ChangwenArticleDatastatDTO> getContentViewCount(List<String> channelContentIds) {
+        MapSqlParameterSource parameters = new MapSqlParameterSource();
+        parameters.addValue("channelContentIds", channelContentIds);
+        List<ChangwenArticleDatastatDTO> result = programDataJdbcTemplate.query(
+                "select article_id, read_count from changwen_article_datastat where article_id in (:channelContentIds) ",
+                parameters,
+                new BeanPropertyRowMapper<>(ChangwenArticleDatastatDTO.class));
+        if (CollectionUtils.isEmpty(result)) {
+            return new HashMap<>();
+        }
+        Map<String, ChangwenArticleDatastatDTO> map = result.stream().collect(Collectors.toMap(ChangwenArticleDatastatDTO::getArticleId, o -> o));
+        return map;
+    }
+
+    private double getAvgReadCount(String ghId, Integer index) {
+        String cardJSON = ResourceUtil.readUtf8Str("file/AccountInfo.json");
+        JSONObject jsonObject = JSONObject.parseObject(cardJSON);
+        AvgReadDTO dto = jsonObject.getObject(ghId + "_" + index, AvgReadDTO.class);
+        return dto.getReadAvg();
+    }
 }

long-article-recommend-service/src/main/resources/file/AccountInfo.json

@@ -0,0 +1,3242 @@
+{
+    "gh_6d205db62f04_1": {
+        "accountName": "指尖奇文",
+        "ghId": "gh_6d205db62f04",
+        "fans": 845936,
+        "position": "1",
+        "readAvg": 17612.61,
+        "likeAvg": 49.95
+    },
+    "gh_56ca3dae948c_1": {
+        "accountName": "老友闲谈",
+        "ghId": "gh_56ca3dae948c",
+        "fans": 857670,
+        "position": "1",
+        "readAvg": 15220.42,
+        "likeAvg": 34.95
+    },
+    "gh_c69776baf2cd_1": {
+        "accountName": "老友欢聚地",
+        "ghId": "gh_c69776baf2cd",
+        "fans": 966567,
+        "position": "1",
+        "readAvg": 11657.52,
+        "likeAvg": 38.64
+    },
+    "gh_9877c8541764_1": {
+        "accountName": "退休老年圈",
+        "ghId": "gh_9877c8541764",
+        "fans": 803701,
+        "position": "1",
+        "readAvg": 10019.59,
+        "likeAvg": 33.36
+    },
+    "gh_6cfd1132df94_1": {
+        "accountName": "趣味晚年",
+        "ghId": "gh_6cfd1132df94",
+        "fans": 957374,
+        "position": "1",
+        "readAvg": 9891.27,
+        "likeAvg": 30.05
+    },
+    "gh_058e41145a0c_1": {
+        "accountName": "多彩妙生活",
+        "ghId": "gh_058e41145a0c",
+        "fans": 253532,
+        "position": "1",
+        "readAvg": 9046.74,
+        "likeAvg": 29.42
+    },
+    "gh_89ef4798d3ea_1": {
+        "accountName": "生活百态观",
+        "ghId": "gh_89ef4798d3ea",
+        "fans": 835095,
+        "position": "1",
+        "readAvg": 8826.29,
+        "likeAvg": 23.27
+    },
+    "gh_56ca3dae948c_2": {
+        "accountName": "老友闲谈",
+        "ghId": "gh_56ca3dae948c",
+        "fans": 857670,
+        "position": "2",
+        "readAvg": 8787.56,
+        "likeAvg": 16.75
+    },
+    "gh_b15de7c99912_1": {
+        "accountName": "人生百事观",
+        "ghId": "gh_b15de7c99912",
+        "fans": 887469,
+        "position": "1",
+        "readAvg": 8510.52,
+        "likeAvg": 29.62
+    },
+    "gh_6d205db62f04_2": {
+        "accountName": "指尖奇文",
+        "ghId": "gh_6d205db62f04",
+        "fans": 845936,
+        "position": "2",
+        "readAvg": 8322.2,
+        "likeAvg": 22.73
+    },
+    "gh_d4dffc34ac39_1": {
+        "accountName": "情为老友",
+        "ghId": "gh_d4dffc34ac39",
+        "fans": 828444,
+        "position": "1",
+        "readAvg": 8179.1,
+        "likeAvg": 24.44
+    },
+    "gh_744cb16f6e16_1": {
+        "accountName": "趣史论",
+        "ghId": "gh_744cb16f6e16",
+        "fans": 242817,
+        "position": "1",
+        "readAvg": 8177.88,
+        "likeAvg": 32.85
+    },
+    "gh_c91b42649690_1": {
+        "accountName": "农耕趣时刻",
+        "ghId": "gh_c91b42649690",
+        "fans": 226994,
+        "position": "1",
+        "readAvg": 7669.17,
+        "likeAvg": 23.54
+    },
+    "gh_970460d9ccec_1": {
+        "accountName": "生活之大全",
+        "ghId": "gh_970460d9ccec",
+        "fans": 277699,
+        "position": "1",
+        "readAvg": 7433.5,
+        "likeAvg": 26.0
+    },
+    "gh_5ae65db96cb7_1": {
+        "accountName": "路边闲聊社",
+        "ghId": "gh_5ae65db96cb7",
+        "fans": 264349,
+        "position": "1",
+        "readAvg": 6758.06,
+        "likeAvg": 16.98
+    },
+    "gh_c5cdf60d9ab4_1": {
+        "accountName": "老友快乐谈",
+        "ghId": "gh_c5cdf60d9ab4",
+        "fans": 512895,
+        "position": "1",
+        "readAvg": 6640.98,
+        "likeAvg": 18.24
+    },
+    "gh_4c058673c07e_1": {
+        "accountName": "家家生活指南",
+        "ghId": "gh_4c058673c07e",
+        "fans": 272538,
+        "position": "1",
+        "readAvg": 6277.29,
+        "likeAvg": 18.35
+    },
+    "gh_30816d8adb52_1": {
+        "accountName": "日常巧思集",
+        "ghId": "gh_30816d8adb52",
+        "fans": 255337,
+        "position": "1",
+        "readAvg": 6185.7,
+        "likeAvg": 23.3
+    },
+    "gh_c69776baf2cd_2": {
+        "accountName": "老友欢聚地",
+        "ghId": "gh_c69776baf2cd",
+        "fans": 966567,
+        "position": "2",
+        "readAvg": 5717.82,
+        "likeAvg": 17.75
+    },
+    "gh_a2901d34f75b_1": {
+        "accountName": "畅聊奇闻",
+        "ghId": "gh_a2901d34f75b",
+        "fans": 389185,
+        "position": "1",
+        "readAvg": 5595.2,
+        "likeAvg": 16.62
+    },
+    "gh_0c89e11f8bf3_1": {
+        "accountName": "幸福启示",
+        "ghId": "gh_0c89e11f8bf3",
+        "fans": 486906,
+        "position": "1",
+        "readAvg": 5041.48,
+        "likeAvg": 14.96
+    },
+    "gh_9877c8541764_2": {
+        "accountName": "退休老年圈",
+        "ghId": "gh_9877c8541764",
+        "fans": 803701,
+        "position": "2",
+        "readAvg": 4981.66,
+        "likeAvg": 14.88
+    },
+    "gh_d49df5e974ca_1": {
+        "accountName": "生活指示录",
+        "ghId": "gh_d49df5e974ca",
+        "fans": 437523,
+        "position": "1",
+        "readAvg": 4904.91,
+        "likeAvg": 14.55
+    },
+    "gh_bff0bcb0694a_1": {
+        "accountName": "喜乐生活派",
+        "ghId": "gh_bff0bcb0694a",
+        "fans": 404179,
+        "position": "1",
+        "readAvg": 4886.4,
+        "likeAvg": 13.74
+    },
+    "gh_e24da99dc899_1": {
+        "accountName": "缘来养心厅",
+        "ghId": "gh_e24da99dc899",
+        "fans": 415852,
+        "position": "1",
+        "readAvg": 4468.55,
+        "likeAvg": 9.67
+    },
+    "gh_bfe5b705324a_1": {
+        "accountName": "奇趣百味生活",
+        "ghId": "gh_bfe5b705324a",
+        "fans": 323615,
+        "position": "1",
+        "readAvg": 4397.41,
+        "likeAvg": 10.65
+    },
+    "gh_b15de7c99912_2": {
+        "accountName": "人生百事观",
+        "ghId": "gh_b15de7c99912",
+        "fans": 887469,
+        "position": "2",
+        "readAvg": 4247.91,
+        "likeAvg": 16.02
+    },
+    "gh_89ef4798d3ea_2": {
+        "accountName": "生活百态观",
+        "ghId": "gh_89ef4798d3ea",
+        "fans": 835095,
+        "position": "2",
+        "readAvg": 4247.33,
+        "likeAvg": 12.2
+    },
+    "gh_970460d9ccec_2": {
+        "accountName": "生活之大全",
+        "ghId": "gh_970460d9ccec",
+        "fans": 277699,
+        "position": "2",
+        "readAvg": 4178.0,
+        "likeAvg": 12.0
+    },
+    "gh_080bb43aa0dc_1": {
+        "accountName": "态度说",
+        "ghId": "gh_080bb43aa0dc",
+        "fans": 435916,
+        "position": "1",
+        "readAvg": 4166.75,
+        "likeAvg": 10.63
+    },
+    "gh_7f5075624a50_1": {
+        "accountName": "都市镜头",
+        "ghId": "gh_7f5075624a50",
+        "fans": 199214,
+        "position": "1",
+        "readAvg": 4122.41,
+        "likeAvg": 15.34
+    },
+    "gh_d4dffc34ac39_2": {
+        "accountName": "情为老友",
+        "ghId": "gh_d4dffc34ac39",
+        "fans": 828444,
+        "position": "2",
+        "readAvg": 3933.26,
+        "likeAvg": 14.81
+    },
+    "gh_9eef14ad6c16_1": {
+        "accountName": "快乐精选集",
+        "ghId": "gh_9eef14ad6c16",
+        "fans": 515674,
+        "position": "1",
+        "readAvg": 3932.46,
+        "likeAvg": 13.71
+    },
+    "gh_45beb952dc74_1": {
+        "accountName": "票圈乐活",
+        "ghId": "gh_45beb952dc74",
+        "fans": 126479,
+        "position": "1",
+        "readAvg": 3813.2,
+        "likeAvg": 37.6
+    },
+    "gh_6cfd1132df94_2": {
+        "accountName": "趣味晚年",
+        "ghId": "gh_6cfd1132df94",
+        "fans": 957374,
+        "position": "2",
+        "readAvg": 3811.49,
+        "likeAvg": 11.27
+    },
+    "gh_0e4fd9e88386_1": {
+        "accountName": "持家有妙招",
+        "ghId": "gh_0e4fd9e88386",
+        "fans": 171774,
+        "position": "1",
+        "readAvg": 3694.2,
+        "likeAvg": 12.6
+    },
+    "gh_ac43eb24376d_1": {
+        "accountName": "麒阁史记",
+        "ghId": "gh_ac43eb24376d",
+        "fans": 108877,
+        "position": "1",
+        "readAvg": 3630.53,
+        "likeAvg": 13.0
+    },
+    "gh_058e41145a0c_5": {
+        "accountName": "多彩妙生活",
+        "ghId": "gh_058e41145a0c",
+        "fans": 253532,
+        "position": "5",
+        "readAvg": 3595.0,
+        "likeAvg": 14.5
+    },
+    "gh_dd4c857bbb36_1": {
+        "accountName": "无忧自在生活",
+        "ghId": "gh_dd4c857bbb36",
+        "fans": 354334,
+        "position": "1",
+        "readAvg": 3560.54,
+        "likeAvg": 11.55
+    },
+    "gh_3ed305b5817f_1": {
+        "accountName": "看不够妙招",
+        "ghId": "gh_3ed305b5817f",
+        "fans": 368223,
+        "position": "1",
+        "readAvg": 3509.22,
+        "likeAvg": 10.3
+    },
+    "gh_008ef23062ee_1": {
+        "accountName": "日常生活小技巧集",
+        "ghId": "gh_008ef23062ee",
+        "fans": 218145,
+        "position": "1",
+        "readAvg": 3492.08,
+        "likeAvg": 14.83
+    },
+    "gh_be8c29139989_1": {
+        "accountName": "退休无忧生活",
+        "ghId": "gh_be8c29139989",
+        "fans": 197750,
+        "position": "1",
+        "readAvg": 3453.08,
+        "likeAvg": 17.33
+    },
+    "gh_de9f9ebc976b_1": {
+        "accountName": "妙招持家帮手",
+        "ghId": "gh_de9f9ebc976b",
+        "fans": 166062,
+        "position": "1",
+        "readAvg": 3345.95,
+        "likeAvg": 12.19
+    },
+    "gh_5ae65db96cb7_2": {
+        "accountName": "路边闲聊社",
+        "ghId": "gh_5ae65db96cb7",
+        "fans": 264349,
+        "position": "2",
+        "readAvg": 3318.04,
+        "likeAvg": 8.96
+    },
+    "gh_058e41145a0c_2": {
+        "accountName": "多彩妙生活",
+        "ghId": "gh_058e41145a0c",
+        "fans": 253532,
+        "position": "2",
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+        "ghId": "gh_b6f2c5332c72",
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+        "likeAvg": 0.33
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+        "likeAvg": 0.62
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+        "accountName": "祝福养心厅",
+        "ghId": "gh_5ff48e9fb9ef",
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+        "position": "4",
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+        "likeAvg": 0.18
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+    "gh_6d9f36e3a7be_4": {
+        "accountName": "音药养心馆",
+        "ghId": "gh_6d9f36e3a7be",
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+        "ghId": "gh_7e5818b2dd83",
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+        "likeAvg": 0.33
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+    "gh_9f8dc5b0c74e_5": {
+        "accountName": "音药金曲厅",
+        "ghId": "gh_9f8dc5b0c74e",
+        "fans": 162850,
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+        "likeAvg": 0.5
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+        "ghId": "gh_1d887d61088c",
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+        "likeAvg": 0.19
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+        "ghId": "gh_26a307578776",
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+        "position": "4",
+        "readAvg": 45.31,
+        "likeAvg": 1.56
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+    "gh_6b7c2a257263_3": {
+        "accountName": "幸福晚年知音",
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+        "likeAvg": 0.2
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+        "likeAvg": 0.3
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+        "ghId": "gh_a2901d34f75b",
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+        "position": "8",
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+        "likeAvg": 0.0
+    },
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+        "ghId": "gh_dd4c857bbb36",
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+        "position": "4",
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+        "likeAvg": 0.14
+    },
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+        "accountName": "老来生活家",
+        "ghId": "gh_29074b51f2b7",
+        "fans": 197360,
+        "position": "3",
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+        "likeAvg": 0.25
+    },
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+        "accountName": "畅聊奇闻",
+        "ghId": "gh_a2901d34f75b",
+        "fans": 389185,
+        "position": "7",
+        "readAvg": 39.79,
+        "likeAvg": 0.11
+    },
+    "gh_7e5818b2dd83_5": {
+        "accountName": "便捷生活好方法",
+        "ghId": "gh_7e5818b2dd83",
+        "fans": 437854,
+        "position": "5",
+        "readAvg": 38.91,
+        "likeAvg": 0.17
+    },
+    "gh_ff487cb5dab3_4": {
+        "accountName": "趣味生活达人",
+        "ghId": "gh_ff487cb5dab3",
+        "fans": 240559,
+        "position": "4",
+        "readAvg": 38.21,
+        "likeAvg": 0.07
+    },
+    "gh_9eef14ad6c16_4": {
+        "accountName": "快乐精选集",
+        "ghId": "gh_9eef14ad6c16",
+        "fans": 515674,
+        "position": "4",
+        "readAvg": 36.53,
+        "likeAvg": 0.09
+    },
+    "gh_b6f2c5332c72_4": {
+        "accountName": "巷尾风声",
+        "ghId": "gh_b6f2c5332c72",
+        "fans": 109057,
+        "position": "4",
+        "readAvg": 33.64,
+        "likeAvg": 0.34
+    },
+    "gh_f25b5fb01977_3": {
+        "accountName": "生活晓常识",
+        "ghId": "gh_f25b5fb01977",
+        "fans": 177200,
+        "position": "3",
+        "readAvg": 33.23,
+        "likeAvg": 0.23
+    },
+    "gh_72bace6b3059_5": {
+        "accountName": "幸福妙招合集",
+        "ghId": "gh_72bace6b3059",
+        "fans": 425935,
+        "position": "5",
+        "readAvg": 33.17,
+        "likeAvg": 0.67
+    },
+    "gh_b676b7ad9b74_4": {
+        "accountName": "无忧生活小妙招",
+        "ghId": "gh_b676b7ad9b74",
+        "fans": 215401,
+        "position": "4",
+        "readAvg": 31.7,
+        "likeAvg": 0.06
+    },
+    "gh_72bace6b3059_4": {
+        "accountName": "幸福妙招合集",
+        "ghId": "gh_72bace6b3059",
+        "fans": 425935,
+        "position": "4",
+        "readAvg": 31.62,
+        "likeAvg": 0.41
+    },
+    "gh_ff487cb5dab3_5": {
+        "accountName": "趣味生活达人",
+        "ghId": "gh_ff487cb5dab3",
+        "fans": 240559,
+        "position": "5",
+        "readAvg": 31.5,
+        "likeAvg": 0.0
+    },
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+        "accountName": "便捷生活好方法",
+        "ghId": "gh_7e5818b2dd83",
+        "fans": 437854,
+        "position": "6",
+        "readAvg": 31.43,
+        "likeAvg": 0.1
+    },
+    "gh_1ee2e1b39ccf_1": {
+        "accountName": "票圈最新消息",
+        "ghId": "gh_1ee2e1b39ccf",
+        "fans": 2416,
+        "position": "1",
+        "readAvg": 29.6,
+        "likeAvg": 0.49
+    },
+    "gh_084a485e859a_3": {
+        "accountName": "生活情感叁读",
+        "ghId": "gh_084a485e859a",
+        "fans": 120693,
+        "position": "3",
+        "readAvg": 29.25,
+        "likeAvg": 0.23
+    },
+    "gh_e0eb490115f5_5": {
+        "accountName": "心灵情感驿站",
+        "ghId": "gh_e0eb490115f5",
+        "fans": 315146,
+        "position": "5",
+        "readAvg": 28.94,
+        "likeAvg": 0.06
+    },
+    "gh_9f8dc5b0c74e_6": {
+        "accountName": "音药金曲厅",
+        "ghId": "gh_9f8dc5b0c74e",
+        "fans": 162850,
+        "position": "6",
+        "readAvg": 28.73,
+        "likeAvg": 0.07
+    },
+    "gh_6b7c2a257263_4": {
+        "accountName": "幸福晚年知音",
+        "ghId": "gh_6b7c2a257263",
+        "fans": 243535,
+        "position": "4",
+        "readAvg": 28.29,
+        "likeAvg": 0.17
+    },
+    "gh_183d80deffb8_5": {
+        "accountName": "生活良读",
+        "ghId": "gh_183d80deffb8",
+        "fans": 89392,
+        "position": "5",
+        "readAvg": 27.75,
+        "likeAvg": 0.06
+    },
+    "gh_7e5818b2dd83_7": {
+        "accountName": "便捷生活好方法",
+        "ghId": "gh_7e5818b2dd83",
+        "fans": 437854,
+        "position": "7",
+        "readAvg": 25.94,
+        "likeAvg": 0.0
+    },
+    "gh_7e5818b2dd83_8": {
+        "accountName": "便捷生活好方法",
+        "ghId": "gh_7e5818b2dd83",
+        "fans": 437854,
+        "position": "8",
+        "readAvg": 25.71,
+        "likeAvg": 0.12
+    },
+    "gh_6d9f36e3a7be_5": {
+        "accountName": "音药养心馆",
+        "ghId": "gh_6d9f36e3a7be",
+        "fans": 205282,
+        "position": "5",
+        "readAvg": 25.38,
+        "likeAvg": 0.31
+    },
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+        "ghId": "gh_29074b51f2b7",
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+        "position": "5",
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+    },
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+        "ghId": "gh_1b27dd1beeca",
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+        "position": "3",
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+        "likeAvg": 0.07
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+    "gh_1ee2e1b39ccf_2": {
+        "accountName": "票圈最新消息",
+        "ghId": "gh_1ee2e1b39ccf",
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+        "likeAvg": 0.35
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+        "ghId": "gh_4568b5a7e2fe",
+        "fans": 329707,
+        "position": "4",
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+        "likeAvg": 0.08
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+        "fans": 197360,
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+        "accountName": "祝福养心厅",
+        "ghId": "gh_5ff48e9fb9ef",
+        "fans": 147236,
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+        "position": "4",
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+        "likeAvg": 0.16
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+        "fans": 120693,
+        "position": "4",
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+        "likeAvg": 0.08
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+    "gh_6d9f36e3a7be_6": {
+        "accountName": "音药养心馆",
+        "ghId": "gh_6d9f36e3a7be",
+        "fans": 205282,
+        "position": "6",
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+        "likeAvg": 0.2
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+        "accountName": "心灵情感驿站",
+        "ghId": "gh_e0eb490115f5",
+        "fans": 315146,
+        "position": "6",
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+        "likeAvg": 0.12
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+        "ghId": "gh_e75dbdc73d80",
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+        "position": "3",
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+        "likeAvg": 0.13
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+        "accountName": "小贝生活课堂",
+        "ghId": "gh_1b27dd1beeca",
+        "fans": 155419,
+        "position": "4",
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+        "likeAvg": 0.05
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+        "accountName": "小贝生活课堂",
+        "ghId": "gh_1b27dd1beeca",
+        "fans": 155419,
+        "position": "5",
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+        "likeAvg": 0.0
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+        "accountName": "票圈正能量",
+        "ghId": "gh_e75dbdc73d80",
+        "fans": 21179,
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+        "likeAvg": 0.0
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+    "gh_9e559b3b94ca_3": {
+        "accountName": "票圈大事件",
+        "ghId": "gh_9e559b3b94ca",
+        "fans": 20375,
+        "position": "3",
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+        "likeAvg": 0.32
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+    "gh_183d80deffb8_6": {
+        "accountName": "生活良读",
+        "ghId": "gh_183d80deffb8",
+        "fans": 89392,
+        "position": "6",
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+    "gh_084a485e859a_5": {
+        "accountName": "生活情感叁读",
+        "ghId": "gh_084a485e859a",
+        "fans": 120693,
+        "position": "5",
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+        "likeAvg": 0.13
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+    "gh_9e559b3b94ca_4": {
+        "accountName": "票圈大事件",
+        "ghId": "gh_9e559b3b94ca",
+        "fans": 20375,
+        "position": "4",
+        "readAvg": 8.38,
+        "likeAvg": 0.05
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+    "gh_084a485e859a_6": {
+        "accountName": "生活情感叁读",
+        "ghId": "gh_084a485e859a",
+        "fans": 120693,
+        "position": "6",
+        "readAvg": 7.29,
+        "likeAvg": 0.0
+    },
+    "gh_7b4a5f86d68c_5": {
+        "accountName": "异闻趣事多",
+        "ghId": "gh_7b4a5f86d68c",
+        "fans": 149539,
+        "position": "5",
+        "readAvg": 0.83,
+        "likeAvg": 0.0
+    },
+    "gh_7b4a5f86d68c_6": {
+        "accountName": "异闻趣事多",
+        "ghId": "gh_7b4a5f86d68c",
+        "fans": 149539,
+        "position": "6",
+        "readAvg": 0.0,
+        "likeAvg": 0.0
+    }
+}

long-article-recommend-service/src/test/java/com/tzld/longarticle/recommend/server/ScoreStrategyTest.java

@@ -0,0 +1,36 @@
+package com.tzld.longarticle.recommend.server;
+
+import com.alibaba.fastjson.JSONObject;
+import com.tzld.longarticle.recommend.server.model.Content;
+import com.tzld.longarticle.recommend.server.service.score.Score;
+import com.tzld.longarticle.recommend.server.service.score.ScoreParam;
+import com.tzld.longarticle.recommend.server.service.score.strategy.ViewMultiplierStrategy;
+import org.junit.jupiter.api.Test;
+import org.springframework.boot.test.context.SpringBootTest;
+
+import javax.annotation.Resource;
+import java.util.ArrayList;
+import java.util.List;
+
+@SpringBootTest(classes = Application.class)
+public class ScoreStrategyTest {
+
+    @Resource
+    ViewMultiplierStrategy viewMultiplierStrategy;
+
+    @Test
+    public void viewMultiplierStrategy() {
+        ScoreParam param = new ScoreParam();
+        List<Content> contentList = new ArrayList<>();
+        Content content0 = new Content();
+        content0.setCrawlerChannelContentId("0065561559007185d167afdd61b9ac5a");
+        contentList.add(content0);
+        Content content1 = new Content();
+        content1.setCrawlerChannelContentId("0072aefb5bed07343469045bdd812ee0");
+        contentList.add(content1);
+        param.setContents(contentList);
+        List<Score> result = viewMultiplierStrategy.score(param);
+        System.out.println(JSONObject.toJSONString(result));
+    }
+
+}