ElasticSearch6.0 Java API 使用 排序，分组 ，创建索引，添加索引数据，打分等（一）

ElasticSearch6.0  Java API  使用     排序，分组 ，创建索引，添加索引数据，打分等

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1.1 搭建maven 工程  创建web工程

  1 <project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
  2   xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd">
  3   <modelVersion>4.0.0</modelVersion>
  4   <groupId>com.elastic</groupId>
  5   <artifactId>search-service</artifactId>
  6   <packaging>war</packaging>
  7   <version>1.0-SNAPSHOT</version>
  8   <name>search-service Maven Webapp</name>
  9   <url>http://maven.apache.org</url>
 10   <properties>
 11     <junit.version>4.5</junit.version>
 12     <spring.version>4.2.4.RELEASE</spring.version>
 13     <mybatis.version>3.2.8</mybatis.version>
 14     <mybatis.spring.version>1.2.2</mybatis.spring.version>
 15     <mybatis.paginator.version>1.2.15</mybatis.paginator.version>
 16     <mysql.version>5.1.32</mysql.version>
 17     <slf4j.version>1.6.4</slf4j.version>
 18     <jackson.version>2.4.2</jackson.version>
 19     <druid.version>1.0.9</druid.version>
 20     <jstl.version>1.2</jstl.version>
 21     <servlet-api.version>2.5</servlet-api.version>
 22     <jsp-api.version>2.0</jsp-api.version>
 23     <joda-time.version>2.5</joda-time.version>
 24     <commons-lang3.version>3.3.2</commons-lang3.version>
 25     <commons-io.version>1.3.2</commons-io.version>
 26     <commons-net.version>3.3</commons-net.version>
 27     <jsqlparser.version>0.9.1</jsqlparser.version>
 28     <commons-fileupload.version>1.3.1</commons-fileupload.version>
 29     <jedis.version>2.7.2</jedis.version>
 30     <activemq.version>5.11.2</activemq.version>
 31     <quartz.version>2.2.2</quartz.version>
 32     <slf4j.version>1.7.21</slf4j.version>
 33     <log4j.version>1.2.12</log4j.version>
 34     <solr.version>6.1.0</solr.version>
 35     <fastjson.version>1.2.13</fastjson.version>
 36     <diamond.version>0.0.1-SNAPSHOT</diamond.version>
 37     <cors.filter>2.5</cors.filter>
 38     <java.property.utils>1.10</java.property.utils>
 39     <jackson.version>2.4.2</jackson.version>
 40   </properties>
 41   <dependencies>
 42     <dependency>
 43       <groupId>junit</groupId>
 44       <artifactId>junit</artifactId>
 45       <version>3.8.1</version>
 46       <scope>test</scope>
 47     </dependency>
 48     <dependency>
 49       <groupId>org.elasticsearch.client</groupId>
 50       <artifactId>transport</artifactId>
 51       <version>6.0.0</version>
 52     </dependency>
 53     <dependency>
 54       <groupId>org.slf4j</groupId>
 55       <artifactId>jcl-over-slf4j</artifactId>
 56       <version>1.7.21</version>
 57       <scope>runtime</scope>
 58     </dependency>
 59     <dependency>
 60       <groupId>org.slf4j</groupId>
 61       <artifactId>slf4j-api</artifactId>
 62       <version>1.7.21</version>
 63     </dependency>
 64     <!-- https://mvnrepository.com/artifact/org.slf4j/slf4j-log4j12 -->
 65     <dependency>
 66       <groupId>org.slf4j</groupId>
 67       <artifactId>slf4j-log4j12</artifactId>
 68       <scope>runtime</scope>
 69     </dependency>
 70     <!-- https://mvnrepository.com/artifact/log4j/log4j -->
 71     <dependency>
 72       <groupId>log4j</groupId>
 73       <artifactId>log4j</artifactId>
 74       <version>1.2.17</version>
 75     </dependency>
 76     <dependency>
 77       <groupId>commons-logging</groupId>
 78       <artifactId>commons-logging</artifactId>
 79       <version>1.2</version>
 80     </dependency>
 81     <dependency>
 82       <groupId>junit</groupId>
 83       <artifactId>junit</artifactId>
 84       <scope>test</scope>
 85     </dependency>
 86     <dependency>
 87       <groupId>javax.servlet</groupId>
 88       <artifactId>servlet-api</artifactId>
 89       <version>2.5</version>
 90       <scope>provided</scope>
 91     </dependency>
 92     <dependency>
 93       <groupId>com.alibaba</groupId>
 94       <artifactId>fastjson</artifactId>
 95     </dependency>
 96     <!-- spring dependencies -->
 97     <dependency>
 98       <groupId>org.springframework</groupId>
 99       <artifactId>spring-core</artifactId>
100       <version>${spring.version}</version>
101       <!--<exclusions>-->
102       <!--<exclusion>-->
103       <!--<groupId>commons-logging</groupId>-->
104       <!--<artifactId>commons-logging</artifactId>-->
105       <!--</exclusion>-->
106       <!--</exclusions>-->
107     </dependency>
108     <dependency>
109       <groupId>org.springframework</groupId>
110       <artifactId>spring-test</artifactId>
111       <version>${spring.version}</version>
112     </dependency>
113     <dependency>
114       <groupId>org.springframework</groupId>
115       <artifactId>spring-context</artifactId>
116       <version>${spring.version}</version>
117     </dependency>
118     <dependency>
119       <groupId>org.springframework</groupId>
120       <artifactId>spring-context-support</artifactId>
121       <version>${spring.version}</version>
122     </dependency>
123     <dependency>
124       <groupId>org.springframework</groupId>
125       <artifactId>spring-aop</artifactId>
126       <version>${spring.version}</version>
127     </dependency>
128     <dependency>
129       <groupId>org.springframework</groupId>
130       <artifactId>spring-aspects</artifactId>
131       <version>${spring.version}</version>
132     </dependency>
133     <dependency>
134       <groupId>org.springframework</groupId>
135       <artifactId>spring-tx</artifactId>
136       <version>${spring.version}</version>
137     </dependency>
138     <!-- https://mvnrepository.com/artifact/org.springframework/spring-jdbc -->
139     <dependency>
140       <groupId>org.springframework</groupId>
141       <artifactId>spring-jdbc</artifactId>
142       <version>${spring.version}</version>
143     </dependency>
144 
145     <dependency>
146       <groupId>org.springframework</groupId>
147       <artifactId>spring-webmvc</artifactId>
148       <version>${spring.version}</version>
149     </dependency>
150     <!-- mysql dependencies -->
151     <dependency>
152       <groupId>mysql</groupId>
153       <artifactId>mysql-connector-java</artifactId>
154       <version>5.1.32</version>
155     </dependency>
156     <!-- https://mvnrepository.com/artifact/com.thetransactioncompany/cors-filter -->
157     <dependency>
158       <groupId>com.thetransactioncompany</groupId>
159       <artifactId>cors-filter</artifactId>
160       <version>${cors.filter}</version>
161     </dependency>
162     <!-- https://mvnrepository.com/artifact/com.thetransactioncompany/java-property-utils -->
163     <dependency>
164       <groupId>com.thetransactioncompany</groupId>
165       <artifactId>java-property-utils</artifactId>
166       <version>${java.property.utils}</version>
167 
168     </dependency>
169     <dependency>
170       <groupId>com.alibaba</groupId>
171       <artifactId>fastjson</artifactId>
172       <version>${fastjson.version}</version>
173     </dependency>
174   </dependencies>
175   <build>
176     <finalName>search-service</finalName>
177   </build>
178 </project>

1.2 创建web项目

2.1  编写Java  elasticsearch 客户端连接公共类  （这里使用elasticsearch单机版）

 1 package com.elastic.common.conn;
 2 
 3 import org.elasticsearch.client.transport.TransportClient;
 4 import org.elasticsearch.common.settings.Settings;
 5 import org.elasticsearch.common.transport.TransportAddress;
 6 import org.elasticsearch.transport.client.PreBuiltTransportClient;
 7 import org.springframework.stereotype.Component;
 8 
 9 import java.net.InetAddress;
10 
11 /**
12  * Created by xiaotian on 2017/12/1.
13  */
14 @Component
15 public class EsClient {
16 
17     //private  EsClient client = new EsClient();
18     TransportClient client = null;
19     public  EsClient(){
20         try{
21             Settings settings = Settings.builder()
22                     .put("client.transport.sniff", true)
23                     .put("cluster.name", "elasticsearch").build();
24             client = new PreBuiltTransportClient(Settings.EMPTY)
25                     .addTransportAddress(new TransportAddress(InetAddress.getByName("eshost"), 9300));
26 
27         }catch (Exception ex){
28             client.close();
29         }finally {
30 
31         }
32     }
33     public  TransportClient getConnection(){
34 
35            if (client==null){
36                synchronized (EsClient.class){
37                    if (client==null){
38                        new EsClient();
39                    }
40                }
41            }
42            return  client;
43 
44     }
45 
46 }

 2.2  service层  接口设计 

1. IndexService

 1 package com.elastic.service.inter;
 2 
 3 /**
 4  * Created by xiaotian on 2017/12/1.
 5  */
 6 public interface IndexService {
 7 
 8    public void  index(String id);
 9 
10    public  void  get();
11    public  void  del(String id);
12    public  void  update(String id) throws  Exception;
13    public  void  multiGet(String ... ids) throws  Exception;
14    public  void  bulk(String ... ids) throws  Exception;
15    public  void  bulkProcesstor(String index,String type,String... ids) throws  Exception;
16 
17 }

2. SearchService

 1 package com.elastic.service.inter;
 2 
 3 /**
 4  * Created by xiaotian on 2017/12/2.
 5  */
 6 public interface SearchService {
 7     public void  search();
 8     public void  searchByCondition() throws Exception;
 9     public void  multiSearch();
10     public void aggsearch();
11     public void metricsAgg();
12 
13 }

3. service层 接口实现 

  IndexServiceImpl 

  1 package com.elastic.service.impl;
  2 
  3 import com.alibaba.fastjson.JSONObject;
  4 import com.elastic.common.conn.EsClient;
  5 import com.elastic.service.inter.IndexService;
  6 import org.elasticsearch.action.ActionListener;
  7 import org.elasticsearch.action.admin.indices.mapping.put.PutMappingRequest;
  8 import org.elasticsearch.action.admin.indices.mapping.put.PutMappingResponse;
  9 import org.elasticsearch.action.bulk.*;
 10 import org.elasticsearch.action.get.GetResponse;
 11 import org.elasticsearch.action.get.MultiGetItemResponse;
 12 import org.elasticsearch.action.get.MultiGetResponse;
 13 import org.elasticsearch.action.index.IndexRequest;
 14 import org.elasticsearch.action.index.IndexRequestBuilder;
 15 import org.elasticsearch.action.index.IndexResponse;
 16 import org.elasticsearch.client.Requests;
 17 import org.elasticsearch.common.document.DocumentField;
 18 import org.elasticsearch.common.unit.ByteSizeUnit;
 19 import org.elasticsearch.common.unit.ByteSizeValue;
 20 import org.elasticsearch.common.unit.TimeValue;
 21 import org.elasticsearch.common.xcontent.XContentBuilder;
 22 import org.elasticsearch.common.xcontent.XContentType;
 23 import org.elasticsearch.index.query.QueryBuilders;
 24 import org.elasticsearch.index.reindex.BulkByScrollResponse;
 25 import org.elasticsearch.index.reindex.DeleteByQueryAction;
 26 import org.elasticsearch.rest.RestStatus;
 27 import org.springframework.beans.factory.annotation.Autowired;
 28 import org.springframework.stereotype.Service;
 29 
 30 import java.io.IOException;
 31 import java.util.*;
 32 
 33 import static org.elasticsearch.common.xcontent.XContentFactory.jsonBuilder;
 34 
 35 /**
 36  * Created by xiaotian on 2017/12/1.
 37  */
 38 @Service
 39 public class IndexServiceImpl implements IndexService {
 40 
 41     @Autowired
 42     private EsClient client;
 43 
 44     public void index(String id) {
 45 //        String json = "{" +
 46 //                ""user":"kimchy"," +
 47 //                ""postDate":"2013-01-30"," +
 48 //                ""message":"trying out Elasticsearch"" +
 49 //                "}";
 50         try {
 51 
 52 
 53         Map<String, Object> jsonMap = new HashMap<String, Object>();
 54         jsonMap.put("name","jim"+id);
 55         jsonMap.put("age",20+id);
 56         jsonMap.put("date",new Date());
 57         jsonMap.put("message","测试"+id);
 58         jsonMap.put("tel","1234567");
 59         //IndexResponse indexResponse = client.getConnection().prepareIndex("twitter", "tweet").setSource(JSONObject.toJSON(jsonMap), XContentType.JSON).get();
 60         IndexResponse indexResponse = client.getConnection().prepareIndex("xiaot", "test",id).setSource(jsonMap).get();
 61        // Index name
 62         String _index = indexResponse.getIndex();
 63         // Type name
 64         String _type = indexResponse.getType();
 65         // Document ID (generated or not)
 66         String _id = indexResponse.getId();
 67         // Version (if it's the first time you index this document, you will get: 1)
 68         long _version = indexResponse.getVersion();
 69         // status has stored current instance statement.
 70         RestStatus status = indexResponse.status();
 71         System.out.println(_index+"_"+_type+"_"+_id+"_"+_version+"_"+status);
 72         }catch (Exception ex){
 73             ex.printStackTrace();
 74         }
 75 
 76     }
 77 
 78     public void get() {
 79         GetResponse response = client.getConnection().prepareGet("twitter", "tweet", "94pKEWABJOgzR6sJVCCV").get();
 80         Map<String, DocumentField> fields = response.getFields();
 81         System.out.println("map:"+fields);
 82         String index = response.getIndex();
 83         Map<String, Object> source = response.getSource();
 84         String id = response.getId();
 85         System.out.println(source);
 86 
 87     }
 88 
 89     public void del(String id) {
 90         DeleteByQueryAction.INSTANCE.newRequestBuilder(client.getConnection())
 91                 .filter(QueryBuilders.matchQuery("_id",id))
 92                 .source("twitter")
 93                 .execute(new ActionListener<BulkByScrollResponse>() {
 94                     public void onResponse(BulkByScrollResponse response) {
 95                         long deleted = response.getDeleted();
 96                         System.out.println("delete"+deleted);
 97                     }
 98 
 99                     public void onFailure(Exception e) {
100 
101                     }
102                 });
103     }
104 
105     public void update(String id)  throws  Exception{
106         client.getConnection().prepareUpdate("twitter","tweet",id)
107                 .setDoc(jsonBuilder()
108                         .startObject()
109                         .field("name", "tom")
110                         .endObject()).get();
111     }
112 
113     public void multiGet(String... ids) throws Exception {
114         MultiGetResponse multiGetResponse = client.getConnection().prepareMultiGet()
115                 .add("twitter", "tweet", ids[0])
116                 .add("twitter", "tweet", ids[1], ids[2], ids[3])
117                 .get();
118         for (MultiGetItemResponse multiGetItemResponse : multiGetResponse) {
119             GetResponse response = multiGetItemResponse.getResponse();
120             if (response.isExists()){
121                 System.out.println(response.getSourceAsString());
122             }
123         }
124     }
125 
126     public void bulk(String... ids) throws Exception {
127         BulkRequestBuilder prepareBulk = client.getConnection().prepareBulk();
128         for (String id : ids) {
129             prepareBulk.add(client.getConnection().prepareIndex("twitter","tweet",id)
130             .setSource(jsonBuilder().startObject().field("name","肖添"+id).endObject()));
131 
132         }
133         BulkResponse responses = prepareBulk.get();
134         System.out.println(responses.hasFailures());
135         for (BulkItemResponse response : responses) {
136             System.out.println(response.getResponse().getId() + "," + response.getResponse().getIndex() + "," + response.getResponse().getResult());
137         }
138 
139     }
140 
141     public void bulkProcesstor(String index,String type,String... ids) throws Exception {
142         try {
143 
144            //IndexResponse indexResponse = client.getConnection().prepareIndex(index, type).setSource(getMapping()).get();
145            IndexResponse indexResponse = client.getConnection().prepareIndex(index, type).setSource().get();
146 
147             PutMappingRequest mappingRequest = Requests.putMappingRequest(index).type(type).source(getMapping());
148             PutMappingResponse putMappingResponse = client.getConnection().admin().indices().putMapping(mappingRequest).actionGet();
149             //client.getConnection().prepareIndex("temp1","test").
150             BulkProcessor bulkProcessor = BulkProcessor.builder(client.getConnection(), new BulkProcessor.Listener() {
151                 public void beforeBulk(long executionId, BulkRequest bulkRequest) {
152                     System.out.println("beforeBulk:" + executionId + "," + bulkRequest.getDescription() + "," + bulkRequest.numberOfActions());
153                 }
154 
155                 public void afterBulk(long executionId, BulkRequest bulkRequest, BulkResponse bulkResponse) {
156                     System.out.println("afterBulk:" + executionId + "," + bulkRequest.getDescription() + "," + bulkRequest.numberOfActions());
157                     System.out.println("afterBulk:" + executionId + "," + bulkResponse.getItems() + "," + bulkResponse.getTook());
158                 }
159 
160                 public void afterBulk(long executionId, BulkRequest bulkRequest, Throwable throwable) {
161                     System.out.println("afterBulk:" + executionId + "," + bulkRequest.getParentTask() + "," + bulkRequest.getDescription() + "," + throwable);
162                 }
163             })
164                     .setBulkActions(10)
165                     .setBulkSize(new ByteSizeValue(5, ByteSizeUnit.MB))
166                     .setConcurrentRequests(1)
167                     .setFlushInterval(TimeValue.timeValueMillis(1))
168                     .setBackoffPolicy(BackoffPolicy.exponentialBackoff(TimeValue.timeValueMillis(100), 3)).build();
169 
170             for (String id : ids) {
171                 Map<String, Object> jsonMap = new HashMap<String, Object>();
172                 jsonMap.put("name","中华人民共和国"+id);
173                 jsonMap.put("age",30+Integer.parseInt(id));
174                 jsonMap.put("date",new Date());
175                 jsonMap.put("message","程序设计"+id);
176                 jsonMap.put("tel","18612855433");
177                 jsonMap.put("attr_name",new String[]{"品牌_sku_attr"+id,"商品类别_sku_attr"+id,"面料_sku_attr"+id});
178                 jsonMap.put("create_date",new Date());
179                 bulkProcessor.add(new IndexRequest(index,type,id).source(jsonMap));
180 
181             }
182             bulkProcessor.close();
183         } catch (Exception e) {
184             e.printStackTrace();
185             System.out.println(e);
186         }finally {
187 
188         }
189 
190     }
191 
192     private XContentBuilder getMapping() throws Exception{
193         XContentBuilder mapping = null;
194         try {
195 
196             mapping = jsonBuilder().startObject()//.startObject("_ttl").field("enabled",false).endObject()
197                                                    .startObject("properties").startObject("name").field("type","text").field("analyzer","ik_max_word")
198                                                    .field("search_analyzer","ik_max_word").endObject()
199                                                    .startObject("age").field("type","long").endObject()
200                                                    .startObject("date").field("type","date").endObject()
201                                                     .startObject("message").field("type","keyword").field("index","true").endObject()
202                                                     .startObject("tel").field("type","keyword").endObject()
203                                                     .startObject("attr_name").field("type","keyword").field("index","true").endObject()
204                          .endObject()
205                     .endObject();
206         } catch (IOException e) {
207             e.printStackTrace();
208         }
209 
210        return  mapping;
211     }
212 }

SearchServiceImpl

package com.elastic.service.impl;

import com.elastic.common.conn.EsClient;
import com.elastic.service.inter.SearchService;
import org.apache.lucene.index.Term;
import org.elasticsearch.action.search.MultiSearchResponse;
import org.elasticsearch.action.search.SearchRequestBuilder;
import org.elasticsearch.action.search.SearchResponse;
import org.elasticsearch.action.search.SearchType;
import org.elasticsearch.common.lucene.search.function.CombineFunction;
import org.elasticsearch.common.lucene.search.function.FieldValueFactorFunction;
import org.elasticsearch.index.query.*;
import org.elasticsearch.index.query.functionscore.*;
import org.elasticsearch.join.aggregations.Children;
import org.elasticsearch.script.Script;
import org.elasticsearch.script.ScriptService;
import org.elasticsearch.script.ScriptType;
import org.elasticsearch.search.SearchHit;
import org.elasticsearch.search.SearchHits;
import org.elasticsearch.search.aggregations.*;
import org.elasticsearch.search.aggregations.bucket.filter.FilterAggregationBuilder;
import org.elasticsearch.search.aggregations.bucket.filter.FiltersAggregator;
import org.elasticsearch.search.aggregations.bucket.filter.InternalFilter;
import org.elasticsearch.search.aggregations.bucket.range.Range;
import org.elasticsearch.search.aggregations.bucket.range.RangeAggregationBuilder;
import org.elasticsearch.search.aggregations.bucket.range.RangeAggregator;
import org.elasticsearch.search.aggregations.bucket.terms.Terms;
import org.elasticsearch.search.aggregations.bucket.terms.TermsAggregationBuilder;
import org.elasticsearch.search.aggregations.metrics.avg.Avg;
import org.elasticsearch.search.aggregations.metrics.avg.AvgAggregationBuilder;
import org.elasticsearch.search.aggregations.metrics.max.Max;
import org.elasticsearch.search.aggregations.metrics.max.MaxAggregationBuilder;
import org.elasticsearch.search.aggregations.metrics.min.Min;
import org.elasticsearch.search.aggregations.metrics.min.MinAggregationBuilder;
import org.elasticsearch.search.aggregations.metrics.stats.Stats;
import org.elasticsearch.search.aggregations.metrics.stats.StatsAggregationBuilder;
import org.elasticsearch.search.aggregations.metrics.stats.extended.ExtendedStats;
import org.elasticsearch.search.aggregations.metrics.stats.extended.ExtendedStatsAggregationBuilder;
import org.elasticsearch.search.aggregations.metrics.sum.Sum;
import org.elasticsearch.search.aggregations.metrics.sum.SumAggregationBuilder;
import org.elasticsearch.search.rescore.RescoreBuilder;
import org.elasticsearch.search.sort.SortOrder;
import org.slf4j.Logger;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;

import java.text.SimpleDateFormat;
import java.util.HashMap;
import java.util.List;
import java.util.Map;

import static org.elasticsearch.index.query.QueryBuilders.functionScoreQuery;

/**
 * Created by xiaotian on 2017/12/2.
 */
@Service
public class SearchServiceImpl implements SearchService {
    @Autowired
    private EsClient client;

    private static final org.apache.log4j.Logger logger = org.apache.log4j.Logger.getLogger(SearchServiceImpl.class);

    public void search() {
        SearchResponse searchResponse = client.getConnection().prepareSearch("twitter")
                .setTypes("tweet")
                .setSearchType(SearchType.DFS_QUERY_THEN_FETCH)
                .setQuery(QueryBuilders.matchQuery("name","三胖子"))
                .setPostFilter(QueryBuilders.rangeQuery("age").from(19).to(400))
                .setFrom(0).setSize(20).setExplain(true)
                //.addAggregation(AggregationBuilder.CommonFields.FIELD.match(""))
                .get();

        SearchHits hits = searchResponse.getHits();
        for (SearchHit hit : hits) {
            System.out.println(hit.getSourceAsMap());
        }
    }

    public void searchByCondition()  throws Exception{


        SearchRequestBuilder searchRequestBuilder = client.getConnection().prepareSearch("red89")
                .setTypes("test");


        Map<String, Object> params = new HashMap<>();
        params.put("num1", 1);
        params.put("num2", 2);

        String inlineScript = "long age;if (doc['age'].value < 45)  age = doc['age'].value + 50; return age * params.num1;";
               // + "return (diff +num1+num2)";
        Script script = new Script(ScriptType.INLINE,"painless",inlineScript , params);
        ScriptScoreFunctionBuilder scriptScoreFunctionBuilder = ScoreFunctionBuilders.scriptFunction(script);



        //MatchQueryBuilder matchQueryBuilder = QueryBuilders.matchQuery("name", "中华");

        searchRequestBuilder.setQuery(functionScoreQuery(QueryBuilders.matchQuery("name","中华").operator(Operator.AND),scriptScoreFunctionBuilder));
       // searchRequestBuilder.setQuery(QueryBuilders.matchQuery("name","中华").operator(Operator.AND));
        BoolQueryBuilder boolQueryBuilder = QueryBuilders.boolQuery();
        BoolQueryBuilder queryBuilder = QueryBuilders.boolQuery();
        getFilterQuery("tel",new String[]{"18612855433"},"AND",queryBuilder);
       // getFilterQuery("name",new String[]{"中华人民共和国"},"AND",queryBuilder);


        //getFilterQuery("age",new String[]{"40"},"AND",queryBuilder);
        //getFilterQuery("message",new String[]{"程序设计19"},"AND",queryBuilder);
        boolQueryBuilder.must(queryBuilder);
        //boolQueryBuilder.must();
       // boolQueryBuilder.must(getRangeFilterQuery("age",new Integer[]{null,45}));
        //new_score = old_score * log(1 + factor * number_of_votes)

       FieldValueFactorFunctionBuilder age = ScoreFunctionBuilders.fieldValueFactorFunction("age").modifier(FieldValueFactorFunction.Modifier.LN1P).factor(10);
        FieldValueFactorFunctionBuilder age1 = ScoreFunctionBuilders.fieldValueFactorFunction("age").modifier(FieldValueFactorFunction.Modifier.LN1P).factor(4);
        FunctionScoreQueryBuilder.FilterFunctionBuilder[] filterFunctionBuilders =
                new FunctionScoreQueryBuilder.FilterFunctionBuilder[]{new FunctionScoreQueryBuilder.FilterFunctionBuilder(age),new FunctionScoreQueryBuilder.FilterFunctionBuilder(age1)};
        //FunctionScoreQueryBuilder scoreQueryBuilder = functionScoreQuery(boolQueryBuilder, filterFunctionBuilders).boostMode(CombineFunction.SUM);

       // FunctionScoreQueryBuilder functionScoreQueryBuilder = functionScoreQuery(boolQueryBuilder, scriptScoreFunctionBuilder);
        searchRequestBuilder.setPostFilter(boolQueryBuilder);
        searchRequestBuilder.setFrom(0);
        searchRequestBuilder.setSize(20);
        searchRequestBuilder.setExplain(true);

        TermsAggregationBuilder aggregationBuilder = AggregationBuilders.terms("agg").field("attr_name");//.subAggregation(AggregationBuilders.topHits("top").from(0).size(10)).size(100);
        RangeAggregationBuilder rangeAggregationBuilder = AggregationBuilders.range("range").field("age").addRange(0, 30).addRange(30,50).addRange(50,100);

        aggregationBuilder.size(100);

        AggregationBuilder filter = AggregationBuilders.filter("agg", boolQueryBuilder)
                .subAggregation(aggregationBuilder);

        searchRequestBuilder.addAggregation(filter);
        searchRequestBuilder.addAggregation(rangeAggregationBuilder);
       // searchRequestBuilder.addAggregation(filter);
        //searchRequestBuilder.addSort("age",SortOrder.DESC);





        //打分
        //searchRequestBuilder.addRescorer(RescoreBuilder.queryRescorer(QueryBuilders.functionScoreQuery(ScoreFunctionBuilders.fieldValueFactorFunction("age"))));

        SearchResponse searchResponse1 = searchRequestBuilder.get();


        System.out.println("param:"+searchRequestBuilder.toString());



        System.out.println("aaaa"+searchResponse1.getAggregations().getAsMap());


        InternalFilter aggFilter = searchResponse1.getAggregations().get("agg");
        System.out.println(aggFilter.toString());
        Terms agg = aggFilter.getAggregations().get("agg");

        agg.getBuckets().forEach(bucket ->{
            System.out.println(bucket.getKey()+":"+bucket.getDocCount());
        } );
        System.out.println("--------------------------------");
        Range range = searchResponse1.getAggregations().get("range");

        range.getBuckets().forEach(bucket ->{
            //System.out.println(bucket.getKey()+":"+bucket.getDocCount());
            //logger.info("key [{}], from [{}], to [{}], doc_count [{}]", bucket.getKey(), bucket.getFrom(),bucket.getTo(),bucket.getDocCount());
            System.out.println(String.format("key [%s], from [%s], to [%s], doc_count [%d]", bucket.getKey(), bucket.getFrom(),bucket.getTo(),bucket.getDocCount()));

    });

        SearchHits hits = searchResponse1.getHits();
        for (SearchHit hit : hits) {
            System.out.println(hit.getSourceAsMap());
        }

        System.out.println("---------------------");

//
//        SearchRequestBuilder searchRequestBuilder1 = client.getConnection().prepareSearch("red88")
//                .setTypes("test");
////        QueryBuilder tel = QueryBuilders.boolQuery().should(QueryBuilders.matchQuery("tel","18612855433")).should(QueryBuilders.matchQuery("message","程序设计"));
////        BoolQueryBuilder filter1 = QueryBuilders.boolQuery()//.must(QueryBuilders.matchQuery("age", "40").operator(Operator.AND))
////                .must(QueryBuilders.rangeQuery("age").from(0).to(40))
////                .must(tel);
//        searchRequestBuilder.setQuery(QueryBuilders.matchQuery("name","三胖子").operator(Operator.AND));
//        BoolQueryBuilder boolQueryBuilder1 = QueryBuilders.boolQuery();
//        BoolQueryBuilder queryBuilder1 = QueryBuilders.boolQuery();
//        getFilterQuery("tel",new String[]{"18612855433"},"OR",queryBuilder1);
//        getFilterQuery("message",new String[]{"程序设计"},"OR",queryBuilder1);
//        boolQueryBuilder.must(queryBuilder);
//        //boolQueryBuilder.must();
//        boolQueryBuilder.must(getRangeFilterQuery("age",new Integer[]{null,40}));
//        searchRequestBuilder.setPostFilter(boolQueryBuilder1);
//        searchRequestBuilder.setFrom(0);
//        searchRequestBuilder.setSize(20);
//        searchRequestBuilder.setExplain(true);
//        TermsAggregationBuilder aggregationBuilder1 = AggregationBuilders.terms("agg").field("attr_name");
//
//        aggregationBuilder.size(100);
//        searchRequestBuilder.addAggregation(aggregationBuilder);
//        searchRequestBuilder.addSort("age",SortOrder.DESC);
//




    }

    public FunctionScoreQueryBuilder sortByFucntion(QueryBuilder queryBuilder) {
        FunctionScoreQueryBuilder query = functionScoreQuery(queryBuilder,
                ScoreFunctionBuilders.fieldValueFactorFunction("age").modifier(FieldValueFactorFunction.Modifier.LN1P).factor(1f)).boostMode(CombineFunction.SUM);
        //.add(ScoreFunctionBuilders.fieldValueFactorFunction(查询字段).modifier(Modifier.RECIPROCAL).factor(1)).boostMode(“sum”);
        return query;
    }
    private QueryBuilder getFilterQuery(String fieldName, Object[] fieldValues,String andor,BoolQueryBuilder queryBuilder) {
        //BoolQueryBuilder boolQueryBuilder = QueryBuilders.boolQuery();

        for (int i = 0; i < fieldValues.length; i++) {
            if ("OR".equals(andor)){
                queryBuilder.should(QueryBuilders.matchQuery(fieldName,fieldValues[i]).operator(Operator.OR));
            }else if ("AND".equals(andor)){
                queryBuilder.must(QueryBuilders.matchQuery(fieldName,fieldValues[i]).operator(Operator.AND));
            }
        }

        return  queryBuilder;

    }
    private QueryBuilder getFilterQuery(String fieldName, Object[] fieldValues,String andor) {
        BoolQueryBuilder boolQueryBuilder = QueryBuilders.boolQuery();

        for (int i = 0; i < fieldValues.length; i++) {
            if ("OR".equals(andor)){
                boolQueryBuilder.should(QueryBuilders.matchQuery(fieldName,fieldValues[i]));
            }else if ("AND".equals(andor)){
             boolQueryBuilder.must(QueryBuilders.matchQuery(fieldName,fieldValues[i]));
            }
        }

        return  boolQueryBuilder;

    }

    private RangeQueryBuilder getRangeFilterQuery(String fieldName, Integer[] values) {
        RangeQueryBuilder rangeQueryBuilder = QueryBuilders.rangeQuery(fieldName);
        rangeQueryBuilder.from(values[0]==null?0:values[0]);
        rangeQueryBuilder.to((values.length<2||values[1]==null)?99999999:values[1]);
        return rangeQueryBuilder;
    }


    public void multiSearch() {

        SearchRequestBuilder srb1 = client.getConnection().prepareSearch().setQuery(QueryBuilders.matchQuery("name", "tom")).setSize(1);
        SearchRequestBuilder srb2 = client.getConnection().prepareSearch().setQuery(QueryBuilders.matchQuery("name", "三胖子")).setSize(1);
        MultiSearchResponse multiSearchResponse = client.getConnection().prepareMultiSearch()
                .add(srb1)
                .add(srb2)
                .get();

        for (MultiSearchResponse.Item item : multiSearchResponse.getResponses()) {
            for (SearchHit hit : item.getResponse().getHits().getHits()) {
                System.out.println(hit.getSourceAsMap());

            }
        }

    }

    public void aggsearch() {
        SearchRequestBuilder requestBuilder = client.getConnection().prepareSearch("twitter").setTypes("tweet")
                .setFrom(0).setSize(100);
        AggregationBuilder aggregationBuilder = AggregationBuilders.terms("agg").field("name").subAggregation(AggregationBuilders.terms("add").field("age"));
        SearchResponse response = requestBuilder.setQuery(QueryBuilders.matchQuery("name", "三胖"))
                .addAggregation(aggregationBuilder)
                .addSort("age", SortOrder.DESC)
                .setExplain(true).execute().actionGet();
        SearchHits searchHits = response.getHits();

        Terms agg = response.getAggregations().get("agg");
        Children children = response.getAggregations().get("agg");
        System.out.println(agg.getBuckets());
        for (Terms.Bucket bucket : agg.getBuckets()) {
            System.out.println(bucket.getKey() + ":" + bucket.getDocCount());
        }
        System.out.println(children.getAggregations().getAsMap());

    }

    public void metricsAgg() {

        SearchRequestBuilder searchRequestBuilder = client.getConnection().prepareSearch("hello").setTypes("test").setFrom(0).setSize(100);
        MinAggregationBuilder minAggregationBuilder = AggregationBuilders.min("agg").field("age");
        SearchResponse response = searchRequestBuilder.setQuery(QueryBuilders.matchAllQuery())
                .addAggregation(minAggregationBuilder).setExplain(true).execute().actionGet();
        Min min = response.getAggregations().get("agg");
        System.out.println("min:"+min.getValue());
        MaxAggregationBuilder maxAggregationBuilder = AggregationBuilders.max("max_age").field("age");
        SearchResponse response1 = searchRequestBuilder.setQuery(QueryBuilders.matchAllQuery())
                .addAggregation(maxAggregationBuilder).setExplain(true).execute().actionGet();
        Max max_age = response1.getAggregations().get("max_age");
        System.out.println("max:"+max_age.getValue());

        AvgAggregationBuilder avgAggregationBuilder = AggregationBuilders.avg("avg_age").field("age");
        SearchResponse response2 = searchRequestBuilder.setQuery(QueryBuilders.matchAllQuery())
                .addAggregation(avgAggregationBuilder).setExplain(true).execute().actionGet();
        Avg avg_age = response2.getAggregations().get("avg_age");
        System.out.println("avg_age:"+avg_age.getValue());

        SumAggregationBuilder sumAggregationBuilder = AggregationBuilders.sum("sum_age").field("age");
        SearchResponse searchResponse = searchRequestBuilder.setQuery(QueryBuilders.matchAllQuery()).addAggregation(sumAggregationBuilder)
                .setExplain(true).execute().actionGet();
        Sum sum_age = searchResponse.getAggregations().get("sum_age");
        System.out.println("sum_age:"+sum_age.getValue());

        System.out.println("---------------------------");

        StatsAggregationBuilder statsAggregationBuilder = AggregationBuilders.stats("agg_status").field("age");
        SearchResponse searchResponse1 = searchRequestBuilder.setQuery(QueryBuilders.matchAllQuery()).addAggregation(statsAggregationBuilder)
                .setExplain(true).execute().actionGet();

        Stats agg_status = searchResponse1.getAggregations().get("agg_status");
        double min1 = agg_status.getMin();
        double max = agg_status.getMax();
        long count = agg_status.getCount();
        double sum = agg_status.getSum();
        double avg = agg_status.getAvg();
        System.out.println("---------------------------------");
        System.out.println("min1="+min1);
        System.out.println("max="+max);
        System.out.println("count="+count);
        System.out.println("sum="+sum);
        System.out.println("avg="+avg);

        ExtendedStatsAggregationBuilder extendedStatsAggregationBuilder = AggregationBuilders.extendedStats("extend_status").field("age");

        SearchResponse searchResponse2 = searchRequestBuilder.setQuery(QueryBuilders.matchAllQuery()).addAggregation(extendedStatsAggregationBuilder).setExplain(true).execute().actionGet();
        ExtendedStats extend_status = searchResponse2.getAggregations().get("extend_status");
        double extend_min = extend_status.getMin();
        double extend_max = extend_status.getMax();
        long extend_count = extend_status.getCount();
        double extend_sum = extend_status.getSum();
        double extend_avg = extend_status.getAvg();
        System.out.println("---------------------------------");
        System.out.println("extend_min="+extend_min);
        System.out.println("extend_max="+extend_max);
        System.out.println("extend_count="+extend_count);
        System.out.println("extend_sum="+extend_sum);
        System.out.println("extend_avg="+extend_avg);


    }
}

3.1 controller层实现

IndexController

 1 package com.elastic.controller;
 2 
 3 import com.elastic.service.inter.IndexService;
 4 import org.springframework.beans.factory.annotation.Autowired;
 5 import org.springframework.stereotype.Controller;
 6 import org.springframework.web.bind.annotation.RequestMapping;
 7 
 8 import javax.servlet.http.HttpServletRequest;
 9 import javax.servlet.http.HttpServletResponse;
10 import java.io.IOException;
11 
12 /**
13  * Created by xiaotian on 2017/12/1.
14  */
15 @Controller
16 public class IndexController {
17 
18     @Autowired
19     private IndexService indexService;
20 
21     @RequestMapping("/index")
22     public  void index(HttpServletRequest request, HttpServletResponse response) throws IOException {
23 
24         indexService.index(request.getParameter("id"));
25     }
26     @RequestMapping("/get")
27     public  void get(){
28 
29         indexService.get();
30     }
31 
32     @RequestMapping("/del")
33     public  void get(HttpServletRequest request, HttpServletResponse response) throws IOException {
34 
35         indexService.del(request.getParameter("id"));
36     }
37     @RequestMapping("/update")
38     public  void update(HttpServletRequest request, HttpServletResponse response) throws Exception {
39 
40         indexService.update(request.getParameter("id"));
41     }
42     @RequestMapping("/multiGet")
43     public  void multiGet(HttpServletRequest request, HttpServletResponse response) throws Exception {
44 
45         indexService.multiGet(request.getParameter("id").split(","));
46     }
47     @RequestMapping("/bulk")
48     public  void bulk(HttpServletRequest request, HttpServletResponse response) throws Exception {
49 
50         indexService.bulk(request.getParameter("id").split(","));
51     }
52     @RequestMapping("/bulkP")
53     public  void bulkProcesstor(HttpServletRequest request, HttpServletResponse response) throws Exception {
54         String index = request.getParameter("index");
55         String type = request.getParameter("type");
56         String[] ids = request.getParameter("id").split(",");
57         indexService.bulkProcesstor(index,type,ids);
58     }
59 }

SearchController

 1 package com.elastic.controller;
 2 
 3 import com.elastic.service.inter.SearchService;
 4 import org.springframework.beans.factory.annotation.Autowired;
 5 import org.springframework.stereotype.Controller;
 6 import org.springframework.web.bind.annotation.RequestMapping;
 7 
 8 import javax.servlet.http.HttpServletRequest;
 9 import javax.servlet.http.HttpServletResponse;
10 import java.io.IOException;
11 
12 /**
13  * Created by xiaotian on 2017/12/2.
14  */
15 @Controller
16 public class SearchController {
17 
18     @Autowired
19     private SearchService searchService;
20     @RequestMapping("/search")
21     public  void index(HttpServletRequest request, HttpServletResponse response) throws IOException {
22 
23         searchService.search();
24     }
25     @RequestMapping("/multiSearch")
26     public  void multiSearch(HttpServletRequest request, HttpServletResponse response) throws IOException {
27 
28         searchService.multiSearch();
29     }
30     @RequestMapping("/aggsearch")
31     public  void aggsearch(HttpServletRequest request, HttpServletResponse response) throws IOException {
32 
33         searchService.aggsearch();
34     }
35 
36     @RequestMapping("/metricsAgg")
37     public  void metricsAgg(HttpServletRequest request, HttpServletResponse response) throws IOException {
38 
39         searchService.metricsAgg();
40     }
41     @RequestMapping("/searchFilter")
42     public  void searchByCondition(HttpServletRequest request, HttpServletResponse response) throws Exception {
43 
44         searchService.searchByCondition();
45     }
46 }

4. 通过kibana进行索引建立和查询等

  1 GET red89/test/_search
  2 
  3 {
  4   "from" : 0,
  5   "size" : 20,
  6   "query" : {
  7     "match" : {
  8       "name" : {
  9         "query" : "中华",
 10         "operator" : "AND",
 11         "prefix_length" : 0,
 12         "max_expansions" : 50,
 13         "fuzzy_transpositions" : true,
 14         "lenient" : false,
 15         "zero_terms_query" : "NONE",
 16         "boost" : 1.0
 17       }
 18     }
 19   },
 20   "post_filter" : {
 21     "bool" : {
 22       "must" : [
 23         {
 24           "bool" : {
 25             "should" : [
 26               {
 27                 "match" : {
 28                   "tel" : {
 29                     "query" : "18612855433",
 30                     "operator" : "OR",
 31                     "prefix_length" : 0,
 32                     "max_expansions" : 50,
 33                     "fuzzy_transpositions" : true,
 34                     "lenient" : false,
 35                     "zero_terms_query" : "NONE",
 36                     "boost" : 1.0
 37                   }
 38                 }
 39               }
 40             ],
 41             "adjust_pure_negative" : true,
 42             "boost" : 1.0
 43           }
 44         },
 45         {
 46           "range" : {
 47             "age" : {
 48               "from" : 0,
 49               "to" : 45,
 50               "include_lower" : true,
 51               "include_upper" : true,
 52               "boost" : 1.0
 53             }
 54           }
 55         }
 56       ],
 57       "adjust_pure_negative" : true,
 58       "boost" : 1.0
 59     }
 60   },
 61   "explain" : true,
 62   "aggregations" : {
 63     "agg" : {
 64       "filter" : {
 65         "bool" : {
 66           "must" : [
 67             {
 68               "bool" : {
 69                 "should" : [
 70                   {
 71                     "match" : {
 72                       "tel" : {
 73                         "query" : "18612855433",
 74                         "operator" : "OR",
 75                         "prefix_length" : 0,
 76                         "max_expansions" : 50,
 77                         "fuzzy_transpositions" : true,
 78                         "lenient" : false,
 79                         "zero_terms_query" : "NONE",
 80                         "boost" : 1.0
 81                       }
 82                     }
 83                   }
 84                 ],
 85                 "adjust_pure_negative" : true,
 86                 "boost" : 1.0
 87               }
 88             },
 89             {
 90               "range" : {
 91                 "age" : {
 92                   "from" : 0,
 93                   "to" : 45,
 94                   "include_lower" : true,
 95                   "include_upper" : true,
 96                   "boost" : 1.0
 97                 }
 98               }
 99             }
100           ],
101           "adjust_pure_negative" : true,
102           "boost" : 1.0
103         }
104       },
105       "aggregations" : {
106         "agg" : {
107           "terms" : {
108             "field" : "attr_name",
109             "size" : 100,
110             "min_doc_count" : 1,
111             "shard_min_doc_count" : 0,
112             "show_term_doc_count_error" : false,
113             "order" : [
114               {
115                 "_count" : "desc"
116               },
117               {
118                 "_key" : "asc"
119               }
120             ]
121           }
122         }
123       }
124     },
125     "range" : {
126       "range" : {
127         "field" : "age",
128         "ranges" : [
129           {
130             "from" : 0.0,
131             "to" : 30.0
132           },
133           {
134             "from" : 30.0,
135             "to" : 50.0
136           },
137           {
138             "from" : 50.0,
139             "to" : 100.0
140           }
141         ],
142         "keyed" : false
143       }
144     }
145   }
146 }

查询结果：

  1 {
  2   "took": 1,
  3   "timed_out": false,
  4   "_shards": {
  5     "total": 5,
  6     "successful": 5,
  7     "skipped": 0,
  8     "failed": 0
  9   },
 10   "hits": {
 11     "total": 21,
 12     "max_score": 1,
 13     "hits": [
 14       {
 15         "_index": "red89",
 16         "_type": "test",
 17         "_id": "14",
 18         "_score": 1,
 19         "_source": {
 20           "date": "2017-12-11T09:55:42.261Z",
 21           "attr_name": [
 22             "品牌_sku_attr14",
 23             "商品类别_sku_attr14",
 24             "面料_sku_attr14"
 25           ],
 26           "name": "中华人民共和国14",
 27           "tel": "18612855433",
 28           "message": "程序设计14",
 29           "create_date": "2017-12-11T09:55:42.261Z",
 30           "age": 44
 31         }
 32       },
 33       {
 34         "_index": "red89",
 35         "_type": "test",
 36         "_id": "19",
 37         "_score": 1,
 38         "_source": {
 39           "date": "2017-12-11T09:55:42.261Z",
 40           "attr_name": [
 41             "品牌_sku_attr19",
 42             "商品类别_sku_attr19",
 43             "面料_sku_attr19"
 44           ],
 45           "name": "中华人民共和国19",
 46           "tel": "18612855433",
 47           "message": "程序设计19",
 48           "create_date": "2017-12-11T09:55:42.261Z",
 49           "age": 49
 50         }
 51       },
 52       {
 53         "_index": "red89",
 54         "_type": "test",
 55         "_id": "5",
 56         "_score": 1,
 57         "_source": {
 58           "date": "2017-12-11T09:55:42.257Z",
 59           "attr_name": [
 60             "品牌_sku_attr5",
 61             "商品类别_sku_attr5",
 62             "面料_sku_attr5"
 63           ],
 64           "name": "中华人民共和国5",
 65           "tel": "18612855433",
 66           "message": "程序设计5",
 67           "create_date": "2017-12-11T09:55:42.257Z",
 68           "age": 35
 69         }
 70       },
 71       {
 72         "_index": "red89",
 73         "_type": "test",
 74         "_id": "8",
 75         "_score": 1,
 76         "_source": {
 77           "date": "2017-12-11T09:55:42.257Z",
 78           "attr_name": [
 79             "品牌_sku_attr8",
 80             "商品类别_sku_attr8",
 81             "面料_sku_attr8"
 82           ],
 83           "name": "中华人民共和国8",
 84           "tel": "18612855433",
 85           "message": "程序设计8",
 86           "create_date": "2017-12-11T09:55:42.257Z",
 87           "age": 38
 88         }
 89       },
 90       {
 91         "_index": "red89",
 92         "_type": "test",
 93         "_id": "9",
 94         "_score": 1,
 95         "_source": {
 96           "date": "2017-12-11T09:55:42.257Z",
 97           "attr_name": [
 98             "品牌_sku_attr9",
 99             "商品类别_sku_attr9",
100             "面料_sku_attr9"
101           ],
102           "name": "中华人民共和国9",
103           "tel": "18612855433",
104           "message": "程序设计9",
105           "create_date": "2017-12-11T09:55:42.257Z",
106           "age": 39
107         }
108       },
109       {
110         "_index": "red89",
111         "_type": "test",
112         "_id": "10",
113         "_score": 1,
114         "_source": {
115           "date": "2017-12-11T09:55:42.257Z",
116           "attr_name": [
117             "品牌_sku_attr10",
118             "商品类别_sku_attr10",
119             "面料_sku_attr10"
120           ],
121           "name": "中华人民共和国10",
122           "tel": "18612855433",
123           "message": "程序设计10",
124           "create_date": "2017-12-11T09:55:42.257Z",
125           "age": 40
126         }
127       },
128       {
129         "_index": "red89",
130         "_type": "test",
131         "_id": "12",
132         "_score": 1,
133         "_source": {
134           "date": "2017-12-11T09:55:42.261Z",
135           "attr_name": [
136             "品牌_sku_attr12",
137             "商品类别_sku_attr12",
138             "面料_sku_attr12"
139           ],
140           "name": "中华人民共和国12",
141           "tel": "18612855433",
142           "message": "程序设计12",
143           "create_date": "2017-12-11T09:55:42.261Z",
144           "age": 42
145         }
146       },
147       {
148         "_index": "red89",
149         "_type": "test",
150         "_id": "ZraQK2ABrThwqnonhOO3",
151         "_score": 1,
152         "_source": {}
153       },
154       {
155         "_index": "red89",
156         "_type": "test",
157         "_id": "2",
158         "_score": 1,
159         "_source": {
160           "date": "2017-12-11T09:55:42.256Z",
161           "attr_name": [
162             "品牌_sku_attr2",
163             "商品类别_sku_attr2",
164             "面料_sku_attr2"
165           ],
166           "name": "中华人民共和国2",
167           "tel": "18612855433",
168           "message": "程序设计2",
169           "create_date": "2017-12-11T09:55:42.256Z",
170           "age": 32
171         }
172       },
173       {
174         "_index": "red89",
175         "_type": "test",
176         "_id": "4",
177         "_score": 1,
178         "_source": {
179           "date": "2017-12-11T09:55:42.257Z",
180           "attr_name": [
181             "品牌_sku_attr4",
182             "商品类别_sku_attr4",
183             "面料_sku_attr4"
184           ],
185           "name": "中华人民共和国4",
186           "tel": "18612855433",
187           "message": "程序设计4",
188           "create_date": "2017-12-11T09:55:42.257Z",
189           "age": 34
190         }
191       }
192     ]
193   }
194 }