java操作ElasticSearch聚合查询的示例代码
作者:诸葛博仌
这篇文章主要介绍了java操作ElasticSearch聚合查询的示例代码,本文通过实例代码给大家介绍的非常详细,感兴趣的朋友一起看看吧
1、引入依赖
<!-- es工具--> <dependency> <groupId>org.springframework.boot</groupId> <artifactId>spring-boot-starter-data-elasticsearch</artifactId> </dependency>
2、配置es连接信息
sring: elasticsearch: rest: uris: "http://localhost:9200"
3、构建索引
@Document(indexName = "test_index_person") public class TestPerson{ public TestPerson( String personName, Integer personId, String gmtCreate, String gmtModified) { this.personName = personName; this.personId = personId; this.gmtCreate = gmtCreate; this.gmtModified = gmtModified; } public TestPerson() { } @Override public String toString() { return "TestPerson{" + "id='" + id + '\'' + ", personName='" + personName + '\'' + ", personId=" + personId + ", gmtCreate=" + gmtCreate + ", gmtModified=" + gmtModified + '}'; } @Id private String id; @Field(type = FieldType.Text, analyzer = "ik_analyzer",name = "person_name") private String personName; @Field(type = FieldType.Integer,name = "person_id") private Integer personId; @Field(type = FieldType.Date,name = "gmt_create") private String gmtCreate; @Field(type = FieldType.Date,name = "gmt_modified") private String gmtModified; public String getId() { return id; } public void setId(String id) { this.id = id; } public String getPersonName() { return personName; } public void setPersonName(String personName) { this.personName = personName; } public Integer getPersonId() { return personId; } public void setPersonId(Integer personId) { this.personId = personId; } public String getGmtCreate() { return gmtCreate; } public void setGmtCreate(String gmtCreate) { this.gmtCreate = gmtCreate; } public String getGmtModified() { return gmtModified; } public void setGmtModified(String gmtModified) { this.gmtModified = gmtModified; } }
4、查询(包含自定义聚合查询)
@Autowired ElasticsearchOperations elasticsearchOperations; /*** * 自定义 match 查询 */ @Test public void test6(){ // 构建查询条件 NativeSearchQueryBuilder queryBuilder = new NativeSearchQueryBuilder(); // 添加基本分词查询 MatchQueryBuilder matchQueryBuilder = QueryBuilders.matchQuery("person_name", "小黑子"); queryBuilder.withQuery(matchQueryBuilder); SearchHits<TestPerson> searchHits = elasticsearchOperations.search(queryBuilder.build(), TestPerson.class); searchHits.forEach(item ->{ System.out.println(item); }); } /*** * 自定义 term 查询 */ @Test public void test7(){ // 构建查询条件 NativeSearchQueryBuilder queryBuilder = new NativeSearchQueryBuilder(); // 添加基本分词查询 TermQueryBuilder personId = QueryBuilders.termQuery("person_id", "1"); queryBuilder.withQuery(personId); SearchHits<TestPerson> searchHits = elasticsearchOperations.search(queryBuilder.build(), TestPerson.class); searchHits.forEach(item ->{ System.out.println(item); }); } /*** * 自定义 match_all 查询 */ @Test public void test8(){ // 构建查询条件 NativeSearchQueryBuilder queryBuilder = new NativeSearchQueryBuilder(); // 添加基本分词查询 MatchAllQueryBuilder matchAllQueryBuilder = QueryBuilders.matchAllQuery(); queryBuilder.withQuery(matchAllQueryBuilder); SearchHits<TestPerson> searchHits = elasticsearchOperations.search(queryBuilder.build(), TestPerson.class); searchHits.forEach(item ->{ System.out.println(item); }); } /*** * 自定义 match_phrase 查询 */ @Test public void test9(){ // 构建查询条件 NativeSearchQueryBuilder queryBuilder = new NativeSearchQueryBuilder(); // 添加基本分词查询 MatchPhraseQueryBuilder matchPhraseQueryBuilder = QueryBuilders.matchPhraseQuery("person_name", "小黑子"); queryBuilder.withQuery(matchPhraseQueryBuilder); SearchHits<TestPerson> searchHits = elasticsearchOperations.search(queryBuilder.build(), TestPerson.class); searchHits.forEach(item ->{ System.out.println(item); }); } /*** * 范围查询 */ @Test public void test10(){ // 构建查询条件 NativeSearchQueryBuilder queryBuilder = new NativeSearchQueryBuilder(); // 添加基本分词查询 RangeQueryBuilder rangeQuery = QueryBuilders.rangeQuery("gmt_create"); rangeQuery.gte("2024-01-31T11:00:00"); rangeQuery.lt("2024-07-31T11:00:00"); queryBuilder.withQuery(rangeQuery); SearchHits<TestPerson> searchHits = elasticsearchOperations.search(queryBuilder.build(), TestPerson.class); searchHits.forEach(item ->{ System.out.println(item); }); } /*** * 模糊匹配 */ @Test public void test11(){ // 构建查询条件 NativeSearchQueryBuilder queryBuilder = new NativeSearchQueryBuilder(); // 添加基本分词查询 FuzzyQueryBuilder fuzzyQueryBuilder = QueryBuilders.fuzzyQuery("person_name", "张三"); queryBuilder.withQuery(fuzzyQueryBuilder); SearchHits<TestPerson> searchHits = elasticsearchOperations.search(queryBuilder.build(), TestPerson.class); searchHits.forEach(item ->{ System.out.println(item); }); } /*** * 布尔查询 必须匹配(must) 过滤(filter) 至少匹配一个(should) */ @Test public void test12(){ // 构建查询条件 NativeSearchQueryBuilder queryBuilder = new NativeSearchQueryBuilder(); // 构建布尔查询 BoolQueryBuilder boolQueryBuilder = QueryBuilders.boolQuery(); //布尔查询下添加must List<QueryBuilder> must = boolQueryBuilder.must(); TermQueryBuilder personId = QueryBuilders.termQuery("person_id", "1"); must.add(personId); //布尔查询下添加filter List<QueryBuilder> filter = boolQueryBuilder.filter(); RangeQueryBuilder rangeQuery = QueryBuilders.rangeQuery("gmt_create"); rangeQuery.gte("2024-07-31T10:00:00"); filter.add(rangeQuery); //布尔查询下添加should List<QueryBuilder> should = boolQueryBuilder.should(); TermQueryBuilder shouldTerm = QueryBuilders.termQuery("person_id", "111"); should.add(shouldTerm); //布尔查询下添加must_not List<QueryBuilder> queryBuilders = boolQueryBuilder.mustNot(); TermQueryBuilder mustNotTerm = QueryBuilders.termQuery("person_name", "哈哈哈"); queryBuilders.add(mustNotTerm); //构建布尔查询语法,准备执行 queryBuilder.withQuery(boolQueryBuilder); SearchHits<TestPerson> searchHits = elasticsearchOperations.search(queryBuilder.build(), TestPerson.class); searchHits.forEach(item ->{ System.out.println(item); }); } /*** * 分页 */ @Test public void test13(){ // 构建查询条件 NativeSearchQueryBuilder queryBuilder = new NativeSearchQueryBuilder(); // 查询全部 MatchAllQueryBuilder matchAllQueryBuilder = QueryBuilders.matchAllQuery(); queryBuilder.withQuery(matchAllQueryBuilder); Pageable pageable = PageRequest.of(0, 10, Sort.by("personId").descending()); queryBuilder.withPageable(pageable); SearchHits<TestPerson> searchHits = elasticsearchOperations.search(queryBuilder.build(), TestPerson.class); searchHits.forEach(item ->{ System.out.println(item); }); } /*** * 对查询出来的值进行聚合查询 统计每个唯一值的个数 */ @Test public void test14(){ // 构建查询条件 NativeSearchQueryBuilder queryBuilder = new NativeSearchQueryBuilder(); //查询数据 MatchQueryBuilder matchQuery = QueryBuilders.matchQuery("person_name", "张三"); queryBuilder.withQuery(matchQuery); //聚合数据 TermsAggregationBuilder termsAggregationBuilder = AggregationBuilders.terms("test_aggs").field("gmt_create"); queryBuilder.addAggregation(termsAggregationBuilder); SearchHits<TestPerson> searchHits = elasticsearchOperations.search(queryBuilder.build(), TestPerson.class); searchHits.forEach(item ->{ System.out.println(item); }); Aggregations aggregations = searchHits.getAggregations(); // 检查 aggregations 是否为 null if (aggregations != null) { // 第二步:通过聚合名称获取特定的聚合结果 Terms testAggs = aggregations.get("test_aggs"); // 检查特定聚合是否存在 if (testAggs != null) { // 第三步:遍历聚合中的桶(buckets) for (Terms.Bucket bucket : testAggs.getBuckets()) { // 获取桶的键(在这个例子中是 gmt_create 的值) String keyAsString = bucket.getKeyAsString(); // 获取桶中文档的数量 long docCount = bucket.getDocCount(); // 打印或处理每个桶的结果 System.out.println("Key: " + keyAsString + ", DocCount: " + docCount); } } } } /*** * 对查询出来的值进行聚合查询 统计每个唯一值的个数 仅仅返回聚合结果 */ @Test public void test15(){ NativeSearchQueryBuilder queryBuilder = new NativeSearchQueryBuilder(); //仅仅返回聚合结果 queryBuilder.withPageable(PageRequest.of(0,1)); //查询数据 MatchQueryBuilder matchQueryBuilder = QueryBuilders.matchQuery("person_name", "张三"); queryBuilder.withQuery(matchQueryBuilder); //聚合 TermsAggregationBuilder aggregationBuilder = AggregationBuilders.terms("test_aggs").field("gmt_create"); queryBuilder.addAggregation(aggregationBuilder); //获取聚合信息 SearchHits<TestPerson> search = elasticsearchOperations.search(queryBuilder.build(), TestPerson.class); Aggregations aggregations = search.getAggregations(); if (aggregations != null){ Terms terms = aggregations.get("test_aggs"); List<? extends Terms.Bucket> buckets = terms.getBuckets(); buckets.forEach(item ->{ System.out.println("key:"+item.getKeyAsString() +"===="+"doc_count:"+item.getDocCount()); }); } } /*** * 多个聚合 */ @Test public void test16(){ NativeSearchQueryBuilder queryBuilder = new NativeSearchQueryBuilder(); //仅仅返回聚合结果 queryBuilder.withPageable(PageRequest.of(0,1)); TermsAggregationBuilder test_aggs = AggregationBuilders.terms("test_aggs").field("gmt_create"); queryBuilder.addAggregation(test_aggs); AvgAggregationBuilder test_aggs2 = AggregationBuilders.avg("test_aggs2").field("person_id"); queryBuilder.addAggregation(test_aggs2); SearchHits<TestPerson> search = elasticsearchOperations.search(queryBuilder.build(), TestPerson.class); Aggregations aggregations = search.getAggregations(); if (aggregations != null){ Terms test_aggs1 = aggregations.get("test_aggs"); if (test_aggs != null){ test_aggs1.getBuckets().forEach(item ->{ System.out.println("key:"+ item.getKeyAsString()+"===="+"doc_count:"+item.getDocCount()); }); } Avg test2_aggs = aggregations.get("test_aggs2"); System.out.println( test2_aggs.getValue()); } } /*** * 子聚合 先分组,再计算 */ @Test public void test17(){ NativeSearchQueryBuilder queryBuilder = new NativeSearchQueryBuilder(); queryBuilder.withPageable(PageRequest.of(0,1)); TermsAggregationBuilder test_aggs = AggregationBuilders.terms("test_aggs").field("gmt_create"); test_aggs.subAggregation(AggregationBuilders.avg("son_aggs_test").field("person_id")); queryBuilder.addAggregation(test_aggs); SearchHits<TestPerson> search = elasticsearchOperations.search(queryBuilder.build(), TestPerson.class); Aggregations aggregations = search.getAggregations(); Terms testAgges = aggregations.get("test_aggs"); testAgges.getBuckets().forEach(item ->{ Avg aggregations1 = item.getAggregations().get("son_aggs_test"); System.out.println("key:"+item.getKeyAsString()+"--doc_count:"+item.getKeyAsString()+"--son_aggs_test"+aggregations1.getValue()); }); } /** * 取聚合最大值 */ @Test public void test18(){ NativeSearchQueryBuilder queryBuilder = new NativeSearchQueryBuilder(); queryBuilder.addAggregation(AggregationBuilders.max("test_agg").field("person_id")); SearchHits<TestPerson> search = elasticsearchOperations.search(queryBuilder.build(), TestPerson.class); Aggregations aggregations = search.getAggregations(); Max test_agg = aggregations.get("test_agg"); System.out.println(test_agg.getValue()); }
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