ElasticSearch7.3学习(二十三)----RestHighLevelClient Java api实现match_all、ids、match、term、multi_match、bool、filter、sort等不同的搜索方式
1、数据准备
首先创建book索引
PUT /book/
{
"settings": {
"number_of_shards": 1,
"number_of_replicas": 0
},
"mappings": {
"properties": {
"name": {
"type": "text",
"analyzer": "ik_max_word",
"search_analyzer": "ik_smart"
},
"description": {
"type": "text",
"analyzer": "ik_max_word",
"search_analyzer": "ik_smart"
},
"studymodel": {
"type": "keyword"
},
"price": {
"type": "double"
},
"timestamp": {
"type": "date",
"format": "yyyy-MM-dd HH:mm:ss||yyyy-MM-dd||epoch_millis"
},
"pic": {
"type": "text",
"index": false
}
}
}
}添加测试数据
PUT /book/_doc/1
{
"name": "Bootstrap开发",
"description": "Bootstrap是一个非常流行的开发框架。此开发框架可以帮助不擅长css页面开发的程序人员轻松的实现一个css，不受浏览器限制的精美界面css效果。",
"studymodel": "201002",
"price": 38.6,
"timestamp": "2019-08-25 19:11:35",
"pic": "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags": [
"bootstrap",
"dev"
]
}
PUT /book/_doc/2
{
"name": "java编程思想",
"description": "java语言是世界第一编程语言，在软件开发领域使用人数最多。",
"studymodel": "201001",
"price": 68.6,
"timestamp": "2019-08-25 19:11:35",
"pic": "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags": [
"java",
"dev"
]
}
PUT /book/_doc/3
{
"name": "spring开发基础",
"description": "spring 在java领域非常流行，java程序员都在用。",
"studymodel": "201001",
"price": 88.6,
"timestamp": "2019-08-24 19:11:35",
"pic": "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags": [
"spring",
"java"
]
}2、match_all搜索
match_all用来搜索全部记录，先回顾下语法
GET /book/_search
{
"query": {
"match_all": {}
}
}返回
{
"took" : 0,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 3,
"relation" : "eq"
},
"max_score" : 1.0,
"hits" : [
{
"_index" : "book",
"_type" : "_doc",
"_id" : "1",
"_score" : 1.0,
"_source" : {
"name" : "Bootstrap开发",
"description" : "Bootstrap是一个非常流行的开发框架。此开发框架可以帮助不擅长css页面开发的程序人员轻松的实现一个css，不受浏览器限制的精美界面css效果。",
"studymodel" : "201002",
"price" : 38.6,
"timestamp" : "2019-08-25 19:11:35",
"pic" : "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags" : [
"bootstrap",
"dev"
]
}
},
{
"_index" : "book",
"_type" : "_doc",
"_id" : "2",
"_score" : 1.0,
"_source" : {
"name" : "java编程思想",
"description" : "java语言是世界第一编程语言，在软件开发领域使用人数最多。",
"studymodel" : "201001",
"price" : 68.6,
"timestamp" : "2019-08-25 19:11:35",
"pic" : "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags" : [
"java",
"dev"
]
}
},
{
"_index" : "book",
"_type" : "_doc",
"_id" : "3",
"_score" : 1.0,
"_source" : {
"name" : "spring开发基础",
"description" : "spring 在java领域非常流行，java程序员都在用。",
"studymodel" : "201001",
"price" : 88.6,
"timestamp" : "2019-08-24 19:11:35",
"pic" : "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags" : [
"spring",
"java"
]
}
}
]
}
}Java代码
@Test
public void testSearchAll() throws IOException {
//1构建搜索请求
SearchRequest searchRequest = new SearchRequest("book");
SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();
searchSourceBuilder.query(QueryBuilders.matchAllQuery());
//获取某些字段
// searchSourceBuilder.fetchSource(new String[]{"name"}, new String[]{});
searchRequest.source(searchSourceBuilder);
//2执行搜索
SearchResponse searchResponse = client.search(searchRequest, RequestOptions.DEFAULT);
//3获取结果
SearchHits hits = searchResponse.getHits();
//数据数据
SearchHit[] searchHits = hits.getHits();
System.out.println("--------------------------");
for (SearchHit hit : searchHits) {
String id = hit.getId();
float score = hit.getScore();
Map<String, Object> sourceAsMap = hit.getSourceAsMap();
String name = (String) sourceAsMap.get("name");
String description = (String) sourceAsMap.get("description");
Double price = (Double) sourceAsMap.get("price");
System.out.println("name:" + name);
System.out.println("description:" + description);
System.out.println("price:" + price);
System.out.println("==========================");
}
}返回结果
3、IDs搜索
IDs用来搜索指定id的记录，先回顾下语法
GET /book/_search
{
"query": {
"ids": {
"values": [1,4,100]
}
}
}只有id为1才存在数据，id为4，id为100均无数据
{
"took" : 2,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 1,
"relation" : "eq"
},
"max_score" : 1.0,
"hits" : [
{
"_index" : "book",
"_type" : "_doc",
"_id" : "1",
"_score" : 1.0,
"_source" : {
"name" : "Bootstrap开发",
"description" : "Bootstrap是一个非常流行的开发框架。此开发框架可以帮助不擅长css页面开发的程序人员轻松的实现一个css，不受浏览器限制的精美界面css效果。",
"studymodel" : "201002",
"price" : 38.6,
"timestamp" : "2019-08-25 19:11:35",
"pic" : "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags" : [
"bootstrap",
"dev"
]
}
}
]
}
}Java代码
//ids搜索
@Test
public void testSearchIds() throws IOException {
//1构建搜索请求
SearchRequest searchRequest = new SearchRequest("book");
SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();
searchSourceBuilder.query(QueryBuilders.idsQuery().addIds("1","4","100"));
searchRequest.source(searchSourceBuilder);
//2执行搜索
SearchResponse searchResponse = client.search(searchRequest, RequestOptions.DEFAULT);
//3获取结果
SearchHits hits = searchResponse.getHits();
//数据数据
SearchHit[] searchHits = hits.getHits();
System.out.println("--------------------------");
for (SearchHit hit : searchHits) {
String id = hit.getId();
float score = hit.getScore();
Map<String, Object> sourceAsMap = hit.getSourceAsMap();
String name = (String) sourceAsMap.get("name");
String description = (String) sourceAsMap.get("description");
Double price = (Double) sourceAsMap.get("price");
System.out.println("id:" + id);
System.out.println("name:" + name);
System.out.println("description:" + description);
System.out.println("price:" + price);
System.out.println("==========================");
}
}返回结果
4、match搜索
match就是普通的分词搜索，先回顾下语法
GET /book/_search
{
"query": {
"match": {
"description": "java程序员"
}
}
}返回结果
{
"took" : 88,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 2,
"relation" : "eq"
},
"max_score" : 1.9788694,
"hits" : [
{
"_index" : "book",
"_type" : "_doc",
"_id" : "3",
"_score" : 1.9788694,
"_source" : {
"name" : "spring开发基础",
"description" : "spring 在java领域非常流行，java程序员都在用。",
"studymodel" : "201001",
"price" : 88.6,
"timestamp" : "2019-08-24 19:11:35",
"pic" : "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags" : [
"spring",
"java"
]
}
},
{
"_index" : "book",
"_type" : "_doc",
"_id" : "2",
"_score" : 0.51124346,
"_source" : {
"name" : "java编程思想",
"description" : "java语言是世界第一编程语言，在软件开发领域使用人数最多。",
"studymodel" : "201001",
"price" : 68.6,
"timestamp" : "2019-08-25 19:11:35",
"pic" : "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags" : [
"java",
"dev"
]
}
}
]
}
}Java代码
//match搜索 普通搜索
@Test
public void testSearchMatch() throws IOException {
//1构建搜索请求
SearchRequest searchRequest = new SearchRequest("book");
SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();
searchSourceBuilder.query(QueryBuilders.matchQuery("description", "java程序员"));
searchRequest.source(searchSourceBuilder);
//2执行搜索
SearchResponse searchResponse = client.search(searchRequest, RequestOptions.DEFAULT);
//3获取结果
SearchHits hits = searchResponse.getHits();
//数据数据
SearchHit[] searchHits = hits.getHits();
System.out.println("--------------------------");
for (SearchHit hit : searchHits) {
String id = hit.getId();
float score = hit.getScore();
Map<String, Object> sourceAsMap = hit.getSourceAsMap();
String name = (String) sourceAsMap.get("name");
String description = (String) sourceAsMap.get("description");
Double price = (Double) sourceAsMap.get("price");
System.out.println("id:" + id);
System.out.println("name:" + name);
System.out.println("description:" + description);
System.out.println("price:" + price);
System.out.println("==========================");
}
}返回结果
5、term搜索
不会对搜索关键词进行分词，代表精确匹配
GET /book/_search
{
"query": {
"term": {
"description": "java程序员"
}
}
}无结果返回，原因description已被分词，无java程序员这个单独词汇
{
"took" : 0,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 0,
"relation" : "eq"
},
"max_score" : null,
"hits" : [ ]
}
}Java代码
//term 搜索
@Test
public void testSearchTerm() throws IOException {
//1构建搜索请求
SearchRequest searchRequest = new SearchRequest("book");
SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();
searchSourceBuilder.query(QueryBuilders.termQuery("description", "java程序员"));
searchRequest.source(searchSourceBuilder);
//2执行搜索
SearchResponse searchResponse = client.search(searchRequest, RequestOptions.DEFAULT);
//3获取结果
SearchHits hits = searchResponse.getHits();
//数据数据
SearchHit[] searchHits = hits.getHits();
System.out.println("--------------------------");
for (SearchHit hit : searchHits) {
String id = hit.getId();
float score = hit.getScore();
Map<String, Object> sourceAsMap = hit.getSourceAsMap();
String name = (String) sourceAsMap.get("name");
String description = (String) sourceAsMap.get("description");
Double price = (Double) sourceAsMap.get("price");
System.out.println("id:" + id);
System.out.println("name:" + name);
System.out.println("description:" + description);
System.out.println("price:" + price);
System.out.println("==========================");
}
}同样无返回结果。
6、multi_match多字段搜索
同时匹配多个字段进行搜索，先回顾下语法
GET /book/_search
{
"query": {
"multi_match": {
"query": "java程序员",
"fields": [
"name",
"description"
]
}
}
}将name，description中包含关键词的结果返回
{
"took" : 54,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 2,
"relation" : "eq"
},
"max_score" : 1.9788694,
"hits" : [
{
"_index" : "book",
"_type" : "_doc",
"_id" : "3",
"_score" : 1.9788694,
"_source" : {
"name" : "spring开发基础",
"description" : "spring 在java领域非常流行，java程序员都在用。",
"studymodel" : "201001",
"price" : 88.6,
"timestamp" : "2019-08-24 19:11:35",
"pic" : "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags" : [
"spring",
"java"
]
}
},
{
"_index" : "book",
"_type" : "_doc",
"_id" : "2",
"_score" : 0.9331132,
"_source" : {
"name" : "java编程思想",
"description" : "java语言是世界第一编程语言，在软件开发领域使用人数最多。",
"studymodel" : "201001",
"price" : 68.6,
"timestamp" : "2019-08-25 19:11:35",
"pic" : "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags" : [
"java",
"dev"
]
}
}
]
}
}Java代码
//multi_match搜索 多字段搜索
@Test
public void testSearchMultiMatch() throws IOException {
//1构建搜索请求
SearchRequest searchRequest = new SearchRequest("book");
SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();
searchSourceBuilder.query(QueryBuilders.multiMatchQuery("java程序员","name","description"));
searchRequest.source(searchSourceBuilder);
//2执行搜索
SearchResponse searchResponse = client.search(searchRequest, RequestOptions.DEFAULT);
//3获取结果
SearchHits hits = searchResponse.getHits();
//数据数据
SearchHit[] searchHits = hits.getHits();
System.out.println("--------------------------");
for (SearchHit hit : searchHits) {
String id = hit.getId();
float score = hit.getScore();
Map<String, Object> sourceAsMap = hit.getSourceAsMap();
String name = (String) sourceAsMap.get("name");
String description = (String) sourceAsMap.get("description");
Double price = (Double) sourceAsMap.get("price");
System.out.println("id:" + id);
System.out.println("name:" + name);
System.out.println("description:" + description);
System.out.println("price:" + price);
System.out.println("==========================");
}
}返回结果
7、bool搜索
bool搜索类似于数据库中的and or关键词，先回顾下语法，搜索name、description必须包含java程序员，或者studymodel包含201001的数据
GET /book/_search
{
"query": {
"bool": {
"must": [
{
"multi_match": {
"query": "java程序员",
"fields": [
"name",
"description"
]
}
}
],
"should": [
{
"match": {
"studymodel": "201001"
}
}
]
}
}
}返回结果
{
"took" : 50,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 2,
"relation" : "eq"
},
"max_score" : 2.448873,
"hits" : [
{
"_index" : "book",
"_type" : "_doc",
"_id" : "3",
"_score" : 2.448873,
"_source" : {
"name" : "spring开发基础",
"description" : "spring 在java领域非常流行，java程序员都在用。",
"studymodel" : "201001",
"price" : 88.6,
"timestamp" : "2019-08-24 19:11:35",
"pic" : "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags" : [
"spring",
"java"
]
}
},
{
"_index" : "book",
"_type" : "_doc",
"_id" : "2",
"_score" : 1.4031168,
"_source" : {
"name" : "java编程思想",
"description" : "java语言是世界第一编程语言，在软件开发领域使用人数最多。",
"studymodel" : "201001",
"price" : 68.6,
"timestamp" : "2019-08-25 19:11:35",
"pic" : "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags" : [
"java",
"dev"
]
}
}
]
}
}Java代码
//bool搜索
@Test
public void testSearchBool() throws IOException {
//1构建搜索请求
SearchRequest searchRequest = new SearchRequest("book");
SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();
//构建multiMatch请求
MultiMatchQueryBuilder multiMatchQueryBuilder = QueryBuilders.multiMatchQuery("java程序员", "name", "description");
//构建match请求
MatchQueryBuilder matchQueryBuilder = QueryBuilders.matchQuery("studymodel", "201001");
BoolQueryBuilder boolQueryBuilder=QueryBuilders.boolQuery();
boolQueryBuilder.must(multiMatchQueryBuilder);
boolQueryBuilder.should(matchQueryBuilder);
searchSourceBuilder.query(boolQueryBuilder);
searchRequest.source(searchSourceBuilder);
//2执行搜索
SearchResponse searchResponse = client.search(searchRequest, RequestOptions.DEFAULT);
//3获取结果
SearchHits hits = searchResponse.getHits();
//数据数据
SearchHit[] searchHits = hits.getHits();
System.out.println("--------------------------");
for (SearchHit hit : searchHits) {
String id = hit.getId();
float score = hit.getScore();
Map<String, Object> sourceAsMap = hit.getSourceAsMap();
String name = (String) sourceAsMap.get("name");
String description = (String) sourceAsMap.get("description");
Double price = (Double) sourceAsMap.get("price");
System.out.println("id:" + id);
System.out.println("name:" + name);
System.out.println("description:" + description);
System.out.println("price:" + price);
System.out.println("==========================");
}
}返回结果
8、filter过滤
对搜索进行过滤，注意与query进行区别，先回顾下语法，搜索name、description必须包含java程序员，或者studymodel包含201001，price在50至70范围内
GET /book/_search
{
"query": {
"bool": {
"must": [
{
"multi_match": {
"query": "java程序员",
"fields": [
"name",
"description"
]
}
}
],
"should": [
{
"match": {
"studymodel": "201001"
}
}
],
"filter": {
"range": {
"price": {
"gte": 50,
"lte": 70
}
}
}
}
}
}返回结果
{
"took" : 1,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 1,
"relation" : "eq"
},
"max_score" : 1.4031168,
"hits" : [
{
"_index" : "book",
"_type" : "_doc",
"_id" : "2",
"_score" : 1.4031168,
"_source" : {
"name" : "java编程思想",
"description" : "java语言是世界第一编程语言，在软件开发领域使用人数最多。",
"studymodel" : "201001",
"price" : 68.6,
"timestamp" : "2019-08-25 19:11:35",
"pic" : "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags" : [
"java",
"dev"
]
}
}
]
}
}Java代码
//filter搜索
@Test
public void testSearchFilter() throws IOException {
//1构建搜索请求
SearchRequest searchRequest = new SearchRequest("book");
SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();
//构建multiMatch请求
MultiMatchQueryBuilder multiMatchQueryBuilder = QueryBuilders.multiMatchQuery("java程序员", "name", "description");
//构建match请求
MatchQueryBuilder matchQueryBuilder = QueryBuilders.matchQuery("studymodel", "201001");
BoolQueryBuilder boolQueryBuilder=QueryBuilders.boolQuery();
boolQueryBuilder.must(multiMatchQueryBuilder);
boolQueryBuilder.should(matchQueryBuilder);
boolQueryBuilder.filter(QueryBuilders.rangeQuery("price").gte(50).lte(70));
searchSourceBuilder.query(boolQueryBuilder);
searchRequest.source(searchSourceBuilder);
//2执行搜索
SearchResponse searchResponse = client.search(searchRequest, RequestOptions.DEFAULT);
//3获取结果
SearchHits hits = searchResponse.getHits();
//数据数据
SearchHit[] searchHits = hits.getHits();
System.out.println("--------------------------");
for (SearchHit hit : searchHits) {
String id = hit.getId();
float score = hit.getScore();
Map<String, Object> sourceAsMap = hit.getSourceAsMap();
String name = (String) sourceAsMap.get("name");
String description = (String) sourceAsMap.get("description");
Double price = (Double) sourceAsMap.get("price");
System.out.println("id:" + id);
System.out.println("name:" + name);
System.out.println("description:" + description);
System.out.println("price:" + price);
System.out.println("==========================");
}
}返回结果
9、sort排序
对搜索进行排序，注意与query进行区别，先回顾下语法，搜索name、description必须包含java程序员，或者studymodel包含201001，price在50至90范围内，按照price升序
GET /book/_search
{
"query": {
"bool": {
"must": [
{
"multi_match": {
"query": "java程序员",
"fields": [
"name",
"description"
]
}
}
],
"should": [
{
"match": {
"studymodel": "201001"
}
}
],
"filter": {
"range": {
"price": {
"gte": 50,
"lte": 90
}
}
}
}
},
"sort": [
{
"price": {
"order": "asc"
}
}
]
}返回结果
{
"took" : 2,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 2,
"relation" : "eq"
},
"max_score" : null,
"hits" : [
{
"_index" : "book",
"_type" : "_doc",
"_id" : "2",
"_score" : null,
"_source" : {
"name" : "java编程思想",
"description" : "java语言是世界第一编程语言，在软件开发领域使用人数最多。",
"studymodel" : "201001",
"price" : 68.6,
"timestamp" : "2019-08-25 19:11:35",
"pic" : "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags" : [
"java",
"dev"
]
},
"sort" : [
68.6
]
},
{
"_index" : "book",
"_type" : "_doc",
"_id" : "3",
"_score" : null,
"_source" : {
"name" : "spring开发基础",
"description" : "spring 在java领域非常流行，java程序员都在用。",
"studymodel" : "201001",
"price" : 88.6,
"timestamp" : "2019-08-24 19:11:35",
"pic" : "group1/M00/00/00/wKhlQFs6RCeAY0pHAAJx5ZjNDEM428.jpg",
"tags" : [
"spring",
"java"
]
},
"sort" : [
88.6
]
}
]
}
}Java代码
//sort搜索
@Test
public void testSearchSort() throws IOException {
//1构建搜索请求
SearchRequest searchRequest = new SearchRequest("book");
SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();
//构建multiMatch请求
MultiMatchQueryBuilder multiMatchQueryBuilder = QueryBuilders.multiMatchQuery("java程序员", "name", "description");
//构建match请求
MatchQueryBuilder matchQueryBuilder = QueryBuilders.matchQuery("studymodel", "201001");
BoolQueryBuilder boolQueryBuilder=QueryBuilders.boolQuery();
boolQueryBuilder.must(multiMatchQueryBuilder);
boolQueryBuilder.should(matchQueryBuilder);
boolQueryBuilder.filter(QueryBuilders.rangeQuery("price").gte(50).lte(90));
searchSourceBuilder.query(boolQueryBuilder);
//按照价格升序
searchSourceBuilder.sort("price", SortOrder.ASC);
searchRequest.source(searchSourceBuilder);
//2执行搜索
SearchResponse searchResponse = client.search(searchRequest, RequestOptions.DEFAULT);
//3获取结果
SearchHits hits = searchResponse.getHits();
//数据数据
SearchHit[] searchHits = hits.getHits();
System.out.println("--------------------------");
for (SearchHit hit : searchHits) {
String id = hit.getId();
float score = hit.getScore();
Map<String, Object> sourceAsMap = hit.getSourceAsMap();
String name = (String) sourceAsMap.get("name");
String description = (String) sourceAsMap.get("description");
Double price = (Double) sourceAsMap.get("price");
System.out.println("id:" + id);
System.out.println("name:" + name);
System.out.println("description:" + description);
System.out.println("price:" + price);
System.out.println("==========================");
}
}返回结果
10、总结
- 在实际的应用过程要注意灵活变通，搜索方式方法不要一成不变，要思考为什么这种方式能够搜索出来结果，还要思考搜索结果的正确与否
- 在上面的学习过程中，应该也能发现规律，Java代码中构建搜索请求与rest 风格的语法及其类似，包括其搜索方式、代码层级。所以在实际应用中，要先在kibana中完善搜索代码，只要kibana中能够搜索出来，Java代码一般来说也能行，这样能够缩短代码调试的时间。
本文来自博客园，作者：|旧市拾荒|，转载请注明原文链接：https://www.cnblogs.com/xiaoyh/p/16167741.html
