精品欧美一区二区三区在线观看 _久久久久国色av免费观看性色_国产精品久久在线观看_亚洲第一综合网站_91精品又粗又猛又爽_小泽玛利亚一区二区免费_91亚洲精品国偷拍自产在线观看 _久久精品视频在线播放_美女精品久久久_欧美日韩国产成人在线

SpringBoot 整合 ElasticSearch 輕松搞定海量級數據搜索服務 (終極版)

開發 前端
本文主要圍繞 SpringBoot 整合 ElasticSearch 接受數據的插入和搜索使用技巧,在實際的使用過程中,版本號尤其的重要,不同版本的 es,對應的 api 是不一樣的。

一、背景介紹

實際的項目開發過程中,我們通常基于某些主流框架平臺進行技術開發,比如 SpringBoot,今天我們就以 SpringBoot 整合 ElasticSearch 為例,給大家詳細的介紹 ElasticSearch 的使用!

SpringBoot 連接 ElasticSearch,主流的方式有以下四種方式

  • 方式一:通過Elastic Transport Client客戶端連接 es 服務器,底層基于 TCP 協議通過 transport 模塊和遠程 ES 服務端通信,不過,從 V7.0 開始官方不建議使用,V8.0開始正式移除。
  • 方式二:通過Elastic Java Low Level Rest Client客戶端連接 es 服務器,底層基于 HTTP 協議通過 restful API 來和遠程 ES 服務端通信,只提供了最簡單最基本的 API,類似于上篇文章中給大家介紹的 API 操作邏輯
  • 方式三:通過Elastic Java High Level Rest Client客戶端連接 es 服務器,底層基于Elastic Java Low Level Rest Client客戶端做了一層封裝,提供了更高級得 API 且和Elastic Transport Client接口及參數保持一致,官方推薦的 es 客戶端。
  • 方式四:通過JestClient客戶端連接 es 服務器,這是開源社區基于 HTTP 協議開發的一款 es 客戶端,官方宣稱接口及代碼設計比 ES 官方提供的 Rest 客戶端更簡潔、更合理,更好用,具有一定的 ES 服務端版本兼容性,但是更新速度不是很快,目前 ES 版本已經出到 V7.9,但是JestClient只支持 V1.0~V6.X 版  本的 ES。

還有一個需要大家注意的地方,那就是版本號的兼容!

在開發過程中,大家尤其需要關注一下客戶端和服務端的版本號,要盡可能保持一致,比如服務端 es 的版本號是6.8.2,那么連接 es 的客戶端版本號,最好也是6.8.2,即使因項目的原因不能保持一致,客戶端的版本號必須在6.0.0 ~6.8.2,不要超過服務器的版本號,這樣客戶端才能保持正常工作,否則會出現很多意想不到的問題,假如客戶端是7.0.4的版本號,此時的程序會各種報錯,甚至沒辦法用!

為什么要這樣做呢?主要原因就是 es 的服務端,高版本不兼容低版本;es6 和 es7 的某些 API 請求參數結構有著很大的區別,所以客戶端和服務端版本號盡量保持一致。

廢話也不多說了,直接上代碼!

二、代碼實踐

本文采用的SpringBoot版本號是2.1.0.RELEASE,服務端 es 的版本號是6.8.2,客戶端采用的是官方推薦的Elastic Java High Level Rest Client版本號是6.4.2,方便與SpringBoot的版本兼容。

2.1、導入依賴

<!--elasticsearch-->
<dependency>
    <groupId>org.elasticsearch</groupId>
    <artifactId>elasticsearch</artifactId>
    <version>6.4.2</version>
</dependency>
<dependency>
    <groupId>org.elasticsearch.client</groupId>
    <artifactId>elasticsearch-rest-client</artifactId>
    <version>6.4.2</version>
</dependency>
<dependency>
    <groupId>org.elasticsearch.client</groupId>
    <artifactId>elasticsearch-rest-high-level-client</artifactId>
    <version>6.4.2</version>
</dependency>

2.2、配置環境變量

在application.properties全局配置文件中,配置elasticsearch自定義環境變量

elasticsearch.scheme=http
elasticsearch.address=127.0.0.1:9200
elasticsearch.userName=
elasticsearch.userPwd=
elasticsearch.socketTimeout=5000
elasticsearch.connectTimeout=5000
elasticsearch.connectionRequestTimeout=5000

2.3、創建 elasticsearch 的 config 類

@Configuration
public class ElasticsearchConfiguration {

    private static final Logger log = LoggerFactory.getLogger(ElasticsearchConfiguration.class);


    private static final int ADDRESS_LENGTH = 2;

    @Value("${elasticsearch.scheme:http}")
    private String scheme;

    @Value("${elasticsearch.address}")
    private String address;

    @Value("${elasticsearch.userName}")
    private String userName;

    @Value("${elasticsearch.userPwd}")
    private String userPwd;

    @Value("${elasticsearch.socketTimeout:5000}")
    private Integer socketTimeout;

    @Value("${elasticsearch.connectTimeout:5000}")
    private Integer connectTimeout;

    @Value("${elasticsearch.connectionRequestTimeout:5000}")
    private Integer connectionRequestTimeout;

    /**
     * 初始化客戶端
     * @return
     */
    @Bean(name = "restHighLevelClient")
    public RestHighLevelClient restClientBuilder() {
        HttpHost[] hosts = Arrays.stream(address.split(","))
                .map(this::buildHttpHost)
                .filter(Objects::nonNull)
                .toArray(HttpHost[]::new);
        RestClientBuilder restClientBuilder = RestClient.builder(hosts);
        // 異步參數配置
        restClientBuilder.setHttpClientConfigCallback(httpClientBuilder -> {
            httpClientBuilder.setDefaultCredentialsProvider(buildCredentialsProvider());
            return httpClientBuilder;
        });

        // 異步連接延時配置
        restClientBuilder.setRequestConfigCallback(requestConfigBuilder -> {
            requestConfigBuilder.setConnectionRequestTimeout(connectionRequestTimeout);
            requestConfigBuilder.setSocketTimeout(socketTimeout);
            requestConfigBuilder.setConnectTimeout(connectTimeout);
            return requestConfigBuilder;
        });

        return new RestHighLevelClient(restClientBuilder);
    }


    /**
     * 根據配置創建HttpHost
     * @param s
     * @return
     */
    private HttpHost buildHttpHost(String s) {
        String[] address = s.split(":");
        if (address.length == ADDRESS_LENGTH) {
            String ip = address[0];
            int port = Integer.parseInt(address[1]);
            return new HttpHost(ip, port, scheme);
        } else {
            return null;
        }
    }

    /**
     * 構建認證服務
     * @return
     */
    private CredentialsProvider buildCredentialsProvider(){
        final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
        credentialsProvider.setCredentials(AuthScope.ANY, new UsernamePasswordCredentials(userName,
                userPwd));
        return credentialsProvider;
    }
}

至此,客戶端配置完畢,項目啟動的時候,會自動注入到Spring的ioc容器里面。

2.4、索引管理

es 中最重要的就是索引庫,客戶端如何創建呢?請看下文!

  • 創建索引
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class IndexJunit {


    @Autowired
    private RestHighLevelClient client;

    /**
     * 創建索引(簡單模式)
     * @throws IOException
     */
    @Test
    public void createIndex() throws IOException {
        CreateIndexRequest request = new CreateIndexRequest("cs_index");
        CreateIndexResponse response = client.indices().create(request, RequestOptions.DEFAULT);
        System.out.println(response.isAcknowledged());
    }


    /**
     * 創建索引(復雜模式)
     * 可以直接把對應的文檔結構也一并初始化
     * @throws IOException
     */
    @Test
    public void createIndexComplete() throws IOException {
        CreateIndexRequest request = new CreateIndexRequest();
        //索引名稱
        request.index("cs_index");
        //索引配置
        Settings settings = Settings.builder()
                .put("index.number_of_shards", 3)
                .put("index.number_of_replicas", 1)
                .build();
        request.settings(settings);

        //映射結構字段
        Map<String, Object> properties = new HashMap();
        properties.put("id", ImmutableBiMap.of("type", "text"));
        properties.put("name", ImmutableBiMap.of("type", "text"));
        properties.put("sex", ImmutableBiMap.of("type", "text"));
        properties.put("age", ImmutableBiMap.of("type", "long"));
        properties.put("city", ImmutableBiMap.of("type", "text"));
        properties.put("createTime", ImmutableBiMap.of("type", "long"));
        Map<String, Object> mapping = new HashMap<>();
        mapping.put("properties", properties);
        //添加一個默認類型
        System.out.println(JSON.toJSONString(request));
        request.mapping("_doc",mapping);
        CreateIndexResponse response = client.indices().create(request, RequestOptions.DEFAULT);
        System.out.println(response.isAcknowledged());
    }

}
  • 刪除索引
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class IndexJunit {


    @Autowired
    private RestHighLevelClient client;

    /**
     * 刪除索引
     * @throws IOException
     */
    @Test
    public void deleteIndex() throws IOException {
        DeleteIndexRequest request = new DeleteIndexRequest("cs_index1");
        AcknowledgedResponse response = client.indices().delete(request, RequestOptions.DEFAULT);
        System.out.println(response.isAcknowledged());
    }


}
  • 查詢索引
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class IndexJunit {


    @Autowired
    private RestHighLevelClient client;

    /**
     * 查詢索引
     * @throws IOException
     */
    @Test
    public void getIndex() throws IOException {
        // 創建請求
        GetIndexRequest request = new GetIndexRequest();
        request.indices("cs_index");
        // 執行請求,獲取響應
        GetIndexResponse response = client.indices().get(request, RequestOptions.DEFAULT);
        System.out.println(response.toString());
    }

}
  • 查詢索引是否存在
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class IndexJunit {


    @Autowired
    private RestHighLevelClient client;

    /**
     * 檢查索引是否存在
     * @throws IOException
     */
    @Test
    public void exists() throws IOException {
        // 創建請求
        GetIndexRequest request = new GetIndexRequest();
        request.indices("cs_index");
        // 執行請求,獲取響應
        boolean response = client.indices().exists(request, RequestOptions.DEFAULT);
        System.out.println(response);
    }

}
  • 查詢所有的索引名稱
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class IndexJunit {


    @Autowired
    private RestHighLevelClient client;

    /**
     * 查詢所有的索引名稱
     * @throws IOException
     */
    @Test
    public void getAllIndices() throws IOException {
        GetAliasesRequest request = new GetAliasesRequest();
        GetAliasesResponse response =  client.indices().getAlias(request,RequestOptions.DEFAULT);
        Map<String, Set<AliasMetaData>> map = response.getAliases();
        Set<String> indices = map.keySet();
        for (String key : indices) {
            System.out.println(key);
        }
    }

}
  • 查詢索引映射字段
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class IndexJunit {


    @Autowired
    private RestHighLevelClient client;

    /**
     * 查詢索引映射字段
     * @throws IOException
     */
    @Test
    public void getMapping() throws IOException {
        GetMappingsRequest request = new GetMappingsRequest();
        request.indices("cs_index");
        request.types("_doc");
        GetMappingsResponse response = client.indices().getMapping(request, RequestOptions.DEFAULT);
        System.out.println(response.toString());
    }


}
  • 添加索引映射字段
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class IndexJunit {


    @Autowired
    private RestHighLevelClient client;

    /**
     * 添加索引映射字段
     * @throws IOException
     */
    @Test
    public void addMapping() throws IOException {
        PutMappingRequest request = new PutMappingRequest();
        request.indices("cs_index");
        request.type("_doc");

        //添加字段
        Map<String, Object> properties = new HashMap();
        properties.put("accountName", ImmutableBiMap.of("type", "keyword"));
        Map<String, Object> mapping = new HashMap<>();
        mapping.put("properties", properties);
        request.source(mapping);
        PutMappingResponse response = client.indices().putMapping(request, RequestOptions.DEFAULT);
        System.out.println(response.isAcknowledged());
    }


}

2.5、文檔管理

所謂文檔,就是向索引里面添加數據,方便進行數據查詢,詳細操作內容,請看下文!

  • 添加文檔
public class UserDocument {

    private String id;
    private String name;
    private String sex;
    private Integer age;
    private String city;
    private Date createTime;

    //省略get、set...
}
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class DocJunit {

    @Autowired
    private RestHighLevelClient client;


    /**
     * 添加文檔
     * @throws IOException
     */
    @Test
    public void addDocument() throws IOException {
        // 創建對象
        UserDocument user = new UserDocument();
        user.setId("1");
        user.setName("里斯");
        user.setCity("武漢");
        user.setSex("男");
        user.setAge(20);
        user.setCreateTime(new Date());

        // 創建索引,即獲取索引
        IndexRequest request = new IndexRequest();
        // 外層參數
        request.id("1");
        request.index("cs_index");
        request.type("_doc");
        request.timeout(TimeValue.timeValueSeconds(1));
        // 存入對象
        request.source(JSON.toJSONString(user), XContentType.JSON);
        // 發送請求
        System.out.println(request.toString());
        IndexResponse response = client.index(request, RequestOptions.DEFAULT);
        System.out.println(response.toString());
    }

}
  • 更新文檔
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class DocJunit {

    @Autowired
    private RestHighLevelClient client;


    /**
     * 更新文檔(按需修改)
     * @throws IOException
     */
    @Test
    public void updateDocument() throws IOException {
        // 創建對象
        UserDocument user = new UserDocument();
        user.setId("2");
        user.setName("程咬金");
        user.setCreateTime(new Date());
        // 創建索引,即獲取索引
        UpdateRequest request = new UpdateRequest();
        // 外層參數
        request.id("2");
        request.index("cs_index");
        request.type("_doc");
        request.timeout(TimeValue.timeValueSeconds(1));
        // 存入對象
        request.doc(JSON.toJSONString(user), XContentType.JSON);
        // 發送請求
        System.out.println(request.toString());
        UpdateResponse response = client.update(request, RequestOptions.DEFAULT);
        System.out.println(response.toString());
    }


}
  • 刪除文檔
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class DocJunit {

    @Autowired
    private RestHighLevelClient client;


    /**
     * 刪除文檔
     * @throws IOException
     */
    @Test
    public void deleteDocument() throws IOException {
        // 創建索引,即獲取索引
        DeleteRequest request = new DeleteRequest();
        // 外層參數
        request.id("1");
        request.index("cs_index");
        request.type("_doc");
        request.timeout(TimeValue.timeValueSeconds(1));
        // 發送請求
        System.out.println(request.toString());
        DeleteResponse response = client.delete(request, RequestOptions.DEFAULT);
        System.out.println(response.toString());
    }


}
  • 查詢文檔是不是存在
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class DocJunit {

    @Autowired
    private RestHighLevelClient client;


    /**
     * 查詢文檔是不是存在
     * @throws IOException
     */
    @Test
    public void exists() throws IOException {
        // 創建索引,即獲取索引
        GetRequest request = new GetRequest();
        // 外層參數
        request.id("3");
        request.index("cs_index");
        request.type("_doc");
        // 發送請求
        System.out.println(request.toString());
        boolean response = client.exists(request, RequestOptions.DEFAULT);
        System.out.println(response);
    }
}
  • 通過 ID 查詢指定文檔
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class DocJunit {

    @Autowired
    private RestHighLevelClient client;


    /**
     * 通過ID,查詢指定文檔
     * @throws IOException
     */
    @Test
    public void getById() throws IOException {
        // 創建索引,即獲取索引
        GetRequest request = new GetRequest();
        // 外層參數
        request.id("1");
        request.index("cs_index");
        request.type("_doc");
        // 發送請求
        System.out.println(request.toString());
        GetResponse response = client.get(request, RequestOptions.DEFAULT);
        System.out.println(response.toString());
    }
}
  • 批量添加文檔
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class DocJunit {

    @Autowired
    private RestHighLevelClient client;


    /**
     * 批量添加文檔
     * @throws IOException
     */
    @Test
    public void batchAddDocument() throws IOException {
        // 批量請求
        BulkRequest bulkRequest = new BulkRequest();
        bulkRequest.timeout(TimeValue.timeValueSeconds(10));
        // 創建對象
        List<UserDocument> userArrayList = new ArrayList<>();
        userArrayList.add(new UserDocument("張三", "男", 30, "武漢"));
        userArrayList.add(new UserDocument("里斯", "女", 31, "北京"));
        userArrayList.add(new UserDocument("王五", "男", 32, "武漢"));
        userArrayList.add(new UserDocument("趙六", "女", 33, "長沙"));
        userArrayList.add(new UserDocument("七七", "男", 34, "武漢"));
        // 添加請求
        for (int i = 0; i < userArrayList.size(); i++) {
            userArrayList.get(i).setId(String.valueOf(i));
            IndexRequest indexRequest = new IndexRequest();
            // 外層參數
            indexRequest.id(String.valueOf(i));
            indexRequest.index("cs_index");
            indexRequest.type("_doc");
            indexRequest.timeout(TimeValue.timeValueSeconds(1));
            indexRequest.source(JSON.toJSONString(userArrayList.get(i)), XContentType.JSON);
            bulkRequest.add(indexRequest);
        }
        // 執行請求
        BulkResponse response = client.bulk(bulkRequest, RequestOptions.DEFAULT);
        System.out.println(response.status());
    }

}

2.6、高級查詢管理

es 最大的亮點就是查詢非常豐富,可以在上億的數據里面快速搜索出目標數據,查詢如果實現呢?請看下文

  • 單條件精確查詢
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 單條件精確查詢
     * @throws IOException
     */
    @Test
    public void search0() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder()
                .query(QueryBuilders.termsQuery("name", "趙里"));

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }

}
  • 多條件精確查詢,取并集
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 多條件精確查詢,取并集
     * @throws IOException
     */
    @Test
    public void search1() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder()
                .query(QueryBuilders.termsQuery("name", "張", "陳"));

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }

}
  • 范圍查詢
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 范圍查詢,包括from、to
     * @throws IOException
     */
    @Test
    public void search2() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder()
                .query(QueryBuilders.rangeQuery("age").from(20).to(32));

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }


    /**
     * 范圍查詢,不包括from、to
     * @throws IOException
     */
    @Test
    public void search3() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder()
                .query(QueryBuilders.rangeQuery("age").from(20,false).to(30, false));

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }


    /**
     * 范圍查詢, lt:小于,gt:大于
     * @throws IOException
     */
    @Test
    public void search4() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder()
                .query(QueryBuilders.rangeQuery("age").lt(30).gt(20));

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }

}
  • 模糊查詢,支持通配符
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 模糊查詢,支持通配符
     * @throws IOException
     */
    @Test
    public void search5() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder()
                .query(QueryBuilders.wildcardQuery("name","張三"));

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }

}
  • 不使用通配符的模糊查詢,左右匹配
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 不使用通配符的模糊查詢,左右匹配
     * @throws IOException
     */
    @Test
    public void search6() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder()
                .query(QueryBuilders.queryStringQuery("張三").field("name"));

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }

}
  • 多字段模糊查詢
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 多字段模糊查詢
     * @throws IOException
     */
    @Test
    public void search7() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder()
                .query(QueryBuilders.multiMatchQuery("長", "name", "city"));

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }

}
  • 多字段模糊查詢
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 分頁搜索
     * @throws IOException
     */
    @Test
    public void search8() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder()
                .from(0).size(2);

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }

}
  • 字段排序
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 排序,字段的類型必須是:integer、double、long或者keyword
     * @throws IOException
     */
    @Test
    public void search9() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder()
                .sort("createTime", SortOrder.ASC);

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }

}
  • 精確統計篩選文檔數
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 精確統計篩選文檔數,查詢性能有所降低
     * @throws IOException
     */
    @Test
    public void search10() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder()
                .trackTotalHits(true);

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }

}
  • 設置源字段過濾返回
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 設置源字段過慮,第一個參數結果集包括哪些字段,第二個參數表示結果集不包括哪些字段
     * @throws IOException
     */
    @Test
    public void search11() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder()
                .fetchSource(new String[]{"name","age","city","createTime"},new String[]{});

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }

}
  • 根據 id 精確匹配
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 根據id精確匹配
     * @throws IOException
     */
    @Test
    public void search12() throws IOException {
        String[] ids = new String[]{"1","2"};
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder()
                .query(QueryBuilders.termsQuery("_id", ids));

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }

}
  • matchAllQuery 搜索全部
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * matchAllQuery搜索全部
     * @throws IOException
     */
    @Test
    public void search21() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder()
                .query(QueryBuilders.matchAllQuery());

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }
}
  • match 搜索匹配
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * match搜索匹配
     * @throws IOException
     */
    @Test
    public void search22() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder()
                .query(QueryBuilders.matchQuery("name", "張王"));

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }
}
  • bool組合查詢
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * bool組合查詢
     * @throws IOException
     */
    @Test
    public void search23() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder();

        BoolQueryBuilder boolQueryBuilder=new BoolQueryBuilder();
        boolQueryBuilder.must(QueryBuilders.matchQuery("name", "張王"));
        boolQueryBuilder.must(QueryBuilders.rangeQuery("age").lte(30).gte(20));
        builder.query(boolQueryBuilder);

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }
}
  • nested 類型嵌套查詢
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * nested類型嵌套查詢
     * @throws IOException
     */
    @Test
    public void search24() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder();

        //條件查詢
        BoolQueryBuilder mainBool=new BoolQueryBuilder();
        mainBool.must(QueryBuilders.matchQuery("name", "趙六"));

        //nested類型嵌套查詢
        BoolQueryBuilder boolQueryBuilder=new BoolQueryBuilder();
        boolQueryBuilder.must(QueryBuilders.matchQuery("products.brand", "A"));
        boolQueryBuilder.must(QueryBuilders.matchQuery("products.title", "巧克力"));
        NestedQueryBuilder nested = QueryBuilders.nestedQuery("products",boolQueryBuilder, ScoreMode.None);
        mainBool.must(nested);

        builder.query(mainBool);

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }
}
  • 多條件查詢 + 排序 + 分頁
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 多條件查詢 + 排序 + 分頁
     * @throws IOException
     */
    @Test
    public void search29() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder();

        //條件搜索
        BoolQueryBuilder boolQueryBuilder=new BoolQueryBuilder();
        boolQueryBuilder.must(QueryBuilders.matchQuery("name", "張王"));
        boolQueryBuilder.must(QueryBuilders.rangeQuery("age").lte(30).gte(20));
        builder.query(boolQueryBuilder);

        //結果集合分頁
        builder.from(0).size(2);

        //排序
        builder.sort("createTime",SortOrder.ASC);

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }
}
  • 聚合查詢-求和
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 聚合查詢 sum
     * @throws IOException
     */
    @Test
    public void search30() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder();

        //條件搜索
        builder.query(QueryBuilders.matchAllQuery());
        //聚合查詢
        AggregationBuilder aggregation = AggregationBuilders.sum("sum_age").field("age");
        builder.aggregation(aggregation);

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }
}
  • 聚合查詢-求平均值
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 聚合查詢 avg
     * @throws IOException
     */
    @Test
    public void search31() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder();

        //條件搜索
        builder.query(QueryBuilders.matchAllQuery());
        //聚合查詢
        AggregationBuilder aggregation = AggregationBuilders.avg("avg_age").field("age");
        builder.aggregation(aggregation);

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }
}
  • 聚合查詢-計數
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 聚合查詢 count
     * @throws IOException
     */
    @Test
    public void search32() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder();

        //條件搜索
        builder.query(QueryBuilders.matchAllQuery());
        //聚合查詢
        AggregationBuilder aggregation = AggregationBuilders.count("count_age").field("age");
        builder.aggregation(aggregation);

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }
}
  • 聚合查詢-分組
@RunWith(SpringJUnit4ClassRunner.class)
@SpringBootTest(classes = ElasticSearchApplication.class)
public class SearchJunit {

    @Autowired
    private RestHighLevelClient client;

    /**
     * 聚合查詢 分組
     * @throws IOException
     */
    @Test
    public void search33() throws IOException {
        // 創建請求
        SearchSourceBuilder builder = new SearchSourceBuilder();

        //條件搜索
        builder.query(QueryBuilders.matchAllQuery());
        //聚合查詢
        AggregationBuilder aggregation = AggregationBuilders.terms("tag_createTime").field("createTime")
                .subAggregation(AggregationBuilders.count("count_age").field("age")) //計數
                .subAggregation(AggregationBuilders.sum("sum_age").field("age")) //求和
                .subAggregation(AggregationBuilders.avg("avg_age").field("age")); //求平均值

        builder.aggregation(aggregation);

        //不輸出原始數據
        builder.size(0);

        //搜索
        SearchRequest searchRequest = new SearchRequest();
        searchRequest.indices("cs_index");
        searchRequest.types("_doc");
        searchRequest.source(builder);
        // 執行請求
        SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
        // 解析查詢結果
        System.out.println(response.toString());
    }
}

三、小結

本文主要圍繞 SpringBoot 整合 ElasticSearch 接受數據的插入和搜索使用技巧,在實際的使用過程中,版本號尤其的重要,不同版本的 es,對應的 api 是不一樣的。

責任編輯:武曉燕 來源: 潘志的研發筆記
相關推薦

2022-05-30 07:31:38

SpringBoot搜索技巧

2025-09-24 09:13:29

2016-06-16 10:52:25

IBM

2012-10-22 14:58:21

Office 2013

2014-11-11 17:16:54

SSLStrip

2024-08-29 08:58:30

JPA編寫數據操

2025-03-03 08:00:00

SpringBootEasyExcel數據導出

2021-01-07 13:08:27

AI 數據人工智能

2024-11-11 10:02:37

Spring搜索數據

2024-11-19 09:15:40

搜索類型MySQL

2009-12-04 14:16:22

2024-03-27 07:55:58

SpringRedis海量

2025-07-02 08:00:00

防抖SpringBoot開發

2022-02-01 15:00:17

Windows 11Windows 10微軟

2018-11-19 15:06:57

華為云

2010-07-14 10:53:05

MyEclipse 8漢化

2024-07-17 08:29:20

2020-06-10 08:23:44

JavaScript開發Web

2024-08-26 08:27:18

2024-09-11 08:35:54

點贊
收藏

51CTO技術棧公眾號

青青草原国产在线| 99热这里只有精品66| 国产videos久久| 欧美性生交片4| 亚洲免费精品视频| www.欧美国产| 久久在线精品| 久热国产精品视频| 亚洲永久无码7777kkk| 日韩毛片一区| 亚洲综合色噜噜狠狠| 国产伦精品一区二区三区| 无码人妻黑人中文字幕| 午夜天堂精品久久久久| 亚洲欧洲av一区二区| 小早川怜子一区二区三区| 国产极品美女高潮无套嗷嗷叫酒店| 中文字幕这里只有精品| 国产精品国产三级国产有无不卡 | 日韩精品成人| 色综合激情久久| 九一免费在线观看| 成人在线观看一区| 午夜亚洲性色视频| 久久中文字幕国产| 精品人妻一区二区三区蜜桃视频| 欧美一区一区| 欧美色视频在线观看| 欧美激情视频免费看| 国产肥老妇视频| 久久婷婷一区| 97在线视频免费播放| 国产一区在线观看免费| 亚洲系列另类av| 亚洲第一区中文99精品| 一个色综合久久| 日本在线观看视频| 久久老女人爱爱| 欧美专区福利在线| 久久久久无码国产精品不卡| 日韩一区三区| 亚洲色图13p| 午夜一区二区三区免费| 国产一区二区三区亚洲| 91精品国产综合久久蜜臀 | 欧美日韩国产亚洲一区| 色偷偷偷亚洲综合网另类 | 99久久国产热无码精品免费| 91成人观看| 中文字幕国产日韩| 欧美成人国产精品一区二区| 亚洲精品播放| 亚洲精品福利资源站| 美女扒开腿免费视频| 国产精品日本一区二区三区在线 | 免费理论片在线观看播放老| 精品无码m3u8在线观看| 性刺激的欧美三级视频| 国产精品久久久久久av福利| 亚洲一区二区三区四区在线免费观看| 午夜国产精品视频免费体验区| 在线网址91| 国产精品伦子伦| 欧美性一区二区三区| 国产亲近乱来精品视频| 69堂精品视频在线播放| 久久精品视频6| 香蕉久久夜色| 日韩av一区二区在线| 91免费视频观看| 第一视频专区在线| 制服丝袜综合日韩欧美| 日韩av影片在线观看| 欧美综合二区| www视频在线观看免费| 亚洲制服中文字幕| 欧美亚洲国产视频小说| 欧美性xxxxxx| 成人在线免费电影| 久久免费高清视频| 2020国产成人综合网| 91免费精品国偷自产在线在线| 国产一级淫片a| 真人抽搐一进一出视频| 亚洲国产福利在线| 国产成人精品免费在线| 国产综合av| 久久久久久91亚洲精品中文字幕| 91成人在线视频观看| 中文字幕av一区| 高跟丝袜一区二区三区| 国产一区二区三区的电影 | 日韩黄色三级| 欧美日韩精品一区二区三区四区 | 亚洲系列中文字幕| 永久域名在线精品| 九七电影韩国女主播在线观看| 亚洲丝袜制服诱惑| 国产a级黄色大片| japanese色国产在线看视频| 91视频免费播放| 欧洲亚洲一区| 岛国最新视频免费在线观看| 亚洲人成在线播放网站岛国| 无码粉嫩虎白一线天在线观看 | 国产成人在线色| 操一操视频一区| 全色精品综合影院| 中文字幕一区二区5566日韩| 18禁裸男晨勃露j毛免费观看| 亚洲性受xxx喷奶水| 欧美日免费三级在线| 日本xxxx免费| 精品日本12videosex| 精品av综合导航| 精品国产无码在线观看| 羞羞色午夜精品一区二区三区| 午夜免费久久久久| 这里只有精品9| 99精品在线免费| 一本久道久久综合狠狠爱亚洲精品| www.欧美日本韩国| 在线观看不卡视频| 国产免费一区二区三区最新6| 欧美日韩一二| 国内成人精品视频| 国产剧情精品在线| 美女日韩在线中文字幕| 国产一区二区色| 婷婷在线免费视频| 欧美aaaaaa午夜精品| 99在线热播| lutube成人福利在线观看| 五月综合激情网| 五月天婷婷影视| 国产一区二区区别| 97久久精品国产| 国产女人高潮时对白| 久久久精品免费免费| 日韩国产小视频| 日韩精品一页| 亚洲欧洲一区二区三区久久| 草久久免费视频| 成人丝袜高跟foot| 欧美另类videosbestsex日本| 亚洲精品555| 亚洲男人的天堂网站| 日本黄色特级片| 亚洲视频观看| 99久久99久久精品国产片| 色影院视频在线| 欧美性受极品xxxx喷水| 毛片aaaaaa| 日韩精品一区第一页| 精品国产乱码久久久久| 俺来俺也去www色在线观看| 日韩精品一区二区在线| 日本精品人妻无码77777| 蜜臀久久99精品久久久久久9| 亚洲精品美女久久7777777| 欧美一区国产| 国产亚洲日本欧美韩国| 日韩手机在线视频| 久久久久久久久97黄色工厂| 欧美视频第一区| 欧美一级一片| 欧美一区二区三区……| 天堂在线资源库| 精品久久久久久中文字幕大豆网| 中文字幕精品视频在线| 国产亚洲毛片| 欧洲亚洲一区二区三区四区五区| 久久电影tv| 中文字幕少妇一区二区三区| 一区二区日韩在线观看| 欧美国产日韩亚洲一区| xxx中文字幕| 亚洲天堂黄色| 乱色588欧美| 亚洲网站免费| 欧美激情精品久久久久久免费印度| 五月婷婷久久久| 91福利社在线观看| 国产va在线播放| 91在线观看高清| 99re精彩视频| 狠狠88综合久久久久综合网| 欧美日韩成人一区二区三区| av在线不卡精品| 欧美国产一区二区三区| 婷婷婷国产在线视频| 欧美日韩成人在线| 激情五月婷婷在线| 国产日韩影视精品| 在线观看中文av| 久久午夜视频| 熟妇熟女乱妇乱女网站| 成人看片黄a免费看视频| 欧美专区在线视频| 欧洲中文在线| 中文字幕亚洲一区在线观看| 亚洲第一色视频| 精品视频资源站| 国产香蕉在线视频| 中文字幕在线不卡一区| 中文字幕精品视频在线| 国产老女人精品毛片久久| 日本丰满少妇xxxx| 亚洲高清影视| 日韩欧美电影一区二区| 国产精品极品| 国产欧美 在线欧美| 涩涩涩在线视频| 麻豆国产va免费精品高清在线| 九色国产在线观看| 欧美zozo另类异族| 国产精品视频在线观看免费| 富二代精品短视频| 日本三级中文字幕| 亚洲欧美另类综合偷拍| 欧美精品日韩在线| 91视视频在线观看入口直接观看www | 成人激情视频在线观看| 国产精品蜜芽在线观看| 精品视频9999| 91在线看黄| 夜夜嗨av色综合久久久综合网| www.av导航| 日韩一区二区三区在线| 欧美人一级淫片a免费播放| 亚洲777理论| 欧美人禽zoz0强交| 中文字幕一区二区三区不卡| 欧美夫妇交换xxx| 成人一区二区三区在线观看 | 久久久国产精华液| 亚洲欧洲性图库| 成人免费视频入口| 久久久影视传媒| 成人免费毛片糖心| 91视频在线观看免费| 第四色在线视频| 国产91富婆露脸刺激对白| 欧美熟妇另类久久久久久多毛| 美女诱惑一区二区| 色播五月综合网| 日韩二区三区在线观看| 亚洲中文字幕久久精品无码喷水| 黄色成人91| 国产成a人亚洲精v品在线观看| 你懂的一区二区| 看全色黄大色大片| 欧美精品97| 91精品一区二区三区四区| 欧美韩日高清| 一区二区三区av在线| 香蕉久久网站| 欧洲xxxxx| 亚洲国产精品日韩专区av有中文| 欧美爱爱视频网站| 欧美96在线丨欧| 日韩福利一区二区三区| 极品白嫩的小少妇| 天天操天天操天天操天天| 免费av网站在线观看| 女厕嘘嘘一区二区在线播放| 久久久久综合| 亚洲精品ww久久久久久p站| 精品国偷自产在线| 中国丰满人妻videoshd| 老司机福利在线视频| 国产一区二区av| 天堂成人在线视频| 亚洲夜晚福利在线观看| 成年人在线视频| 中文字幕亚洲激情| 欧美精品videos另类| 久久综合伊人77777蜜臀| 2018av在线| 欧美又大粗又爽又黄大片视频| 亚洲一级少妇| 国产精品久久久久久久久久小说 | 天天插天天操天天干| 亚洲国产成人高清精品| a v视频在线观看| 色成人在线视频| 一本大道伊人av久久综合| 欧美日韩一区二区在线视频| 亚洲国产精品欧美久久| 亚洲第一视频网站| 日色在线视频| 久久精彩免费视频| 超清av在线| 国产乱肥老妇国产一区二| 清纯唯美激情亚洲| 鲁片一区二区三区| 日韩精品dvd| 男人天堂av片| 久久婷婷久久| 色播五月综合网| 国产91露脸合集magnet| 在线免费观看av网| 99在线精品观看| av电影中文字幕| 欧美国产精品专区| 精品视频久久久久| 在线观看av一区| 韩国av免费在线观看| 亚洲护士老师的毛茸茸最新章节| 欧美18hd| 2020国产精品视频| 国产日韩在线观看视频| 免费av在线一区二区| 欧美日韩三级| 美女黄色片视频| 91亚洲国产成人精品一区二区三| 四虎永久免费影院| 亚洲一区中文在线| 一道本无吗一区| 亚洲区在线播放| 僵尸再翻生在线观看免费国语| 国产日本欧美一区二区三区| 少妇精品久久久| 国产精品无码免费专区午夜| 国内精品国产三级国产a久久| www.中文字幕av| 午夜视频在线观看一区| 亚洲AV无码成人片在线观看| 日韩中文字幕第一页| av在线日韩| 久久久久久久免费| 在线综合视频| 欧类av怡春院| 亚洲影视在线播放| 丰满人妻一区二区三区免费| 深夜福利91大全| 欧美gay视频| 精品免费日产一区一区三区免费| 亚洲东热激情| 波多野结衣办公室双飞| 亚洲精品久久久蜜桃| 国产av一区二区三区| 中文字幕日韩欧美| 午夜av成人| 狼狼综合久久久久综合网| 一本色道久久综合亚洲精品不卡 | 成人av影院在线| 国产一级做a爰片在线看免费| 91麻豆精品国产自产在线| 天天综合视频在线观看| 国产精品福利在线观看| 美女精品一区最新中文字幕一区二区三区| 福利视频免费在线观看| 丁香五精品蜜臀久久久久99网站| 欧美成人精品一区二区免费看片| 欧美美女一区二区在线观看| 婷婷视频在线| 亚洲r级在线观看| 婷婷久久国产对白刺激五月99| 99sesese| 亚洲精品美腿丝袜| 国产99对白在线播放| 欧美久久精品一级黑人c片 | 九九九伊在人线综合| 国产精品黄视频| 日韩中文欧美| 91日韩精品视频| 亚洲一区二区三区国产| 成人爽a毛片一区二区| 国内精品久久久| 天堂成人娱乐在线视频免费播放网站 | 国产精品一二三在线观看| 久久福利影视| 国产男女猛烈无遮挡a片漫画 | 亚洲精品一区二| 国产一区二区三区四区五区入口 | 国产丝袜视频一区| 日本福利片高清在线观看| 午夜精品一区二区三区av| 精品国产午夜肉伦伦影院| 久久久久久久久久网| 久久这里只有精品视频网| 在线观看免费黄色小视频| 久久夜色撩人精品| 亚洲精品观看| 免费一级特黄毛片| 欧美激情在线一区二区| 一区二区不卡视频在线观看| 欧美另类69精品久久久久9999| 大奶一区二区三区| 在线免费av播放| 一区二区三区欧美久久| 日本激情一区二区| 国产成人自拍视频在线观看| 亚洲欧美亚洲| mm131丰满少妇人体欣赏图| 在线看不卡av| 国产亚av手机在线观看| 日韩亚洲一区在线播放| 国产精品1024|