springboot2+es7使用RestHighLevelClient的示例代碼
由於spring和es的集成並不是特別友好,es的高低版本兼容問題、api更新頻率高等問題,所以我選擇是官網提供的原生Client(RestHighLevelClient),但又不想去關註es的配置類以及和spring的集成配置、jar包沖突等問題,所以使用spring-boot-starter-data-elasticsearch。
一、引入依賴jar
<dependency> <groupId>org.springframework.boot</groupId> <artifactId>spring-boot-starter-data-elasticsearch</artifactId> </dependency>
二、application.properties配置
spring.elasticsearch.rest.uris=http://127.0.0.1:9200,http://127.0.0.1:9201,http://127.0.0.1:9202 spring.elasticsearch.rest.connection-timeout=5s spring.elasticsearch.rest.read-timeout=30s logging.level.org.springframework.data.convert.CustomConversions=error
spring-boot-starter-data-elasticsearch中自動裝配es的配置類:ElasticsearchRestClientAutoConfiguration、ElasticsearchRestClientProperties。
ElasticsearchRestClientAutoConfiguration:
@ConditionalOnClass({RestHighLevelClient.class}) @ConditionalOnMissingBean({RestClient.class}) @EnableConfigurationProperties({ElasticsearchRestClientProperties.class}) public class ElasticsearchRestClientAutoConfiguration { @Configuration( proxyBeanMethods = false ) @ConditionalOnMissingBean({RestHighLevelClient.class}) static class RestHighLevelClientConfiguration { RestHighLevelClientConfiguration() { } @Bean RestHighLevelClient elasticsearchRestHighLevelClient(RestClientBuilder restClientBuilder) { return new RestHighLevelClient(restClientBuilder); } } @Configuration( proxyBeanMethods = false ) @ConditionalOnMissingBean({RestClientBuilder.class}) static class RestClientBuilderConfiguration { RestClientBuilderConfiguration() { } @Bean RestClientBuilderCustomizer defaultRestClientBuilderCustomizer(ElasticsearchRestClientProperties properties) { return new ElasticsearchRestClientAutoConfiguration.DefaultRestClientBuilderCustomizer(properties); } @Bean RestClientBuilder elasticsearchRestClientBuilder(ElasticsearchRestClientProperties properties, ObjectProvider<RestClientBuilderCustomizer> builderCustomizers) { HttpHost[] hosts = (HttpHost[])properties.getUris().stream().map(this::createHttpHost).toArray((x$0) -> { return new HttpHost[x$0]; }); RestClientBuilder builder = RestClient.builder(hosts); builder.setHttpClientConfigCallback((httpClientBuilder) -> { builderCustomizers.orderedStream().forEach((customizer) -> { customizer.customize(httpClientBuilder); }); return httpClientBuilder; }); builder.setRequestConfigCallback((requestConfigBuilder) -> { builderCustomizers.orderedStream().forEach((customizer) -> { customizer.customize(requestConfigBuilder); }); return requestConfigBuilder; }); builderCustomizers.orderedStream().forEach((customizer) -> { customizer.customize(builder); }); return builder; } private HttpHost createHttpHost(String uri) { try { return this.createHttpHost(URI.create(uri)); } catch (IllegalArgumentException var3) { return HttpHost.create(uri); } } private HttpHost createHttpHost(URI uri) { if (!StringUtils.hasLength(uri.getUserInfo())) { return HttpHost.create(uri.toString()); } else { try { return HttpHost.create((new URI(uri.getScheme(), (String)null, uri.getHost(), uri.getPort(), uri.getPath(), uri.getQuery(), uri.getFragment())).toString()); } catch (URISyntaxException var3) { throw new IllegalStateException(var3); } } } } }
ElasticsearchRestClientProperties:
@ConfigurationProperties( prefix = "spring.elasticsearch.rest" ) public class ElasticsearchRestClientProperties { private List<String> uris = new ArrayList(Collections.singletonList("http://localhost:9200")); private String username; private String password; private Duration connectionTimeout = Duration.ofSeconds(1L); private Duration readTimeout = Duration.ofSeconds(30L); public ElasticsearchRestClientProperties() { } public List<String> getUris() { return this.uris; } public void setUris(List<String> uris) { this.uris = uris; } public String getUsername() { return this.username; } public void setUsername(String username) { this.username = username; } public String getPassword() { return this.password; } public void setPassword(String password) { this.password = password; } public Duration getConnectionTimeout() { return this.connectionTimeout; } public void setConnectionTimeout(Duration connectionTimeout) { this.connectionTimeout = connectionTimeout; } public Duration getReadTimeout() { return this.readTimeout; } public void setReadTimeout(Duration readTimeout) { this.readTimeout = readTimeout; } }
三、使用
ES基本操作持久層
/** * es持久層 * * @author yangzihe * @date 2022/1/24 */ @Repository @Slf4j public class EsRepository { @Resource private RestHighLevelClient highLevelClient; /** * 判斷索引是否存在 */ public boolean existIndex(String index) { try { return highLevelClient.indices().exists(new GetIndexRequest(index), RequestOptions.DEFAULT); } catch (IOException e) { log.error("es持久層異常!index={}", index, e); } return Boolean.FALSE; } /** * 創建索引 */ public boolean createIndex(String index, Map<String, Object> columnMap) { if (existIndex(index)) { return Boolean.FALSE; } CreateIndexRequest request = new CreateIndexRequest(index); if (columnMap != null && columnMap.size() > 0) { Map<String, Object> source = new HashMap<>(); source.put("properties", columnMap); request.mapping(source); } try { highLevelClient.indices().create(request, RequestOptions.DEFAULT); return Boolean.TRUE; } catch (IOException e) { log.error("es持久層異常!index={}, columnMap={}", index, columnMap, e); } return Boolean.FALSE; } /** * 刪除索引 */ public boolean deleteIndex(String index) { try { if (existIndex(index)) { AcknowledgedResponse response = highLevelClient.indices().delete(new DeleteIndexRequest(index), RequestOptions.DEFAULT); return response.isAcknowledged(); } } catch (Exception e) { log.error("es持久層異常!index={}", index, e); } return Boolean.FALSE; } /** * 數據新增 */ public boolean insert(String index, String jsonString) { IndexRequest indexRequest = new IndexRequest(index); indexRequest.id(new Snowflake().nextIdStr()); indexRequest.source(jsonString, XContentType.JSON); try { log.info("indexRequest={}", indexRequest); IndexResponse indexResponse = highLevelClient.index(indexRequest, RequestOptions.DEFAULT); log.info("indexResponse={}", indexResponse); return Boolean.TRUE; } catch (IOException e) { log.error("es持久層異常!index={}, jsonString={}", index, jsonString, e); } return Boolean.FALSE; } /** * 數據更新,可以直接修改索引結構 */ public boolean update(String index, Map<String, Object> dataMap) { UpdateRequest updateRequest = new UpdateRequest(index, dataMap.remove("id").toString()); updateRequest.setRefreshPolicy(WriteRequest.RefreshPolicy.IMMEDIATE); updateRequest.doc(dataMap); try { highLevelClient.update(updateRequest, RequestOptions.DEFAULT); } catch (IOException e) { log.error("es持久層異常!index={}, dataMap={}", index, dataMap, e); return Boolean.FALSE; } return Boolean.TRUE; } /** * 刪除數據 */ public boolean delete(String index, String id) { DeleteRequest deleteRequest = new DeleteRequest(index, id); try { highLevelClient.delete(deleteRequest, RequestOptions.DEFAULT); } catch (IOException e) { log.error("es持久層異常!index={}, id={}", index, id, e); return Boolean.FALSE; } return Boolean.TRUE; } }
ES查詢持久層
/** * es查詢持久層 * * @author yangzihe * @date 2022/1/25 */ @Repository @Slf4j public class EsSearchRepository { @Resource private RestHighLevelClient highLevelClient; /** * 分頁查詢 * * @param queryPO 分頁查詢對象 * * @return 分頁查詢結果 */ public EsQueryRespPO<Map<String, Object>> searchPage(EsQueryReqPO queryPO) { // 默認分頁參數設置 if (queryPO.getPageNum() == null) { queryPO.setPageNum(1); } if (queryPO.getPageSize() == null) { queryPO.setPageSize(10); } // 設置索引 SearchRequest searchRequest = new SearchRequest(queryPO.getIndex()); // 封裝查詢源對象 SearchSourceBuilder sourceBuilder = new SearchSourceBuilder(); searchRequest.source(sourceBuilder); // 查詢條件 sourceBuilder.query(queryPO.getQuery()); // 排序字段 if (StringUtils.isNotBlank(queryPO.getSortField()) && queryPO.getSort() != null) { FieldSortBuilder order = new FieldSortBuilder(queryPO.getSortField()).order(queryPO.getSort()); sourceBuilder.sort(order); } // 開始行數,默認0 sourceBuilder.from((queryPO.getPageNum() - 1) * queryPO.getPageSize()); // 頁大小,默認10 sourceBuilder.size(queryPO.getPageSize()); // 查詢結果 SearchResponse searchResponse = null; try { // log.info("es查詢請求對象:searchRequest={}", searchRequest); log.info("es查詢請求對象source:sourceBuilder={}", searchRequest.source()); // 執行搜索 searchResponse = highLevelClient.search(searchRequest, RequestOptions.DEFAULT); log.info("es查詢響應結果:searchResponse={}", searchResponse); } catch (IOException e) { log.error("es查詢,IO異常!searchRequest={}", searchRequest, e); // 異常處理 return EsQueryRespPO.error("es查詢,IO異常!"); } if (RestStatus.OK.equals(searchResponse.status())) { // 解析對象 SearchHit[] hits = searchResponse.getHits().getHits(); // 獲取source List<Map<String, Object>> sourceList = Arrays.stream(hits).map(SearchHit::getSourceAsMap).collect(Collectors.toList()); long totalHits = searchResponse.getHits().getTotalHits().value; return EsQueryRespPO.success(sourceList, queryPO.getPageNum(), queryPO.getPageSize(), totalHits); } else { log.error("es查詢返回的狀態碼異常!searchResponse.status={}, searchRequest={}", searchResponse.status(), searchRequest); return EsQueryRespPO.error("es查詢返回的狀態碼異常!"); } } /** * 聚合的分頁查詢 * * @param queryPO 查詢請求對象 * * @return 聚合分頁查詢結果 */ public EsQueryRespPO<AggregationBucketPO> searchAggregation(EsQueryReqPO queryPO) { // 設置索引 SearchRequest searchRequest = new SearchRequest(queryPO.getIndex()); // 封裝查詢源對象 SearchSourceBuilder sourceBuilder = new SearchSourceBuilder(); searchRequest.source(sourceBuilder); // 查詢條件 sourceBuilder.query(queryPO.getQuery()); // 排序字段 if (StringUtils.isNotBlank(queryPO.getSortField()) && queryPO.getSort() != null) { FieldSortBuilder order = new FieldSortBuilder(queryPO.getSortField()).order(queryPO.getSort()); sourceBuilder.sort(order); } // 頁大小0,隻返回聚合結果 sourceBuilder.size(0); // 設置聚合查詢,可以設置多個聚合查詢條件,隻要聚合查詢命名不同就行 // 聚合分組條件, group by sourceBuilder.aggregation(queryPO.getTermsAggregation()); // 聚合統計條件, count分組後的數據,計算分組後的總大小 sourceBuilder.aggregation(queryPO.getCardinalityAggregation()); // 查詢結果 SearchResponse searchResponse = null; try { // log.info("es查詢請求對象:searchRequest={}", searchRequest); log.info("es查詢請求對象source:sourceBuilder={}", searchRequest.source()); // 執行搜索 searchResponse = highLevelClient.search(searchRequest, RequestOptions.DEFAULT); log.info("es查詢響應結果:searchResponse={}", searchResponse); } catch (IOException e) { log.error("es查詢,IO異常!searchRequest={}", searchRequest, e); return EsQueryRespPO.error("es查詢,IO異常!"); } if (RestStatus.OK.equals(searchResponse.status())) { // 解析對象 Aggregations aggregations = searchResponse.getAggregations(); long docTotal = searchResponse.getHits().getTotalHits().value; // 遍歷terms聚合結果 Terms terms = aggregations.get(queryPO.getTermsAggregation().getName()); List<AggregationBucketPO> bucketList = terms.getBuckets().stream().map(bucket -> { String key = bucket.getKeyAsString(); long docCount = bucket.getDocCount(); return new AggregationBucketPO(key, docCount, docTotal); }).collect(Collectors.toList()); // 總數量 Cardinality cardinality = aggregations.get(queryPO.getCardinalityAggregation().getName()); long totalHits = cardinality.getValue(); return EsQueryRespPO.success(bucketList, queryPO.getPageNum(), queryPO.getPageSize(), totalHits); } else { log.error("es查詢返回的狀態碼異常!searchResponse.status={}, searchRequest={}", searchResponse.status(), searchRequest); return EsQueryRespPO.error("es查詢返回的狀態碼異常!"); } } }
其中,EsQueryReqPO、EsQueryRespPO、AggregationBucketPO等類如下:
/** * es查詢請求對象 */ @Data public class EsQueryReqPO { /** * 索引名 */ String[] index; /** * 查詢條件 */ QueryBuilder query; /** * 排序字段 */ String sortField; /** * 排序方式 SortOrder.ASC、SortOrder.DESC */ SortOrder sort; /** * 頁數 */ private Integer pageNum; /** * 頁大小 */ private Integer pageSize; /** * 聚合分組條件, group by */ private TermsAggregationBuilder termsAggregation; /** * 聚合統計條件, count分組後的數據 */ private CardinalityAggregationBuilder cardinalityAggregation; } /** * es分頁響應對象 * * @author yangzihe * @date 2022/1/25 */ @Data @NoArgsConstructor @AllArgsConstructor public class EsQueryRespPO<T> { /** * 是否成功 */ private Boolean success; /** * 信息 */ private String message; /** * 頁數 */ private Integer pageNum; /** * 頁大小 */ private Integer pageSize; /** * 總大小 */ private Long totalSize; /** * 數據 */ private List<T> sourceList; public static <T> EsQueryRespPO<T> success(List<T> sourceList, Integer pageNum, Integer pageSize, Long totalSize) { EsQueryRespPO<T> esQueryRespPO = new EsQueryRespPO<>(); esQueryRespPO.setSuccess(true); esQueryRespPO.setSourceList(sourceList); esQueryRespPO.setPageNum(pageNum); esQueryRespPO.setPageSize(pageSize); esQueryRespPO.setTotalSize(totalSize); return esQueryRespPO; } public static EsQueryRespPO error() { EsQueryRespPO esQueryRespPO = new EsQueryRespPO(); esQueryRespPO.setSuccess(false); esQueryRespPO.setMessage("es查詢異常"); return esQueryRespPO; } public static EsQueryRespPO error(String message) { EsQueryRespPO esQueryRespPO = new EsQueryRespPO(); esQueryRespPO.setSuccess(false); esQueryRespPO.setMessage(message); return esQueryRespPO; } }
/** * 聚合桶對象 * * @author yangzihe * @date 2022/1/26 */ @Data @NoArgsConstructor @AllArgsConstructor public class AggregationBucketPO { /** * 聚合Bucket的key名 */ private String key; /** * 聚合Bucket的文檔數量 */ private Long docCount; /** * 文檔總數量 */ private Long docTotal; }
ES多級(二級)聚合分桶查詢
import com.yy.armor.manager.common.exception.EsException; import com.yy.armor.manager.persist.es.po.AggregationBucketPO; import com.yy.armor.manager.persist.es.po.EsMultiAggregationReqPO; import java.io.IOException; import java.util.List; import java.util.stream.Collectors; import javax.annotation.Resource; import lombok.extern.slf4j.Slf4j; import org.apache.commons.collections4.CollectionUtils; import org.apache.commons.lang3.StringUtils; import org.apache.pulsar.shade.org.apache.commons.compress.utils.Lists; import org.elasticsearch.action.search.SearchRequest; import org.elasticsearch.action.search.SearchResponse; import org.elasticsearch.client.RequestOptions; import org.elasticsearch.client.RestHighLevelClient; import org.elasticsearch.rest.RestStatus; import org.elasticsearch.search.aggregations.AggregationBuilders; import org.elasticsearch.search.aggregations.bucket.terms.Terms; import org.elasticsearch.search.aggregations.bucket.terms.TermsAggregationBuilder; import org.elasticsearch.search.builder.SearchSourceBuilder; import org.elasticsearch.search.sort.FieldSortBuilder; import org.springframework.stereotype.Repository; @Repository @Slf4j public class EsSearchRepository { @Resource private RestHighLevelClient highLevelClient; /** * 多級聚合查詢(二級聚合) * * @param reqPO 查詢請求對象 * * @return 聚合查詢結果 */ public List<AggregationBucketPO> searchMultiAggregation(EsMultiAggregationReqPO reqPO) { // 設置索引 SearchRequest searchRequest = new SearchRequest(reqPO.getIndex()); // 封裝查詢源對象 SearchSourceBuilder sourceBuilder = new SearchSourceBuilder(); searchRequest.source(sourceBuilder); // 查詢條件 sourceBuilder.query(reqPO.getQuery()); // 排序字段 if (StringUtils.isNotBlank(reqPO.getSortField()) && reqPO.getSort() != null) { FieldSortBuilder order = new FieldSortBuilder(reqPO.getSortField()).order(reqPO.getSort()); sourceBuilder.sort(order); } // 頁大小0,隻返回聚合結果 sourceBuilder.size(0); // 聚合分桶。創建terms桶聚合,聚合名字=terms_by_XXX, 字段=XXX TermsAggregationBuilder termsAggregationBuilder = AggregationBuilders.terms("terms_by_" + reqPO.getField()).field(reqPO.getField()); if (reqPO.getFieldSize() != null) { termsAggregationBuilder.size(reqPO.getFieldSize()); } // 二級聚合分桶 TermsAggregationBuilder subTermsAggregationBuilder = AggregationBuilders.terms("terms_by_" + reqPO.getSubField()).field(reqPO.getSubField()); if (reqPO.getSubFieldSize() != null) { subTermsAggregationBuilder.size(reqPO.getSubFieldSize()); } termsAggregationBuilder.subAggregation(subTermsAggregationBuilder); // 聚合分組條件 sourceBuilder.aggregation(termsAggregationBuilder); // 查詢結果 SearchResponse searchResponse = null; try { log.info("es查詢請求對象source:sourceBuilder={}", searchRequest.source()); // 執行搜索 searchResponse = highLevelClient.search(searchRequest, RequestOptions.DEFAULT); log.info("es查詢響應結果:searchResponse={}", searchResponse); } catch (IOException e) { log.error("es查詢,IO異常!searchRequest={}", searchRequest, e); throw new EsException("es查詢,IO異常!"); } if (RestStatus.OK.equals(searchResponse.status())) { // 遍歷terms聚合結果 Terms terms = searchResponse.getAggregations().get(termsAggregationBuilder.getName()); List<AggregationBucketPO> bucketList = terms.getBuckets().stream().map(bucket -> { // 一級聚合分桶的數據 String key = bucket.getKeyAsString(); long docCount = bucket.getDocCount(); // 二級聚合分桶的數據 Terms subTerms = bucket.getAggregations().get(subTermsAggregationBuilder.getName()); List<AggregationBucketPO> subBucketList = convertTerms(subTerms); return new AggregationBucketPO(key, docCount, subBucketList); }).collect(Collectors.toList()); return bucketList; } else { log.error("es查詢返回的狀態碼異常!searchResponse.status={}, searchRequest={}", searchResponse.status(), searchRequest); throw new EsException("es查詢返回的狀態碼異常!"); } } private List<AggregationBucketPO> convertTerms(Terms terms) { if (CollectionUtils.isEmpty(terms.getBuckets())) { return Lists.newArrayList(); } return terms.getBuckets().stream().map(bucket -> { String key = bucket.getKeyAsString(); long docCount = bucket.getDocCount(); return new AggregationBucketPO(key, docCount); }).collect(Collectors.toList()); } }
其中,EsMultiAggregationReqPO、AggregationBucketPO類如下:
@Data public class EsMultiAggregationReqPO { /** * 索引名 */ String[] index; /** * 查詢條件 */ QueryBuilder query; /** * 聚合分桶字段 */ private String field; /** * 二級聚合分桶字段 */ private String subField; /** * 聚合分桶大小,非必傳 */ private Integer fieldSize; /** * 二級聚合分桶大小,非必傳 */ private Integer subFieldSize; /** * 排序字段,非必傳 */ String sortField; /** * 排序方式 SortOrder.ASC、SortOrder.DESC,非必傳 */ SortOrder sort; }
@Data @NoArgsConstructor @AllArgsConstructor public class AggregationBucketPO { /** * 聚合Bucket的key名 */ private String key; /** * 聚合Bucket的文檔數量 */ private Long docCount; /** * 子桶集合 */ private List<AggregationBucketPO> subBucketList; public AggregationBucketPO(String key, Long docCount) { this.key = key; this.docCount = docCount; } }
二級聚合分桶測試代碼
@PostConstruct private void init() { // 查詢對象的封裝 EsMultiAggregationReqPO reqPO = new EsMultiAggregationReqPO(); reqPO.setIndex(new String[]{"test_log"}); List<Long> ids = Lists.newArrayList(); ids.add(140L); ids.add(141L); ids.add(142L); QueryBuilder queryBuilder4 = QueryBuilders.termsQuery("eventId", ids); BoolQueryBuilder queryBuilder = QueryBuilders.boolQuery().must(queryBuilder4); reqPO.setQuery(queryBuilder); reqPO.setField("eventId"); reqPO.setFieldSize(9999); reqPO.setSubField("riskFlag"); // 執行查詢 List<AggregationBucketPO> esQueryRespPO = searchMultiAggregation(reqPO); System.out.println("esQueryRespPO=" + esQueryRespPO); }
其它
如果沒有用spring-boot-starter-data-elasticsearch來自動註入es組件,那麼需要自己做es client的註入,es配置類如下:
/** * @author yangzihe * @date 2022/1/25 */ @Configuration public class EsClientConfig { @Value("${spring.elasticsearch.rest.uris}") private List<String> uris; @Bean public RestHighLevelClient restHighLevelClient() { List<HttpHost> httpHostList = uris.stream().map(HttpHost::create).collect(Collectors.toList()); HttpHost[] httpHost = new HttpHost[uris.size()]; httpHostList.toArray(httpHost); RestClientBuilder clientBuilder = RestClient.builder(httpHost); return new RestHighLevelClient(clientBuilder); } }
Snowflake是hutool包裡的,導包:
<!-- https://mvnrepository.com/artifact/cn.hutool/hutool-all --> <dependency> <groupId>cn.hutool</groupId> <artifactId>hutool-all</artifactId> <version>5.7.14</version> </dependency>
聚合查詢的測試用例:
@RunWith(SpringJUnit4ClassRunner.class) @SpringBootTest(classes = StartApplication.class) public class EsTest { @Resource private EsSearchRepository esSearchRepository; @Test public void testSearchAggregation() { // 查詢對象的封裝 EsQueryReqPO queryPO = new EsQueryReqPO(); queryPO.setIndex(new String[]{"yzh1", "yzh2"}); queryPO.setPageNum(1); queryPO.setPageSize(10); // 時間戳范圍 QueryBuilder queryBuilder1 = QueryBuilders.rangeQuery("timestamp") .from(System.currentTimeMillis() - 1000) .to(System.currentTimeMillis()); // 登錄標識 QueryBuilder queryBuilder2 = QueryBuilders.termQuery("name", "yang"); BoolQueryBuilder queryBuilder = QueryBuilders.boolQuery().must(queryBuilder1).must(queryBuilder2); queryPO.setQuery(queryBuilder); // 根據userName分組。創建terms桶聚合,聚合名字=terms_by_userName, 字段=payload.userName.keyword TermsAggregationBuilder termsAggregationBuilder = AggregationBuilders .terms("terms_by_userName").field("payload.userName.keyword"); termsAggregationBuilder.size(queryPO.getPageSize() * queryPO.getPageNum()); termsAggregationBuilder.subAggregation(new BucketSortPipelineAggregationBuilder("bucket_field", null) .from((queryPO.getPageNum() - 1) * queryPO.getPageSize()).size(queryPO.getPageSize())); queryPO.setTermsAggregation(termsAggregationBuilder); // 根據userName聚合count統計. cardinality名=count_userName, 字段=payload.userName.keyword CardinalityAggregationBuilder cardinalityAggregationBuilder = AggregationBuilders .cardinality("count_userName").field("payload.userName.keyword"); queryPO.setCardinalityAggregation(cardinalityAggregationBuilder); // 執行查詢 EsQueryRespPO<AggregationBucketPO> esQueryRespPO = esSearchRepository.searchAggregation(queryPO); } }
到此這篇關於springboot2+es7使用RestHighLevelClient的示例代碼的文章就介紹到這瞭,更多相關springboot2 es7使用RestHighLevelClient內容請搜索WalkonNet以前的文章或繼續瀏覽下面的相關文章希望大傢以後多多支持WalkonNet!
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