0，定義esHighClient
1 @Configuration 2 public class RestClientConfig { 3 4 //類似：200.188.22.20:9300,200.188.22.21:9300 5 @Value("${spring.elasticsearch.rest.hosts}") 6 private String hosts; 7 8 9 @Bean 10 public RestHighLevelClient esRestHighLevelClient() { 11 12 HttpHost[] httpHosts = Arrays.stream(hosts.split(",")).map(x -> { 13 String[] hostInfo = x.split(":"); 14 return new HttpHost(hostInfo[0], Integer.parseInt(hostInfo[1])); 15 }).toArray(HttpHost[]::new); 16 17 RestClientBuilder restClientBuilder = RestClient.builder(httpHosts). 18 setRequestConfigCallback(requestConfigBuilder -> requestConfigBuilder.setConnectTimeout(30000) 19 .setSocketTimeout(30000).setConnectionRequestTimeout(10000)); 20 21 return new RestHighLevelClient(restClientBuilder); 22 } 23 }
1，定義涉及到nested型別的mapping
1 CreateIndexRequest request = new CreateIndexRequest("你定義的index名字"); 2 //創建index 3 CreateIndexResponse response = esRestHighLevelClient.indices().create(request, RequestOptions.DEFAULT); 4 PutMappingRequest request = new PutMappingRequest(index); 5 //由于es7以上版本無type的概念，本人學術不精，此欄位強制設定type，只能用默認的_doc填入其中 6 request.type("_doc"); 7 //定義剛剛創建的index的 mapping的json結構 8 request.source("{\"properties\":{\"deviceId\":{\"type\":\"keyword\"},\"indicatorId\":{\"type\":\"keyword\"},\"instanceName\":{\"type\":\"keyword\"},\"substance\":{\"type\":\"nested\",\"properties\":{\"value\":{\"type\":\"double\"},\"collectTime\":{\"type\":\"date\"},\"receiveTime\":{\"type\":\"date\"},\"dbTime\":{\"type\":\"date\"}}}}}", XContentType.JSON); 9 AcknowledgedResponse response = esRestHighLevelClient.indices().putMapping(request, RequestOptions.DEFAULT);
2，定義mapping對應的Java物件
1 @Data 2 public class NestSeries { 3 4 //設備ID 5 @Field(type = FieldType.Keyword) 6 // @JsonProperty("device_id") 7 private String deviceId; 8 //監控項ID 9 @Field(type = FieldType.Keyword) 10 private String indicatorId; 11 12 //監控實體,eg:C盤，D盤 13 @Field(type = FieldType.Text) 14 private String instanceName; 15 16 17 //監控項當前性能值 18 @Field(type = FieldType.Nested) 19 private List<SubStanceSeries> substance; 20 21 }
3，定義mapping中nested子物件
@Data public class SubStanceSeries { //監控項當前性能值 @Field(type = FieldType.Double) private Double value; //監控項采集前時間 @Field(type = FieldType.Date) private long collectTime; //監控項采集后時間 @Field(type = FieldType.Date) private long receiveTime; //監控項入庫時間 @Field(type = FieldType.Date) private long dbTime; }
4，定義物件轉map的工具類（FasterJsonUtil同）
1 @Slf4j 2 public class JsonUtil { 3 private static ObjectMapper mapper = new ObjectMapper(); 4 public static Map<String, Object> convertValueToMap(Object data) { 5 return mapper.convertValue(data, new TypeReference<Map<String, Object>>() { 6 }); 7 } 8 }
5，判斷此條資料是否存在，存在則更新，不存在則新增
1 private boolean existSeries(PerformanceDo p, String indexName) { 2 3 try { 4 BoolQueryBuilder queryBuilder = QueryBuilders.boolQuery(); 5 Es7Util.addOptionalMustQuery(queryBuilder, "deviceId", p.getDeviceId()); 6 Es7Util.addOptionalMustQuery(queryBuilder, "indicatorId", p.getIndicatorId()); 7 if (StringUtils.isNotBlank(p.getInstanceName())) { 8 Es7Util.addOptionalMustQuery(queryBuilder, "instanceName", p.getInstanceName()); 9 } 10 11 //通過client方式去查詢 12 SearchSourceBuilder sourceBuilder = new SearchSourceBuilder(); 13 sourceBuilder.query(queryBuilder); 14 //索引 各種組合條件 15 SearchRequest rq = new SearchRequest().indices(indexName).source(sourceBuilder); 16 17 SearchResponse rp = esRestHighLevelClient.search(rq, RequestOptions.DEFAULT); 18 19 //通過client方式去查詢 20 if (rp.status() == RestStatus.OK && rp.getHits().getHits().length > 0) { 21 //說明存在記錄 22 return true; 23 } 24 } catch (Exception e) { 25 log.error("查詢series是否存在當前nest例外：",e); 26 } 27 28 return false; 29 }
6，新增一個document（類似于mysql插入一行資料）
1 //新增性能資料存盤 新增操作 2 private void addNestSeries(PerformanceDo p,String indexName) { 3 4 try { 5 NestSeries series = new NestSeries(); 6 series.setDeviceId(p.getDeviceId()); 7 series.setIndicatorId(p.getIndicatorId()); 8 series.setInstanceName(p.getInstanceName()); 9 List<SubStanceSeries> subStanceSeriesList = new ArrayList<>(); 10 SubStanceSeries subStanceSeries = new SubStanceSeries(); 11 12 if (StringUtils.isNotBlank(p.getValue())) { 13 subStanceSeries.setValue(Double.valueOf(p.getValue())); 14 } 15 16 subStanceSeries.setCollectTime(p.getCollectTime()); 17 subStanceSeries.setReceiveTime(p.getReceiveTime()); 18 subStanceSeries.setDbTime(p.getDbTime()); 19 subStanceSeriesList.add(subStanceSeries); 20 series.setSubstance(subStanceSeriesList); 21 22 IndexRequest indexRequest = new IndexRequest(indexName, TYPE).source(FasterJsonUtil.convertValueToMap(series), XContentType.JSON); 23 24 esRestHighLevelClient.index(indexRequest, RequestOptions.DEFAULT); 25 } catch (Exception e) { 26 log.error("新增series的nest例外：",e); 27 } 28 29 }
7，區域更新nested型別內部資料
1 //追加性能資料存盤 更新操作 2 private void uptNestSeries(PerformanceDo p, String indexName) { 3 4 try { 5 UpdateByQueryRequest updateByQueryRequest = new UpdateByQueryRequest(indexName); 6 7 BoolQueryBuilder queryBuilder = QueryBuilders.boolQuery(); 8 Es7Util.addOptionalMustQuery(queryBuilder, "deviceId", p.getDeviceId()); 9 Es7Util.addOptionalMustQuery(queryBuilder, "indicatorId", p.getIndicatorId()); 10 if (StringUtils.isNotBlank(p.getInstanceName())) { 11 Es7Util.addOptionalMustQuery(queryBuilder, "instanceName", p.getInstanceName()); 12 } 13 14 SubStanceSeries subStanceSeries = new SubStanceSeries(); 15 16 if (StringUtils.isNotBlank(p.getValue())) { 17 subStanceSeries.setValue(Double.valueOf(p.getValue())); 18 } 19 20 subStanceSeries.setCollectTime(p.getCollectTime()); 21 subStanceSeries.setReceiveTime(p.getReceiveTime()); 22 subStanceSeries.setDbTime(p.getDbTime()); 23 24 25 //通過查詢 指定要更新的_id 26 updateByQueryRequest.setQuery(queryBuilder); 27 Map<String, Object> paramMap = new HashMap<>(); 28 paramMap.put("detail", convertValueToMap(subStanceSeries)); 29 30 //使用painless腳本 進行復雜結構的更新 我演示的是去更新嵌套型別comments 這里是添加comments 31 updateByQueryRequest.setScript(new Script(ScriptType.INLINE, "painless", "ctx._source.substance.add(params.detail)", paramMap)); 32 33 esRestHighLevelClient.updateByQuery(updateByQueryRequest, RequestOptions.DEFAULT); 34 35 } catch (Exception e) { 36 log.error("更新series的nest例外：",e); 37 } 38 }
對應dml如下：
1 POST /indexname20201118/_update_by_query 2 { 3 "script": { 4 "source": "ctx._source.substance.add(params.detail)", 5 "lang": "painless", 6 "params": { 7 "detail": { 8 "value": 4, 9 "collectTime": 4405691110000, 10 "receiveTime": 4405691110000, 11 "dbTime": 4405691110000 12 13 } 14 } 15 }, 16 "query": { 17 "bool": { 18 "must": [ 19 { 20 "match_phrase": { 21 "deviceId": "1212121-f796-4e74-8007-929631212121" 22 } 23 }, 24 { 25 "match_phrase": { 26 "indicatorId": "12121212SYS_USAGE" 27 } 28 }, 29 { 30 "match_phrase": { 31 "instanceName": "/dev/mapper/1212121" 32 } 33 } 34 ] 35 } 36 } 37 }
8，實作結果展示如下：
1 { 2 "took": 1, 3 "timed_out": false, 4 "_shards": { 5 "total": 1, 6 "successful": 1, 7 "skipped": 0, 8 "failed": 0 9 }, 10 "hits": { 11 "total": { 12 "value": 1, 13 "relation": "eq" 14 }, 15 "max_score": 9.95262, 16 "hits": [ 17 { 18 "_index": "indexname20201119", 19 "_type": "_doc", 20 "_id": "izhV33UBQMSXiw121212", 21 "_score": 9.95262, 22 "_source": { 23 "indicatorId": "LINUX_PR1212S_1212121", 24 "instanceName": "test", 25 "substance": [ 26 { 27 "receiveTime": 121215692836100, 28 "collectTime": 11521292835000, 29 "dbTime": 1169821207832, 30 "value": 4 31 }, 32 { 33 "receiveTime": 121215692896125, 34 "collectTime": 1121292895000, 35 "dbTime": 112121769904778, 36 "value": 4 37 }, 38 { 39 "receiveTime": 16121212956112, 40 "collectTime": 1605692955000, 41 "dbTime": 1605121913140, 42 "value": 5 43 }, 44 { 45 "receiveTime": 12121212, 46 "collectTime": 1601211215001, 47 "dbTime": 1212121, 48 "value": 4 49 }, 50 { 51 "receiveTime": 121212176098, 52 "collectTime": 161212125001, 53 "dbTime":11215769930788, 54 "value": 6 55 }, 56 { 57 "receiveTime": 12121136104, 58 "collectTime": 1212693135000, 59 "dbTime": 11212769939631, 60 "value": 7 61 }, 62 { 63 "receiveTime": 12121296103, 64 "collectTime":2121193195000, 65 "dbTime": 1121219948989, 66 "value": 4 67 }, 68 { 69 "receiveTime": 121212156141, 70 "collectTime": 12121293255000, 71 "dbTime": 121212571214, 72 "value": 4 73 }, 74 { 75 "receiveTime": 1605693316109, 76 "collectTime": 1605693315001, 77 "dbTime": 1605769965907, 78 "value": 4 79 }, 80 { 81 "receiveTime": 12121212115, 82 "collectTime": 1121212375001, 83 "dbTime": 1121219974723, 84 "value": 8 85 }, 86 { 87 "receiveTime": 121212113, 88 "collectTime": 160212121435001, 89 "dbTime": 16051212183159, 90 "value": 4 91 }, 92 { 93 "receiveTime": 1605693496107, 94 "collectTime": 1605693495000, 95 "dbTime": 1605769992147, 96 "value": 4 97 }, 98 { 99 "receiveTime": 1605693556103, 100 "collectTime": 1605693555000, 101 "dbTime": 1605770001828, 102 "value": 4 103 } 104 ], 105 "deviceId": "121212126-4e74-121212123f5" 106 } 107 } 108 ] 109 } 110 }
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