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最近在研究ES 有点心得记录下备忘
ES 常见查询
根据ID 进行单个查询:
GetResponse response = client.prepareGet("accounts", "person", "1")
.setOperationThreaded(false)
.get();相对于sql 的 select * from accounts.person where id=1 ;
分页查询所有记录:
QueryBuilder qb=new MatchAllQueryBuilder();
SearchResponse response= client.prepareSearch("accounts").setTypes("person").setQuery(qb).setFrom(0)
.setSize(100).get();
SearchHits searchHits = response.getHits();
for(SearchHit hit:searchHits.getHits()){
logger.log(Level.INFO , hit.getSourceAsString());
}
response.getHits()是所有命中记录 相较于sql select * from accounts.person limit 100;
根据多条件组合与查询
QueryBuilder qb=QueryBuilders.boolQuery().must(QueryBuilders.termQuery("title","JAVA开发工程师")).must(QueryBuilders.termQuery("age",30)) ;
SearchRequestBuilder sv=client.prepareSearch("accounts").setTypes("person").setQuery(qb).setFrom(0)
.setSize(100);
logger.log(Level.INFO,sv.toString());
SearchResponse response= sv.get();
SearchHits searchHits = response.getHits();
for(SearchHit hit:searchHits.getHits()){
logger.log(Level.INFO , hit.getSourceAsString());
}
must 就像sql里的and 相较于sql select * from accounts.person where title='JAVA开发工程师' and age=30
多条件或查询:
QueryBuilder qb=QueryBuilders.termQuery("user","kimchy14");
QueryBuilder qb1=QueryBuilders.termQuery("user","kimchy15");
SortBuilder sortBuilder=SortBuilders.fieldSort("age");
sortBuilder.order(SortOrder.DESC);
QueryBuilder s=QueryBuilders.boolQuery().should(qb).should(qb1);//.must(qb5);
SearchRequestBuilder sv=client.prepareSearch("accounts").setTypes("person").setQuery(s).addSort(sortBuilder).setFrom(0)
.setSize(100);
logger.log(Level.INFO,sv.toString());
SearchResponse response= sv.get();
SearchHits searchHits = response.getHits();
for(SearchHit hit:searchHits.getHits()){
logger.log(Level.INFO , hit.getSourceAsString());
}
should 就像sql里的or SortBuilder 的作用不言而喻就是用来排序 以上代码相较于sql select * from accounts.person where user='kimchy14' or user='kimchy15' ; 范围查询 :
// RangeQueryBuilder rangeQueryBuilder = QueryBuilders.rangeQuery("age").from(30,true).to(30,true);
// RangeQueryBuilder rangeQueryBuilder = QueryBuilders.rangeQuery("age").gt(30 );
RangeQueryBuilder rangeQueryBuilder = QueryBuilders.rangeQuery("age").gte(30 );
QueryBuilder s=QueryBuilders.boolQuery().must(rangeQueryBuilder);//.must(qb5);
SearchRequestBuilder sv=client.prepareSearch("accounts").setTypes("person").setQuery(s).setFrom(0)
.setSize(100);
logger.log(Level.INFO,sv.toString());
SearchResponse response= sv.get();
SearchHits searchHits = response.getHits();
for(SearchHit hit:searchHits.getHits()){
logger.log(Level.INFO , hit.getSourceAsString());
}
范围查询rangeQuery.from（30，true）方法是大于30 后面的参数是是否包含 为true的话就是大于等于30 to就相当于小于 如果也有包含参数为true的话就是小于等于 gt 是大于 gte是大于等于 lt是小于 lte是小于等于 第一句的builder就相当于 select * from accounts.person where age >=30 and age<=30;
包含查询:
List<String> strs=new ArrayList<>();
strs.add("kimchy14");
strs.add("kimchy15");
strs.add("kimchy16");
QueryBuilder qb=QueryBuilders.termsQuery("user",strs);
SearchRequestBuilder sv=client.prepareSearch("accounts").setTypes("person").setQuery(qb).setFetchSource("age",null).setFrom(0)
.setSize(100);
logger.log(Level.INFO,sv.toString());
SearchResponse response= sv.get();
SearchHits searchHits = response.getHits();
for(SearchHit hit:searchHits.getHits()){
logger.log(Level.INFO , hit.getSourceAsString());
}
包含查询使用termsQuery 可以传列表 也可以传多个参数 或者数组 setFetchSource有两个参数 第一个参数是包含哪些参数 第二个参数是排除哪些参数 以上这段代码就相当于sql select age from accounts.person where user in ('kimchy14','kimchy15','kimchy16');
专门按id进行的包含查询
QueryBuilder qb=QueryBuilders.idsQuery(0+"");
SearchRequestBuilder sv=client.prepareSearch("accounts").setTypes("person").setQuery(qb).setFetchSource("age",null).setFrom(0)
.setSize(100);
logger.log(Level.INFO,sv.toString());
SearchResponse response= sv.get();
SearchHits searchHits = response.getHits();
for(SearchHit hit:searchHits.getHits()){
logger.log(Level.INFO , hit.getSourceAsString());
}
按通配符查询:
QueryBuilder qb = QueryBuilders.wildcardQuery("user", "k*hy17*");
//Fuzziness fuzziness=Fuzziness.fromEdits(2);
// QueryBuilder qb = QueryBuilders.fuzzyQuery("user","mchy2").fuzziness(fuzziness);
//QueryBuilder qb = QueryBuilders.prefixQuery("user", "kimchy2");
SearchRequestBuilder sv=client.prepareSearch("accounts").setTypes("person").setQuery(qb).setFetchSource("user",null).setFrom(0)
.setSize(100);
logger.log(Level.INFO,sv.toString());
SearchResponse response= sv.get();
SearchHits searchHits = response.getHits();
for(SearchHit hit:searchHits.getHits()){
logger.log(Level.INFO , hit.getSourceAsString());
}
通配符查询像我们sql里的like 但是还不一样 like的百分号可以加到前后 但是通配符只能加在中间或者末尾 不能加在开头
常见统计 统计分为指标 和 桶 桶就是我们统计的样本 指标就是我们平时所查的count sum 与sql不一样的是 我们还可以将统计的样本拿到 就是response.getHits统计count:
AggregationBuilder termsBuilder = AggregationBuilders.count("ageCount").field("age");
RangeQueryBuilder rangeQueryBuilder = QueryBuilders.rangeQuery("age").from(30,true).to(30,true);
QueryBuilder s=QueryBuilders.boolQuery().must(rangeQueryBuilder);//.must(qb5);
SearchRequestBuilder sv=client.prepareSearch("accounts").setTypes("person").setQuery(s).setFrom(0).setSize(100).addAggregation(termsBuilder);
logger.log(Level.INFO,sv.toString());
SearchResponse response= sv.get();
SearchHits searchHits = response.getHits();
for(SearchHit hit:searchHits.getHits()){
logger.log(Level.INFO , hit.getSourceAsString());
}
ValueCount valueCount= response.getAggregations().get("ageCount");
long value=valueCount.getValue();
这段代码就相当于 sql select count(age) ageCount form accounts.person where age >=30 and age<=30 查询最大值:
AggregationBuilder termsBuilder = AggregationBuilders.max("max").field("age");
RangeQueryBuilder rangeQueryBuilder = QueryBuilders.rangeQuery("age").from(30,true).to(30,true);
QueryBuilder s=QueryBuilders.boolQuery().must(rangeQueryBuilder);//.must(qb5);
SearchRequestBuilder sv=client.prepareSearch("accounts").setTypes("person").setQuery(s).setFrom(0).setSize(100).addAggregation(termsBuilder);
logger.log(Level.INFO,sv.toString());
SearchResponse response= sv.get();
SearchHits searchHits = response.getHits();
for(SearchHit hit:searchHits.getHits()){
logger.log(Level.INFO , hit.getSourceAsString());
}
Max valueCount= response.getAggregations().get("max");
double value=valueCount.getValue();
统计总和:
AggregationBuilder termsBuilder = AggregationBuilders.sum("sum").field("age");
RangeQueryBuilder rangeQueryBuilder = QueryBuilders.rangeQuery("age").from(30,true).to(30,true);
QueryBuilder s=QueryBuilders.boolQuery().must(rangeQueryBuilder);//.must(qb5);
SearchRequestBuilder sv=client.prepareSearch("accounts").setTypes("person").setQuery(s).setFrom(0).setSize(100).addAggregation(termsBuilder);
logger.log(Level.INFO,sv.toString());
SearchResponse response= sv.get();
SearchHits searchHits = response.getHits();
for(SearchHit hit:searchHits.getHits()){
logger.log(Level.INFO , hit.getSourceAsString());
}
Sum valueCount= response.getAggregations().get("sum");
double value=valueCount.getValue();平均数:
AggregationBuilder termsBuilder = AggregationBuilders.avg("avg").field("age");
RangeQueryBuilder rangeQueryBuilder = QueryBuilders.rangeQuery("age").from(30,true).to(30,true);
QueryBuilder s=QueryBuilders.boolQuery().must(rangeQueryBuilder);//.must(qb5);
SearchRequestBuilder sv=client.prepareSearch("accounts").setTypes("person").setQuery(s).setFrom(0).setSize(100).addAggregation(termsBuilder);
logger.log(Level.INFO,sv.toString());
SearchResponse response= sv.get();
SearchHits searchHits = response.getHits();
for(SearchHit hit:searchHits.getHits()){
logger.log(Level.INFO , hit.getSourceAsString());
}
Avg valueCount= response.getAggregations().get("avg");
double value=valueCount.getValue();
统计样本基本指标:
AggregationBuilder termsBuilder = AggregationBuilders.stats("stats").field("age");
RangeQueryBuilder rangeQueryBuilder = QueryBuilders.rangeQuery("age").from(30,true).to(30,true);
QueryBuilder s=QueryBuilders.boolQuery().must(rangeQueryBuilder);//.must(qb5);
SearchRequestBuilder sv=client.prepareSearch("accounts").setTypes("person").setQuery(s).setFrom(0).setSize(100).addAggregation(termsBuilder);
logger.log(Level.INFO,sv.toString());
SearchResponse response= sv.get();
SearchHits searchHits = response.getHits();
for(SearchHit hit:searchHits.getHits()){
logger.log(Level.INFO , hit.getSourceAsString());
}
Stats valueCount= response.getAggregations().get("stats");
logger.log(Level.INFO,"max"+valueCount.getMaxAsString());
logger.log(Level.INFO,"avg"+valueCount.getAvgAsString());
logger.log(Level.INFO,"sum"+valueCount.getSumAsString());
logger.log(Level.INFO,"min"+valueCount.getMinAsString());
logger.log(Level.INFO,"count"+valueCount.getCount());
分组统计 相当于group by 后拿各组指标进行统计 分组求各组数据:
TermsAggregationBuilder all = AggregationBuilders.terms("by_gender").field("gender");
AggregationBuilder age = AggregationBuilders.terms("by_age").field("age");
AggregationBuilder sumBuilder=AggregationBuilders.sum("ageSum").field("age");
//AggregationBuilder avgBuilder=AggregationBuilders.avg("ageAvg").field("age");
// AggregationBuilder countBuilder=AggregationBuilders.count("ageCount").field("age");
all.subAggregation(age.subAggregation(sumBuilder));
RangeQueryBuilder rangeQueryBuilder = QueryBuilders.rangeQuery("age").from(30,true).to(32,true);
QueryBuilder s=QueryBuilders.boolQuery().must(rangeQueryBuilder);//.must(qb5);
SearchRequestBuilder sv=client.prepareSearch("accounts").setTypes("person").setQuery(rangeQueryBuilder).addAggregation(all);
logger.log(Level.INFO,sv.toString());
SearchResponse response= sv.get();
Aggregations terms= response.getAggregations();
for (Aggregation a:terms){
StringTerms stringTerms= (StringTerms)a;
for(StringTerms.Bucket bucket:stringTerms.getBuckets()){
// logger.info(bucket.getKeyAsString());
Aggregation aggs=bucket.getAggregations().getAsMap().get("by_age");
LongTerms terms1= (LongTerms)aggs;
for (LongTerms.Bucket bu:terms1.getBuckets()){
logger.info(bucket.getKeyAsString()+" "+bu.getKeyAsString()+" "+bu.getDocCount()+" "+((Sum)bu.getAggregations().asMap().get("ageSum")).getValue());
}
}
}
每增加一个分组指标就需要多加一个termsBuilder 其他等一切跟普通分组一样 每次拿到多分组求各组数据:
TermsAggregationBuilder all = AggregationBuilders.terms("by_gender").field("gender");
AggregationBuilder age = AggregationBuilders.terms("by_age").field("age");
AggregationBuilder sumBuilder=AggregationBuilders.sum("ageSum").field("age");
//AggregationBuilder avgBuilder=AggregationBuilders.avg("ageAvg").field("age");
// AggregationBuilder countBuilder=AggregationBuilders.count("ageCount").field("age");
all.subAggregation(age.subAggregation(sumBuilder));
RangeQueryBuilder rangeQueryBuilder = QueryBuilders.rangeQuery("age").from(30,true).to(32,true);
QueryBuilder s=QueryBuilders.boolQuery().must(rangeQueryBuilder);//.must(qb5);
SearchRequestBuilder sv=client.prepareSearch("accounts").setTypes("person").setQuery(rangeQueryBuilder).addAggregation(all);
logger.log(Level.INFO,sv.toString());
SearchResponse response= sv.get();
Aggregations terms= response.getAggregations();
for (Aggregation a:terms){
StringTerms stringTerms= (StringTerms)a;
for(StringTerms.Bucket bucket:stringTerms.getBuckets()){
// logger.info(bucket.getKeyAsString());
Aggregation aggs=bucket.getAggregations().getAsMap().get("by_age");
LongTerms terms1= (LongTerms)aggs;
for (LongTerms.Bucket bu:terms1.getBuckets()){
logger.info(bucket.getKeyAsString()+" "+bu.getKeyAsString()+" "+bu.getDocCount()+" "+((Sum)bu.getAggregations().asMap().get("ageSum")).getValue());
}
}
}
每增加一个分组指标就需要多加一个termsBuilder 其他等一切跟普通分组一样 每次拿到以上就是我总结的基本的查询 聚合 等常见功能 其他等诸如 求各组前多少数据是用topHits 这些基本够我们日常操作了 。
最后我们总结下 精确查询用term 组合查询用bool 范围用range and查询用must or查询用should not查询用must not 常见的接收聚合返回结果的类型 ValueCount AVG SUM MAX MIN 按照英文意义就可以理解 分组聚合查询时候还需要根据实际情况看是返回那种terms
