【解决】elasticsearch:Could not parse aggregation keyed as [%s]问题

发布时间 2023-10-23 16:47:51作者: 无穷小缘

背景

在做elasticsearch集群从原来的2.x版本升级到更新版本如6.x过程中,由于需要在原来的应用中,同时连接2.x的集群以及6.x的集群来做在线动态灰度切流量,保证流量平滑切换,有问题可随时回切;一般在应用侧比较常规的做法是使用elasticsearch提供rest的sdk:Java High Level REST Client,可以最大程度的保证多版本的兼容性;但在切换过程中也遇到了比较一些兼容性的问题,今天主要来讨论一下关于聚合结果处理的问题;

直方图统计2.x集群返回结果无法解决的问题

在应用中有一个根据价格区间的直方图统计服务,统计查询语句如下:

//POST /my-index/my-type/_search
{
 "from": 0,
 "size": 0,
 "timeout": "10000ms",
 "aggregations": {
   "statPrice": {
     "histogram": {
       "field": "price",
       "interval": 10000,
       "min_doc_count": 1
     }
   }
 }
}

正常的出参数据如下:

{
    "_shards":{
        "total":16,
        "failed":0,
        "successful":16,
        "skipped":0
    },
    "hits":{
        "hits":[

        ],
        "total":243399987,
        "max_score":0
    },
    "took":539,
    "timed_out":false,
    "aggregations":{
        "statPrice":{
            "buckets":[
                {
                    "doc_count":123,
                    "key":0.0
                },
                {
                    "doc_count":345,
                    "key":1000.0
                },
                {
                    "doc_count":780,
                    "key":2000.0
                }
            ]
        }
    }
}

在应用中通过rest api调用,6.x集群可以正常的获取数据,没有任务问题,这里因为我们使用的elasticsearch-rest-high-level-client的版本就是6.x的,这个跟es服务的版本是一样;但是在2.x的老集群上调用时,返回异常; 提示Could not parse aggregation keyed as [statPrice],详细异常如下

Caused by: org.elasticsearch.common.ParsingException: Could not parse aggregation keyed as [statPrice]
	at org.elasticsearch.search.aggregations.Aggregations.fromXContent(Aggregations.java:146) ~[elasticsearch-6.3.2.jar:6.3.2]
	at org.elasticsearch.action.search.SearchResponse.innerFromXContent(SearchResponse.java:289) ~[elasticsearch-6.3.2.jar:6.3.2]
	at org.elasticsearch.action.search.SearchResponse.fromXContent(SearchResponse.java:248) ~[elasticsearch-6.3.2.jar:6.3.2]
	at org.elasticsearch.client.RestHighLevelClient.parseEntity(RestHighLevelClient.java:653) ~[elasticsearch-rest-high-level-client-6.3.2.jar:6.3.2]
	at org.elasticsearch.client.RestHighLevelClient.lambda$performRequestAndParseEntity$2(RestHighLevelClient.java:508) ~[elasticsearch-rest-high-level-client-6.3.2.jar:6.3.2]
	at org.elasticsearch.client.RestHighLevelClient.performRequest(RestHighLevelClient.java:539) ~[elasticsearch-rest-high-level-client-6.3.2.jar:6.3.2]
	at org.elasticsearch.client.RestHighLevelClient.performRequestAndParseEntity(RestHighLevelClient.java:508) ~[elasticsearch-rest-high-level-client-6.3.2.jar:6.3.2]
	at org.elasticsearch.client.RestHighLevelClient.search(RestHighLevelClient.java:404) ~[elasticsearch-rest-high-level-client-6.3.2.jar:6.3.2]
	at com.jd.b2b.ware.admin.compare.core.support.IncrementSyncHandler.statCount(IncrementSyncHandler.java:133) ~[b2b-ware-admin-compare-0.0.1-SNAPSHOT.jar:?]
	... 48 more

类:org.elasticsearch.search.aggregations.Aggregations.fromXContent的部分代码

 public static Aggregations fromXContent(XContentParser parser) throws IOException {
        final List<Aggregation> aggregations = new ArrayList<>();
        XContentParser.Token token;
        while ((token = parser.nextToken()) != XContentParser.Token.END_OBJECT) {
            if (token == XContentParser.Token.START_OBJECT) {
                SetOnce<Aggregation> typedAgg = new SetOnce<>();
                String currentField = parser.currentName();
                // TYPED_KEYS_DELIMITER为#, 使用 typed_keys 参数在聚合名称前面加上聚合名称类型前缀时使用的分隔符
                parseTypedKeysObject(parser, Aggregation.TYPED_KEYS_DELIMITER, Aggregation.class, typedAgg::set);
                if (typedAgg.get() != null) {
                    aggregations.add(typedAgg.get());
                } else {
                    throw new ParsingException(parser.getTokenLocation(),
                            String.format(Locale.ROOT, "Could not parse aggregation keyed as [%s]", currentField));
                }
            }
        }
        return new Aggregations(aggregations);
    }

通过对报错处的代码debug以及分析,这里会对结果的聚合名称根据#号,取到对应的聚合类型的名称;先是翻看了官方文档,了解了一下typed_keys Aggregations 参数的说明;该参数就是指定返回聚合类型;官方文档最早出现是在7.x的版本,但我们在6.x的集群上同样支持该参数;并且增加该参数与比2.x,出参结果除了在集合名称中有聚合类型外,其他都是一样的;

POST /my-index/my-type/_search?typed_keys  (或则typed_keys=true 都可以)

聚合结果的对比

这里又仔细回去检查了我们自己的代码,并没有设置typed_keys参数;本着刨根问底的精神,进行了详细debug,在org.elasticsearch.client.Request#search找到了该参数的设置;这个参数是固定给入的,并且没有参数可以进行覆盖修改;

static Request search(SearchRequest searchRequest) throws IOException {
        String endpoint = endpoint(searchRequest.indices(), searchRequest.types(), "_search");
        Params params = Request.Params.builder();
        params.putParam("typed_keys", "true");
        params.withRouting(searchRequest.routing());
        ........

到此问题原因基本以找到,解决方案就比较如搞;

方案一:使用LowLevelClient

使用LowLevelClient应该是解决这类兼容性问题最通用的办法,因为这个LowLevelClient就是个httpClient,通过给服务端送查询DSL,再获取到出参字符串,基本简单的json字符串解析即可;代码片段如下:

SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();
searchSourceBuilder.from(0).size(0).timeout(TimeValue.timeValueMillis(10000L));

//数据聚合
searchSourceBuilder.query(queryBuilder);
AggregationBuilder aggregationBuilder = AggregationBuilders
        .histogram("statPrice")
        .field("price")
        .interval(1000)
        .minDocCount(1);
searchSourceBuilder.aggregation(aggregationBuilder);
log.info("入参:{}", searchSourceBuilder.toString());
//从highLevelClient中获取到LowLevelClient
RestClient client = highLevelClient.getLowLevelClient();
Map<String, String> params = new HashMap<>();
HttpEntity entity = new NStringEntity(searchSourceBuilder.toString(), ContentType.APPLICATION_JSON);
Response response = client.performRequest("POST","/my-index/my-type/_search",
        params, entity);
String responseBody = EntityUtils.toString(response.getEntity());
//后续的业务处理

方案二:聚合名称前缀聚合类型

针对这个场景,还有一个比较简便的办法;在访问2.x集群时,查询的DSL语句的聚合名字前加上他们需要的前缀即可;查询入参的原来聚合名称是statPrice,现在改成histogram#statPrice即可;

// 2.x集群
//POST /my-index/my-type/_search
 {
  "from": 0,
  "size": 0,
  "timeout": "10000ms",
  "aggregations": {
    "histogram#statPrice": {
      "histogram": {
        "field": "price",
        "interval": 10000,
        "min_doc_count": 1
      }
    }
  }
}

后续的处理就跟6.x集群一样的,也是通过statPrice去取聚合的结果;具体还有哪么前缀可以参考 org.elasticsearch.client.RestHighLevelClient#getDefaultNamedXContents这里的注册信息,可以在6.x等更高的版本中加入typed_keys=true参数,执行一下查询,查看返回的前缘是什么,即可;

参考