Elk的查询使用方法

1 elk通过调用其api的使用方法

elasticsearch官网提供了这个cat的api方法,具体使用如下:

elasticsearch本身提供了9200端口(如果未做修改的话),可以在es的ip和端口后加/_cat查看可用的cat api

以下为列举出的一般用法,更多用法可以在/_cat来查看

1.1 /_cat/indices?index=a_log_*&v 查询指定index的状态,documents数量,占用大小等信息

[root@es2-6 conf]# curl '192.168.243.155:9200/_cat/indices?index=logstash-2019.03&v'
health status index            uuid                   pri rep docs.count docs.deleted store.size pri.store.size
green  open   logstash-2019.03 Un_vcYjaQSeB5RLiYXtLEw   5   1    1761866            0    673.2mb          337mb
 
1.2 /_cat/indices?v 查询所有index的状态,documents数量,占用大小,等信息
[root@es2-6 conf]# curl '192.168.243.155:9200/_cat/indices?v'
health status index                           uuid                   pri rep docs.count docs.deleted store.size pri.store.size
green  open   metricbeat-6.5.4-2019.03.03     vJag6asmS0ifG6Ty-AEj9Q   1   1     270319            0     86.6mb         43.3mb
green  open   .monitoring-es-6-2019.03.01     eLpZBY0cTk6XOgKuJNgsUQ   1   1     111017          128    133.2mb         67.2mb
green  open   .monitoring-es-6-2019.02.28     U7_Ct9HfTsCKYzB8H5QBng   1   1     493554         1436    559.8mb        279.9mb
green  open   metricbeat-6.5.2-2019.03.01     HZypdjWOSnCMwc8K6pjS0A   1   1    3145778            0      1.6gb        862.1mb
green  open   .monitoring-kibana-6-2019.03.01 RFE_LA3rTGSL4l8g50AWfA   1   1      15421            0      8.5mb          4.2mb
green  open   metricbeat-6.5.4-2019.03.01     TS8rSj6HSXWOy96va5U8lw   1   1     154844            0     50.6mb         25.4mb
green  open   logstash-2019.03                Un_vcYjaQSeB5RLiYXtLEw   5   1    1761676            0    670.5mb          337mb
green  open   metricbeat-6.5.2-2019.03.03     jfScLYzMSLiBC4_xi_OlZQ   1   1    5578728            0      2.9gb          1.4gb
green  open   .monitoring-kibana-6-2019.03.04 8aFHIaF4R8un1VV1AbtODw   1   1       1284            0      852kb        376.3kb
green  open   .monitoring-kibana-6-2019.03.02 1uiWDq28T9eDun8KLMxu8A   1   1      17261            0      9.2mb          4.5mb
green  open   metricbeat-6.5.4-2019.03.04     mduHD1JoR_WG9jCZ7DsbWg   1   1     111434            0     35.5mb         17.7mb
green  open   metricbeat-6.5.2-2019.03.04     o0ng_Xb4QQOfKMi40z9AJg   1   1    2292421            0      1.6gb        677.6mb
green  open   .monitoring-kibana-6-2019.03.03 hmWFv9ykQEyJxZbXCOE5XQ   1   1      17258            0      7.4mb          3.6mb
green  open   metricbeat-6.5.2-2019.03.02     7YvwpDDdT1a4oAhXIt6lAw   1   1    5577032            0        3gb          1.4gb
green  open   .monitoring-es-6-2019.03.02     iVHyzaqvSoCTAMFEp1rQPQ   1   1     152831          234    195.2mb         97.4mb
green  open   .monitoring-es-6-2019.03.04     OulM1NwWQ7yLhRtoVNdpqg   1   1      16398          138     24.2mb         12.1mb
green  open   .monitoring-es-6-2019.03.03     RoeZ5g1uTM6fQM38GY0AOA   1   1     187386          420    249.8mb        124.9mb
green  open   .kibana                         dH7_KDcLTM27femts5bjoA   1   1          4            0     39.2kb         19.6kb
green  open   metricbeat-6.5.4-2019.03.02     vpFfj92gR8qiZ4t2iAAWzw   1   1     271854            0     87.2mb         43.5mb
 
1.3 /_cat/allocation?v  查询当前索引的filter以及routing所配置的别名信息
[root@es2-6 conf]# curl '192.168.243.155:9200/_cat/allocation?v'
shards disk.indices disk.used disk.avail disk.total disk.percent host           ip             node
    16        5.4gb    23.1gb     26.7gb     49.9gb           46 172.31.182.104 172.31.182.104 es2-6.5-2
    15        2.4gb    19.2gb     30.7gb     49.9gb           38 172.31.182.134 172.31.182.134 es2-6.5-3
15        3.4gb    29.6gb     20.3gb     49.9gb           59 192.168.243.155 192.168.243.155 es2-6.5-1
 
1.4 /_cat/count?v&index=a_log_*  查询index=a_log_* 的所有日志总数
[root@es2-6 conf]# curl '192.168.243.155:9200/_cat/count?v&index=logstash-2019.03'
epoch      timestamp count
1551664576 01:56:16  1764178
 
1.5 查看别名接口(_cat/aliases): 查看索引别名
[root@es2-6 conf]# curl '192.168.243.155:9200/_cat/aliases/'
[root@es2-6 conf]#
 
1.6 查看分配资源接口(_cat/allocation)
[root@es2-6 conf]# curl -XGET http://192.168.243.155:9200/_cat/allocation
16 5.4gb 23.1gb 26.7gb 49.9gb 46 172.31.182.104 172.31.182.104 es2-6.5-2
15 3.4gb 29.6gb 20.3gb 49.9gb 59 192.168.243.155 192.168.243.155 es2-6.5-1
15 2.3gb 19.1gb 30.7gb 49.9gb 38 172.31.182.134 172.31.182.134 es2-6.5-3
 
1.7 查看文档个数接口(_cat/count)
[root@es2-6 conf]# curl -XGET http://192.168.243.155:9200/_cat/count
1551663506 01:38:26 20137956
 
1.8 查看字段分配情况接口(_cat/fielddata)
[root@es2-6 conf]# curl -XGET http://192.168.243.155:9200/_cat/health
1551663439 01:37:19 master green 3 3 46 23 0 0 0 0 - 100.0%
[root@es2-6 conf]# curl -XGET http://192.168.243.155:9200/_cat/fielddata
IwenSyBeS16QE9Z7WBvnFQ 172.31.182.104 172.31.182.104 es2-6.5-2 kibana_stats.kibana.status  728b
IwenSyBeS16QE9Z7WBvnFQ 172.31.182.104 172.31.182.104 es2-6.5-2 shard.index                1.9kb
IwenSyBeS16QE9Z7WBvnFQ 172.31.182.104 172.31.182.104 es2-6.5-2 shard.node                  544b
1.9 查看健康状态接口(_cat/health)
[root@es2-6 conf]# curl -XGET http://192.168.243.155:9200/_cat/health
1551663439 01:37:19 master green 3 3 46 23 0 0 0 0 - 100.0%
 
1.10 查看索引信息接口(_cat/indices)
[root@es2-6 conf]# curl -XGET http://192.168.243.155:9200/_cat/indices
green open metricbeat-6.5.4-2019.03.03     vJag6asmS0ifG6Ty-AEj9Q 1 1  270319    0  86.6mb  43.3mb
green open .monitoring-es-6-2019.03.01     eLpZBY0cTk6XOgKuJNgsUQ 1 1  111017  128 133.2mb  67.2mb
 
1.11 查看master信息接口(_cat/master)
[root@es2-6 conf]# curl -XGET http://192.168.243.155:9200/_cat/master
1r7UJOsPS-ufZyLGlaa2vw 192.168.243.155 192.168.243.155 es2-6.5-1
 
1.12 查看nodes信息接口(_cat/nodes)
[root@es2-6 conf]# curl -XGET http://192.168.243.155:9200/_cat/nodes
192.168.243.155 44 57 2 0.05 0.08 0.14 mdi * es2-6.5-1
172.31.182.104 51 98 3 0.02 0.12 0.19 di  - es2-6.5-2
172.31.182.134 56 98 1 0.78 0.33 0.24 di  - es2-6.5-3
 
1.13 查看正在挂起的任务接口(_cat/pending_tasks)
[root@es2-6 conf]# curl -XGET http://192.168.243.155:9200/_cat/pending_tasks
[root@es2-6 conf]#
 
1.14查看插件接口(_cat/plugins)
[root@es2-6 conf]# curl -XGET http://192.168.243.155:9200/_cat/plugins
[root@es2-6 conf]#
 
1.15 查看修复状态接口(_cat/recovery)
[root@es2-6 conf]# curl -XGET http://192.168.243.155:9200/_cat/recovery
.monitoring-es-6-2019.03.01     0 5.1s  peer           done 172.31.182.134 es2-6.5-3 192.168.243.155 es2-6.5-1 n/a n/a 32 32 100.0% 32 2285670 2285670 100.0% 2285670   8363 8363 100.0%
.monitoring-es-6-2019.03.01     0 59ms  existing_store done n/a            n/a       172.31.182.134 es2-6.5-3 n/a n/a 0  0  100.0% 32 0       0       100.0% 2285670   0    0    100.0%
.monitoring-es-6-2019.03.04     0 111ms empty_store    done n/a            n/a       172.31.182.104 es2-6.5-2 n/a n/a 0  0  0.0%   0  0       0       0.0%   0         0    0    100.0%
.monitoring-es-6-2019.03.04     0 257ms peer           done 172.31.182.104 es2-6.5-2 192.168.243.155 es2-6.5-1 n/a n/a 1  1  100.0% 1  230     230     100.0% 230       1    1    100.0%
.monitoring-es-6-2019.03.03     0 111ms empty_store    done n/a            n/a       192.168.243.155 es2-6.5-1 n/a n/a 0  0  0.0%   0  0       0       0.0%   0         0    0    100.0%
.monitoring-es-6-2019.03.03     0 648ms peer           done 192.168.243.155 es2-6.5-1 172.31.182.134 es2-6.5-3 n/a n/a 1  1  100.0% 1  230     230     100.0% 230       1    1    100.0%
.monitoring-es-6-2019.03.02     0 261ms peer           done 172.31.182.134 es2-6.5-3 172.31.182.104 es2-6.5-2 n/a n/a 1  1  100.0% 1  230     230     100.0% 230       1    1    100.0%
.monitoring-es-6-2019.03.02     0 64ms  empty_store    done n/a            n/a       172.31.182.134 es2-6.5-3 n/a n/a 0  0  0.0%   0  0       0       0.0%   0         0    0    100.0%
.monitoring-es-6-2019.02.28     0 350ms existing_store done n/a            n/a       172.31.182.104 es2-6.5-2 n/a n/a 0  0  100.0% 93 0       0       100.0% 293511693 0    0    100.0%
.monitoring-es-6-2019.02.28     0 156ms peer           done 172.31.182.104 es2-6.5-2 172.31.182.134 es2-6.5-3 n/a n/a 0  0  0.0%   0  0       0       0.0%   0         0    0    100.0%
metricbeat-6.5.4-2019.03.04     0 123ms empty_store    done n/a            n/a       192.168.243.155 es2-6.5-1 n/a n/a 0  0  0.0%   0  0       0       0.0%   0         0    0    100.0%
 
1.16查看线城池接口(_cat/thread_pool)
[root@es2-6 conf]# curl -XGET http://192.168.243.155:9200/_cat/thread_pool
es2-6.5-1 analyze             0 0 0
es2-6.5-1 ccr                 0 0 0
es2-6.5-1 fetch_shard_started 0 0 0
es2-6.5-1 fetch_shard_store   0 0 0
es2-6.5-1 flush               0 0 0
es2-6.5-1 force_merge         0 0 0
es2-6.5-1 generic             0 0 0
es2-6.5-1 get                 0 0 0
es2-6.5-1 index               0 0 0
es2-6.5-1 listener            0 0 0
es2-6.5-1 management          1 0 0
es2-6.5-1 ml_autodetect       0 0 0
es2-6.5-1 ml_datafeed         0 0 0
es2-6.5-1 ml_utility          0 0 0
es2-6.5-1 refresh             0 0 0
es2-6.5-1 rollup_indexing     0 0 0
es2-6.5-1 search              0 0 0
es2-6.5-1 search_throttled    0 0 0
es2-6.5-1 security-token-key  0 0 0
es2-6.5-1 snapshot            0 0 0
es2-6.5-1 warmer              0 0 0
es2-6.5-1 watcher             0 0 0
es2-6.5-1 write               0 0 0
es2-6.5-2 analyze             0 0 0
es2-6.5-2 ccr                 0 0 0
es2-6.5-2 fetch_shard_started 0 0 0
es2-6.5-2 fetch_shard_store   0 0 0
es2-6.5-2 flush               0 0 0
es2-6.5-2 force_merge         0 0 0
es2-6.5-2 generic             0 0 0
es2-6.5-2 get                 0 0 0
es2-6.5-2 index               0 0 0
es2-6.5-2 listener            0 0 0
es2-6.5-2 management          1 0 0
es2-6.5-2 ml_autodetect       0 0 0
es2-6.5-2 ml_datafeed         0 0 0
es2-6.5-2 ml_utility          0 0 0
es2-6.5-2 refresh             0 0 0
es2-6.5-2 rollup_indexing     0 0 0
es2-6.5-2 search              0 0 0
es2-6.5-2 search_throttled    0 0 0
es2-6.5-2 security-token-key  0 0 0
es2-6.5-2 snapshot            0 0 0
es2-6.5-2 warmer              0 0 0
es2-6.5-2 watcher             0 0 0
es2-6.5-2 write               0 0 0
es2-6.5-3 analyze             0 0 0
es2-6.5-3 ccr                 0 0 0
es2-6.5-3 fetch_shard_started 0 0 0
es2-6.5-3 fetch_shard_store   0 0 0
es2-6.5-3 flush               0 0 0
es2-6.5-3 force_merge         0 0 0
es2-6.5-3 generic             0 0 0
es2-6.5-3 get                 0 0 0
es2-6.5-3 index               0 0 0
es2-6.5-3 listener            0 0 0
es2-6.5-3 management          1 0 0
es2-6.5-3 ml_autodetect       0 0 0
es2-6.5-3 ml_datafeed         0 0 0
es2-6.5-3 ml_utility          0 0 0
es2-6.5-3 refresh             0 0 0
es2-6.5-3 rollup_indexing     0 0 0
es2-6.5-3 search              0 0 0
es2-6.5-3 search_throttled    0 0 0
es2-6.5-3 security-token-key  0 0 0
es2-6.5-3 snapshot            0 0 0
es2-6.5-3 warmer              0 0 0
es2-6.5-3 watcher             0 0 0
es2-6.5-3 write               0 0 0
 
1.17 查看分片信息接口(_cat/shards)
[root@es2-6 conf]# curl -XGET http://192.168.243.155:9200/_cat/shards
metricbeat-6.5.2-2019.03.02     0 p STARTED 5577032    1.4gb 172.31.182.104 es2-6.5-2
metricbeat-6.5.2-2019.03.02     0 r STARTED 5577032    1.5gb 192.168.243.155 es2-6.5-1
.kibana                         0 r STARTED       4   19.6kb 172.31.182.104 es2-6.5-2
.kibana                         0 p STARTED       4   19.6kb 192.168.243.155 es2-6.5-1
 
1.18查看lucence的段信息接口(_cat/segments)
[root@es2-6 conf]# curl -XGET http://192.168.243.155:9200/_cat/segments
.monitoring-es-6-2019.03.01     0 r 192.168.243.155 _hza  23302   98618  26   56.8mb  91334 true  true  7.5.0 false
.monitoring-es-6-2019.03.01     0 r 192.168.243.155 _jya  25858    3062  26    2.2mb  40476 true  true  7.5.0 true
.monitoring-es-6-2019.03.01     0 r 192.168.243.155 _jyk  25868    3067  26    2.2mb  40463 true  true  7.5.0 true
.monitoring-es-6-2019.03.01     0 r 192.168.243.155 _jyu  25878    3077  26    2.2mb  40578 true  true  7.5.0 true
.monitoring-es-6-2019.03.01     0 r 192.168.243.155 _jz4  25888    3121   0    2.2mb  45620 true  true  7.5.0 true
.monitoring-es-6-2019.03.01     0 r 192.168.243.155 _jz5  25889       1   0   28.5kb   4198 true  true  7.5.0 true
.monitoring-es-6-2019.03.01     0 r 192.168.243.155 _jz6  25890      14  28   69.8kb   9941 true  true  7.5.0 true
.monitoring-es-6-2019.03.01     0 r 192.168.243.155 _jz7  25891       1   0   28.5kb   4198 true  true  7.5.0 true
.monitoring-es-6-2019.03.01     0 r 192.168.243.155 _jz8  25892      14  28   69.7kb   9941 true  true  7.5.0 true
 
2 Kibana查询语句
2.1 关于时间戳字段的查询
下图为通过使用kibana的界面进行查询的结果
2.2.1 对于索引megacorp信息过滤的查询
GET /megacorp/employee/_search
{
 "query": {
   "bool" : {
     "filter" : {
       "range" : {
         "age" : { "gt" : 30}
       }
     },
     "must" :{
       "match" :{
         "last_name" : "Smith"
       }
     }
   }
 }
}
2.2.2 对于megacorp信息的聚合查询
GET /megacorp/employee/_search
{
  "query":{
    "match": {
      "last_name": "smith"
    }
  },
  "aggs":{
    "all_interests":{
      "terms":{"field":"interests"}
    }
  }
}
2.2.3 开启megacorp索引的fielddata字段数据
PUT megacorp/_mapping/employee/
{
  "properties" : {
    "interests": {
      "type" : "text",
      "fielddata": true
    }
  }
}
2.2.4 在kibana的dev  tools中输入查询语句可以查询某一个索引的的详细信息,如输入以下GET /logstash-2019.03/doc/OfSWRmkB5FvT4MF8kDZg?pretty语句
在该查询结果中hits数组中每个结果都包含_index、_type和文档的_id字段,被加入到_source字段中这意味着在搜索结果中我们将可以直接使用全部文档,每个节点都有一个_score字段,这是相关性得分,它衡量了文档与查询的匹配程度,默认的返回的结果中关联性最大的文档排在首位,这意味着它是按照_score降序排列,这种情况下,我们没有指定任何查询,所以所有文档的相关性是一样的,因此所有结果的_score都是取得一个中间值1,max_score指的是所有文档匹配查询中_score的最大值。
Hits.total:
搜索到的document总条数
Hits.hits:
返回查询到的document的详细数据
_shard:
返回查询到的数据的分片数量
Took:
Took告诉我们整个搜索请求花费的毫秒数
Shards:
_shards节点告诉我们参与查询的分片数(total字段),有多少是成功的(successful字段),有多少是失败的(failed字段),通常我们不希望分片失败,不过这个有可能发生。如果我们遭受一些重大的故障导致主分片和复制分片都故障,那这个分片的数据将无法响应给搜索请求。这种情况下,elasticsearch将报告分片failed,但仍将继续返回剩余分片上的请求。
Timeout:
Time_out值告诉我们查询超时与否。一般的搜索请求不会超时,如果响应速度比完整的结果更重要,你可以定义timeout参数为10或者10ms(10毫秒),或者1s(1秒)。
2.2.5 在kibana的dev  tool编写查询语句如下
GET /logstash-2019.03/doc/_search
{
  "query": {
    "bool": {
     "filter": {
       "range": {
         "@timestamp": {
            "gte": "2019-03-04T13:44:46.203+0800",
            "lt": "2019-03-04T13:44:51.492+0800"
          }
        }
      }
    }
  }
}
该语句查询index为logstash-2019.03,type为doc类型的文档,搜索范围为2019-03-04T13:44:46.203+0800到2019-03-04T13:44:51.492+0800,输出结果如下图所示
 
在如上查询结果的基础上如果想查找更具体的信息,如某个时间段内某个主机的信息,可以编写如下的查询语句,查询结果如下所示:
GET /logstash-2019.03/doc/_search
{
  "query": {
    "bool": {
     "filter": {
       "range": {
         "@timestamp": {
            "gte": "2019-03-04T13:44:46.203+0800",
            "lt": "2019-03-04T13:44:51.492+0800"
          }
        }
      },
      "must" : {
        "match":{
          "host.name": "test"
        }
      }
    }
  }
}
 
Term精确过滤
Term主要用于精确匹配哪些值,比如数字、日期、布尔值或者not_analyzed的字符串(未经分析的文本数据类型),查询语句如下所示,查询的是主机名称为ceph03的机器的日志
GET /logstash-2019.03/doc/_search
{
  "query": {
    "term": {
      "host": "test"
      }
  }
}
 
Terms
Terms与term类似,但terms允许指定多个匹配条件,如果某个字段指定了多个值,那么文档需要一起去做匹配:
GET /logstash-2019.03/doc/_search
{
  "query": {
    "terms": {
      "tags": ["beats_input_codec_plain_applied"]
    }
  }
}
 
Match_all查询所有文档,是没有查询条件下的默认语句
GET /_search
{
  "query": {
    "match_all": {
     
    }
  }
}
 
Match查询是一个标准查询,不管你需要全文本查询还是精确查询基本上都要用到它
GET /_search
{
  "query": {
    "match": {
      "_id" : "space:default"
    }
  }
}
 
Wildcards查询
使用标准的shell通配符查询
GET /logstash-2019.03/doc/_search
{
  "query": {
    "wildcard": {
      "host" : "co?t*"
    }
  }
}
 
prefix查询
只要匹配一某个字符或者某个字符串开头的,通过使用prefix可以查询
GET /logstash-2019.03/doc/_search
{
  "query": {
    "prefix":{
      "host": "con*"
    }
  }
}
 
短语匹配(phrase matching)
当你需要寻找邻近的几个单词时,可以使用match_phrase查询
GET /logstash-2019.03/doc/_search
{
  "query": {
    "match_phrase": {
      "host" : "test"
    }
  }
}
 
2.2.5 可以在kibana首页输入关键字也可以进行简单查询
 
2.2.6 查询特定机器特定时间范围进程之间的聚合分析
GET /metricbeat-6.5.2-2019.03.13/doc/_search
{
 #“size”:0 , 改行脚本的含义是只显示具体的聚合分析的结果,中间的具体数据不需要
"query": {
    "bool": {
      "filter": {
        "range": {
          "@timestamp": {
            "gte": "2019-03-13T09:11:20.627+0800",
            "lt": "2019-03-13T09:11:21.295+0800"
          }
        }
      },
    "must":{
     "match":{
      "host.name":"test"
    }
  }
    }
  },
  "aggs": {
    "cpu_process": {
      "avg": {
        "field": "system.process.cpu.total.pct"
      }
    }
  }
}
 
2.2.7 查询固定时间范围内,固定宿主机,固定进程的聚合查询的结果
GET /metricbeat-6.5.2-2019.03.13/doc/_search
{
"query": {
    "bool": {
      "filter": {
        "range": {
          "@timestamp": {
            "gte": "2019-03-13T09:11:20.627+0800",
            "lt": "2019-03-13T09:11:21.295+0800"
          }
        }
      },
    "must":[
      {"term":{"host.name":"test"}},
      {"term":{"system.process.name": "mysql"}}
      ]
    }
  },
  "aggs": {
    "cpu_process": {
      "avg": {
        "field": "system.process.cpu.total.pct"
      }
    }
  }
}
 
2.2.8 查询某一时间段内根据某项指标进行降序排序的结果
GET /metricbeat-6.5.2-2019.03.13/doc/_search
{
 "query": {
    "bool": {
      "filter": {
        "range": {
          "@timestamp": {
            "gte": "2019-03-13T09:11:20.627+0800",
            "lt": "2019-03-13T09:11:21.295+0800"
          }
        }
      },
    "must":[
      {"term":{"host.name":"test"}}
      ]
    }
  },
  "aggs": {
    "cpu_process": {
      "avg": {
        "field": "system.process.memory.rss.bytes"
      }
    }
  },
    "sort":{
     "system.process.memory.rss.bytes":{
      "order":"desc"
      }
  }
}
 
2.2.9 查询的日志信息只包含需要的字段信息
GET /metricbeat-6.5.2-2019.03.13/doc/_search
{
 "query": {
    "bool": {
      "filter": {
        "range": {
          "@timestamp": {
            "gte": "2019-03-13T09:11:20.627+0800",
            "lt": "2019-03-13T09:11:21.295+0800"
          }
        }
      },
    "must":[
      {"term":{"host.name":"test"}}
      ]
    }
  },
  "aggs": {
    "cpu_process": {
      "avg": {
        "field": "system.process.memory.rss.bytes"
      }
    }
  },
    "sort":{
     "system.process.memory.rss.bytes":{
      "order":"desc"
      }
  },
  "_source": {"includes": ["system.process.memory.rss.bytes"]}
}
 
2.2.10 查询的日志只包含多个字段
GET /metricbeat-6.5.2-2019.03.13/doc/_search
{
 "query": {
    "bool": {
      "filter": {
        "range": {
          "@timestamp": {
            "gte": "2019-03-13T09:11:20.627+0800",
            "lt": "2019-03-13T09:11:21.295+0800"
          }
        }
      },
    "must":[
      {"term":{"host.name":"test"}}
      ]
    }
  },
  "aggs": {
    "cpu_process": {
      "avg": {
        "field": "system.process.memory.rss.bytes"
      }
    }
  },
    "sort":{
     "system.process.memory.rss.bytes":{
      "order":"desc"
      }
  },
  "_source": {"includes": ["system.process.memory.rss.bytes","system.process.name"]}
}