ElasticSearch学习笔记 - 钢钢更新

背景

本文总结ElasticSearch的一些常用命令和用法,会长期更新,希望对大家有所帮助。

常见操作

新建映射(mapping)

curl -X PUT 'localhost:9200/accounts' -H 'Content-Type: application/json' -d'
{
  "mappings": {
    "person": {
      "properties": {
        "last_name": {
          "type": "text"
        },
        "first_name": {
          "type": "text"
        },
        "sex": {
          "type": "keyword"
        },
        "age": {
          "type": "integer"
        },
        "city": {
          "type": "keyword"
        },
        "comment": {
          "type": "text"
        }
      }
    }
  }
}'

新建文档(document)

curl -XPOST http://localhost:9200/accounts/person/1/ -d '
{
  "last_name": "wang",
  "first_name": "kenny",
  "sex": "male",
  "age": 35,
  "city": "hangzhou",
  "comment": "kenny works for apbtour. "
}'

curl -XPOST http://localhost:9200/accounts/person/2 -d '
{
  "last_name": "wang",
  "first_name": "bob",
  "sex": "male",
  "age": 40,
  "city": "shanghai",
  "comment": "bob works for apbtour. "
}'

curl -XPOST http://localhost:9200/accounts/person/3 -d '
{
  "last_name": "tao",
  "first_name": "jialin",
  "sex": "female",
  "age": 34,
  "city": "hangzhou",
  "comment": "jialin works in hangzhou. "
}'


curl -XPOST http://localhost:9200/accounts/person/4 -d '
{
  "last_name": "jiang",
  "first_name": "jockey",
  "sex": "male",
  "age": 30,
  "city": "shanghai",
  "comment": "jockey works for apbtour. "
}'

curl -XPOST http://localhost:9200/accounts/person/5 -d '
{
  "last_name": "yue",
  "first_name": "qun",
  "sex": "female",
  "age": 29,
  "city": "shanghai",
  "comment": "yue qun does not works for apbtour. "
}'

当前索引数据如下:


image

简单查询

查询记录(http方式)

http://localhost:9200/accounts/person/_search?q=last_name:wang GET

查询记录(curl方式)

curl -XGET 'localhost:9200/accounts/person/_search?pretty' -d '{
  "query": {
    "term": {
      "last_name": "wang"
    }
  }
}'

查询返回指定字段

curl -XPOST 'localhost:9200/accounts/person/_search?pretty' -d '
{
  "query": { "match_all": {} },
  "_source": ["last_name", "first_name"]
}'

查询特定范围(页数)的查询

以下语句显示第3 - 5条记录

curl -XPOST 'localhost:9200/accounts/person/_search?pretty' -d '
{
  "query": { "match_all": {} },
  "from": 2,
  "size": 3
}'

查询特定ID值的数据

curl -XGET 'localhost:9200/accounts/person/_search?pretty' -d '{
  "query": {
    "terms": {
      "_id": ["1","4"]
    }
  }
}'

更新特定ID值的数据

curl -XPUT 'localhost:9200/accounts/person/1' -H 'Content-Type: application/json' -d '
{
    "last_name" : "Wang",
    "first_name" : "fanggang"
}'

删除特定ID的数据

curl -X DELETE 'localhost:9200/accounts/person/7'

复合查询

单一搜索条件

curl -XPOST 'localhost:9200/accounts/person/_search?pretty' -d '
{
  "query": { "match": { "last_name": "wang" } }
}'

AND类型搜索

curl -XPOST 'localhost:9200/accounts/person/_search?pretty' -d '
{
  "query": {
    "bool": {
      "must": [
        { "match": { "last_name": "wang" } },
        { "match": { "first_name": "fanggang" } }
      ]
    }
  }
}'

OR类型搜索

curl -XPOST 'localhost:9200/accounts/person/_search?pretty' -d '
{
  "query": {
    "bool": {
      "should": [
        { "match": { "last_name": "wang" } },
        { "match": { "sex": "male" } }
      ]
    }
  }
}'

排除类型搜索

curl -XPOST 'localhost:9200/accounts/person/_search?pretty' -d '
{
  "query": {
    "bool": {
      "must_not": [
        { "match": { "last_name": "wang" } },
        { "match": { "last_name": "yue" } },
        { "match": { "last_name": "kan" } }
      ]
    }
  }
}'

复杂查询(多搜索条件)

curl -XPOST 'localhost:9200/accounts/person/_search?pretty' -d '
{
  "query": {
    "bool": {
      "must": [
        { "match": { "last_name": "wang" } }
      ],
      "must_not": [
        { "match": { "first_name": "bob" } }
      ]
    }
  }
}'

过滤查询

查询年龄在32 - 35岁之间的人。

curl -XPOST 'localhost:9200/accounts/person/_search?pretty' -d '
{
  "query": {
    "bool": {
      "must": { "match_all": {} },
      "filter": {
        "range": {
          "age": {
            "gte": 32,
            "lte": 35
          }
        }
      }
    }
  }
}'

聚合查询

Count ... group by类型聚合查询

curl -XPOST 'localhost:9200/accounts/person/_search?pretty' -d '
{
  "size": 0,
  "aggs": {
    "group_by_city": {
      "terms": {
        "field": "city"
      }
    }
  }
}'

由于size设置为0,它并没有返回文档的信息,只是返回了聚合的结果。


image

统计平均年龄

curl -XPOST 'localhost:9200/accounts/person/_search?pretty' -d '
{
  "size": 0,
  "aggs": {
    "group_by_city": {
      "terms": {
        "field": "city"
      },
      "aggs": {
        "average_age": {
          "avg": {
            "field": "age"
          }
        }
      }
    }
  }
}'

结果如下:


image

嵌套聚合查询(范围分组、统计平均值)

例如:先按年龄范围分组,再统计不同地域的平均年龄:

curl -XPOST 'localhost:9200/accounts/person/_search?pretty' -d '
{
  "size": 0,
  "aggs": {
    "group_by_age": {
      "range": {
        "field": "age",
        "ranges": [
          {
            "from": 20,
            "to": 30
          },
          {
            "from": 31,
            "to": 40
          }
        ]
      },
      "aggs": {
        "group_by_city": {
          "terms": {
            "field": "city"
          },
          "aggs": {
            "average_age": {
              "avg": {
                "field": "age"
              }
            }
          }
        }
      }
    }
  }
}'

结果如下:

{
  "took" : 8,
  "timed_out" : false,
  "_shards" : {
    "total" : 5,
    "successful" : 5,
    "failed" : 0
  },
  "hits" : {
    "total" : 5,
    "max_score" : 0.0,
    "hits" : [ ]
  },
  "aggregations" : {
    "group_by_age" : {
      "buckets" : [
        {
          "key" : "20.0-30.0",
          "from" : 20.0,
          "to" : 30.0,
          "doc_count" : 1,
          "group_by_city" : {
            "doc_count_error_upper_bound" : 0,
            "sum_other_doc_count" : 0,
            "buckets" : [
              {
                "key" : "shanghai",
                "doc_count" : 1,
                "average_age" : {
                  "value" : 29.0
                }
              }
            ]
          }
        },
        {
          "key" : "31.0-40.0",
          "from" : 31.0,
          "to" : 40.0,
          "doc_count" : 2,
          "group_by_city" : {
            "doc_count_error_upper_bound" : 0,
            "sum_other_doc_count" : 0,
            "buckets" : [
              {
                "key" : "hangzhou",
                "doc_count" : 2,
                "average_age" : {
                  "value" : 34.5
                }
              }
            ]
          }
        }
      ]
    }
  }
}

以上是ElasticSearch一些基本操作,本文档后续会持续更新,敬请关注。

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