ElasticSearch核心知識總結(一)es的六種搜索方式和數據分析


es的六種搜索方式

  1. query string search
GET /ecommerce/product/_search //查詢所有數據

{
  "took": 4,//耗費幾毫秒
  "timed_out": false,//是否超時
  "_shards": {//數據拆分成5個分片,對所有請求都會打到所有primary shared(或者是它的某個replica shared也可以)
    "total": 5,
    "successful": 5,
    "skipped": 0,
    "failed": 0
  },
  "hits": {
    "total": 1,//條數
    "max_score": 1,//查詢匹配度
    "hits": [
      {
        "_index": "ecommerce",
        "_type": "product",
        "_id": "2",
        "_score": 1,
        "_source": {
          "name": "jiajieshi yagao",
          "desc": "jiajieshi meibai",
          "price": 30,
          "producer": "jiajieshi producer",
          "tags": [
            "meibai",
            "fangzhu"
          ]
        }
      }
    ]
  }
}
GET /ecommerce/product/_search?q=name:yagao&sort=price:desc
  1. query DSL

    • DSL:Domain Specified Language:特定領域的語言
    • http request body:請求體,用json格式構建查詢語法
    GET /ecommerce/product/_search
    {
      "query": {
        "match": {
          "name": "yagao" //查詢包含單詞
        }
      },
      "_source": ["name","price"],//不寫查詢所有字段 
      "sort": [
        {
          "price": {
            "order": "desc"//倒序排序
          }
        }
      ],
      "from": 0,//分頁
      "size": 1
    }
    
  2. query filter

GET /ecommerce/product/_search
{
  "query": {
    "bool": {//多個條件
      "must": [
        {
            "match": {
            "name": "yagao"
          }
        }
      ],
      "filter": {//過濾條件
        "range": {
          "price": {
            "gte": 10,
            "lte": 40
          }
        }
      }
    }
  }
}
  1. full-text search
GET /ecommerce/product/_search
{
  "query": {
    "match": {
      "producer": "lishi producer"//會查包含這兩個單詞的所有數據
    }
  }
}

{
  "took": 5,
  "timed_out": false,
  "_shards": {
    "total": 5,
    "successful": 5,
    "skipped": 0,
    "failed": 0
  },
  "hits": {
    "total": 4,
    "max_score": 0.51623213,
    "hits": [
      {
        "_index": "ecommerce",
        "_type": "product",
        "_id": "3",
        "_score": 0.51623213,//匹配度最高
        "_source": {
          "name": "lishi yagao",
          "desc": "lishi meibai",
          "price": 50,
          "producer": "lishi producer",
          "tags": [
            "meibai",
            "fangzhu"
          ]
        }
      },
      {
        "_index": "ecommerce",
        "_type": "product",
        "_id": "1",
        "_score": 0.25811607,
        "_source": {
          "name": "jiaqiangban gaolujie yagao2",
          "desc": "gaoxiao meibai",
          "price": 30,
          "producer": "gaolujie producer",
          "tags": [
            "meibai",
            "fangzhu"
          ]
        }
      },
      {
        "_index": "ecommerce",
        "_type": "product",
        "_id": "2",
        "_score": 0.1805489,
        "_source": {
          "name": "jiajieshi yagao",
          "desc": "jiajieshi meibai",
          "price": 40,
          "producer": "jiajieshi producer",
          "tags": [
            "meibai",
            "fangzhu"
          ]
        }
      },
      {
        "_index": "ecommerce",
        "_type": "product",
        "_id": "4",
        "_score": 0.14638957,
        "_source": {
          "name": "special yaogao",
          "desc": "special meibai",
          "price": 50,
          "producer": "special yagao producer",
          "tags": [
            "meibai"
          ]
        }
      }
    ]
  }
}
  1. phrase search
    必須包含一模一樣的串,才會返回(包含短語的意思)
GET /ecommerce/product/_search
{
  "query": {
    "match_phrase": {
      "producer": "yagao producer"
    }
  }
}
{
  "took": 3,
  "timed_out": false,
  "_shards": {
    "total": 5,
    "successful": 5,
    "skipped": 0,
    "failed": 0
  },
  "hits": {
    "total": 1,
    "max_score": 0.70293105,
    "hits": [
      {
        "_index": "ecommerce",
        "_type": "product",
        "_id": "4",
        "_score": 0.70293105,
        "_source": {
          "name": "special yaogao",
          "desc": "special meibai",
          "price": 50,
          "producer": "special yagao producer",
          "tags": [
            "meibai"
          ]
        }
      }
    ]
  }
}
  1. highlight search
    • 查詢到的結果高亮
    GET /ecommerce/product/_search
    {
      "query": {
        "match_phrase": {
          "producer": "gaolujie producer"
        }
      },
      "highlight": {
        "fields": {
          "producer": {}
        }
      }
    }
    {
      "took": 18,
      "timed_out": false,
      "_shards": {
        "total": 5,
        "successful": 5,
        "skipped": 0,
        "failed": 0
      },
      "hits": {
        "total": 1,
        "max_score": 0.51623213,
        "hits": [
          {
            "_index": "ecommerce",
            "_type": "product",
            "_id": "1",
            "_score": 0.51623213,
            "_source": {
              "name": "jiaqiangban gaolujie yagao2",
              "desc": "gaoxiao meibai",
              "price": 30,
              "producer": "gaolujie producer",
              "tags": [
                "meibai",
                "fangzhu"
              ]
            },
            "highlight": {
              "producer": [
                "<em>gaolujie</em> <em>producer</em>"
              ]
            }
          }
        ]
      }
    }
    

計算每個tag下的商品數量

  • 將文本field的fielddata屬性設置為true
PUT /ecommerce/_mapping/product
{
  "properties": {
    "tags":{
      "type": "text",
      "fielddata": true
    }
  }
}
  • 再運行下面才能查出來
GET /ecommerce/product/_search
{
  "aggs": {
    "group_by_tags": {
      "terms": {
        "field": "tags"
      }
    }
  }
}

"aggregations": {
    "group_by_tags": {
      "doc_count_error_upper_bound": 0,
      "sum_other_doc_count": 0,
      "buckets": [
        {
          "key": "fangzhu",
          "doc_count": 3
        },
        {
          "key": "meibai",
          "doc_count": 3
        },
        {
          "key": "suibian",
          "doc_count": 1
        }
      ]
    }
  }

對名稱中包含yagao的商品,計算每個tag下的商品數量

GET /ecommerce/product/_search
{
  "query": {
    "match": {
      "name": "yagao"
    }
  }, 
  "aggs": {
    "group_by_tags": {
      "terms": {
        "field": "tags"
      }
    }
  }
}

先分組,再計算每組的平均值,計算每個tag下的商品的平均價格

GET /ecommerce/product/_search
{
  "size": 0,
  "aggs": {
    "group_by_tags": {
      "terms": {
        "field": "tags"
      },
      "aggs": {
        "avg_price": {
          "avg": {
            "field": "price"
          }
        }
      }
    }
  }
}

對上述結果按平均價格排序

GET /ecommerce/product/_search
{
  "size": 0,
  "aggs": {
    "group_by_tags": {
      "terms": {
        "field": "tags",
        "order": {
          "avg_price": "desc"
        }
      },
      "aggs": {
        "avg_price": {
          "avg": {
            "field": "price"
          }
        }
      }
    }
  }
}

按照指定的價格范圍區間進行分組,然后在每組內再按照tag進行分組,最后再計算每組的平均價格

GET /ecommerce/product/_search
{
  "size": 0,
  "aggs": {
    "group_by_price": {
      "range": {
        "field": "price",
        "ranges": [
          {
            "from": 0,
            "to": 20
          },
          {
            "from": 20,
            "to": 40
          },
          {
            "from": 40,
            "to": 60
          }
        ]
      },
      "aggs": {
        "group_by_tags": {
          "terms": {
            "field": "tags"
          },
          "aggs": {
            "avg_price": {
              "avg": {
                "field": "price"
              }
            }
          }
        }
      }
    }
  }
}


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