Elasticsearch系列(二)--query、filter、aggregations

本文基于ES6.4版本,我也是出于学习阶段,对学习内容做个记录,如果文中有错误,请指出。

实验数据:

index:book

type:novel

mappings:

{
    "mappings": {
        "novel": {
            "dynamic": "false",
            "properties": {
                "word_count": {
                    "type": "integer"
                },
                "author": {
                    "type": "keyword"
                },
                "title": {
                    "type": "text"
                },
                "publish_date": {
                    "format": "yyyy-MM-dd HH:mm:ss||yyyy-MM-dd||epoch_millis",
                    "type": "date"
                }
            }
        }
    }
}
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通过put创建索引,使用head可视化界面,数据如下:

Elasticsearch的查询分为:

1、子条件查询:查询特定字段的特定值

Query context

查询过程中,除了判断Document是否满足条件,还会计算出_score表示匹配程度,数值越大,证明匹配程度越高

1、查询全部:/book/novel/_search

"hits": {
        "total": 10,
        "max_score": 1.0,
        "hits": [
            {
                "_index": "book",
                "_type": "novel",
                "_id": "5",
                "_score": 1.0,
                "_source": {
                    "title": "永夜君王",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "烟雨江南"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "8",
                "_score": 1.0,
                "_source": {
                    "title": "万古令",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "听奕"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "9",
                "_score": 1.0,
                "_source": {
                    "title": "天帝传",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "飞天鱼"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "10",
                "_score": 1.0,
                "_source": {
                    "title": "剑来",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "烽火戏诸侯"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "2",
                "_score": 1.0,
                "_source": {
                    "title": "完美世界",
                    "word_count": "130000",
                    "publish_date": "2017-03-01",
                    "author": "辰东"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "4",
                "_score": 1.0,
                "_source": {
                    "title": "民国谍影",
                    "word_count": "110000",
                    "publish_date": "2019-03-01",
                    "author": "寻青藤"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "6",
                "_score": 1.0,
                "_source": {
                    "title": "遮天",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "辰东"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "1",
                "_score": 1.0,
                "_source": {
                    "title": "万古神帝",
                    "word_count": "30000",
                    "publish_date": "2017-01-01",
                    "author": "飞天鱼"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "7",
                "_score": 1.0,
                "_source": {
                    "title": "圣墟",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "辰东"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "3",
                "_score": 1.0,
                "_source": {
                    "title": "星辰变",
                    "word_count": "100000",
                    "publish_date": "2018-03-01",
                    "author": "我吃西红柿"
                }
            }
        ]
    }
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2、查询id为1的数据:/book/novel/1

{
    "_index": "book",
    "_type": "novel",
    "_id": "1",
    "_version": 1,
    "found": true,
    "_source": {
        "title": "万古神帝",
        "word_count": "30000",
        "publish_date": "2017-01-01",
        "author": "飞天鱼"
    }
}
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3、只查询title和author字段:/1?_source=title,author

{
    "_index": "book",
    "_type": "novel",
    "_id": "1",
    "_version": 1,
    "found": true,
    "_source": {
        "author": "飞天鱼",
        "title": "万古神帝"
    }
}
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4、只是显示_source部分:/book/novel/1/_source

{
    "title": "万古神帝",
    "word_count": "30000",
    "publish_date": "2017-01-01",
    "author": "飞天鱼"
}
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5、筛选单字段查询:/book/novel/_search

{
    "query": {
        "match": {
            "author": "飞天鱼"
        }
    }
}
"hits": {
        "total": 2,
        "max_score": 1.2039728,
        "hits": [
            {
                "_index": "book",
                "_type": "novel",
                "_id": "9",
                "_score": 1.2039728,
                "_source": {
                    "title": "天帝传",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "飞天鱼"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "1",
                "_score": 0.6931472,
                "_source": {
                    "title": "万古神帝",
                    "word_count": "30000",
                    "publish_date": "2017-01-01",
                    "author": "飞天鱼"
                }
            }
        ]
    }
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6、limit:我们查询到2条数据,如果我们只想得到第一条数据,可以使用from和size联合查询

{
    "query": {
        "match": {
            "author": "飞天鱼"
        }
    },
    "from": 0,
    "size": 1
}
"hits": {
        "total": 2,
        "max_score": 1.2039728,
        "hits": [
            {
                "_index": "book",
                "_type": "novel",
                "_id": "9",
                "_score": 1.2039728,
                "_source": {
                    "title": "天帝传",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "飞天鱼"
                }
            }
        ]
    }
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hits.total=2,但是只返回了第一条数据,from为从第几条开始,size我返回的条数
7、order by:
这里选择对word_count字段进行倒叙排序
{
    "query": {
        "match": {
            "author": "辰东"
        }
    },
    "sort": [
        {
            "word_count": {
                "order": "desc"
            }
        }    
    ]
}
"hits": {
        "total": 3,
        "max_score": null,
        "hits": [
            {
                "_index": "book",
                "_type": "novel",
                "_id": "2",
                "_score": null,
                "_source": {
                    "title": "完美世界",
                    "word_count": "130000",
                    "publish_date": "2017-03-01",
                    "author": "辰东"
                },
                "sort": [
                    130000
                ]
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "6",
                "_score": null,
                "_source": {
                    "title": "遮天",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "辰东"
                },
                "sort": [
                    110000
                ]
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "7",
                "_score": null,
                "_source": {
                    "title": "圣墟",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "辰东"
                },
                "sort": [
                    110000
                ]
            }
        ]
    }
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8、其余匹配match_phrase:

query、match的方式本质上就是模糊查询,而且中文会自动分词到最大粒度,可以看到会查询到只要匹配任意一个字都是可以的

{
    "query": {
        "match": {
            "title": "万古神帝"
        }
    }
}
"hits": {
        "total": 3,
        "max_score": 2.439878,
        "hits": [
            {
                "_index": "book",
                "_type": "novel",
                "_id": "1",
                "_score": 2.439878,
                "_source": {
                    "title": "万古神帝",
                    "word_count": "30000",
                    "publish_date": "2017-01-01",
                    "author": "飞天鱼"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "8",
                "_score": 2.4079456,
                "_source": {
                    "title": "万古令",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "听奕"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "9",
                "_score": 1.2039728,
                "_source": {
                    "title": "天帝传",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "飞天鱼"
                }
            }
        ]
    }
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所以这里有了其余匹配match_phrase,结果只有完全包含"万古神帝"的title才可以被查询到

{
    "query": {
        "match_phrase": {
            "title": "万古神帝"
        }
    }
}
"hits": {
        "total": 1,
        "max_score": 2.439878,
        "hits": [
            {
                "_index": "book",
                "_type": "novel",
                "_id": "1",
                "_score": 2.439878,
                "_source": {
                    "title": "万古神帝",
                    "word_count": "30000",
                    "publish_date": "2017-01-01",
                    "author": "飞天鱼"
                }
            }
        ]
    }
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9、多条件查询multi_match:查询title或者author包含"万古神帝"的数据

{
    "query": {
        "multi_match": {
            "query": "万古神天",
            "fields": ["title","author"]
        }
    }
}
"hits": {
        "total": 4,
        "max_score": 2.4079456,
        "hits": [
            {
                "_index": "book",
                "_type": "novel",
                "_id": "8",
                "_score": 2.4079456,
                "_source": {
                    "title": "万古令",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "听奕"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "1",
                "_score": 1.8299085,
                "_source": {
                    "title": "万古神帝",
                    "word_count": "30000",
                    "publish_date": "2017-01-01",
                    "author": "飞天鱼"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "9",
                "_score": 1.2039728,
                "_source": {
                    "title": "天帝传",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "飞天鱼"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "6",
                "_score": 1.1727304,
                "_source": {
                    "title": "遮天",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "辰东"
                }
            }
        ]
    }
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10、语法查询query_string:

{
    "query": {
        "query_string": {
            "query": "万古"
        }
    }
}

这里和match没有区别,query可以使用AND和OR,match的filed也可以,注意这里一定是大写,小写就被当做搜索的内容了

{
    "query": {
        "query_string": {
            "query": "万古 OR 剑来"
        }
    }
}
{
    "query": {
        "match": {
            "title": "万古 OR 剑来"
        }
    }
}

指定fields:

{
    "query": {
        "query_string": {
            "query": "万古 OR 剑来 OR 辰东 ",
            "fields": ["author","title"]
        }
    }
}

11、精确匹配term:一般在bool内部使用

title为text类型,author为keyword类型,实验发现查询title只有是单个字的时候才能匹配(精确匹配查不到数据),而author必须是精确匹配

例如:title不支持精确匹配,支持模糊查询(而且是单个字才可以,多个字照样查不到数据)

{
    "query": {
        "term": {
            "title": "剑来"
        }
    }
}

如果只是查询一个字就可以

{
    "query": {
        "term": {
            "title": "来"
        }
    }
}
"hits": {
        "total": 1,
        "max_score": 1.3940737,
        "hits": [
            {
                "_index": "book",
                "_type": "novel",
                "_id": "10",
                "_score": 1.3940737,
                "_source": {
                    "title": "剑来",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "烽火戏诸侯"
                }
            }
        ]
    }
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查询author字段:有三条数据

{
    "query": {
        "term": {
            "author": "辰东"
        }
    }
}
"hits": [
            {
                "_index": "book",
                "_type": "novel",
                "_id": "7",
                "_score": 0.6931472,
                "_source": {
                    "title": "圣墟",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "辰东"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "2",
                "_score": 0.47000363,
                "_source": {
                    "title": "完美世界",
                    "word_count": "130000",
                    "publish_date": "2017-03-01",
                    "author": "辰东"
                }
            },
            {
                "_index": "book",
                "_type": "novel",
                "_id": "6",
                "_score": 0.47000363,
                "_source": {
                    "title": "遮天",
                    "word_count": "110000",
                    "publish_date": "2015-03-01",
                    "author": "辰东"
                }
            }
        ]
    }
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author不知道模糊查询:下面结果为null

{
    "query": {
        "term": {
            "author": "东"
        }
    }
}

12、范围查找:range,包括integer和日期类型,日期支持now函数,也就是当前日期

{
    "query": {
        "range": {
            "word_count": {
                "gt": 110000,
                "lte": 130000
            }
        }
    }
}
"hits": {
        "total": 1,
        "max_score": 1.0,
        "hits": [
            {
                "_index": "book",
                "_type": "novel",
                "_id": "2",
                "_score": 1.0,
                "_source": {
                    "title": "完美世界",
                    "word_count": "130000",
                    "publish_date": "2017-03-01",
                    "author": "辰东"
                }
            }
        ]
    }
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Filter context

查询过程中,只是判断Document是否满足条件,只有yes or no

2、复合条件查询:组合子条件查询

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转载自www.cnblogs.com/huigelaile/p/11299105.html