Elasticsearch6.3.0学习笔记(二)

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Query Dsl

先准备测试数据,es有提供有关批量执行的方式:_bulk

参考:https://www.elastic.co/guide/en/elasticsearch/reference/current/docs-bulk.html

但是在postman中插入式异常,所以暂时使用单条插入的方式

PUT localhost:9200/movies/movie/1
{
    "title": "The Godfather",
    "director": "Francis Ford Coppola",
    "year": 1972,
    "genres": ["Crime", "Drama"]
}

PUT localhost:9200/movies/movie/2
{
    "title": "Lawrence of Arabia",
    "director": "David Lean",
    "year": 1962,
    "genres": ["Adventure", "Biography", "Drama"]
}

PUT localhost:9200/movies/movie/3
{
    "title": "To Kill a Mockingbird",
    "director": "Robert Mulligan",
    "year": 1962,
    "genres": ["Crime", "Drama", "Mystery"]
}

PUT localhost:9200/movies/movie/4
{
    "title": "Apocalypse Now",
    "director": "Francis Ford Coppola",
    "year": 1979,
    "genres": ["Drama", "War"]
}

PUT localhost:9200/movies/movie/5
{
    "title": "Apocalypse Now",
    "director": "Francis Ford Coppola",
    "year": 1979,
    "genres": ["Drama", "War"]
}

PUT localhost:9200/movies/movie/6
{
    "title": "Apocalypse Now",
    "director": "Francis Ford Coppola",
    "year": 1979,
    "genres": ["Drama", "War"]
}

 

数据插入完毕,可以使用全文查询验证一下

POST    localhost:9200/_search
{
	"query":{
		"match_all":{}
	}
}

查询"genres"字段含有"Drama"的movie

POST    localhost:9200/_search
{
	"query":{
		"bool":{
			"must":[
					{"match":{"genres":"Drama"}}
				]
			
		}
	}
}

"match":{"genres":"Drama"} 子句表示"genres"字段包含"Drama"内容,"match"可有多个

查询结果

{
    "took": 5,
    "timed_out": false,
    "_shards": {
        "total": 5,
        "successful": 5,
        "skipped": 0,
        "failed": 0
    },
    "hits": {
        "total": 5,
        "max_score": 0.2876821,
        "hits": [
            {
                "_index": "movies",
                "_type": "movie",
                "_id": "1",
                "_score": 0.2876821,
                "_source": {
                    "title": "The Godfather",
                    "director": "Francis Ford Coppola",
                    "year": 1972,
                    "genres": [
                        "Crime",
                        "Drama"
                    ]
                }
            },
            {
                "_index": "movies",
                "_type": "movie",
                "_id": "3",
                "_score": 0.2876821,
                "_source": {
                    "title": "To Kill a Mockingbird",
                    "director": "Robert Mulligan",
                    "year": 1962,
                    "genres": [
                        "Crime",
                        "Drama",
                        "Mystery"
                    ]
                }
            },
            {
                "_index": "movies",
                "_type": "movie",
                "_id": "4",
                "_score": 0.14874382,
                "_source": {
                    "title": "Apocalypse Now",
                    "director": "Francis Ford Coppola",
                    "year": 1979,
                    "genres": [
                        "Drama",
                        "War"
                    ]
                }
            },
            {
                "_index": "movies",
                "_type": "movie",
                "_id": "2",
                "_score": 0.12703528,
                "_source": {
                    "title": "Lawrence of Arabia",
                    "director": "David Lean",
                    "year": 1962,
                    "genres": [
                        "Adventure",
                        "Biography",
                        "Drama"
                    ]
                }
            },
            {
                "_index": "movies",
                "_type": "movie",
                "_id": "6",
                "_score": 0.12703528,
                "_source": {
                    "title": "The Assassination of Jesse James by the Coward Robert Ford",
                    "director": "Andrew Dominik",
                    "year": 2007,
                    "genres": [
                        "Biography",
                        "Crime",
                        "Drama"
                    ]
                }
            }
        ]
    }
}

可以看到一共五个结果,并且"genres"字段中都包含了"Drama"内容

如果我们需要对查询出的5个内容进行进一步的过滤,就需要用到"filter"子句了

例如:查询"genres"字段含有"Drama"的movie,过滤出结果中"year"字段为 1962 的movie

POST    localhost:9200/_search
{
	"query":{
		"bool":{
			"must":[
					{"match":{"genres":"Drama"}}
				],
			"filter":[
				{"term":{"year":1962}}
			]
			
		}
	}
}

查询结果:

{
	"took": 2,
	"timed_out": false,
	"_shards": {
		"total": 5,
		"successful": 5,
		"skipped": 0,
		"failed": 0
	},
	"hits": {
		"total": 2,
		"max_score": 0.2876821,
		"hits": [{
			"_index": "movies",
			"_type": "movie",
			"_id": "3",
			"_score": 0.2876821,
			"_source": {
				"title": "To Kill a Mockingbird",
				"director": "Robert Mulligan",
				"year": 1962,
				"genres": ["Crime", "Drama", "Mystery"]
			}
		}, {
			"_index": "movies",
			"_type": "movie",
			"_id": "2",
			"_score": 0.12703528,
			"_source": {
				"title": "Lawrence of Arabia",
				"director": "David Lean",
				"year": 1962,
				"genres": ["Adventure", "Biography", "Drama"]
			}
		}]
	}
}

可以看到,结果只剩俩条了,并且这俩条的记录的"year"字段都为 1962

从官方文档中得知"term"子句的功能是某字段精确匹配指定值,例如"term":{"year":1962}

可是我在查询例如:"term":{"director":"David Lean"}时,没有匹配数据,希望有人能告知我这是什么原因。

当然,es也提供了范围过滤,使用的是"range"子句,例如:

POST    localhost:9200/_search
{
	"query":{

		"bool":{
			"must":[
					{"match":{"genres":"Drama"}}
				],
			"filter":[
				{
					"range":{
						"year":{"gt":2000}
					
					}
				}
			]
			
		}
	}
}

这条"range":{"year":{"gt":2000}}子句的意思为,过滤出结果中"year"字段大于 2000 的内容

结果为:

{
    "took": 4,
    "timed_out": false,
    "_shards": {
        "total": 5,
        "successful": 5,
        "skipped": 0,
        "failed": 0
    },
    "hits": {
        "total": 1,
        "max_score": 0.12703528,
        "hits": [
            {
                "_index": "movies",
                "_type": "movie",
                "_id": "6",
                "_score": 0.12703528,
                "_source": {
                    "title": "The Assassination of Jesse James by the Coward Robert Ford",
                    "director": "Andrew Dominik",
                    "year": 2007,
                    "genres": [
                        "Biography",
                        "Crime",
                        "Drama"
                    ]
                }
            }
        ]
    }
}

"match_phrase"子句查询:

POST    localhost:9200/_search
{
	"query":{
		"match_phrase":{
			"title":{
				"query":"Lawrence,Arabia",
				"slop" : 1
				}
		}
	}
}

"match_phrase"官方文档的解释为短语匹配查询,但是个人对这个子句没太用明白

上面的事例中主要注意"slop"字段,它表示"query"字段以","分割的俩个短语中间最多可以间隔的单词个数

查询结果为:

{
    "took": 8,
    "timed_out": false,
    "_shards": {
        "total": 5,
        "successful": 5,
        "skipped": 0,
        "failed": 0
    },
    "hits": {
        "total": 1,
        "max_score": 1.6103166,
        "hits": [
            {
                "_index": "movies",
                "_type": "movie",
                "_id": "2",
                "_score": 1.6103166,
                "_source": {
                    "title": "Lawrence of Arabia",
                    "director": "David Lean",
                    "year": 1962,
                    "genres": [
                        "Adventure",
                        "Biography",
                        "Drama"
                    ]
                }
            }
        ]
    }
}

可以看到查询结果的"title"字段中的"Lawrence"和"Arabia"中间间隔了一个短语"of"

"match_phrase_prefix"短语前缀匹配查询

 
POST    localhost:9200/_search
{
      "query":{

"match_phrase_prefix":{"title":{"query":"Mock"}}}}

和"match_phrase"不同的一点在于,"match_phrase_prefix"只需"title"字段中含有"Mock"开头的短语即可成功匹配

结果为:

{
    "took": 6,
    "timed_out": false,
    "_shards": {
        "total": 5,
        "successful": 5,
        "skipped": 0,
        "failed": 0
    },
    "hits": {
        "total": 1,
        "max_score": 0.2876821,
        "hits": [
            {
                "_index": "movies",
                "_type": "movie",
                "_id": "3",
                "_score": 0.2876821,
                "_source": {
                    "title": "To Kill a Mockingbird",
                    "director": "Robert Mulligan",
                    "year": 1962,
                    "genres": [
                        "Crime",
                        "Drama",
                        "Mystery"
                    ]
                }
            }
        ]
    }
}

官方文档中该子句还可以包含"max_expansions"字段,经过一番测试并没有发现其作用,希望有人能够指教一下。

"multi_match"多字段匹配查询

POST    localhost:9200/_search
{
	"query":{
		"multi_match":{
			"query":"Ford",
			"fields":["title","director^3"]
		}
	}
}

 

"multi_match"用于多字段匹配查询,使用"fields"来指定要匹配哪些字段

 

结果:

{
    "took": 17,
    "timed_out": false,
    "_shards": {
        "total": 5,
        "successful": 5,
        "skipped": 0,
        "failed": 0
    },
    "hits": {
        "total": 3,
        "max_score": 2.634553,
        "hits": [
            {
                "_index": "movies",
                "_type": "movie",
                "_id": "4",
                "_score": 2.634553,
                "_source": {
                    "title": "Apocalypse Now",
                    "director": "Francis Ford Coppola",
                    "year": 1979,
                    "genres": [
                        "Drama",
                        "War"
                    ]
                }
            },
            {
                "_index": "movies",
                "_type": "movie",
                "_id": "1",
                "_score": 0.8630463,
                "_source": {
                    "title": "The Godfather",
                    "director": "Francis Ford Coppola",
                    "year": 1972,
                    "genres": [
                        "Crime",
                        "Drama"
                    ]
                }
            },
            {
                "_index": "movies",
                "_type": "movie",
                "_id": "6",
                "_score": 0.69607234,
                "_source": {
                    "title": "The Assassination of Jesse James by the Coward Robert Ford",
                    "director": "Andrew Dominik",
                    "year": 2007,
                    "genres": [
                        "Biography",
                        "Crime",
                        "Drama"
                    ]
                }
            }
        ]
    }
}

查询结果中,"title"、"director"任意一个字段中包含"Ford"短语即可成功匹配

"director^3"官方文档解释为该字段为3倍的重要,其效果很明显,"director"字段匹配成功的都排在前面

 

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