我在理解ElasticSearch中的regexp机制时遇到了麻烦。我有代表物业单位的文件:
{ "Unit" : { "DailyAvailablity" : "UIAOUUUUUUUIAAAAAAAAAAAAAAAAAOUUUUIAAAAOUUUIAOUUUUUUUUUUUUUUUUUUUUUUUUUUIAAAAAAAAAAAAAAAAAAAAAAOUUUUUUUUUUIAAAAAOUUUUUUUUUUUUUIAAAAOUUUUUUUUUUUUUIAAAAAAAAOUUUUUUIAAAAAAAAAOUUUUUUUUUUUUUUUUUUIUUUUUUUUIUUUUUUUUUUUUUUIAAAOUUUUUUUUUUUUUIUUUUIAOUUUUUUUUUUUUUUUUUUUUUUUUUUUUUIAAAAAAAAAAAAOUUUUUUUUUUUUUUUUUUUUIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAOUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA" } }
从今天开始,DailyAvailability字段按天数对未来两年的财产可用性进行编码。’A’表示可用,’U’不可删除,’I’可以签入,’O’可以签出。如何编写正则表达式过滤器以获取特定日期可用的所有单位?
我试图在DailyAvailability字段中找到具有特定长度和偏移量的’A’子字符串。例如,查找从今天起7天内可使用7天的广告单元:
{ "query": { "bool": { "filter": [ { "regexp": { "Unit.DailyAvailability": {"value": ".{7}a{7}.*" } } } ] } } }
该查询返回具有DateAvailability的实例单元,该实例单元从“ UUUUUUUUUUUUUUUUUUUUUUIAA”开始,但在字段内部包含合适的序列。如何锚定整个源字符串的正则表达式?ES文档说,lucene regex应该默认锚定。
PS我试过了'^.{7}a{7}.*$'。返回空集。
'^.{7}a{7}.*$'
看起来您正在使用text数据类型进行存储Unit.DailyAvailability(如果使用动态映射,这也是字符串的默认值)。您应该考虑改用keyword数据类型。
text
Unit.DailyAvailability
keyword
让我详细解释一下。
text数据类型所发生的是,对数据进行了分析以进行全文搜索。它进行了一些转换,例如降低大小写并拆分为令牌。
让我们尝试对您的输入使用Analyze API:
POST _analyze { "text": "UIAOUUUUUUUIAAAAAAAAAAAAAAAAAOUUUUIAAAAOUUUIAOUUUUUUUUUUUUUUUUUUUUUUUUUUIAAAAAAAAAAAAAAAAAAAAAAOUUUUUUUUUUIAAAAAOUUUUUUUUUUUUUIAAAAOUUUUUUUUUUUUUIAAAAAAAAOUUUUUUIAAAAAAAAAOUUUUUUUUUUUUUUUUUUIUUUUUUUUIUUUUUUUUUUUUUUIAAAOUUUUUUUUUUUUUIUUUUIAOUUUUUUUUUUUUUUUUUUUUUUUUUUUUUIAAAAAAAAAAAAOUUUUUUUUUUUUUUUUUUUUIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAOUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA" }
响应为:
{ "tokens": [ { "token": "uiaouuuuuuuiaaaaaaaaaaaaaaaaaouuuuiaaaaouuuiaouuuuuuuuuuuuuuuuuuuuuuuuuuiaaaaaaaaaaaaaaaaaaaaaaouuuuuuuuuuiaaaaaouuuuuuuuuuuuuiaaaaouuuuuuuuuuuuuiaaaaaaaaouuuuuuiaaaaaaaaaouuuuuuuuuuuuuuuuuuiuuuuuuuuiuuuuuuuuuuuuuuiaaaouuuuuuuuuuuuuiuuuuiaouuuuuuuuuuuuuuu", "start_offset": 0, "end_offset": 255, "type": "<ALPHANUM>", "position": 0 }, { "token": "uuuuuuuuuuuuuuiaaaaaaaaaaaaouuuuuuuuuuuuuuuuuuuuiaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa", "start_offset": 255, "end_offset": 510, "type": "<ALPHANUM>", "position": 1 }, { "token": "aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaouuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuiaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa", "start_offset": 510, "end_offset": 732, "type": "<ALPHANUM>", "position": 2 } ] }
如您所见,Elasticsearch将您的输入分为三个标记并将它们小写。这看起来是出乎意料的,但是如果您认为它实际上是试图促进人类语言单词的搜索,那是有道理的- 没有那么长的单词。
这就是为什么现在regexp查询".{7}a{7}.*"将匹配:有一个标记,实际上有很多开始a的,这是一种预期行为的regexp查询。
regexp
".{7}a{7}.*"
a
… Elasticsearch会将正则表达式应用于令牌生成器针对该字段生成的术语,而不应用于该字段的原始文本。
这很简单:不要使用分析仪。该类型keyword按原样存储您提供的字符串。
使用这样的映射:
PUT my_regexes { "mappings": { "doc": { "properties": { "Unit": { "properties": { "DailyAvailablity": { "type": "keyword" } } } } } } }
您将可以进行如下查询,以匹配帖子中的文档:
POST my_regexes/doc/_search { "query": { "bool": { "filter": [ { "regexp": { "Unit.DailyAvailablity": "UIAOUUUUUUUIA.*" } } ] } } }
请注意,查询变得区分大小写,因为未分析该字段。
这regexp将不再返回任何结果:".{12}a{7}.*"
".{12}a{7}.*"
这将: ".{12}A{7}.*"
".{12}A{7}.*"
正则表达式锚定:
Lucene的模式始终是固定的。提供的模式必须与整个字符串匹配。
看起来锚定错误的原因很可能是因为令牌在分析的text字段中分裂了。
希望有帮助!