Hive Serde用法詳解

Hive Serde

1、目的:

​ Hive Serde用來做序列化和反序列化,構建在數據存儲和執行引擎之間,對兩者實現解耦。

2、應用場景:

​ 1、hive主要用來存儲結構化數據,如果結構化數據存儲的格式嵌套比較複雜的時候,可以使用serde的方式,利用正則表達式匹配的方法來讀取數據,例如,表字段如下:id,name,map<string,array<map<string,string>>>

​ 2、當讀取數據的時候,數據的某些特殊格式不希望顯示在數據中,如:

192.168.57.4 - - [29/Feb/2019:18:14:35 +0800] "GET /bg-upper.png HTTP/1.1" 304 -

不希望數據顯示的時候包含[]或者"",此時可以考慮使用serde的方式

3、語法規則:

		row_format
		: DELIMITED 
          [FIELDS TERMINATED BY char [ESCAPED BY char]] 
          [COLLECTION ITEMS TERMINATED BY char] 
          [MAP KEYS TERMINATED BY char] 
          [LINES TERMINATED BY char] 
		: SERDE serde_name [WITH SERDEPROPERTIES (property_name=property_value, 										            property_name=property_value, ...)]

4、應用案例:

4.1、數據文件

192.168.57.4 - - [29/Feb/2019:18:14:35 +0800] "GET /bg-upper.png HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:35 +0800] "GET /bg-nav.png HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:35 +0800] "GET /asf-logo.png HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:35 +0800] "GET /bg-button.png HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:35 +0800] "GET /bg-middle.png HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET / HTTP/1.1" 200 11217
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET / HTTP/1.1" 200 11217
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET /tomcat.css HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET /tomcat.png HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET /asf-logo.png HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET /bg-middle.png HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET /bg-button.png HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET /bg-nav.png HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET /bg-upper.png HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET / HTTP/1.1" 200 11217
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET /tomcat.css HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET /tomcat.png HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET / HTTP/1.1" 200 11217
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET /tomcat.css HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET /tomcat.png HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET /bg-button.png HTTP/1.1" 304 -
192.168.57.4 - - [29/Feb/2019:18:14:36 +0800] "GET /bg-upper.png HTTP/1.1" 304 -

4.2、基本操作:

--創建表
	CREATE TABLE logtbl (
	    host STRING,
	    identity STRING,
	    t_user STRING,
	    time STRING,
	    request STRING,
	    referer STRING,
	    agent STRING)
	  ROW FORMAT SERDE 'org.apache.hadoop.hive.serde2.RegexSerDe'
	  WITH SERDEPROPERTIES (
	    "input.regex" = "([^ ]*) ([^ ]*) ([^ ]*) \\[(.*)\\] \"(.*)\" (-|[0-9]*) (-|[0-		9]*)"
	  )
  STORED AS TEXTFILE;
--加載數據
	load data local inpath '/root/data/log' into table logtbl;
--查詢操作
	select * from logtbl;
--數據顯示如下(不包含[]和")
192.168.57.4	-	-	29/Feb/2019:18:14:35 +0800	GET /bg-upper.png HTTP/1.1	304	-
192.168.57.4	-	-	29/Feb/2019:18:14:35 +0800	GET /bg-nav.png HTTP/1.1	304	-
192.168.57.4	-	-	29/Feb/2019:18:14:35 +0800	GET /asf-logo.png HTTP/1.1	304	-
192.168.57.4	-	-	29/Feb/2019:18:14:35 +0800	GET /bg-button.png HTTP/1.1	304	-
192.168.57.4	-	-	29/Feb/2019:18:14:35 +0800	GET /bg-middle.png HTTP/1.1	304	-
	
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