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 -