Hive静态分区表&动态分区表

静态分区表:

一级分区表:

CREATE TABLE order_created_partition (

    orderNumber STRING

  , event_time  STRING

)

PARTITIONED BY (event_month string)

ROW FORMAT DELIMITED FIELDS TERMINATED BY '\t';

加载数据方式一:从本地/HDFS目录加载

load data local inpath '/home/spark/software/data/order_created.txt' overwrite into table order_created_partition PARTITION(event_month='2014-05');
select * from order_created_partition where event_month='2014-05';
+-----------------+-----------------------------+--------------+

|   ordernumber   |         event_time          | event_month  |

+-----------------+-----------------------------+--------------+

| 10703007267488  | 2014-05-01 06:01:12.334+01  | 2014-05      |

| 10101043505096  | 2014-05-01 07:28:12.342+01  | 2014-05      |

| 10103043509747  | 2014-05-01 07:50:12.33+01   | 2014-05      |

| 10103043501575  | 2014-05-01 09:27:12.33+01   | 2014-05      |

| 10104043514061  | 2014-05-01 09:03:12.324+01  | 2014-05      |

+-----------------+-----------------------------+--------------+

加载数据方式二:手工上传文件到hdfs上,然后将数据添加到分区表指定的分区:

1) 创建hdfs目录:在hdfs目录:/user/hive/warehouse/order_created_partition目录下创建event_month=2014-06

hadoop fs -mkdir /user/hive/warehouse/order_created_partition/event_month=2014-06

2)拷贝数据到新创建的目录下:

hadoop fs -put /home/spark/software/data/order_created.txt /user/hive/warehouse/order_created_partition/event_month=2014-06

select * from order_created_partition where event_month='2014-06'; #发现查询结果是空的

3)添加新分区数据到元数据信息中:

msck repair table order_created_partition;

输出日志信息:

Partitions not in metastore: order_created_partition:event_month=2014-06

Repair: Added partition to metastore order_created_partition:event_month=2014-06

 

或者: alter table order_created_partition add partition(dt='2014-06');

select * from order_created_partition where event_month='2014-06'; 
+-----------------+-----------------------------+--------------+

|   ordernumber   |         event_time          | event_month  |

+-----------------+-----------------------------+--------------+

| 10703007267488  | 2014-05-01 06:01:12.334+01  | 2014-06      |

| 10101043505096  | 2014-05-01 07:28:12.342+01  | 2014-06      |

| 10103043509747  | 2014-05-01 07:50:12.33+01   | 2014-06      |

| 10103043501575  | 2014-05-01 09:27:12.33+01   | 2014-06      |

| 10104043514061  | 2014-05-01 09:03:12.324+01  | 2014-06      |

+-----------------+-----------------------------+--------------+

加载数据方式三:select查询方式insert/overwrite

CREATE TABLE order_created_4_partition (

    orderNumber STRING

  , event_time  STRING

)

ROW FORMAT DELIMITED FIELDS TERMINATED BY '\t';
load data local inpath '/home/spark/software/data/order_created.txt' overwrite into table order_created_4_partition;



insert into table order_created_partition partition(event_month='2014-07') select * from order_created_4_partition;

insert overwrite table order_created_partition partition(event_month='2014-07') select * from order_created_4_partition;

对比:

insert overwrite table order_created_partition partition(event_month='2014-07') select ordernumber,event_time from order_created_4_partition;

insert overwrite table order_created_partition partition(event_month='2014-07') select event_time,ordernumber from order_created_4_partition;

发现字段值错位,在使用时一定要注意:字段值顺序要与表中字段顺序一致,名称可以不一致;

查看分区表已有的所有分区:

show partitions order_created_partition;

查看分区表已有的指定分区:

SHOW PARTITIONS order_created_partition PARTITION(event_month='2014-06');

查看表字段信息:

desc order_created_partition;

desc extended order_created_partition;

desc formatted order_created_partition;

desc formatted order_created_partition partition(event_month='2014-05');

 

 

二级分区表:

CREATE TABLE order_created_partition2 (

    orderNumber STRING

  , event_time  STRING

)

PARTITIONED BY (event_month string, step string)

ROW FORMAT DELIMITED FIELDS TERMINATED BY '\t';
show partitions order_created_partition2;

显示结果空

load data local inpath '/home/spark/software/data/order_created.txt' into table order_created_partition2 partition(event_month='2014-09',step='1');  

show partitions order_created_partition2;
+-----------------------------+

|           result            |

+-----------------------------+

| event_month=2014-09/step=1  |

+-----------------------------+
insert overwrite table order_created_partition2 partition(event_month='2014-09',step='2') select * from order_created_4_partition;

show partitions order_created_partition2;
+-----------------------------+

|           result            |

+-----------------------------+

| event_month=2014-09/step=1  |

| event_month=2014-09/step=2  |

+-----------------------------+

 

动态分区表

CREATE TABLE order_created_dynamic_partition (

    orderNumber STRING

  , event_time  STRING

)

PARTITIONED BY (event_month string)

;

 

insert into table order_created_dynamic_partition PARTITION (event_month)

select orderNumber, event_time, substr(event_time, 1, 7) as event_month from order_created;

报错:

FAILED: SemanticException [Error 10096]: Dynamic partition strict mode requires at least one static partition column.
To turn this off set hive.exec.dynamic.partition.mode=nonstrict

解决方案:

set hive.exec.dynamic.partition.mode=nonstrict;

重新执行:

insert into table order_created_dynamic_partition PARTITION (event_month)

select orderNumber, event_time, substr(event_time, 1, 7) as event_month from order_created;
select * from order_created_dynamic_partition;
+-----------------+-----------------------------+--------------+

|   ordernumber   |         event_time          | event_month  |

+-----------------+-----------------------------+--------------+

| 10703007267488  | 2014-05-01 06:01:12.334+01  | 2014-05      |

| 10101043505096  | 2014-05-01 07:28:12.342+01  | 2014-05      |

| 10103043509747  | 2014-05-01 07:50:12.33+01   | 2014-05      |

| 10103043501575  | 2014-05-01 09:27:12.33+01   | 2014-05      |

| 10104043514061  | 2014-05-01 09:03:12.324+01  | 2014-05      |

+-----------------+-----------------------------+--------------+

 

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