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Hive - Partitioning
  • 时间:2024-11-05

Hive - Partitioning


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Hive organizes tables into partitions. It is a way of spaniding a table into related parts based on the values of partitioned columns such as date, city, and department. Using partition, it is easy to query a portion of the data.

Tables or partitions are sub-spanided into buckets, to provide extra structure to the data that may be used for more efficient querying. Bucketing works based on the value of hash function of some column of a table.

For example, a table named Tab1 contains employee data such as id, name, dept, and yoj (i.e., year of joining). Suppose you need to retrieve the details of all employees who joined in 2012. A query searches the whole table for the required information. However, if you partition the employee data with the year and store it in a separate file, it reduces the query processing time. The following example shows how to partition a file and its data:

The following file contains employeedata table.

/tab1/employeedata/file1

id, name, dept, yoj
1, gopal, TP, 2012
2, kiran, HR, 2012
3, kaleel,SC, 2013
4, Prasanth, SC, 2013

The above data is partitioned into two files using year.

/tab1/employeedata/2012/file2

1, gopal, TP, 2012
2, kiran, HR, 2012

/tab1/employeedata/2013/file3

3, kaleel,SC, 2013
4, Prasanth, SC, 2013

Adding a Partition

We can add partitions to a table by altering the table. Let us assume we have a table called employee with fields such as Id, Name, Salary, Designation, Dept, and yoj.

Syntax:

ALTER TABLE table_name ADD [IF NOT EXISTS] PARTITION partition_spec
[LOCATION  location1 ] partition_spec [LOCATION  location2 ] ...;

partition_spec:
: (p_column = p_col_value, p_column = p_col_value, ...)

The following query is used to add a partition to the employee table.

hive> ALTER TABLE employee
> ADD PARTITION (year=’2012’)
> location  /2012/part2012 ;

Renaming a Partition

The syntax of this command is as follows.

ALTER TABLE table_name PARTITION partition_spec RENAME TO PARTITION partition_spec;

The following query is used to rename a partition:

hive> ALTER TABLE employee PARTITION (year=’1203’)
   > RENAME TO PARTITION (Yoj=’1203’);

Dropping a Partition

The following syntax is used to drop a partition:

ALTER TABLE table_name DROP [IF EXISTS] PARTITION partition_spec, PARTITION partition_spec,...;

The following query is used to drop a partition:

hive> ALTER TABLE employee DROP [IF EXISTS]
   > PARTITION (year=’1203’);
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