• PostgreSQL分区表(Table Partitioning)应用


    一、简介

      在数据库日渐庞大的今天,为了方便对数据库数据的管理,比如按时间,按地区去统计一些数据时,基数过于庞大,多有不便。很多商业数据库都提供分区的概念,按不同的维度去存放数据,便于后期的管理,PostgreSQL也不例外。

      PostgresSQL分区的意思是把逻辑上的一个大表分割成物理上的几块儿。分区不仅能带来访问速度的提升,关键的是,它能带来管理和维护上的方便。

      分区的具体好处是:

    • 某些类型的查询性能可以得到极大提升。
    • 更新的性能也可以得到提升,因为表的每块的索引要比在整个数据集上的索引要小。如果索引不能全部放在内存里,那么在索引上的读和写都会产生更多的磁盘访问。
    • 批量删除可以用简单的删除某个分区来实现。
    • 可以将很少用的数据移动到便宜的、转速慢的存储介质上。

      在PG里表分区是通过表继承来实现的,一般都是建立一个主表,里面是空,然后每个分区都去继承它。无论何时,都应保证主表里面是空的。

      小表分区不实际,表在多大情况下才考虑分区呢?PostgresSQL官方给出的建议是:当表本身大小超过了机器物理内存的实际大小时(the size of the table should exceed the physical memory of the database server),可以考虑分区。

      PG目前(9.2.2)仅支持范围分区和列表分区,尚未支持散列分区。

    二、环境

    系统环境:CentOS release 6.3 (Final)

    PostgreSQL版本:PostgreSQL 9.2.2 on x86_64-unknown-linux-gnu, compiled by gcc (GCC) 4.4.6 20120305 (Red Hat 4.4.6-4), 64-bit

    三、实现分区

    3.1 创建主表

    david=# create table tbl_partition (
    david(# id integer,
    david(# name varchar(20),
    david(# gender boolean,
    david(# join_date date,
    david(# dept char(4));
    CREATE TABLE
    david=#

    3.2 创建分区表

    david=# create table tbl_partition_201211 (
    check ( join_date >= DATE '2012-11-01' AND join_date < DATE '2012-12-01' )       
    ) INHERITS (tbl_partition);
    CREATE TABLE
    david=# create table tbl_partition_201212 (
    check ( join_date >= DATE '2012-12-01' AND join_date < DATE '2013-01-01' )      
    ) INHERITS (tbl_partition);
    CREATE TABLE
    david=# create table tbl_partition_201301 (
    check ( join_date >= DATE '2013-01-01' AND join_date < DATE '2013-02-01' )      
    ) INHERITS (tbl_partition);
    CREATE TABLE
    david=# create table tbl_partition_201302 (
    check ( join_date >= DATE '2013-02-01' AND join_date < DATE '2013-03-01' )  
    ) INHERITS (tbl_partition);
    CREATE TABLE
    david=# create table tbl_partition_201303 (
    check ( join_date >= DATE '2013-03-01' AND join_date < DATE '2013-04-01' ) 
    ) INHERITS (tbl_partition);
    CREATE TABLE
    david=# create table tbl_partition_201304 (
    check ( join_date >= DATE '2013-04-01' AND join_date < DATE '2013-05-01' )  
    ) INHERITS (tbl_partition);
    CREATE TABLE
    david=# create table tbl_partition_201305 (
    check ( join_date >= DATE '2013-05-01' AND join_date < DATE '2013-06-01' )  
    ) INHERITS (tbl_partition);
    CREATE TABLE
    david=# 

    3.3 分区键上建索引

    david=# create index tbl_partition_201211_joindate on tbl_partition_201211 (join_date);
    CREATE INDEX
    david=# create index tbl_partition_201212_joindate on tbl_partition_201212 (join_date); 
    CREATE INDEX
    david=# create index tbl_partition_201301_joindate on tbl_partition_201301 (join_date);    
    CREATE INDEX
    david=# create index tbl_partition_201302_joindate on tbl_partition_201302 (join_date); 
    CREATE INDEX
    david=# create index tbl_partition_201303_joindate on tbl_partition_201303 (join_date); 
    CREATE INDEX
    david=# create index tbl_partition_201304_joindate on tbl_partition_201304 (join_date); 
    CREATE INDEX
    david=# create index tbl_partition_201305_joindate on tbl_partition_201305 (join_date); 
    CREATE INDEX
    david=# 

    对于开发人员来说,希望数据库是透明的,只管 insert into tbl_partition。对于数据插向哪个分区,则希望由DB决定。这点,ORACLE实现了,但是PG不行,需要前期人工处理下。

    3.4 创建触发器函数

    david=# CREATE OR REPLACE FUNCTION tbl_partition_insert_trigger()                      
    RETURNS TRIGGER AS $$  
    BEGIN  
        IF ( NEW.join_date >= DATE '2012-11-01' AND    
             NEW.join_date < DATE '2012-12-01' ) THEN  
            INSERT INTO tbl_partition_201211 VALUES (NEW.*);  
        ELSIF ( NEW.join_date >= DATE '2012-12-01' AND  
                NEW.join_date < DATE '2013-01-01' ) THEN  
            INSERT INTO tbl_partition_201212 VALUES (NEW.*);  
        ELSIF ( NEW.join_date >= DATE '2013-01-01' AND  
                NEW.join_date < DATE '2013-02-01' ) THEN  
            INSERT INTO tbl_partition_201301 VALUES (NEW.*);  
        ELSIF ( NEW.join_date >= DATE '2013-02-01' AND  
                NEW.join_date < DATE '2013-03-01' ) THEN  
            INSERT INTO tbl_partition_201302 VALUES (NEW.*);  
        ELSIF ( NEW.join_date >= DATE '2013-03-01' AND  
                NEW.join_date < DATE '2013-04-01' ) THEN  
            INSERT INTO tbl_partition_201303 VALUES (NEW.*);  
        ELSIF ( NEW.join_date >= DATE '2013-04-01' AND  
                NEW.join_date < DATE '2013-05-01' ) THEN  
            INSERT INTO tbl_partition_201304 VALUES (NEW.*);
        ELSIF ( NEW.join_date >= DATE '2013-05-01' AND
                NEW.join_date < DATE '2013-06-01' ) THEN
            INSERT INTO tbl_partition_201305 VALUES (NEW.*); 
        ELSE  
            RAISE EXCEPTION 'Date out of range. Fix the tbl_partition_insert_trigger() function!';  
        END IF;  
        RETURN NULL;  
    END;  
    $$  
    LANGUAGE plpgsql;
    CREATE FUNCTION
    david=# 

    说明:如果不想丢失数据,上面的ELSE 条件可以改成 INSERT INTO tbl_partition_error_join_date VALUES (NEW.*); 同时需要创建一张结构和tbl_partition 一样的表tbl_partition_error_join_date,这样,错误的join_date 数据就可以插入到这张表中而不是报错了。

    3.5 创建触发器

    david=# CREATE TRIGGER insert_tbl_partition_trigger
    david-#     BEFORE INSERT ON tbl_partition
    david-#     FOR EACH ROW EXECUTE PROCEDURE tbl_partition_insert_trigger();
    CREATE TRIGGER
    david=# 

    四、查看表

    4.1 查看所有表

    david=# \dt
                    List of relations
     Schema |         Name         | Type  |  Owner   
    --------+----------------------+-------+----------
     public | tbl_partition        | table | postgres
     public | tbl_partition_201211 | table | postgres
     public | tbl_partition_201212 | table | postgres
     public | tbl_partition_201301 | table | postgres
     public | tbl_partition_201302 | table | postgres
     public | tbl_partition_201303 | table | postgres
     public | tbl_partition_201304 | table | postgres
     public | tbl_partition_201305 | table | postgres
    (8 rows)
    
    david=# 

    4.2 查看主表

    david=# \d tbl_partition
             Table "public.tbl_partition"
      Column   |         Type          | Modifiers 
    -----------+-----------------------+-----------
     id        | integer               | 
     name      | character varying(20) | 
     gender    | boolean               | 
     join_date | date                  | 
     dept      | character(4)          | 
    Triggers:
        insert_tbl_partition_trigger BEFORE INSERT ON tbl_partition FOR EACH ROW EXECUTE PROCEDURE tbl_partition_insert_trigger()
    Number of child tables: 7 (Use \d+ to list them.)
    
    david=# 

    4.3 查看分区表

    david=# \d tbl_partition_201304
          Table "public.tbl_partition_201304"
      Column   |         Type          | Modifiers 
    -----------+-----------------------+-----------
     id        | integer               | 
     name      | character varying(20) | 
     gender    | boolean               | 
     join_date | date                  | 
     dept      | character(4)          | 
    Indexes:
        "tbl_partition_201304_joindate" btree (join_date)
    Check constraints:
        "tbl_partition_201304_join_date_check" CHECK (join_date >= '2013-04-01'::date AND join_date < '2013-05-01'::date)
    Inherits: tbl_partition
    
    david=#

    五、测试

    5.1 插入数据

    david=# insert into tbl_partition values (1, 'David', '1', '2013-01-10', 'TS');
    INSERT 0 0
    david=# insert into tbl_partition values (2, 'Sandy', '0', '2013-02-10', 'TS');
    INSERT 0 0
    david=# insert into tbl_partition values (3, 'Eagle', '1', '2012-11-01', 'TS');
    INSERT 0 0
    david=# insert into tbl_partition values (4, 'Miles', '1', '2012-12-15', 'SD');
    INSERT 0 0
    david=# insert into tbl_partition values (5, 'Simon', '1', '2012-12-10', 'SD');
    INSERT 0 0
    david=# insert into tbl_partition values (6, 'Rock', '1', '2012-11-10', 'SD');
    INSERT 0 0
    david=# insert into tbl_partition values (7, 'Peter', '1', '2013-01-11', 'SD');
    INSERT 0 0
    david=# insert into tbl_partition values (8, 'Sally', '0', '2013-03-10', 'BCSC');
    INSERT 0 0
    david=# insert into tbl_partition values (9, 'Carrie', '0', '2013-04-02', 'BCSC');
    INSERT 0 0
    david=# insert into tbl_partition values (10, 'Lee', '1', '2013-01-05', 'BMC');
    INSERT 0 0
    david=# insert into tbl_partition values (11, 'Nicole', '0', '2012-11-10', 'PROJ');
    INSERT 0 0
    david=# insert into tbl_partition values (12, 'Renee', '0', '2013-01-10', 'TS');
    INSERT 0 0
    david=# 

    5.2 查看主表数据

    david=# select * from tbl_partition;
     id |  name  | gender | join_date  | dept 
    ----+--------+--------+------------+------
      3 | Eagle  | t      | 2012-11-01 | TS  
      6 | Rock   | t      | 2012-11-10 | SD  
     11 | Nicole | f      | 2012-11-10 | PROJ
      4 | Miles  | t      | 2012-12-15 | SD  
      5 | Simon  | t      | 2012-12-10 | SD  
      1 | David  | t      | 2013-01-10 | TS  
      7 | Peter  | t      | 2013-01-11 | SD  
     10 | Lee    | t      | 2013-01-05 | BMC 
     12 | Renee  | f      | 2013-01-10 | TS  
      2 | Sandy  | f      | 2013-02-10 | TS  
      8 | Sally  | f      | 2013-03-10 | BCSC
      9 | Carrie | f      | 2013-04-02 | BCSC
    (12 rows)
    
    david=# 

    5.3 查看分区表数据

    david=# select * from tbl_partition_201301 ;
     id | name  | gender | join_date  | dept 
    ----+-------+--------+------------+------
      1 | David | t      | 2013-01-10 | TS  
      7 | Peter | t      | 2013-01-11 | SD  
     10 | Lee   | t      | 2013-01-05 | BMC 
     12 | Renee | f      | 2013-01-10 | TS  
    (4 rows)
    
    david=# 

    六、管理分区

    6.1 移除数据/分区

    实现分区表之后,我们就可以很容易地移除不再使用的旧数据了,最简单的方法就是:

    david=# drop table tbl_partition_201304;

    这样可以快速移除大量数据,而不是逐条删除数据。

    另一个推荐做法是将分区从分区表中移除,但是保留访问权限。

    david=# alter table tbl_partition_201304 no inherit tbl_partition;
    ALTER TABLE
    david=#

    和直接DROP 相比,该方式仅仅是使子表脱离了原有的主表,而存储在子表中的数据仍然可以得到访问,因为此时该表已经被还原成一个普通的数据表了。这样对于数据库的DBA来说,就可以在此时对该表进行必要的维护操作,如数据清理、归档等,在完成诸多例行性的操作之后,就可以考虑是直接删除该表(DROP TABLE),还是先清空该表的数据(TRUNCATE TABLE),之后再让该表重新继承主表。

    david=# alter table tbl_partition_201304 inherit tbl_partition;                                                            
    ALTER TABLE
    david=# 

    6.2 增加分区

    我们可以像之前那样增加一个分区

    david=# create table tbl_partition_201306 (
    check ( join_date >= DATE '2013-06-01' AND join_date < DATE '2013-07-01' )  
    ) INHERITS (tbl_partition);
    david=# create index tbl_partition_201306_joindate on tbl_partition_201306 (join_date);

    同时,需要修改触发器函数,将插入条件改成相应的值。

    说明:创建触发器函数时,最好把插入条件写更未来一点,比如多写十年,这样以后增加新分区时就不需要重新创建触发器函数了,也可以避免一些不必要的错误。

    另外,还可以如下增加新的分区:

    david=# create table tbl_partition_201307
    david-# (LIKE tbl_partition INCLUDING DEFAULTS INCLUDING CONSTRAINTS);
    CREATE TABLE
    david=#
    
    david=# alter table tbl_partition_201307 add constraint tbl_partition_201307_join_date_check 
    david-# check ( join_date >= DATE '2013-07-01' AND join_date < DATE '2013-08-01' );
    ALTER TABLE
    david=#
    
    david=# create index tbl_partition_201307_joindate on tbl_partition_201307 (join_date);

    david=# copy tbl_partition_201307 from '/tmp/tbl_partition_201307.sql'; //从文件中拷贝数据,这些数据可以是事前准备的 david
    =# alter table tbl_partition_201307 inherit tbl_partition;

    七、约束排除

    约束排除(Constraint exclusion)是一种查询优化技巧,它改进了用上面方法定义的表分区的性能。

    确保postgresql.conf 里的配置参数constraint_exclusion 是打开的。没有这个参数,查询不会按照需要进行优化。这里我们需要做的是确保该选项在配置文件中没有被注释掉。

    如果没有约束排除,查询会扫描tbl_partition 表中的每一个分区。打开了约束排除之后,规划器将检查每个分区的约束然后再试图证明该分区不需要被扫描,因为它不能包含任何符合WHERE子句条件的数据行。如果规划器可以证明这个,它就把该分区从查询规划里排除出去。

    可以使用EXPLAIN 命令显示一个规划在constraint_exclusion 关闭和打开情况下的不同:

    7.1 约束排除关闭

    david=# set constraint_exclusion = off;                                                 
    SET
    david=# explain select count(*) from tbl_partition where join_date >= DATE '2013-04-01';
                                               QUERY PLAN                                            
    -------------------------------------------------------------------------------------------------
     Aggregate  (cost=172.80..172.81 rows=1 width=0)
       ->  Append  (cost=0.00..167.62 rows=2071 width=0)
             ->  Seq Scan on tbl_partition  (cost=0.00..0.00 rows=1 width=0)
                   Filter: (join_date >= '2013-04-01'::date)
             ->  Seq Scan on tbl_partition_201211 tbl_partition  (cost=0.00..18.62 rows=230 width=0)
                   Filter: (join_date >= '2013-04-01'::date)
             ->  Seq Scan on tbl_partition_201212 tbl_partition  (cost=0.00..18.62 rows=230 width=0)
                   Filter: (join_date >= '2013-04-01'::date)
             ->  Seq Scan on tbl_partition_201301 tbl_partition  (cost=0.00..18.62 rows=230 width=0)
                   Filter: (join_date >= '2013-04-01'::date)
             ->  Seq Scan on tbl_partition_201302 tbl_partition  (cost=0.00..18.62 rows=230 width=0)
                   Filter: (join_date >= '2013-04-01'::date)
             ->  Seq Scan on tbl_partition_201303 tbl_partition  (cost=0.00..18.62 rows=230 width=0)
                   Filter: (join_date >= '2013-04-01'::date)
             ->  Seq Scan on tbl_partition_201305 tbl_partition  (cost=0.00..18.62 rows=230 width=0)
                   Filter: (join_date >= '2013-04-01'::date)
             ->  Seq Scan on tbl_partition_201304 tbl_partition  (cost=0.00..18.62 rows=230 width=0)
                   Filter: (join_date >= '2013-04-01'::date)
             ->  Seq Scan on tbl_partition_201306 tbl_partition  (cost=0.00..18.62 rows=230 width=0)
                   Filter: (join_date >= '2013-04-01'::date)
             ->  Seq Scan on tbl_partition_201307 tbl_partition  (cost=0.00..18.62 rows=230 width=0)
                   Filter: (join_date >= '2013-04-01'::date)
    (22 rows)
    
    david=# 

    从上面的查询计划中可以看出,PostgreSQL 扫描了所有分区。下面我们再看一下打开约束排除之后的查询计划: 

    7.2 约束排除开启

    david=# set constraint_exclusion = on;                                                  
    SET
    david=# explain select count(*) from tbl_partition where join_date >= DATE '2013-04-01';
                                               QUERY PLAN                                            
    -------------------------------------------------------------------------------------------------
     Aggregate  (cost=76.80..76.81 rows=1 width=0)
       ->  Append  (cost=0.00..74.50 rows=921 width=0)
             ->  Seq Scan on tbl_partition  (cost=0.00..0.00 rows=1 width=0)
                   Filter: (join_date >= '2013-04-01'::date)
             ->  Seq Scan on tbl_partition_201305 tbl_partition  (cost=0.00..18.62 rows=230 width=0)
                   Filter: (join_date >= '2013-04-01'::date)
             ->  Seq Scan on tbl_partition_201304 tbl_partition  (cost=0.00..18.62 rows=230 width=0)
                   Filter: (join_date >= '2013-04-01'::date)
             ->  Seq Scan on tbl_partition_201306 tbl_partition  (cost=0.00..18.62 rows=230 width=0)
                   Filter: (join_date >= '2013-04-01'::date)
             ->  Seq Scan on tbl_partition_201307 tbl_partition  (cost=0.00..18.62 rows=230 width=0)
                   Filter: (join_date >= '2013-04-01'::date)
    (12 rows)
    
    david=#

    可以看到,PostgreSQL 只扫描四月份以后的分区表。

    八、可选的分区方式

    还可以通过建立规则的方式进行分区。

    CREATE RULE insert_tbl_partition_201211 AS
    ON INSERT TO tbl_partition WHERE
        ( join_date >= DATE '2012-11-01' AND join_date < DATE '2012-12-01' )
    DO INSTEAD
        INSERT INTO tbl_partition_201211 VALUES (NEW.*);
    
    CREATE RULE insert_tbl_partition_201212 AS
    ON INSERT TO tbl_partition WHERE
        ( join_date >= DATE '2012-12-01' AND join_date < DATE '2013-01-01' )
    DO INSTEAD
        INSERT INTO tbl_partition_201212 VALUES (NEW.*);
    
    ...
        
    CREATE RULE insert_tbl_partition_201306 AS
    ON INSERT TO tbl_partition WHERE
        ( join_date >= DATE '2013-06-01' AND join_date < DATE '2013-07-01' )
    DO INSTEAD
        INSERT INTO tbl_partition_201306 VALUES (NEW.*);
        
    CREATE RULE insert_tbl_partition_201307 AS
    ON INSERT TO tbl_partition WHERE
        ( join_date >= DATE '2013-07-01' AND join_date < DATE '2013-08-01' )
    DO INSTEAD
        INSERT INTO tbl_partition_201307 VALUES (NEW.*);
        
    CREATE RULE insert_tbl_partition_error_join_date AS
    ON INSERT TO tbl_partition WHERE
        ( join_date >= DATE '2013-08-01' OR join_date < DATE '2012-11-01' )
    DO INSTEAD
        INSERT INTO tbl_partition_error_join_date VALUES (NEW.*);

    九、注意事项

    VACUUM 或 ANALYZE tbl_partition 只会对主表起作用,要想分析表,需要分别分析每个分区表。

    十、参考资料

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  • 原文地址:https://www.cnblogs.com/mchina/p/2973427.html
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