历史拉链表「建议收藏」

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发布于 2022-11-02 09:57:52

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发布于 2022-11-02 09:57:52

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使用UDW创建历史拉链表。

介绍

历史拉链表
- 历史拉链表是一种数据模型，主要针对数据仓库设计中表存储数据的方式而定义的。**它记录一个事物从开始到当前状态的所有变化的信息。**拉链表可以避免按每一天存储所有记录造成的海量存储问题，同时也是处理缓慢变化数据的一种常见方式。
- 也就是说，对于表中的任何数据，不进行真正的删除，只记录操作和有效日期。
流程
55253131334
- 其中，tmp0表有两个分区，表示历史数据和当前数据，使用tmp1对tmp0和事实表进行更新和交换。

操作

创建表

首先需要创建delta表，事实表，以及两个tmp表

-- 事实表
create table public.member_fatdt0
(
member_id varchar(64),         -- 会员ID
phoneno varchar(20),           -- 电话号码
dw_beg_date date,              -- 生效日期
dw_end_date date,              -- 失效日期
dtype char(1),                 -- 类型（历史数据，当前数据）
dw_status char(1),             -- 数据操作类型（I，D，U）
dw_ins_date date               -- 数据仓库插入日期
)with(appendonly=true,compresslevel=5)   -- 压缩级别
distributed by (member_id)
PARTITION BY RANGE (dw_end_date)
(
PARTITION p20111201 START (date '2011-12-01') INCLUSIVE,
PARTITION p20111202 START (date '2011-12-02') INCLUSIVE,
PARTITION p20111203 START (date '2011-12-03') INCLUSIVE,
PARTITION p20111204 START (date '2011-12-04') INCLUSIVE,
PARTITION p20111205 START (date '2011-12-05') INCLUSIVE,
PARTITION p20111206 START (date '2011-12-06') INCLUSIVE,
PARTITION p20111207 START (date '2011-12-07') INCLUSIVE,
PARTITION p20111231 START (date '2011-12-31') INCLUSIVE
END (date '3001-01-01') EXCLUSIVE
);
-- 增量表
create table public.member_delta
(
member_id varchar(64),
phoneno varchar(20),
action char(1),                      -- 数据操作类型（I，D，U）
dw_ins_date date                     -- 类型（新增，删除，更新）
)with(appendonly=true,compresslevel=5)   -- 压缩级别
distributed by (member_id)
-- 临时表
create table public.member_tmp0
(
member_id varchar(64),
phoneno varchar(20),
dw_beg_date date,
dw_end_date date,
dtype char(1),
dw_status char(1),
dw_ins_date date
)with(appendonly=true,compresslevel=5)   -- 压缩级别
distributed by (member_id)
PARTITION BY LIST (dtype)
(
PARTITION PHIS VALUES ('H'),      -- 表示历史信息
PARTITION PCUR VALUES ('C'),      -- 表示当前信息
DEFAULT PARTITION other
);

– 临时表1 create table public.member_tmp1 ( member_id varchar(64), phoneno varchar(20), dw_beg_date date, dw_end_date date, dtype char(1), dw_status char(1), dw_ins_date date )with(appendonly=true,compresslevel=5) – 压缩级别 distributed by (member_id)

插入数据

插入delta表

Insert into member_delta values('mem006','1310000006','I','2011-12-03');
Insert into member_delta values('mem002','1310000002','D','2011-12-03');
Insert into member_delta values('mem003','1310000003','U','2011-12-03');

- ![55252708610](http://wx4.sinaimg.cn/mw690/0060lm7Tly1g124h8xtgtj30al02w0sk.jpg)

插入事实表

Insert into member_fatdt0 values('mem001','1310000001','2011-12-01','3000-12-31','C','I','2011-12-02');
Insert into member_fatdt0 values('mem002','1310000002','2011-12-01','3000-12-31','C','I','2011-12-02');
Insert into member_fatdt0 values('mem003','1310000003','2011-12-01','3000-12-31','C','I','2011-12-02');
Insert into member_fatdt0 values('mem004','1310000004','2011-12-01','3000-12-31','C','I','2011-12-02');
Insert into member_fatdt0 values('mem004','1310000004','2011-12-01','3000-12-31','C','I','2011-12-02');
Insert into member_fatdt0 values('mem005','1310000005','2011-12-01','3000-12-31','C','I','2011-12-02');

数据刷新

将member_fatdt0表与member_delta左外连接，相关联的历史数据插入到member_tmp0历史分区，反之插入到member_tmp0的当前分区

这里主要处理update和delete操作，若能进行左连接，说明数据有更新，插入历史分区

truncate table public.member_tmp0;
-- 清理临时表
insert into public.member_tmp0
(
member_id,
phoneno,
dw_beg_date,
dw_end_date,
dtype,
dw_status,
dw_ins_date
)
select a.member_id,a.phoneno,a.dw_beg_date,
case when b.member_id is null then a.dw_end_date
else date '2011-12-02'
end as dw_end_date,
case when b.member_id is null then 'C'
else 'H'
end as dtype,
case when b.member_id is null then a.dw_status
else b.action
end as dw_status,
date '2011-12-03'
from public.member_fatdt0 a
left join public.member_delta b 
on a.member_id = b.member_id
and b.action in('D','U')
where a.dw_beg_date <= cast('2011-12-02' as date) -1
and a.dw_end_date > cast('2011-12-02' as date)-1;

将member_delta当前数据（更新，插入的新数据）插入到member_tmp0当前分区，end时间为无穷。

insert into public.member_tmp0
(
member_id,
phoneno,
dw_beg_date,
dw_end_date,
dtype,
dw_status,
dw_ins_date
)
select member_id,phoneno,
cast('2011-12-02' as date),
cast('3000-12-31' as date),
'C',
action,
cast('2011-12-03' as date)
from public.member_delta
where action in ('I','U');

将member_tmp0历史数据与member_fatdt0相应分区交换（通过member_tmp1表进行交换）。

alter table  member_tmp1 drop constraint member_tmp0_1_prt_phis_check;
truncate table public.member_tmp1;
alter table public.member_tmp0 exchange partition for ('H') with table public.member_tmp1;
alter table public.member_fatdt0 exchange partition for('2011-12-02') with table public.member_tmp1;

将member_tmp0当前数据与member_fatdt0相应分区交换（通过member_tmp1表进行交换）。

alter table  member_tmp1 drop constraint member_fatdt0_1_prt_p20111202_check
alter table  member_tmp1 drop constraint member_tmp0_1_prt_pcur_check
alter table public.member_tmp0 exchange partition for('C') with table public.member_tmp1;
alter table public.member_fatdt0 exchange partition for('3000-12-31') with table public.member_tmp1;