hadoop—在配置单元中连接scd type 2表的性能

uqxowvwt  于 2021-05-27  发布在  Hadoop
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我在配置单元中有两个表,它们是使用scd类型2管理的(https://en.wikipedia.org/wiki/slowly_changing_dimension#type_2:\添加\新\行)。基本上,每个记录有两列valid\u start\u date和valid\u end\u date来指定它的有效期。
两张表:
雇员(注意雇员id 1在2010年10月20日更改了地址)

employee_id    employee_name    employee_address    valid_start_date    valid_end_date
1              Bob              123 XXX             2010-01-01          2010-10-20 
2              Alice            999 YYY             2010-01-01          9999-12-31
1              Bob              567 ZZZ             2010-10-20          9999-12-31

工作场所(请注意,雇员id 1在2010年12月31日更改了建筑)

employee_id    building_id    valid_start_date    valid_end_date
1              1              2010-01-01          2010-12-31
1              2              2010-12-31          9999-12-31
2              2              2010-01-01          9999-12-31

我想加入他们,得到这个结果

employee_id    employee_name    employee_address    building_id    valid_start_date    valid_end_date
1              Bob              123 XXX             1              2010-01-01          2010-10-20
1              Bob              567 ZZZ             1              2010-10-20          2010-12-31
1              Bob              567 ZZZ             2              2010-12-31          9999-12-31
2              Alice            999 YYY             1              2010-01-01          9999-12-31

这就是我提出的问题

WITH
  valid_dates AS (
    SELECT
        employee_id
      , valid_start_date    valid_date
    FROM
      employee
    UNION
    SELECT
        employee_id
      , valid_end_date      valid_date
    FROM
      employee
    UNION
    SELECT
        employee_id
      , valid_start_date    valid_date
    FROM
      workplace
    UNION
    SELECT
        employee_id
      , valid_end_date      valid_date
    FROM
      workplace
  ),
  valid_date_ranges AS (
    SELECT
        employee_id
      , valid_start_date
      , valid_end_date
    FROM (
      SELECT
          employee_id
        , valid_date                     valid_start_date
        , LEAD(valid_date, 1) OVER (
            PARTITION BY employee_id
            ORDER BY valid_date)         valid_end_date
      FROM
        valid_dates
    ) valid_date_ranges_with_null
    WHERE
      valid_end_date IS NOT NULL
  )
SELECT
    vdr.employee_id
  , e.employee_name
  , e.employee_address
  , wp.building_id
  , vdr.valid_start_date
  , vdr.valid_end_date
FROM
  employee e
INNER JOIN
  valid_date_ranges vdr
ON
  e.employee_id = vdr.employee_id
LEFT OUTER JOIN -- there may be employees without workplace
  workplace wp
ON
  wp.employee_id = vdr.employee_id
WHERE
      e.valid_start_date < vdr.valid_end_date
  AND e.valid_end_date > vdr.valid_start_date
  AND wp.valid_start_date < vdr.valid_end_date
  AND wp.valid_end_date > vdr.valid_start_date
;

我似乎产生了正确的结果,但我希望我的查询运行得更快(这是目前我的管道瓶颈)。另外,我还要做同样的事情,最多5个表连接在一起,每个表最多30亿行,所以我真的希望有办法优化这个查询。你能帮帮我吗?谢谢您!
我在hive2.1.0上,顺便说一下,还没有非equi连接。

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