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Recursion in SQL

Recursion in SQL

作者: SkyDavid | 来源:发表于2016-03-20 00:24 被阅读0次

    有限范围的查询可以通过多次 Join 实现,但如果不知道范围则需要引入 Recursion
    树,图 结构类型的数据经常有 Recursion 的需要
    Stanford CS145 PS1

    SQL Recursion 语法

    With Recursive
        R As (base query
              Union
              recursive query )
    <query involving R (and other tables)>
    

    用 SQL 计算 factorial number

    WITH RECURSIVE
        factorials(n,x) AS (
            SELECT 1, 1
            UNION
            SELECT n+1, (n+1)*x FROM factorials WHERE n < 5)
    SELECT x FROM factorials WHERE n = 5;
    

    上述 SQL 执行的流程是这样的:

    1. 先 base case, 然后将 (1, 1) 插入 factorials 表
    2. 从 factorials 中取出 (1, 1),计算 (1+1, (1+1)*1) = (2,2), 然后插入 factorials
    3. 不断循环,由于用的是 Union,会自动过滤掉重复的结构,因此每次只要从 factorials 取出最近插入的那个元素就行了
    4. 直到不满足 n < 5 退出
    5. 最后从 factorials 表中取出n为5时的x值 (此时factorials 中有的元素有 (1, 1), (2, 2), (3, 6), (4, 24), (5, 120))

    可以发现 SQL 的 Recursion 与其他语言的不同
    其他语言的 Recursion 都是 top-down 形式
    而 SQL 的 Recursion 从 base case 开始不断 Union
    给我的感觉更像动态规划。选择 Union 而不是 Union all 类似 动态规划中记录子问题

    拿如下 Python 计算 factorial number 的例子进行比较。发现的确很像。。。

    def factorial(n):
        memo = [1] * (n+1)
        i = 1
        while i <= n:
            memo[i] = memo[i-1] * i
            i += 1
        return memo[n]
    

    最后放上 SQL Recursion 的一些例子

    /**************************************************************
      EXAMPLE 1: Ancestors
      Find all of Mary's ancestors
    **************************************************************/
    
    create table ParentOf(parent text, child text);
    
    insert into ParentOf values ('Alice', 'Carol');
    insert into ParentOf values ('Bob', 'Carol');
    insert into ParentOf values ('Carol', 'Dave');
    insert into ParentOf values ('Carol', 'George');
    insert into ParentOf values ('Dave', 'Mary');
    insert into ParentOf values ('Eve', 'Mary');
    insert into ParentOf values ('Mary', 'Frank');
    
    with recursive
      Ancestor(a,d) as (select parent as a, child as d from ParentOf
                        union
                        select Ancestor.a, ParentOf.child as d
                        from Ancestor, ParentOf
                        where Ancestor.d = ParentOf.parent)
    select a from Ancestor where d = 'Mary';
    
    /**************************************************************
      EXAMPLE 2: Company hierarchy
      Find total salary cost of project 'X'
    **************************************************************/
    
    create table Employee(ID int, salary int);
    create table Manager(mID int, eID int);
    create table Project(name text, mgrID int);
    
    insert into Employee values (123, 100);
    insert into Employee values (234, 90);
    insert into Employee values (345, 80);
    insert into Employee values (456, 70);
    insert into Employee values (567, 60);
    insert into Manager values (123, 234);
    insert into Manager values (234, 345);
    insert into Manager values (234, 456);
    insert into Manager values (345, 567);
    insert into Project values ('X', 123);
    
    with recursive
      Superior as (select * from Manager
                   union
                   select S.mID, M.eID
                   from Superior S, Manager M
                   where S.eID = M.mID )
    select sum(salary)
    from Employee
    where ID in
      (select mgrID from Project where name = 'X'
       union
       select eID from Project, Superior
       where Project.name = 'X' AND Project.mgrID = Superior.mID );
    
    /*** Alternative formulation tied specifically to project 'X' **/
    
    with recursive
      Xemps(ID) as (select mgrID as ID from Project where name = 'X'
                    union
                    select eID as ID
                    from Manager M, Xemps X
                    where M.mID = X.ID)
    select sum(salary)
    from Employee
    where ID in (select ID from Xemps);
    

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