前言:
今天在优化工作中遇到的sql慢的问题,发现以前用了挺多游标来处理数据,这样就导致在数据量多的情况下,需要一行一行去遍历从而计算需要的数据,这样处理的结果就是数据慢,容易卡死。
语法介绍:
1、与Row_Number() 函数结合使用,对结果进行排序,这个是我们使用的非常多的
2、与聚合函数结合使用,利用over子句的分组和排序,对需要的数据进行操作
例如:SUM() Over() 累加值、AVG() Over() 平均数
MAX() Over() 最大值、MIN() Over() 最小值
具体介绍:
下面模拟工作中通过开窗函数代替游标的例子,通过期初余额与单据的预收金额、应收金额、实收金额来计算截止本单的期末余额,在以往就是通过游标一行一行去遍历,计算需要的期末余额,现在使用SUM() Over()来代替,最终要实现的效果图如下:
第一行表示标题;第二行表示客户,是一行空行;第三行是期初余额,只显示期末余额的数据,第四至第六行表示的是每种单据的余额情况,并逐步汇总当前行的期末余额数据;最后一行表示的是对客户的合计。
1、构建需要用到的表和数据(简略版)
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--客户表
CREATE TABLE Organization(
FItemID INT NOT NULL PRIMARY KEY IDENTITY(1,1),
FNumber NVARCHAR(255),
FName NVARCHAR(255)
)
--期初数据表
CREATE TABLE InitialData(
FID INT NOT NULL PRIMARY KEY IDENTITY(1,1),
FCustId INT NOT NULL ,
FPreAmount DECIMAL (28,10) NOT NULL DEFAULT (0), --预收金额
FReceivableAmount DECIMAL (28,10) NOT NULL DEFAULT (0), --应收金额
FReceiveAmount DECIMAL (28,10) NOT NULL DEFAULT (0) --实收金额
)
--单据明细表
CREATE TABLE DetailData(
FID INT NOT NULL PRIMARY KEY IDENTITY(1,1),
FCustId INT NOT NULL ,
FDate DATETIME NOT NULL ,
FBillType NVARCHAR(64) NOT NULL ,
FBillNo NVARCHAR(64) NOT NULL ,
FPreAmount DECIMAL (28,10) NOT NULL DEFAULT (0), --预收金额
FReceivableAmount DECIMAL (28,10) NOT NULL DEFAULT (0), --应收金额
FReceiveAmount DECIMAL (28,10) NOT NULL DEFAULT (0) --实收金额
)
INSERT INTO Organization(FNumber,FName) VALUES ( '001' , '北京客户' )
INSERT INTO Organization(FNumber,FName) VALUES ( '002' , '上海客户' )
INSERT INTO Organization(FNumber,FName) VALUES ( '003' , '广州客户' )
INSERT INTO InitialData(FCustId,FPreAmount,FReceivableAmount,FReceiveAmount)
VALUES (1,0,0,0)
INSERT INTO InitialData(FCustId,FPreAmount,FReceivableAmount,FReceiveAmount)
VALUES (2,8000,7245,0)
INSERT INTO InitialData(FCustId,FPreAmount,FReceivableAmount,FReceiveAmount)
VALUES (3,0,1068.21,1068.00)
INSERT INTO DetailData(FCustId,FDate,FBillType,FBillNo,FPreAmount,FReceivableAmount,FReceiveAmount)
VALUES (1, '2020-06-30' , '委托结算' , 'XSD20200700008' ,0,1221.56,0)
INSERT INTO DetailData(FCustId,FDate,FBillType,FBillNo,FPreAmount,FReceivableAmount,FReceiveAmount)
VALUES (1, '2020-06-30' , '委托结算' , 'XSD20200700009' ,0,373.46,0)
INSERT INTO DetailData(FCustId,FDate,FBillType,FBillNo,FPreAmount,FReceivableAmount,FReceiveAmount)
VALUES (1, '2020-06-30' , '委托结算退货' , 'XSD20200700010' ,0,-427.05,0)
INSERT INTO DetailData(FCustId,FDate,FBillType,FBillNo,FPreAmount,FReceivableAmount,FReceiveAmount)
VALUES (1, '2020-07-30' , '销售商品返利' , 'XSFL20200700005' ,0,-17.9,0)
INSERT INTO DetailData(FCustId,FDate,FBillType,FBillNo,FPreAmount,FReceivableAmount,FReceiveAmount)
VALUES (2, '2020-06-25' , '预收退款' , 'SKD20200700002' ,-755,0,0)
INSERT INTO DetailData(FCustId,FDate,FBillType,FBillNo,FPreAmount,FReceivableAmount,FReceiveAmount)
VALUES (2, '2020-06-20' , '销售发货' , 'XSD20200700006' ,0,6169.50,6169.50)
INSERT INTO DetailData(FCustId,FDate,FBillType,FBillNo,FPreAmount,FReceivableAmount,FReceiveAmount)
VALUES (2, '2020-07-30' , '销售总额返利' , 'XSFL20200700002' ,0,-493.56,-421.85)
INSERT INTO DetailData(FCustId,FDate,FBillType,FBillNo,FPreAmount,FReceivableAmount,FReceiveAmount)
VALUES (2, '2020-07-31' , '其他应收' , 'QTYS20200900001' ,0,6000.00,0)
INSERT INTO DetailData(FCustId,FDate,FBillType,FBillNo,FPreAmount,FReceivableAmount,FReceiveAmount)
VALUES (2, '2020-06-20' , '预收冲应收' , 'HXD20200700006' ,-7245.00,0,7245.00)
INSERT INTO DetailData(FCustId,FDate,FBillType,FBillNo,FPreAmount,FReceivableAmount,FReceiveAmount)
VALUES (3, '2020-06-30' , '销售收款' , 'SKD20200700003' ,0,0,2386.96)
INSERT INTO DetailData(FCustId,FDate,FBillType,FBillNo,FPreAmount,FReceivableAmount,FReceiveAmount)
VALUES (3, '2020-06-30' , '应收转应收' , 'HXD20200700007' ,0,2386.75,0)
INSERT INTO DetailData(FCustId,FDate,FBillType,FBillNo,FPreAmount,FReceivableAmount,FReceiveAmount)
VALUES (3, '2020-07-08' , '销售退货' , 'XSD20200700014' ,0,-46.80,0)
GO
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2、以往的游标写法
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SET NOCOUNT ON
--建立临时表处理获取数据
CREATE TABLE #DATA(
FID INT NOT NULL PRIMARY KEY IDENTITY(1,1),
FClassTypeId INT NOT NULL ,
FCustId INT NOT NULL ,
FNumber NVARCHAR(255),
FName NVARCHAR(255),
FDate DATETIME NULL ,
FBillType NVARCHAR(64) NULL ,
FBillNo NVARCHAR(64) NULL ,
FPreAmount DECIMAL (28,10) NOT NULL DEFAULT (0), --预收金额
FReceivableAmount DECIMAL (28,10) NOT NULL DEFAULT (0), --应收金额
FReceiveAmount DECIMAL (28,10) NOT NULL DEFAULT (0), --实收金额
FBalanceAmount DECIMAL (28,10) NOT NULL DEFAULT (0) --期末余额
)
Declare @Id INT
Declare @CustId INT
Declare @PreAmount decimal (28,10)
Declare @ReceivableAmount decimal (28,10)
Declare @ReceiveAmount decimal (28,10)
Declare @OldCustId int
Declare @ Count int
Declare @LastAmount decimal (28,10)
Declare @SumPreAmount decimal (28,10)
Declare @SumReceivableAmount decimal (28,10)
Declare @SumReceiveAmount decimal (28,10)
Declare @SumBalanceAmount decimal (28,10)
--使用游标
Declare Data_cursor Cursor
For Select FID,FCustId,FPreAmount,FReceivableAmount,FReceiveAmount
From DetailData
Order By FCustId,FDate,FID
OPEN Data_cursor
FETCH NEXT FROM Data_Cursor INTO @Id,@CustId,@PreAmount,@ReceivableAmount,@ReceiveAmount
SET @OldCustId = @CustId
SET @ Count = 0
SET @LastAmount = 0
SET @SumPreAmount = 0
SET @SumReceivableAmount = 0
SET @SumReceiveAmount = 0
SET @SumBalanceAmount = 0
WHILE @@FETCH_STATUS = 0
BEGIN
IF @ Count > 0
BEGIN
IF @OldCustId <> @CustId
BEGIN
--表示客户已经变了,要插入小计
SET @ Count = 0
INSERT INTO #DATA(FClassTypeId,FBillType,FCustId,FNumber,FName,FPreAmount,FReceivableAmount,FReceiveAmount,FBalanceAmount)
SELECT -9999,FName + '小计' ,FItemID,FNumber,FName,@SumPreAmount,@SumReceivableAmount,@SumReceiveAmount,@LastAmount
FROM Organization
WHERE FItemID = @OldCustId
Select @SumPreAmount=0,@SumReceivableAmount=0,@SumReceiveAmount=0,@SumBalanceAmount=0,@LastAmount=0
END
END
IF @ Count = 0
BEGIN
Set @OldCustId=@CustId
--插入一行空行
INSERT INTO #DATA(FClassTypeId,FBillType,FCustId,FNumber,FName)
SELECT -1000,FName,FItemID,FNumber,FName
FROM Organization
WHERE FItemID = @CustId
--获取期初的期末余额
SELECT @LastAmount= isnull (FReceivableAmount,0) - isnull (FPreAmount,0) - isnull (FReceiveAmount,0),@PreAmount= isnull (FPreAmount,0),@ReceivableAmount= isnull (FReceivableAmount,0),@ReceiveAmount= isnull (FReceiveAmount,0)
FROM InitialData
WHERE FCustId = @CustId
INSERT INTO #DATA(FClassTypeId,FBillType,FCustId,FNumber,FName,FBalanceAmount)
VALUES (-1000, '期初余额' ,@CustId, '' , '' ,@LastAmount)
SELECT @ Count = 1
SELECT @SumBalanceAmount = @LastAmount
END
--插入单据明细
INSERT INTO #DATA(FClassTypeId,FCustId,FNumber,FName,FDate,FBillType,FBillNo,FPreAmount,FReceivableAmount,FReceiveAmount,FBalanceAmount)
SELECT 0,d.FCustId,o.FNumber,o.FName,FDate,FBillType,FBillNo,FPreAmount,FReceivableAmount,FReceiveAmount,@LastAmount + FReceivableAmount - FPreAmount - FReceiveAmount
FROM DetailData d
INNER JOIN Organization o ON d.FCustId = o.FItemID
WHERE d.FCustId = @CustId AND FID = @Id
SELECT
@LastAmount = @LastAmount + FReceivableAmount - FPreAmount - FReceiveAmount,
@SumPreAmount=@SumPreAmount + FPreAmount,@SumReceivableAmount=@SumReceivableAmount + FReceivableAmount,
@SumReceiveAmount=@SumReceiveAmount + FReceiveAmount
FROM DetailData
WHERE FCustId = @CustId AND FID = @Id
FETCH NEXT FROM Data_cursor INTO @Id,@CustId,@PreAmount,@ReceivableAmount,@ReceiveAmount
END
IF @ Count > 0
BEGIN
INSERT INTO #DATA(FClassTypeId,FBillType,FCustId,FNumber,FName,FPreAmount,FReceivableAmount,FReceiveAmount,FBalanceAmount)
SELECT -9999,FName + '小计' ,FItemID,FNumber,FName,@SumPreAmount,@SumReceivableAmount,@SumReceiveAmount,@LastAmount
FROM Organization
WHERE FItemID = @OldCustId
Select @SumPreAmount=0,@SumReceivableAmount=0,@SumReceiveAmount=0,@SumBalanceAmount=0,@LastAmount=0
END
CLOSE Data_cursor
DEALLOCATE Data_cursor
SELECT * FROM #DATA
ORDER BY FCustId,FID
DROP TABLE #DATA
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代码说明:创建了一个临时表,使用游标遍历我们的DetailData数据表,为了呈现我们最终需要的数据样式,插入客户空行、期初余额、单据信息、客户小计等,逐行计算期末余额值的情况,最终效果如下:
3、使用SUM() Over()的写法
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SET NOCOUNT ON
--建立临时表处理获取数据
CREATE TABLE #DATA(
FID INT NOT NULL PRIMARY KEY IDENTITY(1,1),
FClassTypeId INT NOT NULL ,
FCustId INT NOT NULL ,
FNumber NVARCHAR(255),
FName NVARCHAR(255),
FDate DATETIME NULL ,
FBillType NVARCHAR(64) NULL ,
FBillNo NVARCHAR(64) NULL ,
FPreAmount DECIMAL (28,10) NOT NULL DEFAULT (0), --预收金额
FReceivableAmount DECIMAL (28,10) NOT NULL DEFAULT (0), --应收金额
FReceiveAmount DECIMAL (28,10) NOT NULL DEFAULT (0), --实收金额
FBalanceAmount DECIMAL (28,10) NOT NULL DEFAULT (0) --期末余额
)
--插入空行
INSERT INTO #DATA(FClassTypeId,FBillType,FCustId,FNumber,FName)
SELECT -1000,FName,FItemID,FNumber,FName
FROM Organization o
INNER JOIN ( SELECT FCustId FROM DetailData GROUP BY FCustId) d ON d.FCustId = o.FItemID
--插入期初余额
INSERT INTO #DATA(FClassTypeId,FBillType,FCustId,FNumber,FName,FBalanceAmount)
SELECT -1000, '期初余额' ,FItemID, '' , '' ,i.FReceivableAmount - i.FPreAmount -i.FReceiveAmount
FROM Organization o
INNER JOIN InitialData i ON o.FItemID = i.FCustId
INNER JOIN ( SELECT FCustId FROM DetailData GROUP BY FCustId) d ON d.FCustId = o.FItemID
--插入单据明细(关键代码SUM() Over() )
INSERT INTO #DATA(FClassTypeId,FCustId,FNumber,FName,FDate,FBillType,FBillNo,FPreAmount,FReceivableAmount,FReceiveAmount,FBalanceAmount)
SELECT 0,d.FCustId,o.FNumber,o.FName,d.FDate,d.FBillType,d.FBillNo,d.FPreAmount,d.FReceivableAmount,d.FReceiveAmount,
SUM (d.FReceivableAmount - d.FPreAmount - d.FReceiveAmount) OVER(PARTITION BY d.FCustId ORDER BY d.FCustId,d.FDate,d.FID)
+ i.FReceivableAmount - i.FPreAmount - i.FReceiveAmount
FROM DetailData d WITH (NOLOCK)
INNER JOIN Organization o WITH (NOLOCK) ON o.FItemID = d.FCustId
INNER JOIN InitialData i WITH (NOLOCK) ON o.FItemID = i.FCustId
ORDER BY d.FCustId,d.FDate,d.FID
--插入小计
INSERT INTO #DATA(FClassTypeId,FBillType,FCustId,FNumber,FName,FPreAmount,FReceivableAmount,FReceiveAmount,FBalanceAmount)
SELECT -9999,FName + '小计' ,d.FCustId,FNumber,FName, SUM (FPreAmount), SUM (FReceivableAmount), SUM (FReceiveAmount),0
FROM dbo.DetailData d
INNER JOIN dbo.Organization o ON d.FCustId = o.FItemID
GROUP BY d.FCustId,o.FName,o.FNumber
--更新小计的期末余额
UPDATE d SET d.FBalanceAmount = d.FReceivableAmount - d.FPreAmount - d.FReceiveAmount + i.FReceivableAmount - i.FPreAmount - i.FReceiveAmount
FROM #DATA d
INNER JOIN InitialData i ON d.FCustId = i.FCustId
WHERE d.FClassTypeId = -9999
SELECT * FROM #DATA
ORDER BY FCustId,FID
DROP TABLE #DATA
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代码说明:相比第二种,去除了游标的写法,通过了
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SUM (d.FReceivableAmount - d.FPreAmount - d.FReceiveAmount) OVER(PARTITION BY d.FCustId ORDER BY d.FCustId,d.FDate,d.FID)
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来计算我们需要的值,这个语法说明一下,sum是累加计算,计算应收金额 - 预收金额 - 实收金额(第二行计算出来的结果要加上第一行计算出来的结果,第三行计算出来的结果要加上第二行计算出来的结果,依次类推,所以,其他聚合函数也是这种用法哦),PARTITION BY分组统计客户,并通过Order by指定排序
这个PARTITION BY和Order By结果的用法就很关键了,不然计算就不是预期想要的
再举个例子:比如使用Count() Over() 计算客户的订单号
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SELECT DISTINCT FCustId, COUNT (FBillNo) OVER(PARTITION BY FCustId) FBillNum FROM DetailData
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总结:
1、游标的使用场景可以很广,但是在数据量大的时候,就会显得很慢,一行一行遍历的速度还是挺久的
2、使用开窗函数来实现一些功能,还是很方便能实现效果,并且它的速度也是很快,值得推荐。
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原文链接:https://www.cnblogs.com/cxt618/archive/2020/10/16/13826000.html