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 |
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 |
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 |
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) |
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 |
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