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SQL Server基线算法(同比和环比)

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基线介绍

基线为历史数据统计而成的数据,具有参考价值,并利用基线数据与当前值的对比,通过一定的报警机制,形成实时监控架构。SQL Server计数器采用同比和环比两种方式。

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同比:可以计算未来一周的基线数据,取近八周同一天同一时刻的均值。

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  1 /****************************** 功能描述:<同比基线算法>
  2 *   创建者:<HuangCH〉
  3 *   创建日期:<2014-11-05>
  4 *   备注说明:<每天执行一次>
  5 ##########
  6 Change Log
  7 ##########
  8 Date                 Changer             Description
  9 --------------------------------------------------
 10 <2014-11-05>        <HuangCH>            <新建>
 11 说明:
 12 1、同比算法取近八周数据可以统计一周后的数据
 13 2、考虑当天前一周0点之前的数据已经归档SQLPerfDataStat_Histroy.dbo.CounterData_OneMinute_Bak,因此要计算前一天之前的数据。
 14 
 15 2、计数器新建要超过一周才能开始计算
 16 
 17 3、开始时间当天0点与结束时间不能超过一周--CONVERT(VARCHAR(26),DATEADD(WEEK,1,@LastCBaseEnd),23)<=@LastOneMinute
 18 
 19 --------------------------------------------------
 20 ***************************/
 21 ALTER PROC [dbo].[spb_CBaseCounterData]
 22 AS
 23 SET NOCOUNT ON
 24 DECLARE @LastOneMinute DATETIME 
 25 DECLARE @LastCBaseEnd DATETIME --计算一周之后的数据
 26 DECLARE @RunCBaseEnd DATETIME 
 27 DECLARE @RunCBaseEtart DATETIME
 28 DECLARE @CounterID INT
 29 DECLARE @MachineName VARCHAR(128)
 30 
 31 --若时间未超过一周,则取当前时间
 32 UPDATE SQLPerfDataStat.dbo.CounterDetails_Dts
 33 SET LastCBaseEnd=DATEADD(D,-1,LastOneMinute)
 34 WHERE DATEADD(WEEK,-1,DATEADD(D,-1,LastOneMinute))<CreateTime
 35 
 36 DECLARE CBaseCur CURSOR FOR
 37 --计数器新建超过一周;
 38 --只能计算当天0点之前的数据:CONVERT(DATETIME,CONVERT(VARCHAR(16),LastOneMinute,23))
 39 --计算当前的时间的前天之前
 40 SELECT DISTINCT MachineName,DATEADD(D,-1,LastOneMinute) LastOneMinute,CONVERT(DATETIME,CONVERT(VARCHAR(16),LastCBaseEnd,120))  LastCBaseEnd
 41 FROM SQLPerfDataStat.dbo.CounterDetails_Dts WITH(NOLOCK)
 42 WHERE  DATEDIFF(MI,CONVERT(DATETIME,CONVERT(VARCHAR(16),LastCBaseEnd,120)),DATEADD(D,-1,LastOneMinute))>=1 and DATEADD(WEEK,-1,DATEADD(D,-1,LastOneMinute))>=CreateTime
 43 
 44 OPEN CBaseCur
 45 
 46 FETCH NEXT FROM CBaseCur INTO @MachineName,@LastOneMinute,@LastCBaseEnd
 47 
 48 WHILE @@FETCH_STATUS=0
 49 BEGIN
 50 
 51 IF CONVERT(VARCHAR(26),DATEADD(WEEK,1,@LastCBaseEnd),23)<=@LastOneMinute--超过一周未收集则时间为上次收集时间推迟一周
 52 BEGIN
 53   SET  @RunCBaseEnd=CONVERT(VARCHAR(26),DATEADD(WEEK,1,@LastCBaseEnd),23)
 54   SET  @RunCBaseEtart=@LastCBaseEnd
 55 END
 56 ELSE 
 57 BEGIN
 58   SET  @RunCBaseEnd=@LastOneMinute
 59   SET  @RunCBaseEtart=@LastCBaseEnd
 60 END
 61 
 62 UPDATE SQLPerfDataStat.dbo.CounterDetails_Dts
 63 SET LastCBaseEnd=@RunCBaseEnd
 64 WHERE MachineName=@MachineName
 65 
 66 BEGIN TRY
 67 
 68 INSERT INTO dbo.CBaseCounterData_OneMinute(CounterID, CounterDateTime, CounterValue,MaxCounterValue)
 69 SELECT CounterID 
 70         ,DATEADD(MI,-DATEDIFF(MI,CounterDateTime,Dateadd(week,1,@RunCBaseEnd))%(7*24*60),Dateadd(week,1,@RunCBaseEnd)) CounterDateTime
 71         ,AVG(CounterValue) CounterValue,MAX(CounterValue) MaxCounterValue
 72 FROM (
 73 SELECT CounterID,CounterDateTime,CounterValue
 74 FROM SQLPerfDataStat_Histroy.dbo.CounterData_OneMinute_Bak a (NOLOCK)
 75 WHERE 
 76 (
 77 (CounterDateTime>=Dateadd(week,-7,@RunCBaseEtart) 
 78 AND CounterDateTime<Dateadd(week,-7,@RunCBaseEnd))
 79 OR 
 80 (CounterDateTime>=Dateadd(week,-6,@RunCBaseEtart) 
 81 AND CounterDateTime<Dateadd(week,-6,@RunCBaseEnd))
 82 OR 
 83 (CounterDateTime>=Dateadd(week,-5,@RunCBaseEtart) 
 84 AND CounterDateTime<Dateadd(week,-5,@RunCBaseEnd))
 85 OR         
 86 (CounterDateTime>=Dateadd(week,-4,@RunCBaseEtart) 
 87 AND CounterDateTime<Dateadd(week,-4,@RunCBaseEnd))
 88 OR 
 89 (CounterDateTime>=Dateadd(week,-3,@RunCBaseEtart) --取近四周
 90 AND CounterDateTime<Dateadd(week,-3,@RunCBaseEnd))
 91 OR 
 92 (CounterDateTime>=Dateadd(week,-2,@RunCBaseEtart) 
 93 AND CounterDateTime<Dateadd(week,-2,@RunCBaseEnd))
 94 OR 
 95 (CounterDateTime>=Dateadd(week,-1,@RunCBaseEtart) 
 96 AND CounterDateTime<Dateadd(week,-1,@RunCBaseEnd))        
 97 ) AND  EXISTS (SELECT TOP 1 1 FROM CounterDetails_Collect WITH(NOLOCK) WHERE CounterID = a.CounterID AND MachineName=@MachineName)
 98 UNION ALL
 99 SELECT CounterID,CounterDateTime,CounterValue 
100 FROM dbo.CounterData_OneMinute a (NOLOCK)
101 WHERE (CounterDateTime>=@RunCBaseEtart 
102         AND CounterDateTime<@RunCBaseEnd) 
103 AND  EXISTS (SELECT TOP 1 1 FROM CounterDetails_Collect WITH(NOLOCK) WHERE CounterID = a.CounterID AND MachineName=@MachineName)
104 ) AA
105 GROUP BY CounterID,DATEADD(MI,-DATEDIFF(MI,CounterDateTime,Dateadd(week,1,@RunCBaseEnd))%(7*24*60),Dateadd(week,1,@RunCBaseEnd))
106 
107 END TRY
108 BEGIN CATCH
109   IF @@TRANCOUNT >0
110   BEGIN
111     Rollback;
112   END;
113   THROW 
114 END CATCH
115 
116 FETCH NEXT FROM CBaseCur INTO @MachineName,@LastOneMinute,@RunCBaseEnd
117 END
118 CLOSE CBaseCur
119 DEALLOCATE  CBaseCur
spb_CBaseCounterData

同比可以消除由于业务变动带来的波动,具有报警对比价值。下图红线同比数据,表示历史上该时段存在异常升高。

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环比:可以计算未来一天的基线数据,取近两周每天同一时刻的均值。

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  1 /****************************** 功能描述:<环比基线算法>
  2 *   创建者:<HuangCH〉
  3 *   创建日期:<2014-11-05>
  4 *   备注说明:<每小时执行一次>
  5 ##########
  6 Change Log
  7 ##########
  8 Date                 Changer             Description
  9 --------------------------------------------------
 10 <2014-11-05>        <HuangCH>            <新建>
 11 说明:
 12 1、环比算法可以统计一天后的数据
 13 
 14 2、如果开始时间与当前时间对比超过一天,则只取开始时间当天的数据进行计算--CONVERT(VARCHAR(26),DATEADD(D,1,@LastRBaseEnd),23)< = @LastOneMinute
 15 
 16 3、如果时间分别为两天的0点,则需要单独处理当天0点的数据--DATEDIFF(MI,@RunRBaseStart,@RunRBaseEnd)=1440
 17 
 18 4、环比算法,分离工作日和周末,本别计算,统计两周内的数据--DATEPART(WEEKDAY,@RunRBaseStart) IN(2,3,4,5,6)--非周末
 19 
 20 --------------------------------------------------
 21 ***************************/
 22 ALTER PROC [dbo].[spb_RBaseCounterData]
 23 AS
 24 SET NOCOUNT ON
 25 SET DATEFIRST 7--由于需要考虑工作日与周末,因此需要确认默认设置是以周日开始
 26 DECLARE @LastOneMinute DATETIME 
 27 DECLARE @LastRBaseEnd DATETIME --计算一周之后的数据
 28 DECLARE @RunRBaseEnd DATETIME 
 29 DECLARE @RunRBaseStart DATETIME
 30 DECLARE @SqlCmd   VARCHAR(MAX)
 31 DECLARE @WHERE VARCHAR(2000) 
 32 DECLARE @GROUPBY VARCHAR(MAX)
 33 DECLARE @CYLE INT
 34 DECLARE @MachineName VARCHAR(128)
 35 DECLARE @ERRORMSG VARCHAR(MAX)
 36 SET @ERRORMSG=‘‘
 37 
 38 --更新未超过一周的数据
 39 UPDATE SQLPerfDataStat.dbo.CounterDetails_Dts
 40 SET LastRBaseEnd=CONVERT(DATETIME,CONVERT(VARCHAR(16),GETDATE(),120))
 41 WHERE DATEADD(WEEK,-1,LastOneMinute)<CreateTime
 42 
 43 --取最后计算小于当前统计时间的数据
 44 DECLARE RBaseCur CURSOR FOR
 45 SELECT MachineName,LastOneMinute,CONVERT(DATETIME,CONVERT(VARCHAR(16),LastRBaseEnd,120))  LastRBaseEnd
 46 FROM SQLPerfDataStat.dbo.CounterDetails_Dts WITH(NOLOCK)
 47 WHERE  DATEDIFF(MI,LastRBaseEnd,LastOneMinute)>1  AND DATEADD(WEEK,-1,LastOneMinute)>=CreateTime--不超过新建时间一周,则不处理
 48 
 49 OPEN RBaseCur
 50 
 51 FETCH NEXT FROM RBaseCur INTO @MachineName,@LastOneMinute,@LastRBaseEnd
 52 
 53 WHILE @@FETCH_STATUS=0
 54 BEGIN
 55 
 56 IF CONVERT(VARCHAR(26),DATEADD(D,1,@LastRBaseEnd),23)< = @LastOneMinute--如果第二天0点小于当前时间;即不能跨天处理
 57 BEGIN
 58   SET  @RunRBaseEnd=CONVERT(VARCHAR(26),DATEADD(D,1,@LastRBaseEnd),23)
 59   SET  @RunRBaseStart=@LastRBaseEnd
 60 END
 61 ELSE 
 62 BEGIN--在同一天
 63   SET  @RunRBaseEnd=@LastOneMinute
 64   SET  @RunRBaseStart=@LastRBaseEnd
 65 END
 66 
 67 IF DATEPART(WEEKDAY,@RunRBaseStart) IN(2,3,4,5,6)--非周末
 68 BEGIN  
 69   SET @WHERE=WHERE ((CounterDateTime>+CASE WHEN CONVERT(VARCHAR(24),@RunRBaseStart,120)=CONVERT(VARCHAR(24),@RunRBaseStart,23)+ 00:00:00 THEN ‘‘ELSE = END +‘‘‘‘+CONVERT(VARCHAR(24),@RunRBaseStart,120)+‘‘‘ AND CounterDateTime<‘‘‘+CONVERT(VARCHAR(24),@RunRBaseEnd,120)+‘‘‘)
 70   SET @CYLE =1
 71   WHILE(@CYLE<14)
 72     BEGIN
 73       IF DATEPART(WEEKDAY,DATEADD(D,-@CYLE,@RunRBaseStart)) IN(2,3,4,5,6)
 74       BEGIN 
 75         SET @WHERE=@WHERE+CHAR(10)+OR (CounterDateTime>++CASE WHEN CONVERT(VARCHAR(24),@RunRBaseStart,120)=CONVERT(VARCHAR(24),@RunRBaseStart,23)+ 00:00:00 THEN ‘‘ELSE = END ++‘‘‘‘+CONVERT(VARCHAR(24),DATEADD(D,-@CYLE,@RunRBaseStart),120)+‘‘‘ AND CounterDateTime<‘‘‘+CONVERT(VARCHAR(24),DATEADD(D,-@CYLE,@RunRBaseEnd),120)+‘‘‘)        
 76       END
 77       SET @CYLE = @CYLE + 1
 78     END
 79   SET @GROUPBY=DATEADD(MI,-DATEDIFF(MI,CounterDateTime,‘‘‘+CONVERT(VARCHAR(24),@RunRBaseEnd,120)+‘‘‘)%(24*60),‘‘‘+CASE WHEN DATEPART(WEEKDAY,@RunRBaseStart) =6 THEN CONVERT(VARCHAR(24),DATEADD(D,3,@RunRBaseEnd),120) ELSE CONVERT(VARCHAR(24),DATEADD(D,1,@RunRBaseEnd),120) END+‘‘‘)--周五要计算周一的数据
 80 END
 81 ELSE--周末数据,取近两周周末数据库
 82 BEGIN 
 83   SET @WHERE=WHERE ((CounterDateTime>+CASE WHEN CONVERT(VARCHAR(24),@RunRBaseStart,120)=CONVERT(VARCHAR(24),@RunRBaseStart,23)+ 00:00:00 THEN ‘‘ELSE = END +‘‘‘‘+CONVERT(VARCHAR(24),@RunRBaseStart,120)+‘‘‘ AND CounterDateTime<‘‘‘+CONVERT(VARCHAR(24),@RunRBaseEnd,120) +‘‘‘)
 84               +CHAR(10)+OR (CounterDateTime>+CASE WHEN CONVERT(VARCHAR(24),@RunRBaseStart,120)=CONVERT(VARCHAR(24),@RunRBaseStart,23)+ 00:00:00 THEN ‘‘ELSE = END +‘‘‘‘+CONVERT(VARCHAR(24),DATEADD(WEEK,-1,@RunRBaseStart),120)+‘‘‘ AND CounterDateTime<‘‘‘+CONVERT(VARCHAR(24),DATEADD(WEEK,-1,@RunRBaseEnd),120)+‘‘‘)
 85   SET @GROUPBY=DATEADD(MI,-DATEDIFF(MI,CounterDateTime,‘‘‘+CONVERT(VARCHAR(24),@RunRBaseEnd,120)+‘‘‘)%(24*60),‘‘‘+CONVERT(VARCHAR(24),DATEADD(WEEK,1,@RunRBaseEnd),120)+‘‘‘)
 86 END
 87 
 88 UPDATE SQLPerfDataStat.dbo.CounterDetails_Dts
 89 SET LastRBaseEnd=@RunRBaseEnd
 90 WHERE MachineName=@MachineName
 91 
 92 BEGIN TRY
 93 --插入数据
 94   SET @SqlCmd=INSERT INTO dbo.RBaseCounterData_OneMinute(CounterID, CounterDateTime, CounterValue,MaxCounterValue)
 95     +CHAR(10)+SELECT CounterID,+@GROUPBY+,AVG(CounterValue),MAX(CounterValue) FROM
 96     +CHAR(10)+(SELECT CounterID,CounterDateTime,CounterValue
 97     +CHAR(10)+FROM CounterData_OneMinute a (NOLOCK)
 98     +CHAR(10)+@WHERE+) 
 99     +CHAR(10)+AND EXISTS (SELECT TOP 1 1 FROM CounterDetails_Collect WITH(NOLOCK) WHERE CounterID = a.CounterID AND MachineName=‘‘‘+@MachineName+‘‘‘)    
100     +CHAR(10)+Union all
101     +CHAR(10)+SELECT CounterID,CounterDateTime,CounterValue
102     +CHAR(10)+FROM SQLPerfDataStat_Histroy.dbo.CounterData_OneMinute_bak a (NOLOCK)
103     +CHAR(10)+@WHERE+) 
104     +CHAR(10)+AND EXISTS (SELECT TOP 1 1 FROM CounterDetails_Collect WITH(NOLOCK) WHERE CounterID = a.CounterID AND MachineName=‘‘‘+@MachineName+‘‘‘)        
105     +CHAR(10)+)AA
106     +CHAR(10)+ GROUP BY CounterID,+@GROUPBY
107   exec (@SqlCmd)
108 
109   --0点数据处理
110   IF CONVERT(VARCHAR(24),@RunRBaseStart,120)=CONVERT(VARCHAR(24),@RunRBaseStart,23)+ 00:00:00
111   BEGIN         
112     IF DATEPART(WEEKDAY,@RunRBaseStart) IN(2,3,4,5,6)--非周末
113     BEGIN  
114       SET @WHERE=WHERE ((CounterDateTime=‘‘‘+CONVERT(VARCHAR(24),@RunRBaseStart,120)+‘‘‘)
115       SET @CYLE =1
116       WHILE(@CYLE<14)
117         BEGIN
118           IF DATEPART(WEEKDAY,DATEADD(D,-@CYLE,@RunRBaseStart)) IN(2,3,4,5,6)
119           BEGIN 
120             SET @WHERE=@WHERE+CHAR(10)+OR (CounterDateTime=‘‘‘+CONVERT(VARCHAR(24),DATEADD(D,-@CYLE,@RunRBaseStart),120)+‘‘‘)        
121           END
122           SET @CYLE = @CYLE + 1
123         END
124       SET @GROUPBY=DATEADD(MI,-DATEDIFF(MI,CounterDateTime,‘‘‘+CONVERT(VARCHAR(24),@RunRBaseEnd,120)+‘‘‘)%(24*60),‘‘‘+CASE WHEN DATEPART(WEEKDAY,@RunRBaseStart) =6 THEN CONVERT(VARCHAR(24),DATEADD(D,3,@RunRBaseEnd),120) ELSE CONVERT(VARCHAR(24),DATEADD(D,1,@RunRBaseEnd),120) END+‘‘‘)
125     END
126     ELSE--周末数据,取近两周周末数据库
127     BEGIN 
128       SET @WHERE=WHERE ((CounterDateTime=‘‘‘+CONVERT(VARCHAR(24),@RunRBaseStart,120)+‘‘‘)
129                   +CHAR(10)+OR (CounterDateTime=‘‘‘+CONVERT(VARCHAR(24),DATEADD(WEEK,-1,@RunRBaseStart),120)+‘‘‘)
130       SET @GROUPBY=DATEADD(MI,-DATEDIFF(MI,CounterDateTime,‘‘‘+CONVERT(VARCHAR(24),@RunRBaseEnd,120)+‘‘‘)%(24*60),‘‘‘+CONVERT(VARCHAR(24),DATEADD(D,-1,DATEADD(WEEK,1,@RunRBaseEnd)),120)+‘‘‘)
131     END
132     SET @SqlCmd=INSERT INTO dbo.RBaseCounterData_OneMinute(CounterID, CounterDateTime, CounterValue,MaxCounterValue)
133     +CHAR(10)+SELECT CounterID,+@GROUPBY+,AVG(CounterValue),MAX(CounterValue) FROM
134     +CHAR(10)+(SELECT CounterID,CounterDateTime,CounterValue
135     +CHAR(10)+FROM CounterData_OneMinute a (NOLOCK)
136     +CHAR(10)+@WHERE+) 
137     +CHAR(10)+AND EXISTS (SELECT TOP 1 1 FROM CounterDetails_Collect WITH(NOLOCK) WHERE CounterID = a.CounterID AND MachineName=‘‘‘+@MachineName+‘‘‘)    
138     +CHAR(10)+Union all
139     +CHAR(10)+SELECT CounterID,CounterDateTime,CounterValue
140     +CHAR(10)+FROM SQLPerfDataStat_Histroy.dbo.CounterData_OneMinute_bak a (NOLOCK)
141     +CHAR(10)+@WHERE+) 
142     +CHAR(10)+AND EXISTS (SELECT TOP 1 1 FROM CounterDetails_Collect WITH(NOLOCK) WHERE CounterID = a.CounterID AND MachineName=‘‘‘+@MachineName+‘‘‘)        
143     +CHAR(10)+)AA    
144     +CHAR(10)+ GROUP BY CounterID,+@GROUPBY
145     exec (@SqlCmd)
146   END
147 
148 END TRY
149 BEGIN CATCH
150   SET @ERRORMSG=@ERRORMSG+ERROR_MESSAGE()
151   IF @@TRANCOUNT >0
152   BEGIN
153     ROLLBACK;
154   END 
155 END CATCH
156 
157 FETCH NEXT FROM RBaseCur INTO @MachineName,@LastOneMinute,@LastRBaseEnd
158 END
159 CLOSE RBaseCur
160 DEALLOCATE  RBaseCur
161 
162 
163 IF @ERRORMSG<>‘‘
164 BEGIN
165 ;THROW 50000,@ERRORMSG,1
166 END
spb_RBaseCounterData

环比数据可以说明数据近期走势。具有优化对比价值。从上同比图可以看出117-27-139-238服务器cpu在历史上存在异常升高,下图红线环比比数据,却与蓝线同步,说明此异常在近期已经正常。

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SQL Server基线算法(同比和环比)

标签:des   style   blog   http   ar   io   color   os   sp   

原文地址:http://www.cnblogs.com/chhuang/p/4170560.html

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