本文采用mycat的values批量插入方式进行测试，连写的数据量达到8000左右事务提交可以达到每秒75000左右数据量，也证实了Mycat的效率是小于或等于Mysql的性能。在实际生产中，因为访问量和并发问题使得效率下降，这也是数据库底层IO无法避免的困境，所以实际生产中多采用主备-读写分离的方式进行分片处理，可以多设置几个Mycat的主备节点。本文采用的是一主一备，单个Mycat节点的读写分离之Mysql InnoDB的测试。

理想测试

何为理想测试，只是理想状态的下的测试数据，可能不是很准确。

Mycat数据分片

schema.xml

<table name="userinfo" primaryKey="id" type="global" dataNode="dn1,dn2" /><table name="processtask" primaryKey="id" type="global" dataNode="dn1,dn2" />

dbBatch.sql

DROP TABLE IF EXISTS `userinfo`;
CREATE TABLE `userinfo` (`id` int(20) NOT NULL,`name` varchar(50) DEFAULT NULL,`phone` varchar(30) DEFAULT NULL,`address` varchar(100) DEFAULT NULL,PRIMARY KEY (`id`)
) ENGINE=InnoDB DEFAULT CHARSET=utf8;DROP TABLE IF EXISTS `processtask`;
CREATE TABLE `processtask` (`id` int(12) NOT NULL AUTO_INCREMENT,`pmethod` varchar(50) DEFAULT NULL,`plimit` int(20) DEFAULT NULL,`ptime` int(20) DEFAULT NULL,`systime` timestamp NULL DEFAULT NULL ON UPDATE CURRENT_TIMESTAMP,PRIMARY KEY (`id`)
) ENGINE=InnoDB AUTO_INCREMENT=1 DEFAULT CHARSET=utf8;

Java测试类

BatchInsert

package demo.test;import java.sql.DriverManager;
import java.sql.SQLException;
import java.text.SimpleDateFormat;
import java.util.Date;
import java.util.Random;import org.junit.Before;
import org.junit.Test;import com.mysql.jdbc.Connection;
import com.mysql.jdbc.PreparedStatement;
/*** 批量插入JDBC操作类* * @author pengjunlin**/
public class BatchInsert {private String driver = "com.mysql.jdbc.Driver";private String url = "jdbc:mysql://192.168.178.128:8066/TESTDB";private String batch_url = "jdbc:mysql://192.168.178.128:8066/TESTDB?useUnicode=true&characterEncoding=utf-8&rewriteBatchedStatements=true";//要5.1.13以上版本的驱动包private String user = "root";private String password = "123456";private int limit=10;private String method="batchInsertWithTransaction";public String getMethod() {return method;}public void setMethod(String method) {this.method = method;}public int getLimit() {return limit;}public void setLimit(int limit) {this.limit = limit;}@Beforepublic void deleteAll(){Connection conn = null;try {Class.forName(driver);conn = (Connection) DriverManager.getConnection(url, user, password);String sql = "DELETE FROM userinfo ;";conn.prepareStatement(sql).execute();} catch (Exception e) {e.printStackTrace();throw new RuntimeException(e);} finally {if (conn != null) {try {conn.close();} catch (SQLException e) {e.printStackTrace();}}}}/*** 记录执行的时间* * @MethodName: insertResult * @Description: * @param methodName* @param limit* @param timeStr* @throws*/public void insertResult(String methodName,String limit,String timeStr) {Connection conn = null;PreparedStatement pstm = null;try {Class.forName(driver);conn = (Connection) DriverManager.getConnection(url, user, password);SimpleDateFormat sdf=new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");String sql = "/*#mycat:db_type=master*/INSERT INTO processtask (pmethod,plimit,ptime,systime) VALUES('"+methodName+"','"+limit+"','"+timeStr+"','"+sdf.format(new Date())+"')";System.out.println(sql);pstm = (PreparedStatement) conn.prepareStatement(sql);pstm.executeUpdate();} catch (Exception e) {e.printStackTrace();} finally {if (pstm != null) {try {pstm.close();} catch (SQLException e) {e.printStackTrace();}}if (conn != null) {try {conn.close();} catch (SQLException e) {e.printStackTrace();}}}}@Testpublic void batchInsertWithTransaction() {Connection conn = null;PreparedStatement pstm = null;try {Class.forName(driver);conn = (Connection) DriverManager.getConnection(batch_url, user, password);StringBuffer sql = new StringBuffer("/*#mycat:db_type=master*/INSERT INTO userinfo(id,name,phone,address) VALUES");conn.setAutoCommit(false);// 即手动提交Random rand = new Random();int a, b, c, d;int index=1;for (int i = 1; i <= limit; i++) {a = rand.nextInt(10);b = rand.nextInt(10);c = rand.nextInt(10);d = rand.nextInt(10);if(index==limit){sql.append("("+i+",'boonya',"+"'188" + a + "88" + b + c + "66" + d+"','"+"xxxxxxxxxx_" + "188" + a + "88" + b + c+ "66" + d+"');");}else{sql.append("("+i+",'boonya',"+"'188" + a + "88" + b + c + "66" + d+"','"+"xxxxxxxxxx_" + "188" + a + "88" + b + c+ "66" + d+"'),");}index++;}System.out.println(sql.toString()); pstm = (PreparedStatement) conn.prepareStatement(sql.toString());Long startTime = System.currentTimeMillis();pstm.execute();conn.commit();// 手动提交Long endTime = System.currentTimeMillis();String timeStr=(endTime - startTime)+""; System.out.println("OK,用时：" + timeStr);insertResult("batchInsertWithTransaction", limit+"", timeStr);} catch (Exception e) {e.printStackTrace();} finally {if (pstm != null) {try {pstm.close();} catch (SQLException e) {e.printStackTrace();throw new RuntimeException(e);}}if (conn != null) {try {conn.close();} catch (SQLException e) {e.printStackTrace();throw new RuntimeException(e);}}}}}

BatchInsertThread

package demo.test;import java.util.concurrent.Executor;
import java.util.concurrent.Executors;
/*** 批量插入线程类* * @author pengjunlin**/
public class BatchInsertThread implements Runnable{BatchInsert batchInsert;static int loop=10;public BatchInsertThread(BatchInsert batchInsert){this.batchInsert=batchInsert;}public static void main(String[] args) {Executor executor=Executors.newSingleThreadExecutor();int limit=15630;for (int i = 0; i <= 50000; i++) {limit+=10;BatchInsert bi=new BatchInsert();bi.setLimit(limit);executor.execute(new BatchInsertThread(bi));}}public void run() { synchronized (batchInsert) {try {for (int i = 0; i < loop; i++) {System.out.println("第--"+i+"---次---------------------开始");batchInsert.deleteAll();batchInsert.batchInsertWithTransaction();System.out.println("第--"+i+"---次---------------------结束");}} catch (Exception e) {e.printStackTrace();}finally{}}}}

BatchInsertDataParsor

package demo.test;import java.sql.DriverManager;
import java.sql.ResultSet;
import java.sql.SQLException;
import org.junit.Test;
import com.mysql.jdbc.Connection;
import com.mysql.jdbc.ResultSetMetaData;
/*** 测试数据分析类* * @author pengjunlin**/
public class BatchInsertDataParsor {private String driver = "com.mysql.jdbc.Driver";private String url = "jdbc:mysql://192.168.178.128:8066/TESTDB?useUnicode=true&characterEncoding=utf-8&rewriteBatchedStatements=true";//要5.1.13以上版本的驱动包private String user = "root";private String password = "123456";@Testpublic void queryData(){Connection conn = null;ResultSet rs=null;try {Class.forName(driver);conn = (Connection) DriverManager.getConnection(url, user, password);String sql = "/*#mycat:db_type=slave*/SELECT id,pmethod,plimit,ptime,systime FROM processtask ;";long startTime=System.currentTimeMillis();rs=conn.prepareStatement(sql).executeQuery(sql);if(rs==null){throw new RuntimeException("ResultSet is null。。。。");}long endTime=System.currentTimeMillis();long cost=endTime-startTime;System.out.println("Totoal rows:"+rs.getRow()+" cost:"+cost+"ms");} catch (Exception e) {e.printStackTrace();throw new RuntimeException(e);} finally {if (conn != null) {try {conn.close();} catch (SQLException e) {e.printStackTrace();}}try {if(rs!=null&&!rs.isClosed()){rs.close();}} catch (SQLException e) {e.printStackTrace();}}}@Testpublic void parseTimeTest(){Connection conn = null;ResultSet rs=null;try {Class.forName(driver);conn = (Connection) DriverManager.getConnection(url, user, password);String sql = "/*#mycat:db_type=slave*/SELECT avg(ptime) avg,max(ptime) max,min(ptime) min FROM processtask;";rs=conn.prepareStatement(sql).executeQuery(sql);if(rs==null){throw new RuntimeException("ResultSet is null。。。。");}ResultSetMetaData md = (ResultSetMetaData) rs.getMetaData();//获取键名int columnCount = md.getColumnCount();//获取行的数量while (rs.next()) {for (int i = 1; i <= columnCount; i++) {System.out.println(md.getColumnName(i)+": "+rs.getString(i));//获取键名及值}}} catch (Exception e) {e.printStackTrace();throw new RuntimeException(e);} finally {if (conn != null) {try {conn.close();} catch (SQLException e) {e.printStackTrace();}}try {if(rs!=null&&!rs.isClosed()){rs.close();}} catch (SQLException e) {e.printStackTrace();}}}@Testpublic void parseLimitAndTimeTest(){Connection conn = null;ResultSet rs=null;try {Class.forName(driver);conn = (Connection) DriverManager.getConnection(url, user, password);String sql = "/*#mycat:db_type=slave*/SELECT plimit,avg(ptime) avg FROM processtask group by plimit;";rs=conn.prepareStatement(sql).executeQuery(sql);if(rs==null){throw new RuntimeException("ResultSet is null。。。。");}ResultSetMetaData md = (ResultSetMetaData) rs.getMetaData();//获取键名int columnCount = md.getColumnCount();//获取字段的数量while (rs.next()) {float limit=0,avg=0;for (int i = 1; i <= columnCount; i++) {float result=rs.getFloat(i);//System.out.println(md.getColumnName(i)+": "+result+"");//获取键名及值if(i==1){limit=result;}else{avg=result;}}System.out.println("limit="+limit+"\t\t估算1s大概的批量插入量:"+(1000*limit)/avg); }} catch (Exception e) {e.printStackTrace();throw new RuntimeException(e);} finally {if (conn != null) {try {conn.close();} catch (SQLException e) {e.printStackTrace();}}try {if(rs!=null&&!rs.isClosed()){rs.close();}} catch (SQLException e) {e.printStackTrace();}}}}

测试数据

样本(limit)-每组10个实例样本	批量插入平均耗时(avg)ms	估算一秒内批量插入可插入的数量
SELECT plimit as '样本(limit)-每组10个实例样本',avg(ptime) as '批量插入平均耗时(avg)ms' ,(1000*plimit/avg(ptime)) as '估算一秒内批量插入可插入的数量' FROM processtask group by plimit;
10	11.6	862.069
7680	97.8	78527.6074
7790	100.6	77435.3877
9730	126	77222.2222
8050	105.6	76231.0606
10420	137	76058.3942
7280	95.8	75991.6493
9740	128.7	75679.8757
7700	101.8	75638.5069
9520	125.9	75615.5679
10430	139.1	74982.0273
9410	126.1	74623.3148
8180	109.7	74567.0009
5750	77.5	74193.5484
6590	89.4	73713.6465
10600	143.8	73713.491
9130	123.9	73688.4584
5790	78.8	73477.1574
8620	117.5	73361.7021
6640	90.7	73208.3793
6720	91.8	73202.6144
9810	134.1	73154.3624
7820	106.9	73152.479
6160	84.5	72899.4083
8850	121.9	72600.4922
9140	125.9	72597.2994
7110	98.2	72403.2587
9470	130.8	72400.6116
9960	138	72173.913
9440	130.9	72116.1192
12620	175	72114.2857
15630	217	72027.6498
6230	86.5	72023.1214
10630	147.6	72018.9702
8980	124.8	71955.1282
10360	144.1	71894.5177
10050	139.9	71837.0264
10560	147	71836.7347
6960	96.9	71826.6254
6490	90.4	71792.0354
9540	133	71729.3233
6660	93.1	71535.9828
8110	113.4	71516.7549
8400	117.5	71489.3617
9710	135.9	71449.5953
12500	175	71428.5714
4730	66.3	71342.3831
6830	95.8	71294.3633
8060	113.4	71075.8377
7450	104.9	71020.0191
7440	104.8	70992.3664
7520	106.1	70876.5316
4670	65.9	70864.9469
7570	106.9	70813.8447
7650	108.1	70767.8076
10260	145.2	70661.157
12200	172.7	70642.7331
7490	106.1	70593.7795
10580	150	70533.3333
6920	98.2	70468.4318
8680	123.3	70397.4047
7360	104.6	70363.2887
5940	84.6	70212.766
9290	132.5	70113.2075
9970	142.2	70112.5176
7760	110.7	70099.3677
11180	159.5	70094.0439
9530	136	70073.5294
9770	139.6	69985.6734
4360	62.3	69983.9486
7380	105.6	69886.3636
6750	96.6	69875.7764
9160	131.3	69763.8995
4980	71.4	69747.8992
10120	145.1	69745.0034
14870	213.3	69714.0178
8370	120.1	69691.9234
6250	89.8	69599.1091
6680	96	69583.3333
9500	136.6	69546.1201
4520	65	69538.4615
10080	145.2	69421.4876
9050	130.4	69401.8405
5550	80	69375
10270	148.2	69298.2456
13320	192.5	69194.8052
10220	147.9	69100.7437
10500	152	69078.9474
7420	107.5	69023.2558
7530	109.1	69019.2484
15000	217.4	68997.2401
9080	131.6	68996.9605
15420	223.5	68993.2886
10140	147.2	68885.8696
10700	155.4	68854.5689
9240	134.2	68852.459
11900	173.2	68706.6975
8140	118.5	68691.9831
7090	103.3	68635.0436
14620	213.1	68606.2881
7260	105.9	68555.2408
15610	227.7	68555.1164
12520	182.7	68527.6409
10110	147.6	68495.935
10010	146.2	68467.8523
6010	87.8	68451.0251
10540	154	68441.5584
12300	179.8	68409.3437
4930	72.1	68377.2538
10410	152.3	68351.937
10900	159.7	68252.9743
4550	66.7	68215.8921
10720	157.5	68063.4921
5580	82	68048.7805
7750	113.9	68042.1422
6840	100.6	67992.0477
12330	181.4	67971.3341
6930	102	67941.1765
7500	110.5	67873.3032
6570	96.8	67871.9008
8760	129.2	67801.8576
8630	127.3	67792.6159
6900	101.8	67779.9607
7400	109.2	67765.5678
7240	107	67663.5514
13370	197.6	67661.9433
11690	172.8	67650.463
15460	228.8	67569.9301
13120	194.2	67559.2173
5970	88.4	67533.9367
12680	187.9	67482.7036
7980	118.3	67455.6213
9720	144.1	67453.1575
4390	65.1	67434.7158
9620	142.8	67366.9468
5780	85.8	67365.9674
9760	144.9	67356.7978
5770	85.7	67327.888
7780	115.6	67301.0381
8820	131.1	67276.8879
9750	145	67241.3793
14920	222.1	67176.9473
7340	109.4	67093.2358
9490	141.5	67067.1378
8950	133.5	67041.1985
4940	73.7	67028.4939
14810	221.3	66922.7293
7540	112.7	66903.2831
8900	133.1	66867.0173
9640	144.2	66851.595
3620	54.2	66789.6679
6130	91.8	66775.5991
6550	98.1	66768.6035
4370	65.5	66717.5573
11280	169.2	66666.6667
7690	115.4	66637.7816
4070	61.1	66612.1113
7740	116.2	66609.2943
13260	199.1	66599.6986
7020	105.5	66540.2844
4970	74.8	66443.8503
10590	159.4	66436.6374
10170	153.2	66383.812
9910	149.3	66376.4233
4300	64.8	66358.0247
13270	200	66350
11680	176.1	66325.9512
11410	172.2	66260.1626
10520	158.8	66246.8514
12660	191.3	66178.7768
11600	175.4	66134.5496
9670	146.3	66097.0608
9860	149.2	66085.7909
6910	104.6	66061.1855
9800	148.4	66037.7358
9170	139	65971.223
4510	68.4	65935.6725
14430	218.9	65920.5116
9660	146.6	65893.588
4580	69.6	65804.5977
10200	155.1	65764.0232
10100	153.6	65755.2083
8410	127.9	65754.4957
13300	202.3	65743.9446
6190	94.2	65711.2527
12280	187	65668.4492
8430	128.7	65501.1655
12320	188.3	65427.5093
3530	54	65370.3704
8030	122.9	65337.6729
8480	129.8	65331.2789
9210	141	65319.1489
3950	60.5	65289.2562
15100	231.3	65283.182
5760	88.3	65232.1631
9510	145.8	65226.3374
6940	106.4	65225.5639
8290	127.2	65172.956
7310	112.2	65151.5152
6280	96.4	65145.2282
13680	210.1	65111.8515
12180	187.4	64994.6638
12490	192.2	64984.3913
12060	185.7	64943.4572
12100	186.5	64879.3566
5670	87.4	64874.1419
3870	59.7	64824.1206
15290	235.9	64815.5998
15560	240.3	64752.3928
14860	229.5	64749.4553
8200	126.7	64719.8106
14880	230	64695.6522
11370	175.8	64675.7679
14280	220.9	64644.6356
3820	59.1	64636.2098
6740	104.3	64621.2848
11460	177.4	64599.7745
15210	235.5	64585.9873
12370	191.7	64527.9082
5530	85.7	64527.4212
8230	127.6	64498.4326
11330	175.7	64484.9175
14010	217.5	64413.7931
3920	60.9	64367.8161
10960	170.3	64357.017
12050	187.3	64335.291
5660	88	64318.1818
10470	162.8	64312.0393
14070	218.8	64305.3016
4480	69.7	64275.4663
6170	96	64270.8333
14780	230	64260.8696
9230	143.7	64231.0369
6730	104.8	64217.5573
14680	228.6	64216.9729
12240	190.7	64184.5831
9920	154.6	64165.5886
7230	112.7	64152.6176
15050	234.8	64097.1039
6140	95.8	64091.858
10180	158.9	64065.45
8220	128.5	63968.8716
15440	241.4	63960.232
14690	229.8	63925.1523
10480	164	63902.439
12550	196.4	63900.2037
12410	194.3	63870.3037
4750	74.4	63844.086
10980	172	63837.2093
7580	118.8	63804.7138
13430	210.5	63800.4751
13480	211.3	63795.5513
5610	88	63750
13360	209.6	63740.458
9790	153.6	63736.9792
8700	136.5	63736.2637
11960	187.7	63718.7001
12160	191.1	63631.6065
14520	228.2	63628.3961
6770	106.4	63627.8195
11260	177.1	63579.8984
11010	173.3	63531.4484
13570	213.6	63529.9625
13110	206.5	63486.6828
14550	229.4	63426.3296
6150	97	63402.0619
10390	163.9	63392.3124
7720	121.9	63330.5989
5590	88.3	63306.9083
6880	108.7	63293.4683
10760	170.1	63256.9077
11800	186.6	63236.8703
9420	149	63221.4765
13940	220.5	63219.9546
10650	168.5	63204.7478
14830	234.9	63133.2482
7860	124.5	63132.5301
13950	221.3	63036.6019
9310	147.8	62990.5277
4340	68.9	62989.8403
8010	127.2	62971.6981
11380	180.8	62942.4779
13730	218.3	62895.0985
12360	196.8	62804.878
10160	162	62716.0494
11430	182.3	62698.8481
10090	161.1	62631.9056
14730	235.2	62627.551
3780	60.4	62582.7815
11070	176.9	62577.7275
8670	138.6	62554.1126
14960	239.3	62515.6707
10310	165	62484.8485
14890	238.4	62458.0537
14560	233.6	62328.7671
13530	217.1	62321.5108
15550	249.6	62299.6795
6020	96.8	62190.0826
13880	223.3	62158.5311
13030	209.8	62106.7684
15250	245.6	62092.8339
12600	203	62068.9655
4780	77.1	61997.406
9030	145.7	61976.6644
12950	209	61961.7225
11980	193.4	61944.1572
4850	78.3	61941.2516
12770	206.3	61900.1454
6620	107.1	61811.3912
9840	159.2	61809.0452
12790	207.1	61757.605
11390	184.6	61700.9751
3590	58.2	61683.8488
7270	117.9	61662.4258
9900	160.6	61643.8356
10070	163.6	61552.5672
10450	170	61470.5882
5130	83.5	61437.1257
4280	69.7	61406.0258
12630	205.8	61370.2624
5460	89	61348.3146
14450	235.6	61332.7674
13140	214.3	61315.9123
11140	181.7	61309.8514
9000	146.9	61266.1675
13550	221.3	61229.1008
15150	247.5	61212.1212
12890	210.6	61206.0779
11570	189.1	61184.5584
11630	190.1	61178.3272
3790	62	61129.0323
13580	222.2	61116.1116
15010	245.8	61065.9072
6890	112.9	61027.4579
15260	250.1	61015.5938
8450	138.5	61010.8303
8150	133.6	61002.994
14120	231.6	60967.1848
5600	92	60869.5652
4320	71	60845.0704
12020	197.7	60799.1907
11530	189.7	60780.1792
11610	191.1	60753.5322
14050	231.4	60717.3725
7880	129.8	60708.7827
10750	177.1	60700.1694
14610	240.7	60697.9643
7150	117.8	60696.0951
5930	97.7	60696.0082
12040	198.6	60624.3706
10400	171.7	60570.763
14260	235.5	60552.017
11920	196.9	60538.3443
12260	202.6	60513.3268
5190	85.8	60489.5105
12170	201.6	60367.0635
8960	148.5	60336.7003
12850	213	60328.6385
12700	210.6	60303.8936
12080	200.5	60249.3766
10570	175.5	60227.9202
15130	251.3	60206.924
15490	257.4	60178.7102
11030	183.3	60174.5772
6240	103.7	60173.5776
8690	144.6	60096.8188
12750	212.2	60084.8256
4680	77.9	60077.0218
14300	238.2	60033.5852
7630	127.1	60031.4713
3890	64.8	60030.8642
12940	215.6	60018.5529
15040	250.6	60015.9617
4620	77	60000
15570	259.5	60000
11500	191.7	59989.567
13510	225.3	59964.4918
14190	236.7	59949.3029
8170	136.4	59897.3607
4450	74.3	59892.3284
12780	213.4	59887.5351
15120	252.5	59881.1881
9820	164	59878.0488
10380	173.4	59861.5917
9190	153.6	59830.7292
11540	192.9	59823.7429
3660	61.2	59803.9216
12090	202.2	59792.2849
15450	258.7	59721.6853
15580	260.9	59716.3664
11580	194.1	59659.9691
12860	215.7	59619.8424
9980	167.5	59582.0896
13780	231.4	59550.5618
4740	79.6	59547.7387
10000	168.1	59488.3998
12480	210.2	59372.0266
8540	143.9	59346.7686
9700	163.5	59327.2171
13070	220.4	59301.2704
6090	102.7	59298.9289
10880	183.6	59259.2593
11290	190.6	59233.9979
15270	257.8	59231.9628
12440	210.1	59209.9
13890	235.1	59081.242
7320	123.9	59079.9031
8710	147.5	59050.8475
9680	164	59024.3902
11620	196.9	59014.7283
11550	195.8	58988.764
12350	209.4	58978.0325
12450	211.1	58976.7883
10250	173.8	58975.8343
13310	225.7	58972.0868
14390	244.1	58951.2495
11560	196.1	58949.5156
13090	222.3	58884.3905
4840	82.2	58880.7786
13800	234.5	58848.6141
10460	177.9	58797.077
12640	215	58790.6977
13100	223	58744.3946
12510	213.1	58704.8334
12220	208.2	58693.5639
5640	96.1	58688.8658
12670	215.9	58684.5762
6290	107.2	58675.3731
9340	159.3	58631.5129
13600	232.1	58595.433
4460	76.2	58530.1837
4160	71.1	58509.1421
5300	90.6	58498.8962
8130	139	58489.2086
10040	171.7	58474.0827
9430	161.3	58462.4923
14650	250.6	58459.6967
14600	249.8	58446.7574
12740	218.1	58413.5718
12130	207.7	58401.5407
6450	110.5	58371.0407
11090	190.1	58337.717
4880	83.7	58303.4648
11480	197	58274.1117
12290	210.9	58274.0635
7610	130.6	58269.5253
8380	143.9	58234.8853
12540	215.5	58190.2552
11880	204.2	58178.2566
4530	77.9	58151.4763
13380	230.1	58148.631
14590	251	58127.49
11220	193.1	58104.609
15620	268.9	58088.5087
10850	186.9	58052.4345
13810	237.9	58049.6007
11520	198.5	58035.2645
3760	64.8	58024.6914
6600	113.8	57996.4851
4000	69	57971.0145
3690	63.7	57927.7865
14080	243.2	57894.7368
12470	215.5	57865.4292
11470	198.3	57841.6541
14130	244.3	57838.7229
11200	193.8	57791.5377
4170	72.3	57676.3485
14480	251.1	57666.2684
14740	255.7	57645.6785
7920	137.4	57641.9214
15140	263.1	57544.6598
7410	128.8	57531.0559
3670	63.8	57523.511
4760	82.8	57487.9227
8260	143.8	57440.8901
11240	195.7	57434.8493
13400	233.4	57412.168
11780	205.2	57407.4074
14350	250	57400
10130	176.5	57393.7677
6210	108.2	57393.7153
4310	75.2	57313.8298
9870	172.4	57250.58
5810	101.5	57241.3793
13340	233.1	57228.6572
13790	241	57219.917
9550	166.9	57219.8922
5650	98.8	57186.2348
13450	235.2	57185.3741
12730	222.7	57162.1015
6510	113.9	57155.3995
14150	247.6	57148.6268
15540	272	57132.3529
15520	271.7	57121.8255
10790	188.9	57120.1694
9590	167.9	57117.3317
6340	111.1	57065.7066
5100	89.4	57046.9799
10770	189	56984.127
7990	140.3	56949.3942
11230	197.2	56947.2617
13060	229.5	56906.3181
13410	236	56822.0339
12560	221.1	56806.8747
5120	90.2	56762.7494
5540	97.6	56762.2951
15600	274.9	56747.9083
12710	224.1	56715.7519
15500	273.3	56714.2334
13490	238	56680.6723
13010	229.6	56663.7631
10030	177.1	56634.6697
14950	264.1	56607.3457
4250	75.1	56591.2117
10020	177.1	56578.2044
13870	245.3	56543.0086
7180	127	56535.4331
13500	238.8	56532.6633
9120	161.4	56505.5762
6560	116.1	56503.0146
12140	215	56465.1163
14760	261.6	56422.0183
11930	212	56273.5849
8930	158.7	56269.6912
11860	210.8	56261.8596
11060	196.8	56199.187
12930	230.1	56192.9596
14250	253.8	56146.5721
10330	184	56141.3043
5000	89.1	56116.7228
13230	235.8	56106.8702
9580	170.8	56088.993
4100	73.1	56087.5513
12270	218.8	56078.6106
5920	105.6	56060.6061
13930	248.7	56011.2585
14460	258.2	56003.0984
8520	152.2	55978.975
15510	277.1	55972.5731
8810	157.4	55972.0457
8590	153.5	55960.9121
8340	149.1	55935.6137
13720	245.3	55931.5124
15190	271.6	55927.8351
13190	235.9	55913.5227
11350	203	55911.33
4950	88.6	55869.0745
14000	250.7	55843.6378
13170	235.9	55828.741
11970	214.7	55752.2124
11050	198.3	55723.651
8000	143.6	55710.3064
13240	237.7	55700.4628
3490	62.7	55661.882
15200	273.1	55657.2684
14180	254.8	55651.4914
13920	250.3	55613.2641
13690	246.4	55560.0649
7370	132.7	55538.8093
12980	233.8	55517.5364
13860	249.8	55484.3875
8910	160.9	55376.0099
15160	273.9	55348.6674
14500	262	55343.5115
9060	163.8	55311.3553
8460	153.1	55258.0013
15240	275.9	55237.4049
14910	270	55222.2222
15110	273.7	55206.4304
14750	267.7	55098.9914
4330	78.6	55089.0585
11110	201.7	55081.8047
9380	170.6	54982.415
14840	270	54962.963
8360	152.3	54891.6612
14270	260.3	54821.36
14040	256.3	54779.5552
10510	192.2	54682.6223
14440	264.2	54655.564
9460	173.2	54618.9376
8280	151.7	54581.4107
8840	162	54567.9012
7480	137.1	54558.7163
10740	196.9	54545.4545
11940	219	54520.5479
7140	131	54503.8168
4590	84.3	54448.3986
9260	170.1	54438.5655
3750	68.9	54426.7054
9690	178.2	54377.1044
11450	210.7	54342.6673
9890	182	54340.6593
12910	237.7	54312.1582
11300	208.1	54300.8169
9100	167.6	54295.9427
13000	239.5	54279.7495
10290	189.6	54272.1519
4060	74.9	54205.6075
5700	105.2	54182.5095
15230	281.1	54180.0071
6700	123.7	54163.2983
6390	118	54152.5424
14370	265.4	54144.6873
12810	236.6	54142.0118
9220	170.3	54139.7534
7620	140.8	54119.3182
8500	157.1	54105.6652
14380	266	54060.1504
13460	249	54056.2249
3740	69.2	54046.2428
8890	164.5	54042.5532
5350	99	54040.404
7060	130.7	54016.8324
9560	177	54011.2994
13040	241.5	53995.8592
13290	246.2	53980.5037
10240	189.7	53979.9684
5480	101.6	53937.0079
2720	50.5	53861.3861
13420	249.4	53809.1419
8650	160.8	53793.5323
9940	184.8	53787.8788
7050	131.1	53775.7437
4630	86.1	53774.6806
14720	273.8	53761.87
12690	236.1	53748.4117
5310	98.8	53744.9393
5490	102.2	53718.1996
5830	108.6	53683.2413
10830	202.1	53587.333
8610	160.7	53578.0958
11100	207.5	53493.9759
6980	130.5	53486.59
12000	224.5	53452.1158
11950	223.7	53419.7586
12400	232.2	53402.2394
11130	208.5	53381.295
6430	120.5	53360.9959
13830	259.7	53253.7543
15030	282.4	53222.3796
5390	101.4	53155.8185
13960	262.8	53120.2435
13620	256.7	53058.0444
14410	271.9	52997.4255
11440	215.9	52987.4942
5070	95.7	52978.0564
5820	109.9	52957.2338
14640	276.6	52928.4165
6530	123.4	52917.342
4290	81.1	52897.6572
4600	87	52873.5632
7850	148.5	52861.9529
10490	198.6	52819.7382
13540	256.5	52787.5244
5340	101.2	52766.7984
13180	249.9	52741.0964
9830	186.4	52736.0515
3830	72.7	52682.2558
13250	251.7	52642.0342
12920	245.5	52627.2912
4130	78.6	52544.5293
14100	268.7	52474.879
14660	279.6	52432.0458
14170	270.4	52403.8462
11890	226.9	52401.9392
13610	259.8	52386.4511
14670	280.2	52355.4604
7660	146.4	52322.4044
12900	246.7	52290.231
11120	212.8	52255.6391
8920	170.7	52255.4189
14770	282.8	52227.7228
9270	177.5	52225.3521
10810	207	52222.2222
9320	178.6	52183.6506
14700	281.7	52183.1736
4910	94.1	52178.5335
14630	280.5	52156.8627
4190	80.4	52114.4279
11740	225.3	52108.3
7300	140.7	51883.4399
14220	274.3	51841.0499
5720	110.4	51811.5942
13280	256.5	51773.8791
15060	291.4	51681.5374
3860	74.7	51673.3601
13210	255.7	51662.104
14930	289.4	51589.4955
11870	230.1	51586.2668
15590	302.6	51520.1586
12430	241.3	51512.6399
14360	278.8	51506.4562
14060	273.1	51482.9733
13820	268.7	51432.8247
5440	105.8	51417.7694
6380	124.2	51368.7601
9570	186.3	51368.7601
14020	273	51355.3114
7940	154.7	51325.1454
5710	111.3	51302.7853
14570	284.2	51266.7136
9880	193.2	51138.7164
4560	89.2	51121.0762
14940	292.3	51111.8714
10870	212.8	51080.8271
15380	301.3	51045.4696
13520	264.9	51038.1276
7390	144.8	51035.9116
6100	119.6	51003.3445
4660	91.4	50984.6827
10680	209.6	50954.1985
14160	278	50935.2518
14140	277.7	50918.2571
15320	301	50897.01
4610	90.6	50883.0022
14980	294.9	50796.8803
15090	297.1	50790.9795
8100	159.5	50783.6991
13740	270.6	50776.0532
10840	213.5	50772.8337
7900	155.7	50738.5999
6610	130.4	50690.184
14540	286.9	50679.6793
11650	230.1	50630.1608
14510	286.7	50610.3941
15020	296.8	50606.469
11210	221.6	50586.6426
6040	119.4	50586.2647
7040	139.2	50574.7126
12030	238.2	50503.7783
13330	264.2	50454.2014
14790	293.2	50443.3834
14320	284.3	50369.3282
15310	304.2	50328.7311
2540	50.5	50297.0297
10660	212.2	50235.6268
8240	164.4	50121.6545
9650	192.6	50103.8422
12110	241.7	50103.434
6780	135.4	50073.8552
14580	291.3	50051.4933
6710	134.2	50000
10610	212.5	49929.4118
12610	252.9	49861.6054
7190	144.2	49861.3037
7000	140.4	49857.5499
15430	309.5	49854.6042
10060	201.9	49826.6469
14330	287.7	49808.8286
8080	162.3	49784.35
10710	215.2	49767.658
13020	262.3	49637.8193
3400	68.5	49635.0365
14820	298.6	49631.6142
12880	259.7	49595.6873
6630	133.7	49588.6313
8090	163.3	49540.7226
9110	184	49510.8696
7010	141.6	49505.6497
6480	131	49465.6489
2230	45.1	49445.6763
10280	208.3	49351.8963
12970	262.9	49334.3477
7550	153.1	49314.1737
13710	278.4	49245.6897
14210	288.8	49203.6011
14030	285.2	49193.5484
3480	70.8	49152.5424
15300	311.4	49132.948
3560	72.5	49103.4483
7250	147.7	49085.9851
14290	291.2	49072.8022
2260	46.1	49023.8612
10210	208.3	49015.8425
2680	54.7	48994.5155
3840	78.5	48917.1975
4800	98.2	48879.8371
2330	47.7	48846.9602
11360	232.7	48818.2209
14470	296.5	48802.6981
15470	317	48801.2618
12760	261.5	48795.4111
13640	279.6	48783.9771
9010	184.8	48755.4113
10550	216.5	48729.7921
10530	216.2	48704.9029
1820	37.4	48663.1016
7870	161.8	48640.2967
10890	223.9	48637.7847
15170	312.3	48575.0881
8320	171.3	48569.7607
12720	262	48549.6183
4540	93.6	48504.2735
7930	163.5	48501.5291
11160	230.2	48479.583
9850	203.3	48450.5657
3580	73.9	48443.843
5900	121.8	48440.0657
12340	254.9	48411.1416
4410	91.1	48408.3425
14800	305.8	48397.6455
13200	273.5	48263.2541
14340	297.6	48185.4839
14530	301.6	48176.3926
3680	76.4	48167.5393
6330	131.5	48136.8821
14850	308.6	48120.5444
2600	54.1	48059.1497
4380	91.2	48026.3158
15530	323.9	47946.8972
11420	238.3	47922.7864
7210	150.5	47906.9767
13650	285	47894.7368
9930	207.4	47878.4957
13980	292.6	47778.5373
13390	280.4	47753.2097
7810	163.8	47680.0977
13630	286	47657.3427
6970	146.5	47576.7918
7590	159.6	47556.391
14200	298.6	47555.2579
11770	247.6	47536.3489
9610	202.3	47503.7074
5030	105.9	47497.6393
12990	273.9	47426.0679
9040	191	47329.8429
12580	265.9	47311.0192
12230	258.6	47293.1168
1650	34.9	47277.937
7960	168.4	47268.4086
10950	232	47198.2759
4090	86.7	47174.1638
12190	258.7	47120.2165
11910	253.5	46982.2485
11660	248.2	46978.2434
13080	279.5	46797.8533
9090	194.3	46783.3248
8440	180.5	46759.0028
13910	297.5	46756.3025
15370	328.9	46731.5293
13050	279.3	46723.9527
7840	168	46666.6667
5270	113	46637.1681
8350	179.3	46569.9944
6000	128.9	46547.7114
4990	107.3	46505.1258
12800	275.4	46477.8504
2630	56.6	46466.4311
8790	189.3	46434.2314
11720	252.6	46397.4663
2250	48.5	46391.7526
8740	188.4	46390.6582
11670	251.8	46346.3066
10920	235.7	46330.0806
14970	323.4	46289.4249
11640	251.5	46282.3062
15480	334.8	46236.5591
5240	113.4	46208.1129
11190	242.3	46182.4185
14400	312.2	46124.2793
8390	181.9	46124.2441
12070	261.7	46121.5132
2660	57.7	46100.5199
5690	123.5	46072.8745
10990	238.7	46041.0557
3850	83.7	45997.6105
12120	263.6	45978.7557
14310	311.3	45968.5191
13350	290.5	45955.2496
1190	25.9	45945.9459
8600	187.3	45915.6434
7460	162.6	45879.4588
2940	64.1	45865.8346
10370	226.1	45864.6617
1940	42.3	45862.8842
13150	287	45818.8153
15350	335.3	45779.8986
10350	226.1	45776.2052
3600	78.7	45743.3291
15180	331.9	45736.6677
6410	140.3	45687.8118
2370	51.9	45664.7399
14230	311.9	45623.5973
11400	250.1	45581.7673
12380	271.6	45581.7378
4050	88.9	45556.8054
8730	191.7	45539.9061
10730	235.7	45523.9711
8250	181.3	45504.6884
6810	149.8	45460.6142
15360	337.9	45457.2359
12590	277.1	45434.8611
1640	36.1	45429.3629
8420	185.4	45415.3182
8510	187.4	45410.8858
5570	122.7	45395.273
4650	102.5	45365.8537
9400	207.3	45344.9108
12530	276.4	45332.8509
10190	225	45288.8889
2450	54.1	45286.5065
3710	82	45243.9024
5500	122	45081.9672
8940	198.5	45037.7834
13470	299.2	45020.0535
8530	189.5	45013.1926
3440	76.5	44967.3203
9300	207	44927.5362
6800	151.5	44884.4884
7830	174.6	44845.3608
11710	261.2	44831.5467
11700	261.5	44741.8738
11040	246.8	44732.577
8020	179.4	44704.5708
13670	305.8	44702.4199
7100	159	44654.0881
3460	77.5	44645.1613
3730	83.8	44510.7399
5010	112.6	44493.7833
5410	121.6	44490.1316
10940	245.9	44489.6299
12650	284.6	44448.3486
12870	289.7	44425.2675
5520	124.3	44408.6887
15280	345.3	44251.3756
4490	101.5	44236.4532
5840	132.1	44208.9326
8310	188	44202.1277
11310	256.1	44162.4365
1950	44.2	44117.6471
3410	77.4	44056.8475
8870	201.4	44041.708
6300	143.2	43994.4134
2650	60.3	43946.932
5320	121.1	43930.6358
4690	106.8	43913.8577
6860	156.4	43861.8926
9250	210.9	43859.6491
4440	101.3	43830.2073
5180	118.2	43824.0271
8830	201.6	43799.6032
14990	342.3	43791.9953
8780	200.8	43725.0996
5080	116.2	43717.7281
2010	46	43695.6522
2470	56.6	43639.576
5620	128.8	43633.5404
5380	123.3	43633.4144
7170	164.5	43586.6261
6580	151.3	43489.7555
6870	158	43481.0127
12460	286.7	43460.0628
11590	266.8	43440.7796
1220	28.1	43416.3701
11810	272.1	43403.1606
4470	103.2	43313.9535
10800	249.4	43303.9294
6790	156.9	43275.972
2510	58	43275.8621
5420	125.3	43256.1852
13130	303.7	43233.4541
5330	123.3	43227.8994
5260	121.7	43221.0353
2410	55.8	43189.9642
5230	121.2	43151.8152
3810	88.3	43148.3579
9070	210.6	43067.4264
4720	109.7	43026.4357
6690	155.7	42967.2447
12210	284.4	42932.4895
10690	249.3	42880.0642
10970	256.1	42834.8301
4200	98.1	42813.4557
8660	202.6	42744.3238
11490	268.9	42729.6393
8160	191	42722.5131
13990	327.6	42704.5177
3610	84.6	42671.3948
13850	325.2	42589.1759
6050	142.2	42545.7103
13750	323.2	42543.3168
8210	193.1	42516.8307
11340	267.2	42440.1198
2860	67.4	42433.2344
9780	230.6	42411.1015
13560	319.8	42401.5009
12310	290.6	42360.6332
3700	87.4	42334.0961
10820	256	42265.625
1830	43.3	42263.2794
11270	266.9	42225.5526
4140	98.2	42158.8595
14900	353.8	42114.1888
10780	256.1	42092.9324
9280	220.8	42028.9855
13970	332.5	42015.0376
15220	362.6	41974.6277
11990	286.3	41879.1477
2810	67.1	41877.7943
4920	117.6	41836.7347
10300	246.5	41784.9899
10860	260.1	41753.1719
15080	361.3	41738.1677
14420	345.6	41724.537
10230	245.5	41670.0611
7950	190.9	41644.8402
3070	73.8	41598.916
7290	175.4	41562.1437
4820	116.1	41515.9345
1980	47.7	41509.434
11750	283.2	41490.113
11760	283.8	41437.6321
7890	190.5	41417.3228
7350	177.5	41408.4507
9180	221.9	41369.9865
11840	286.3	41355.2218
5210	126	41349.2063
14710	355.8	41343.4514
2580	62.7	41148.3254
9020	219.4	41112.124
10910	265.7	41061.3474
5630	137.2	41034.9854
8860	216.3	40961.6274
950	23.2	40948.2759
1970	48.2	40871.3693
3510	85.9	40861.4668
3930	96.2	40852.3909
2430	59.5	40840.3361
10150	248.7	40812.2236
13760	338.4	40661.9385
3940	96.9	40660.4747
6220	153	40653.5948
6260	154	40649.3506
1060	26.1	40613.0268
9370	231.2	40527.6817
6670	164.6	40522.4787
13160	324.9	40504.7707
8560	211.4	40491.9584
2040	50.4	40476.1905
6180	152.7	40471.5128
930	23	40434.7826
3990	98.8	40384.6154
12010	298	40302.0134
5450	135.5	40221.4022
12250	305.2	40137.6147
4810	119.9	40116.764
13700	341.9	40070.196
1310	32.7	40061.1621
2920	73.3	39836.2892
12570	316.3	39740.7525
13900	349.9	39725.6359
4030	101.6	39665.3543
3910	98.6	39655.1724
1110	28	39642.8571
3520	88.8	39639.6396
5280	133.2	39639.6396
5360	135.4	39586.4106
1780	45	39555.5556
5860	148.3	39514.4976
14090	357	39467.7871
2770	70.2	39458.6895
4240	107.6	39405.2045
2390	60.8	39309.2105
12960	331.8	39059.6745
11820	303.2	38984.1689
2300	59	38983.0508
12390	318.9	38852.3048
1880	48.4	38842.9752
7730	199.1	38824.7112
1910	49.2	38821.1382
1800	46.4	38793.1034
9600	247.5	38787.8788
3190	82.3	38760.6318
2980	76.9	38751.6255
10640	274.6	38747.2688
2220	57.3	38743.4555
2520	65.1	38709.6774
9990	258.1	38705.9279
12420	321.1	38679.5391
2970	76.8	38671.875
2620	67.8	38643.0678
14490	375.1	38629.6987
1670	43.3	38568.1293
11150	289.2	38554.6335
4430	115.2	38454.8611
15070	392.1	38434.0729
1760	45.8	38427.9476
1160	30.2	38410.596
2870	74.8	38368.984
11000	287.2	38300.8357
10670	278.6	38298.636
10340	270.1	38282.1177
5370	140.5	38220.6406
8300	217.4	38178.4729
3010	78.9	38149.5564
6350	166.5	38138.1381
13840	363.4	38084.7551
5880	154.7	38009.0498
11510	303.1	37974.2659
10320	272	37941.1765
14110	372.8	37848.7124
3430	90.8	37775.3304
13590	360.1	37739.5168
4020	106.6	37711.0694
1350	35.9	37604.4568
2530	67.4	37537.092
8970	239.7	37421.7772
1440	38.5	37402.5974
1200	32.1	37383.1776
7330	196.2	37359.8369
8570	229.6	37325.784
11020	295.4	37305.3487
3470	93.1	37271.7508
4150	111.7	37153.0886
6400	172.3	37144.5154
1860	50.1	37125.7485
7130	192.2	37096.7742
12840	346.2	37088.3882
6420	173.2	37066.9746
7430	200.9	36983.5739
1360	36.8	36956.5217
1230	33.3	36936.9369
1300	35.2	36931.8182
6320	171.3	36894.3374
3230	87.6	36872.1461
3100	84.1	36860.8799
1690	45.9	36819.1721
1850	50.4	36706.3492
7120	194.3	36644.3644
11170	305.2	36598.9515
8490	232	36594.8276
8640	236.3	36563.6902
11830	324.1	36501.0799
940	25.8	36434.1085
5150	141.4	36421.4993
2420	66.6	36336.3363
2560	70.7	36209.3352
3640	100.6	36182.9026
12830	354.9	36151.0285
9480	262.3	36141.8223
8720	242.3	35988.4441
2440	67.8	35988.2006
4010	111.8	35867.6208
2880	80.3	35865.5044
13220	368.6	35865.4368
1240	34.6	35838.1503
5730	159.9	35834.8968
11250	314	35828.0255
6760	188.9	35786.1302
1560	43.6	35779.8165
3770	105.4	35768.5009
13440	375.9	35754.1899
14240	398.7	35716.0773
13770	385.6	35710.5809
8580	240.4	35690.5158
2790	78.2	35677.7494
12150	340.8	35651.4085
4890	137.6	35537.7907
15330	431.7	35510.7714
2000	56.4	35460.9929
9450	266.6	35446.3616
4260	120.5	35352.6971
2890	82.1	35200.9744
5290	150.5	35149.5017
2240	63.8	35109.7179
5040	144.2	34951.4563
8070	231.4	34874.6759
5740	165	34787.8788
880	25.3	34782.6087
2840	81.7	34761.3219
6470	186.3	34728.9318
6440	185.9	34642.2808
5680	164.5	34528.8754
2280	66.1	34493.1921
6120	177.6	34459.4595
8040	234.3	34314.9808
11080	323.3	34271.5744
6500	190.2	34174.5531
6070	177.7	34158.6944
4120	120.7	34134.2171
1600	47	34042.5532
1450	42.6	34037.5587
2290	67.4	33976.2611
1900	56	33928.5714
8750	258	33914.7287
8990	265.7	33835.1524
9360	276.9	33802.8169
990	29.3	33788.3959
7070	209.7	33714.8307
1590	47.2	33686.4407
9950	296	33614.8649
6460	192.2	33610.8221
3980	118.8	33501.6835
11850	354.3	33446.232
15410	460.8	33441.8403
4900	146.7	33401.4997
8470	253.8	33372.7344
11320	339.5	33343.1517
15390	462.5	33275.6757
7670	230.8	33232.2357
10930	329.1	33211.7897
12820	386.4	33178.0538
7910	238.8	33123.9531
1270	38.4	33072.9167
2160	65.4	33027.5229
2990	90.6	33002.2075
6650	201.6	32986.1111
8550	259.6	32935.2851
3160	96	32916.6667
1390	42.3	32860.5201
1330	40.5	32839.5062
4860	148	32837.8378
11790	359.8	32768.2046
9630	294.3	32721.7125
1720	52.6	32699.6198
1180	36.1	32686.9806
5160	157.9	32678.9107
9200	282.3	32589.4439
7800	239.9	32513.5473
5050	155.7	32434.1683
2590	79.9	32415.5194
7770	240.8	32267.4419
770	23.9	32217.5732
1570	48.8	32172.1311
5400	167.9	32162.0012
3200	99.7	32096.2889
4830	150.5	32093.0233
1430	44.6	32062.7803
2480	77.4	32041.3437
2460	76.8	32031.25
8770	275.8	31798.4046
1790	56.4	31737.5887
2780	87.6	31735.1598
4700	148.4	31671.159
1730	54.8	31569.3431
4790	151.9	31533.9039
5170	164.2	31485.9927
6310	200.8	31424.3028
15400	490.4	31402.9364
2690	85.9	31315.4831
7970	254.9	31267.1636
7030	225.5	31175.1663
2910	93.5	31122.9947
980	31.5	31111.1111
3900	125.5	31075.6972
13660	439.9	31052.5119
2830	91.5	30928.9617
9150	296.2	30891.2897
2930	95	30842.1053
7220	234.4	30802.0478
1070	34.8	30747.1264
6080	198.7	30598.8928
720	23.6	30508.4746
1530	50.2	30478.0876
6950	229.4	30296.4255
7600	251.2	30254.7771
6990	231.3	30220.4929
5890	195.8	30081.716
9390	312.9	30009.5877
6540	218.6	29917.6578
850	28.5	29824.5614
2740	92.1	29750.2714
3220	108.7	29622.8151
10620	358.6	29615.1701
2760	93.2	29613.7339
1470	49.8	29518.0723
1770	60	29500
3000	101.7	29498.5251
8120	275.3	29495.0963
5870	199.9	29364.6823
2640	90.4	29203.5398
2030	69.6	29166.6667
5110	175.4	29133.4094
1340	46	29130.4348
5560	191.7	29003.6515
1130	39	28974.359
2700	93.3	28938.9068
3040	105.1	28924.8335
3500	121.2	28877.8878
3110	107.8	28849.7217
1090	37.8	28835.9788
5980	207.9	28763.8288
1620	56.5	28672.5664
2070	72.5	28551.7241
1260	44.2	28506.7873
7470	262.2	28489.7025
7200	253	28458.498
6270	220.8	28396.7391
5990	211.1	28375.1776
2360	83.2	28365.3846
2900	102.3	28347.9961
1930	68.4	28216.3743
4870	172.8	28182.8704
960	34.2	28070.1754
2180	77.9	27984.5956
820	29.4	27891.1565
1370	49.2	27845.5285
1890	67.9	27835.0515
2610	94.1	27736.4506
1700	61.6	27597.4026
6360	230.7	27568.2705
1630	59.3	27487.3524
5800	211.5	27423.1678
3020	110.2	27404.7187
1080	39.6	27272.7273
15340	562.8	27256.5743
1480	54.3	27255.9853
3540	130	27230.7692
7080	261.1	27116.0475
1610	59.4	27104.3771
2670	98.9	26996.9666
2820	105.5	26729.8578
2170	81.2	26724.1379
730	27.4	26642.3358
1750	65.7	26636.2253
11730	440.7	26616.7461
8800	330.8	26602.1765
4710	177.3	26565.1438
1550	58.8	26360.5442
1810	68.9	26269.9565
2100	80.2	26184.5387
1990	76.1	26149.8029
3390	130.4	25996.9325
220	8.5	25882.3529
2570	99.5	25829.1457
7640	295.9	25819.5336
1960	76	25789.4737
2020	78.5	25732.4841
7160	278.3	25727.6321
1280	49.8	25702.8112
3080	120.6	25538.9718
6060	237.4	25526.5375
4230	165.8	25512.6659
970	38.2	25392.6702
1410	55.8	25268.8172
1020	40.5	25185.1852
5470	217.4	25160.9936
3210	128	25078.125
860	34.3	25072.8863
2210	88.7	24915.4453
5910	237.5	24884.2105
4210	171	24619.883
9330	379.7	24572.0306
6520	265.6	24548.1928
1120	45.7	24507.6586
6820	280	24357.1429
2550	104.7	24355.3009
6370	263.1	24211.3265
1000	41.4	24154.5894
1320	54.8	24087.5912
4220	177.1	23828.3456
5850	245.7	23809.5238
4570	192	23802.0833
2380	100.1	23776.2238
6200	262.5	23619.0476
5060	214.7	23567.769
2960	125.9	23510.7228
7510	319.9	23476.0863
5220	222.5	23460.6742
1680	71.8	23398.3287
5950	254.5	23379.1749
6110	261.4	23374.1393
6030	259.2	23263.8889
5960	256.4	23244.9298
2500	107.7	23212.6277
1580	68.1	23201.1747
5140	221.6	23194.9458
210	9.1	23076.9231
3630	158	22974.6835
8190	359.3	22794.3223
4110	180.6	22757.4751
760	33.6	22619.0476
230	10.2	22549.0196
4420	196.2	22528.0326
240	10.7	22429.9065
780	35.1	22222.2222
5430	245.2	22145.1876
3720	168	22142.8571
8330	380.4	21898.0021
1840	84.1	21878.7158
460	21.2	21698.1132
7710	356.7	21614.8024
2270	105.8	21455.5766
4500	209.9	21438.7804
2400	112	21428.5714
4960	232.4	21342.5129
2710	127.8	21205.0078
2190	104.3	20997.1237
4770	228.4	20884.4133
2120	102	20784.3137
700	33.7	20771.5134
8270	403.8	20480.4359
2730	133.4	20464.7676
5510	269.7	20430.1075
1740	85.5	20350.8772
2140	105.9	20207.7432
4270	211.7	20170.052
900	44.7	20134.2282
2800	139.1	20129.4033
2340	116.8	20034.2466
2320	115.9	20017.2563
310	15.5	20000
2110	105.7	19962.157
2080	104.8	19847.3282
800	40.5	19753.0864
3650	184.8	19751.0823
470	23.8	19747.8992
1870	94.8	19725.7384
5090	260.5	19539.3474
3050	156.9	19439.1332
890	46	19347.8261
1290	67.1	19225.0373
3180	167.1	19030.5206
420	22.1	19004.5249
300	15.9	18867.9245
1040	55.2	18840.5797
1140	60.7	18780.8896
3880	208.3	18626.9803
2090	112.6	18561.2789
4400	238	18487.395
8880	481	18461.5385
1030	56.1	18360.0713
480	26.2	18320.6107
3570	195.4	18270.2149
1520	83.2	18269.2308
360	19.8	18181.8182
170	9.4	18085.1064
1380	76.7	17992.1773
3550	201.7	17600.3966
3340	189.9	17588.2043
1150	66.3	17345.3997
1460	84.4	17298.5782
3970	229.9	17268.3776
1010	58.7	17206.1329
1660	96.6	17184.265
1510	89.7	16833.8907
3030	180.6	16777.4086
1050	62.8	16719.7452
450	27.3	16483.5165
6850	420.6	16286.2577
840	51.8	16216.2162
150	9.3	16129.0323
790	49.4	15991.9028
3420	215.5	15870.0696
5250	330.9	15865.8205
190	12	15833.3333
2150	135.9	15820.4562
5020	317.9	15791.1293
3060	194.3	15748.842
2310	148	15608.1081
3090	198.8	15543.2596
4040	260.4	15514.5929
7560	498.4	15168.5393
1210	80.1	15106.1174
1420	94.1	15090.3294
1100	73	15068.4932
3150	209.3	15050.1672
3130	208	15048.0769
200	13.4	14925.3731
340	22.9	14847.1616
2950	201.2	14662.0278
3120	217.3	14358.0304
910	63.5	14330.7087
280	19.6	14285.7143
4180	296.3	14107.3237
510	36.7	13896.4578
1500	108.9	13774.1047
120	8.8	13636.3636
2050	152.1	13477.975
710	53	13396.2264
4640	352.7	13155.6564
2850	216.7	13151.8228
3280	249.7	13135.7629
10440	799.1	13064.6978
2200	169.7	12964.0542
180	13.9	12949.6403
3290	256.1	12846.5443
110	8.6	12790.6977
3350	263	12737.6426
4350	343.3	12671.1331
1400	111.5	12556.0538
1920	156.3	12284.0691
3800	312.3	12167.7874
870	71.9	12100.1391
740	61.8	11974.11
160	13.5	11851.8519
5200	440.9	11794.0576
3360	287.1	11703.2393
410	36.2	11325.9669
2350	210.2	11179.8287
130	11.8	11016.9492
3960	367.4	10778.4431
750	69.7	10760.4017
3140	295.3	10633.2543
1250	117.7	10620.2209
430	40.6	10591.133
80	7.7	10389.6104
330	32.4	10185.1852
2130	211.6	10066.1626
1170	124.1	9427.8807
440	48.3	9109.7308
390	43	9069.7674
3260	362.1	9003.0378
4080	455	8967.033
290	32.6	8895.7055
2750	309.3	8891.0443
810	94.8	8544.3038
680	79.9	8510.6383
350	42.1	8313.5392
830	100.5	8258.7065
3450	452	7632.7434
490	65.4	7492.3547
1490	206	7233.0097
9350	1305.3	7163.1043
3250	456.6	7117.8274
320	45.3	7064.0177
3320	473.8	7007.176
2490	357.7	6961.1406
1540	230.4	6684.0278
60	9.2	6521.7391
1710	265.9	6430.9891
270	42.1	6413.3017
3300	519.5	6352.2618
370	58.7	6303.2368
920	150	6133.3333
3330	546.8	6089.9781
3380	560.9	6026.0296
500	84.2	5938.2423
260	43.8	5936.0731
140	23.6	5932.2034
40	6.8	5882.3529
70	11.9	5882.3529
690	119.7	5764.411
3170	563.5	5625.5546
2060	369.3	5578.1208
520	95.4	5450.7338
400	74.4	5376.3441
50	9.5	5263.1579
250	47.8	5230.1255
530	101.8	5206.2868
3270	657.4	4974.1406
570	114.9	4960.8355
3310	701.1	4721.1525
610	152.3	4005.2528
630	164.1	3839.1225
560	147.9	3786.3421
30	8	3750
600	167.1	3590.6643
620	174.4	3555.0459
670	198	3383.8384
550	164.2	3349.5737
380	119.1	3190.5961
540	181.3	2978.4887
640	218.5	2929.0618
660	248.9	2651.6673
590	236.1	2498.9411
90	41.2	2184.466
580	289.3	2004.8393
3370	1797.1	1875.2434
3240	1745.7	1855.989
100	62.4	1602.5641
650	543.3	1196.3924
20	27.4	729.927

客观测试

客观测试是考虑多种情况下的测试，更接近实际情况。

GitHub测试工具

https://github.com/boonyachengdu/SQLTools

Mysql与Mycat插入性能测试

单线程读写性能测试

1W测试数据

批次数量	数据样本	MySQL(s)	Mycat(s)
1	10000	0.835
2	5000	0.954	1.344
3	3333	1.067	1.619
4	2500	0.096	0.736
5	2000	0.829	0.863
6	1666	0.842	0.771
7	1428	0.816	0.963
8	1250	0.84	0.785
9	1111	0.854	0.988
10	1000	0.816	0.748
15	666	0.823	1.043
20	500	0.878	0.745
25	400	0.834	0.753
30	333	0.814	1.467
40	250	0.897	0.772
50	200	0.827	0.787
100	100	0.985	0.859

10W测试数据

批次数量	数据样本	MySQL(s)	Mycat(s)
1	100000	7.856	-
2	50000	7.969	7.484
3	33333	7.953	15.285
4	25000	8.856	20.125
5	20000	7.808	8.353
6	16666	7.508	8.977
7	14280	7.712	7.129
8	12500	7.275	7.214
9	11110	7.328	7.202
10	10000	7.166	6.993
15	6666	7.14	7.133
20	5000	6.984	7.132
25	4000	7.228	7.101
30	3333	7.017	7.381
40	2500	6.556	7.583
50	2000	7.242	7.579
100	1000	6.823	8.451

多线程读写性能测试

1W测试数据

线程数量	数据样本	MySQL(s)	Mycat(s)
1	10000	1.517	-
2	5000	1.637	1.343
3	3333	1.569	1.797
4	2500	1.609	1.457
5	2000	1.551	1.002
6	1666	1.554	0.859
7	1428	1.593	0.868
8	1250	1.563	0.847
9	1111	1.556	0.851
10	1000	1.6	0.882
15	666	1.633	0.657
20	500	1.677	1.11
25	400	1.622	0.877
30	333	1.62	0.92
40	250	1.705	0.915
50	200	1.699	0.947
100	100	2.109	1.094

10W测试数据

线程数量	数据样本	MySQL(s)	Mycat(s)
1	100000	8.949	-
2	50000	8.969	-
3	33333	9.101	-
4	25000	8.951	-
5	20000	9.094	-
6	16666	8.353	-
7	14280	8.471	-
8	12500	8.8	-
9	11111	8.798	-
10	10000	8.784	-
15	6666	8.828	7.86
20	5000	8.636	7.807
25	4000	8.928	14.183
30	3333	8.558	15.309
40	2500	8.375	7.493
50	2000	8.995	8.991
100	1000	9.243	7.376

测试对比和结论

测试数据对比

测试属性	MySQL-InnoDB(v)	MYCAT(v)
多线程插入1w	6000/s左右	10000/s左右
多线程读写10w	11000/s左右	13000/s左右
单线程读取1w	10000/s左右	10000/s左右
单线程读写10w	15000/s左右	13000/s左右

测试结论

1、 Mysql单线程写入和Mycat性能相当。Mycat批量插入数据的时候不能一次超过9500条，需分批次插入。

2、多线程读写性能Mycat优于MySQL。

3、 Mycat批量处理大于10000可能产生插入异常。

4、总体来看Mycat性能与Mysql性能相差无几。

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Mycat批量插入性能测试

理想测试

Mycat数据分片

dbBatch.sql

Java测试类

BatchInsert

BatchInsertThread

BatchInsertDataParsor

测试数据

客观测试

GitHub测试工具

Mysql与Mycat插入性能测试

单线程读写性能测试

1W测试数据

10W测试数据

多线程读写性能测试

1W测试数据

10W测试数据

测试对比和结论

测试数据对比

测试结论

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