public static void unitTest35() throws Exception {
Set<UnionOption> option =
new HashSet<UnionOption>() {
{
add(UnionOption.SELECT);
add(UnionOption.WHERE);
add(UnionOption.GROUP_BY);
add(UnionOption.ORDER_BY);
}
};
String dbName = "dataset19";
Map<String, Schema> schemaMap =
SchemaUtils.GetSchemaMapFromDefaultSources(
dbName, VerticaDatabaseLoginConfiguration.class.getSimpleName())
.getSchemas();
String topDir =
GlobalConfigurations.RO_BASE_PATH + "/processed_workloads/real/dataset19/dvals/";
String dbConfigFile = GlobalConfigurations.RO_BASE_PATH + "/databases.conf";
String unionSqlQueriesFile =
GlobalConfigurations.RO_BASE_PATH
+ "/processed_workloads/real/dataset19/"
+ "parsed-runnable-improvable.timestamped";
String windowFile =
GlobalConfigurations.RO_BASE_PATH
+ "/processed_workloads/real/dataset19/dvals/d0-4.945309816428576E-4/"
+ "w0.queries";
LatencyMeter latencyMeter = null;
DBDesigner dbDesigner = null;
SqlLogFileManager<Query_SWGO> sqlLogFileManager =
new SqlLogFileManager<Query_SWGO>(
'|', "\n", new Query_SWGO.QParser(), schemaMap, latencyMeter, true, dbDesigner);
List<Query_SWGO> exampleQueries =
sqlLogFileManager.loadTimestampQueriesFromFile(unionSqlQueriesFile);
List<String> exampleSqlQueries = new ArrayList<String>();
for (Query_SWGO q : exampleQueries) exampleSqlQueries.add(q.getSql());
List<String> wq1 = sqlLogFileManager.loadQueryStringsFromPlainFile(windowFile, 10000);
List<Query_SWGO> swgo_qlist1 = new Query_SWGO.QParser().convertSqlListToQuery(wq1, schemaMap);
List<Query> qlist1 = Query.convertToListOfQuery(swgo_qlist1);
double avgDistance = 0.01;
double penaltyForGoingFromZeroToNonZero = 1.0;
double latencyPenalty = 0.2;
EuclideanDistanceWithSimpleUnionAndLatency dist1 =
new EuclideanDistanceWithSimpleUnionAndLatency(
avgDistance,
penaltyForGoingFromZeroToNonZero,
latencyPenalty,
EuclideanDistanceWorkloadGeneratorFromLogFileWithSimpleUnionShiyong.AllClausesOption);
int numOfNewQueries = 3;
LatencyMeter realLatencyMeter = createLatencyMeterForUnitTesting();
// EuclideanDistanceWorkloadGenerator workloadgenerator = new
// EuclideanDistanceWorkloadGenerator(schemaMap,null, 3);
EuclideanDistanceWithLatencyWorkloadGeneratorFromLogFile workloadgenerator =
new EuclideanDistanceWithLatencyWorkloadGeneratorFromLogFile(
"dataset19",
VerticaDatabaseLoginConfiguration.class.getSimpleName(),
exampleSqlQueries,
option,
numOfNewQueries,
realLatencyMeter,
0.1d,
false);
Clustering_QueryEquality clusteringQueryEquality = new Clustering_QueryEquality();
ClusteredWindow window1 = clusteringQueryEquality.cluster(swgo_qlist1);
System.out.println(window1);
System.out.println("Start to forecast next query...");
Timer t = new Timer();
ClusteredWindow window2 = null;
window2 = workloadgenerator.forecastNextWindow(window1, dist1);
System.out.println("We spent " + t.lapSeconds() + " seconds");
List<Query> qlistWindow2 = window2.getAllQueries();
boolean useExplainInsteadOfRunningQueries = true;
EuclideanDistanceWithSimpleUnionAndLatency distverify =
new EuclideanDistanceWithSimpleUnionAndLatency.Generator(
schemaMap,
penaltyForGoingFromZeroToNonZero,
option,
latencyPenalty,
realLatencyMeter,
useExplainInsteadOfRunningQueries)
.distance(qlist1, qlistWindow2);
System.out.println("distance1 = " + dist1);
System.out.println(
"We generated a window with distance1 from win1, and its actual distance is " + distverify);
System.out.println(window2);
}
public static void unitTest1() throws Exception {
Map<String, Schema> schemaMap =
SchemaUtils.GetSchemaMapFromDefaultSources(
"dataset19", VerticaDatabaseLoginConfiguration.class.getSimpleName())
.getSchemas();
String logFile =
GlobalConfigurations.RO_BASE_PATH
+ "/processed_workloads/real/dataset19/dvals/d0-4.945309816428576E-4/"
+ "bigWindow";
String s1 = "select * from st_etl_2.ident_164 where ident_164.ident_378 is null limit 10";
String s2 =
"select ident_2669, ident_2251, count(*) from st_etl_2.ident_164 group by 1,2 having count(*)>1";
String s3 =
"select ident_2251, count(*) from st_etl_2.ident_133 group by ident_2251 order by 1 desc";
String s4 =
"Select ident_1187, ident_2251 from st_etl_2.ident_133 where ident_2090>0 and ident_2090 is not null and ident_932 is null and ident_2251 in (274) group by ident_1187, ident_2251";
List<String> w1 = new ArrayList<String>();
w1.add(s1);
w1.add(s1);
w1.add(s2);
w1.add(s3);
w1.add(s3);
w1.add(s4);
List<Query_SWGO> wq1 = new Query_SWGO.QParser().convertSqlListToQuery(w1, schemaMap);
List<Query> qlist1 = Query.convertToListOfQuery(wq1);
int maxQueriesPerWindow = 100;
List<String> exampleQueries =
SqlLogFileManager.loadQueryStringsFromPlainFile(logFile, maxQueriesPerWindow);
Set<UnionOption> option =
new HashSet<UnionOption>() {
{
add(UnionOption.SELECT);
add(UnionOption.WHERE);
add(UnionOption.GROUP_BY);
add(UnionOption.ORDER_BY);
}
};
double penalty = 1.5d;
EuclideanDistanceWithSimpleUnionAndLatency dist1 =
new EuclideanDistanceWithSimpleUnionAndLatency(
0.13,
penalty,
0.1,
EuclideanDistanceWorkloadGeneratorFromLogFileWithSimpleUnionShiyong.AllClausesOption);
// got everything set up
int numOfNewQueries = 2;
String topDir =
GlobalConfigurations.RO_BASE_PATH + "/processed_workloads/real/dataset19/dvals/";
LatencyMeter latencyMeter = createLatencyMeterForUnitTesting();
EuclideanDistanceWithLatencyWorkloadGeneratorFromLogFile workloadgenerator =
new EuclideanDistanceWithLatencyWorkloadGeneratorFromLogFile(
"dataset19",
VerticaDatabaseLoginConfiguration.class.getSimpleName(),
exampleQueries,
option,
numOfNewQueries,
latencyMeter,
0.1,
false);
Clustering_QueryEquality clusteringQueryEquality = new Clustering_QueryEquality();
ClusteredWindow window1 = clusteringQueryEquality.cluster(qlist1);
System.out.println(window1);
System.out.println("Start to forcast next query...");
Timer t2 = new Timer();
ClusteredWindow window2 = workloadgenerator.forecastNextWindow(window1, dist1);
System.out.println("We spent " + t2.lapSeconds() + " seconds");
List<Query> qlistWindow2 = window2.getAllQueries();
EuclideanDistance distverify =
new EuclideanDistanceWithSimpleUnion.Generator(schemaMap, penalty, option)
.distance(qlist1, qlistWindow2);
System.out.println("distance1 = " + dist1);
System.out.println(
"We generated a window with distance1 from win1, and its actual distance is " + distverify);
System.out.println(window2);
ClusteredWindow window3 = workloadgenerator.forecastNextWindow(window1, dist1);
List<Query> qlistWindow3 = window3.getAllQueries();
EuclideanDistanceWithSimpleUnion distverify2 =
new EuclideanDistanceWithSimpleUnion.Generator(schemaMap, penalty, option)
.distance(qlist1, qlistWindow3);
System.out.println("distance1 = " + dist1);
System.out.println(
"We generated a window with distance1 from win1, and its actual distance is "
+ distverify2);
System.out.println(window3);
}