public void predictForTier(String configPredictionPath, int tier)
{
//predict runtimes using training and testing
ProcessStartInfo info = new ProcessStartInfo("java");
info.WindowStyle = ProcessWindowStyle.Hidden;
info.UseShellExecute = false;
info.RedirectStandardOutput = true;
var predictCommand = String.Format("-classpath \"{0}\" weka.classifiers.rules.M5Rules -M 4.0 -t \"{1}\" -T {2} -p 0 -classifications \"weka.classifiers.evaluation.output.prediction.PlainText -suppress -file {3}\"",
Path.GetFullPath(configurationFolderPath + @"/predictions_for_tiers/weka.jar"),
Path.GetFullPath(configPredictionPath + "/TRAINING.arff"),
Path.GetFullPath(configPredictionPath + "/TESTING.arff"),
Path.GetFullPath(configPredictionPath + "/results.txt"));
info.Arguments = predictCommand;
Process.Start(info).WaitForExit();
//parse prediction results
FileReaderUtils.parsePredictionResults(configPredictionPath, tier);
}
/*
* Given a schema, load information about the dataset and generate queries
*/
public void dataQueryGeneration()
{
//finding number of tiers
FileReaderUtils.readTiers(configurationFolderPath, tierFile);
Console.WriteLine("Number of Tiers found: " + tiers.Count());
//read the data schema
Console.WriteLine("Reading the Data Schema from " + schemaFile + "...");
FileReaderUtils.readDataSchema(configurationFolderPath, schemaFile);
int queryID = 1;
//first generate single table queries
foreach (var currentSingleTable in listOfTables)
{
List <String> selectionattributesForTables = currentSingleTable.tableSelectivityList;
for (int i = 1; i <= currentSingleTable.tableAttributeList.Count(); i++) //possible projections
{
int counter = 0;
List <Attribute> projectingAttributes = (from a in currentSingleTable.tableAttributeList
orderby a.attributeSize descending
select a).Take(i).ToList();
foreach (var currentCoverage in selectionattributesForTables) //possible selectivities
{
foreach (var currentTier in tiers)
{
listOfQueries.Add(new SingleTableQuery(queryID, projectingAttributes, new List <Table> {
currentSingleTable
},
currentSingleTable.tablePrimaryKey, currentCoverage, selectivities[counter],
currentSingleTable, currentTier));
}
queryID++;
counter++;
}
}
}
//generate join queries
List <Table> totalDimensions = (from a in listOfTables
where a is Dimension
orderby a.tableSize descending
select a).ToList();
for (int i = 1; i < listOfTables.Count(); i++)
{
List <Table> tablesToJoin = (totalDimensions).Take(i).ToList();
tablesToJoin.Add(factTable);
//attributes from fact
List <Attribute> completeAttributeList = new List <Attribute>();
foreach (var currentAttribute in factTable.tableAttributeList.ToList())
{
completeAttributeList.Add(new Attribute(currentAttribute.attributeName, currentAttribute.attributeSize, factTable));
}
//attributes from the dimension tables
foreach (var currentTable in tablesToJoin.Where(x => !(x is Fact)))
{
foreach (var currentAttr in currentTable.tableAttributeList)
{
if (!completeAttributeList.Contains(currentAttr))
{
completeAttributeList.Add(new Attribute(currentAttr.attributeName, currentAttr.attributeSize, currentTable));
}
}
}
List <String> selectionattributesForTables = tablesToJoin.Contains(factTable) ?
factTable.tableSelectivityList : tablesToJoin.First().tableSelectivityList;
for (int j = 1; j <= completeAttributeList.Count(); j++)
{
int counter = 0;
List <Attribute> projectingAttributes = (from a in completeAttributeList
orderby a.attributeSize descending
select a).Take(j).ToList();
foreach (var currentCoverage in selectionattributesForTables)
{
foreach (var currentTiers in tiers)
{
listOfQueries.Add(new JoinQuery(queryID, projectingAttributes, new Attribute(factTable.tablePrimaryKey.attributeName,
factTable.tablePrimaryKey.attributeSize, factTable),
currentCoverage, selectivities[counter], tablesToJoin, factTable, currentTiers));
}
queryID++;
counter++;
}
}
}
//output queries
StreamWriter queryOutput = new StreamWriter(Path.Combine(configurationFolderPath, "SQLQueries-Generated.txt"));
foreach (var currentQuery in listOfQueries.Where(l => l.queryTier == 1))
{
queryOutput.WriteLine(currentQuery.ToString());
}
queryOutput.Close();
}