public static void RunTest(string filesLocation)
{
string[] folders = Directory.GetDirectories(filesLocation);
foreach (string fldr in folders)
{
Console.WriteLine("Running for category:" + fldr);
string[] innerfolders = Directory.GetDirectories(fldr);
foreach (string innerdir in innerfolders)
{
Console.Out.Flush();
Console.WriteLine("Running for att:" + innerdir);
DomPool.LoadTestDocuments(innerdir.Replace(filesLocation, "testset"));
DomPool.LoadDocuments(innerdir);
//for(int i= (DomPool.allDocsNames.Count() - 1); i <= (DomPool.allDocsNames.Count()-1)/*DomPool.allDocsNames.Count()*/; i++)
for (int i = 1; i <= (DomPool.allDocsNames.Count() - 1); i++)
{
string[] tools = new string[] { "our", "our - not forgiving", "j48", "svm", "xpath-align", "svm" };
int toolStart = 5;
Dictionary <string, string> xpathNonForgiving = new Dictionary <string, string>();
for (int tool = toolStart; tool < 6; tool++)
{
Console.WriteLine("[-] running for training set size=" + i);
IEnumerable <IEnumerable <int> > subsetsIndexes = Subsets(DomPool.allDocsNames.Count(), i);
//Reduce size ...for testing only
//subsetsIndexes = subsetsIndexes.Take(30);
double totalAccuracy = 0;
double totalRecall = 0;
long totalTime = 0;
Console.WriteLine("[-] tool:" + tools[tool]);
Console.WriteLine("+ will run " + subsetsIndexes.Count() + " different iterations for the current set size");
int s = 0;
Dictionary <String, double> SiteTotalRecall = new Dictionary <string, double>();
Dictionary <String, double> SiteTotalPrecision = new Dictionary <string, double>();
Dictionary <String, double> SiteTotalTests = new Dictionary <string, double>();
foreach (string site in DomPool.allDocsNames)
{
SiteTotalPrecision[site] = 0;
SiteTotalRecall[site] = 0;
SiteTotalTests[site] = 0;
}
foreach (IEnumerable <int> currSubsetIndexes in subsetsIndexes)
{
List <int> listRep = new List <int>(currSubsetIndexes);
string stringRep = listRep.Aggregate("", (b, x) => b + "," + x);
s++;
if (s % 10 == 0)
{
//Console.Write("(" + s + "/" + subsetsIndexes.Count() + ") ");
Console.Write(".");
}
//if (tool == toolStart)
//{
HashSet <String> currSubset = GetSubSet(DomPool.allDocsNames, currSubsetIndexes);
DomPool.Initiate(currSubset);
DomPool.ExtractAllFeatures();
//}
var runres = new HashSet <HtmlNode>();
//our method
if (tool < 2)
{
string xpath = "";
if (tool == 0)
{
DecisionNode dn = new DecisionNode();
dn.InitialNodeSet = new HashSet <HtmlNode>(DomPool.TargetNodes.Union(DomPool.NonTargetNodes));
dn.SelectedNegative = new HashSet <HtmlNode>(DomPool.NonTargetNodes.Except(DomPool.TargetNodesPrecision));
dn.SelectedPositive = new HashSet <HtmlNode>(DomPool.TargetNodes);
dn.FeatureSet = new HashSet <Feature>();
dn.CalculateEntropy();
DecisionTreeLearning.RecursiveTreeImprovement(dn);
xpath = XpathTools.GenerateAForgivingXpath(dn);
xpathNonForgiving[stringRep] = XpathTools.DecisionTreeToXpath(dn, new HashSet <Feature>(), 1);
xpathNonForgiving[stringRep] = "//*" + (xpathNonForgiving[stringRep].Equals("") ? "" : ("[" + xpathNonForgiving[stringRep] + "]"));
}
if (tool == 1)
{
xpath = xpathNonForgiving[stringRep];
}
Console.WriteLine("Query:" + xpath);
var watch = Stopwatch.StartNew();
runres = DomPool.TESTRunXpathQuery(xpath);
watch.Stop();
var elapsedMs = watch.ElapsedMilliseconds;
totalTime = totalTime + elapsedMs;
}
else
{
if (tool == 2)
{
ModelLearner model = new ModelLearner();
model.LearnModel();
var watch = Stopwatch.StartNew();
runres = model.RunOnTestSet();
watch.Stop();
var elapsedMs = watch.ElapsedMilliseconds;
totalTime = totalTime + elapsedMs;
}
else
{
if (tool == 3)
{
NB model = new NB();
model.LearnModel();
var watch = Stopwatch.StartNew();
runres = model.RunOnTestSet();
watch.Stop();
var elapsedMs = watch.ElapsedMilliseconds;
totalTime = totalTime + elapsedMs;
}
else
{
if (tool == 4)
{
XpathAlignment model = new XpathAlignment();
model.LearnModel();
var watch = Stopwatch.StartNew();
runres = model.RunOnTestSet();
watch.Stop();
var elapsedMs = watch.ElapsedMilliseconds;
totalTime = totalTime + elapsedMs;
}
else
{
SVM model = new SVM();
model.LearnModel();
var watch = Stopwatch.StartNew();
runres = model.RunOnTestSet();
watch.Stop();
var elapsedMs = watch.ElapsedMilliseconds;
totalTime = totalTime + elapsedMs;
}
}
}
}
HashSet <HtmlNode> spos = new HashSet <HtmlNode>(DomPool.TESTTargetNodes.Intersect(runres));
HashSet <HtmlNode> sposprecision = new HashSet <HtmlNode>(DomPool.TESTTargetNodesPrecision.Intersect(runres));
foreach (var entry in DomPool.docsAndNames)
{
if (DomPool.trainingDocsNames.Contains(entry.Key))
{
continue;
}
HashSet <HtmlNode> docNodes = new HashSet <HtmlNode>(entry.Value.SelectNodes("//*"));
HashSet <HtmlNode> currspos = new HashSet <HtmlNode>(spos.Intersect(docNodes));
HashSet <HtmlNode> currrunres = new HashSet <HtmlNode>(runres.Intersect(docNodes));
HashSet <HtmlNode> currsposprecision = new HashSet <HtmlNode>(sposprecision.Intersect(docNodes));
HashSet <HtmlNode> currTargetNodes = new HashSet <HtmlNode>(DomPool.TESTTargetNodes.Intersect(docNodes));
double currSiteAccuracy = (currsposprecision.Count() / ((double)currrunres.Count()));
double currSiteRecall = (currspos.Count() / ((double)currTargetNodes.Count()));
if (((double)currrunres.Count()) > 0)
{
SiteTotalPrecision[entry.Key] = SiteTotalPrecision[entry.Key] + currSiteAccuracy;
SiteTotalRecall[entry.Key] = SiteTotalRecall[entry.Key] + currSiteRecall;
}
SiteTotalTests[entry.Key] = SiteTotalTests[entry.Key] + 1;
}
double currAccuracy = (sposprecision.Count() / ((double)runres.Count()));
double currRecall = (spos.Count() / ((double)DomPool.TESTTargetNodes.Count()));
if (runres.Count() > 0)
{
totalAccuracy = totalAccuracy + currAccuracy;
totalRecall = totalRecall + currRecall;
}
}
totalAccuracy = totalAccuracy / subsetsIndexes.Count();
totalRecall = totalRecall / subsetsIndexes.Count();
Console.WriteLine("########## Results " + tools[tool] + " for i=" + i + "##########");
Console.WriteLine("+++++++++ Detailed Results for i=" + i + "++++++++++#");
double count = 0;
double totalSumPrecision = 0;
double totalSumRecall = 0;
double avgRecall = 0;
double avgPrecision = 0;
double avgFscore = 0;
double numPrecision = 0;
foreach (string site in DomPool.allDocsNames)
{
if (SiteTotalTests[site] < 1)
{
SiteTotalTests[site]++;
}
else
{
numPrecision++;
}
double sitePrecision = SiteTotalPrecision[site] / SiteTotalTests[site];
double siteRecall = SiteTotalRecall[site] / SiteTotalTests[site];
double siteFscore = 2 * (sitePrecision * siteRecall) / (sitePrecision + siteRecall);
if (siteRecall == 0 && sitePrecision == 0)
{
siteFscore = 0;
}
count++;
avgRecall = avgRecall + siteRecall;
avgPrecision = avgPrecision + sitePrecision;
avgFscore = avgFscore + siteFscore;
Console.WriteLine(">" + site + ": Precision:" + sitePrecision + " , Recall:" + siteRecall + ", F-score:" + siteFscore);
}
Console.WriteLine("++++++++++++++++Total+++++++++++++++++");
avgRecall = avgRecall / count;
avgPrecision = avgPrecision / numPrecision;
avgFscore = avgFscore / count;
Console.WriteLine("Recall:" + avgRecall);
Console.WriteLine("Precision:" + avgPrecision);
Console.WriteLine("F-score:" + avgFscore);
Console.WriteLine("Time:" + totalTime);
}
}
}
}
Console.ReadLine();
}
