@Override
public void Test() throws Exception {
int bestId = this.GetBestTrainRun();
EvalResultSet bestResult = this.trainResultsMap.GetBestResult();
AbstractParameterDictionary bestParams = this.trainResultsMap.GetParams(bestId);
String outputDirPath = this.inputParameters.GetStringValue("outputDir");
File wdFile = new File(outputDirPath, "test_fold_" + this.GetFoldId() + "winDiff.txt");
if (this.inputParameters.GetBooleanValue("useWDPerLevel") != null
&& this.inputParameters.GetBooleanValue("useWDPerLevel").booleanValue() == true)
bestParams.SetValue("wdPerLevelPath", wdFile.getCanonicalPath());
HierarchicalAPSSimpleRun testHierRun = new HierarchicalAPSSimpleRun();
testHierRun.Init(bestParams);
testHierRun.SetInputFiles(this.GetTestFiles());
testHierRun.ComputePreliminaryFrequencies(null);
EvalResultSet curResult = testHierRun.Evaluate(bestParams);
// EvalResultSet curResult = this.GenerateRandomValues(this.GetTestFiles());
this.testResultsMap.AddEntry(curResult, bestParams);
}
@Override
public void Train() throws Exception {
ArrayList<Double> winRatios = this.inputParameters.GetNumericList("windowRatio");
ArrayList<Boolean> useSegmDfs = this.inputParameters.GetBooleanList("useSegmentDf");
ArrayList<Boolean> useWeightedTfs = this.inputParameters.GetBooleanList("useWeightedTf");
ArrayList<Double> numSegms = this.inputParameters.GetNumericList("numTFIDFsegments");
ArrayList<Boolean> smoothValues = this.inputParameters.GetBooleanList("smoothing");
ArrayList<Double> smoothingWindows = this.inputParameters.GetNumericList("smoothingWindow");
ArrayList<Double> smoothingAlphas = this.inputParameters.GetNumericList("smoothingAlpha");
ArrayList<Double> damps = this.inputParameters.GetNumericList("damping");
ArrayList<Double> prefs0 = this.inputParameters.GetNumericList("preference_level0");
ArrayList<Double> prefs1 = this.inputParameters.GetNumericList("preference_level1");
ArrayList<Double> prefs2 = this.inputParameters.GetNumericList("preference_level2");
Boolean useDf = new Boolean(false);
HierarchicalAPSSimpleRun hierRun = new HierarchicalAPSSimpleRun();
hierRun.Init(inputParameters);
hierRun.SetInputFiles(this.devFiles);
hierRun.ComputePreliminaryFrequencies(null);
for (Double windowRatio : winRatios) {
Boolean unsmoothedRun = false;
for (Boolean curSmooth : smoothValues) {
for (Double curPref0 : prefs0) {
for (Double curPref1 : prefs1) {
for (Double curPref2 : prefs2) {
for (Double curDamp : damps) {
for (Double parzenAlpha : smoothingAlphas) {
for (Double parzenWindow : smoothingWindows) {
APSParameterDictionary curParams =
(APSParameterDictionary) this.inputParameters.clone();
// alter parameters
curParams.SetValue("isHier", new Boolean(true));
curParams.SetValue("smoothing", curSmooth);
curParams.SetValue("smoothingAlpha", parzenAlpha);
curParams.SetValue("smoothingWindow", parzenWindow);
curParams.SetValue("useSegmentDf", useDf);
curParams.SetValue("windowRatio", windowRatio);
curParams.SetValue("preference_level0", curPref0);
curParams.SetValue("preference_level1", curPref1);
curParams.SetValue("preference_level2", curPref2);
curParams.SetValue("damping", curDamp);
System.out.println("***Parameters on this iteration:");
curParams.PrintParametersInUse();
EvalResultSet curResult = hierRun.Evaluate(curParams);
// System.gc(); //free memory
// EvalResultSet curResult =
// this.GenerateRandomValues(this.GetDevFiles());
this.trainResultsMap.AddEntry(curResult, curParams);
} // end parzenWindow
} // end parzenAlpha
} // end curDamp
}
}
}
} // pref0
}
}