public IPlaneContext ExecutePlaneMethod(IPlaneContext inputContext, ExperimentModelExecutionContext generalContext, ILogBuilder logger)
{
//if (generalContext == null)
//{
// generalContext = new PlanesMethodContext();
//}
IEntityPlaneContext entityInputContext = inputContext as IEntityPlaneContext;
ICorpusPlaneContext entityContext = EntityMethod.ExecutePlaneMethod(inputContext, generalContext, logger) as ICorpusPlaneContext;
IVectorPlaneContext corpusContext = CorpusMethod.ExecutePlaneMethod(entityContext, generalContext, logger) as IVectorPlaneContext;
IFeaturePlaneContext vectorContext = VectorMethod.ExecutePlaneMethod(corpusContext, generalContext, logger) as IFeaturePlaneContext;
IFeaturePlaneContext featureContext = FeatureMethod.ExecutePlaneMethod(vectorContext, generalContext, logger) as IFeaturePlaneContext;
// --- the results reporting
var evaluationMetrics = generalContext.truthTable.EvaluateTestResultsToMetricSet(featureContext.testResults, generalContext.runName + "-" + notes.folder.name, logger);
DataTableTypeExtended <classificationEval> inclassEvalTable = new DataTableTypeExtended <classificationEval>("inclass_evaluation", "Test results, per class");
evaluationMetrics.GetAllEntries().ForEach(x => inclassEvalTable.AddRow(x));
inclassEvalTable.AddRow(evaluationMetrics.GetSummary("Sum"));
notes.SaveDataTable(inclassEvalTable, notes.folder_classification);
classificationReport averagedReport = new classificationReport(evaluationMetrics, generalContext.averagingMethod);
averagedReport.Classifier = FeatureMethod.classifier.name;
averagedReport.saveObjectToXML(notes.folder_classification.pathFor(averagedReport.Name + ".xml", imbSCI.Data.enums.getWritableFileMode.overwrite, "Serialized classification evaluation results summary"));
generalContext.testSummaries.Add(averagedReport);
averagedReport.ReportToLog(notes);
featureContext.provider.Dispose();
EntityMethod.CacheProvider.Dispose();
return(generalContext);
}
/// <summary>
/// Executes the plane method, invoking contained functions according to the settings
/// </summary>
/// <param name="inputContext">The input context - related to this plane.</param>
/// <param name="generalContext">General execution context, attached to the <see cref="T:imbNLP.Toolkit.Planes.PlanesMethodDesign" /></param>
/// <param name="logger">The logger.</param>
/// <returns>
/// Retur
/// </returns>
public IPlaneContext ExecutePlaneMethod(IPlaneContext inputContext, ExperimentModelExecutionContext generalContext, ILogBuilder logger)
{
if (notes != null)
{
notes.logStartPhase("[1] Entity Plane - execution", "");
}
IEntityPlaneContext context = inputContext as IEntityPlaneContext;
CorpusPlaneContext outputContext = new CorpusPlaneContext();
outputContext.provider.StoreAndReceive(context);
outputContext.dataset = context.dataset;
// ---------------- rendering procedure
Dictionary <WebSiteDocumentsSet, List <TextDocumentSet> > renderIndex = new Dictionary <WebSiteDocumentsSet, List <TextDocumentSet> >();
Dictionary <string, SpaceLabel> labels = new Dictionary <string, SpaceLabel>();
Dictionary <WebSiteDocuments, TextDocumentSet> sitesToRenders = new Dictionary <WebSiteDocuments, TextDocumentSet>();
Dictionary <String, WebSiteDocuments> inputSites = new Dictionary <string, WebSiteDocuments>();
Dictionary <String, TextDocumentSet> inputTextRenders = new Dictionary <string, TextDocumentSet>();
Dictionary <WebSiteDocuments, List <SpaceLabel> > inputSiteVsLabels = new Dictionary <WebSiteDocuments, List <SpaceLabel> >();
Int32 c = 0;
// rendering
foreach (WebSiteDocumentsSet docSet in context.dataset)
{
if (docSet.name.isNullOrEmpty() || docSet.name == SpaceLabel.UNKNOWN)
{
outputContext.space.label_unknown = new SpaceLabel(SpaceLabel.UNKNOWN);
labels.Add(SpaceLabel.UNKNOWN, outputContext.space.label_unknown);
}
else
{
SpaceLabel lab = new SpaceLabel(docSet.name);
labels.Add(lab.name, lab);
outputContext.space.labels.Add(lab);
}
String datasetSignature = context.dataset.GetDataSetSignature();
// ---- render
List <TextDocumentSet> textSetForLabel = new List <TextDocumentSet>();
if (CacheProvider.IsReady)
{
foreach (WebSiteDocuments site in docSet)
{
TextDocumentSet tds = CacheProvider.GetCached <TextDocumentSet>(setupSignature, datasetSignature, site.domain);
if (tds == null)
{
tds = render.RenderSiteDocuments(site, logger);
CacheProvider.SetCached(setupSignature, datasetSignature, tds.name, tds);
}
else
{
tds.name = site.domain;
}
textSetForLabel.Add(tds);
}
}
else
{
textSetForLabel = render.RenderDocumentSet(docSet, logger);
foreach (TextDocumentSet ws in textSetForLabel)
{
CacheProvider.SetCached(setupSignature, datasetSignature, ws.name, ws);
}
}
// // <--- performs the rendering
textSetForLabel.ForEach(x => inputTextRenders.Add(x.name, x));
// --- rest of indexing
docSet.ForEach(x => inputSites.Add(x.domain, x));
renderIndex.Add(docSet, textSetForLabel);
foreach (WebSiteDocuments site in docSet)
{
inputSiteVsLabels.Add(site, new List <SpaceLabel>());
inputSiteVsLabels[site].Add(labels[docSet.name]);
c++;
}
}
if (notes != null)
{
notes.log("Text document for [" + c + "] entities created");
}
// tmp index
foreach (String key in inputSites.Keys)
{
sitesToRenders.Add(inputSites[key], inputTextRenders[key]);
}
// page in site filtering
if (filter.IsEnabled)
{
Dictionary <WebSiteDocuments, TextDocumentSet> renderIndexFiltered = new Dictionary <WebSiteDocuments, TextDocumentSet>();
filter.Learn(inputTextRenders.Values);
foreach (KeyValuePair <WebSiteDocuments, TextDocumentSet> pair in sitesToRenders)
{
renderIndexFiltered.Add(pair.Key, filter.FilterDocumentSet(pair.Value));
}
sitesToRenders = renderIndexFiltered;
}
Dictionary <String, TextDocumentSet> TextDocumentsByDomainName = new Dictionary <string, TextDocumentSet>();
foreach (var pair in sitesToRenders)
{
TextDocumentsByDomainName.Add(pair.Key.domain, pair.Value);
}
// blending pages into single page per web site
// DoBlendPagesIntoSingleEntity = blender.options.HasFlag(DocumentBlenderFunctionOptions.separatePages);
Boolean keepSeparated = blender.DoKeepPagesSeparated;
foreach (var pair in renderIndex)
{
foreach (TextDocumentSet entitySet in pair.Value)
{
TextDocumentSet selectedTexts = TextDocumentsByDomainName[entitySet.name];
WebSiteDocuments web = inputSites[entitySet.name];
IEnumerable <string> label = inputSiteVsLabels[web].Select(x => x.name);
if (keepSeparated)
{
// filter function
TextDocument doc = blender.blendToTextDocument(selectedTexts);
doc.labels.AddRange(label);
outputContext.corpus_documents.Add(doc);
}
else
{
var docs = blender.blendToSeparateTextDocuments(selectedTexts); //blender.blendToTextDocument(selectedTexts);
foreach (TextDocument doc in docs)
{
doc.labels.AddRange(label);
outputContext.corpus_documents.Add(doc);
}
}
}
}
if (notes != null)
{
notes.logEndPhase();
}
return(outputContext);
}
