private void ProcessClassificationDocument(MdbDocument document, InferencePropertyBag classificationDiagnostics, ModelVersionSelector.ModelVersionInfo versionInfo, DocumentProcessingContext processingContext, MdbInferenceRecipient ownerAsInferenceRecipient, ModelVersionBreadCrumb breadCrumb, VariantConfigurationSnapshot flightFeatures, object uniqueBodyWords, bool?conversationLoadRequired)
{
document.SetProperty(InferenceSchema.MailboxOwner, ownerAsInferenceRecipient);
document.SetProperty(InferenceSchema.ClassificationDiagnostics, classificationDiagnostics);
document.SetProperty(InferenceSchema.ModelVersionToLoad, versionInfo);
document.SetProperty(InferenceSchema.ModelVersionBreadCrumb, breadCrumb);
if (conversationLoadRequired != null)
{
document.SetProperty(InferenceSchema.ConversationLoadRequired, conversationLoadRequired);
}
if (flightFeatures != null)
{
document.SetProperty(InferenceSchema.UserFlightFeatures, flightFeatures);
}
if (uniqueBodyWords != null)
{
document.SetProperty(InferenceSchema.UniqueBodyWords, uniqueBodyWords);
}
this.pipeline.ProcessDocument(document, processingContext);
}
private void ProcessClassificationDocumentForComparisonModel(MdbDocument comparisonDocument, InferencePropertyBag comparisonDiagnostics, int comparisonVersion, MdbDocument classificationDocument, InferencePropertyBag classificationDiagnostics, Dictionary <OrderedFeatureSet, FeatureValues> cachedFeatureValues, DocumentProcessingContext processingContext, MdbInferenceRecipient ownerAsInferenceRecipient, ModelVersionBreadCrumb breadCrumb, VariantConfigurationSnapshot flightFeatures, object uniqueBodyWords, bool?conversationLoadRequired)
{
try
{
object obj;
if (classificationDiagnostics.TryGetValue(InferenceSchema.MessageClassificationTime, out obj))
{
comparisonDiagnostics.Add(InferenceSchema.MessageClassificationTime, obj);
}
if (classificationDiagnostics.TryGetValue(DocumentSchema.MailboxId, out obj))
{
comparisonDiagnostics.Add(DocumentSchema.MailboxId, obj);
}
if (classificationDiagnostics.TryGetValue(InferenceSchema.InternetMessageId, out obj))
{
comparisonDiagnostics.Add(InferenceSchema.InternetMessageId, obj);
}
if (classificationDiagnostics.TryGetValue(InferenceSchema.MessageIdentifier, out obj))
{
comparisonDiagnostics.Add(InferenceSchema.MessageIdentifier, obj);
}
if (classificationDocument.TryGetProperty(InferenceSchema.IsNewConversation, out obj))
{
comparisonDocument.SetProperty(InferenceSchema.IsNewConversation, obj);
}
if (classificationDocument.TryGetProperty(InferenceSchema.ConversationClutterInformation, out obj))
{
comparisonDocument.SetProperty(InferenceSchema.ConversationClutterInformation, obj);
}
if (classificationDocument.TryGetProperty(InferenceSchema.ConversationImportanceProperties, out obj))
{
comparisonDocument.SetProperty(InferenceSchema.ConversationImportanceProperties, obj);
}
comparisonDocument.SetProperty(InferenceSchema.SkipConversationExtraction, true);
bool flag = false;
OrderedFeatureSet featureSet = ModelConfiguration.GetModelVersionConfiguration(comparisonVersion).FeatureSet;
if (cachedFeatureValues.ContainsKey(featureSet))
{
comparisonDocument.SetProperty(InferenceSchema.ImportanceFeatureValues, cachedFeatureValues[featureSet]);
comparisonDocument.SetProperty(InferenceSchema.SkipFeatureVectorCalculation, true);
flag = true;
}
comparisonDocument.SetProperty(InferenceSchema.SkipFeatureVectorPersistance, true);
comparisonDocument.SetProperty(InferenceSchema.SkipPredictedActionsPersistance, true);
this.ProcessClassificationDocument(comparisonDocument, comparisonDiagnostics, new ModelVersionSelector.ModelVersionInfo(comparisonVersion, false), processingContext, ownerAsInferenceRecipient, breadCrumb, flightFeatures, uniqueBodyWords, conversationLoadRequired);
if (!flag && comparisonDocument.TryGetProperty(InferenceSchema.ImportanceFeatureValues, out obj))
{
cachedFeatureValues[featureSet] = (FeatureValues)obj;
}
}
catch (Exception ex)
{
if (ex is OutOfMemoryException || ex is StackOverflowException || ex is ThreadAbortException)
{
throw;
}
comparisonDiagnostics.Add(InferenceSchema.ClassificationAgentException, ex);
}
}
internal bool RunClassificationPipeline(StoreDriverDeliveryEventArgsImpl argsImpl, InferencePropertyBag classificationDiagnostics, VariantConfigurationSnapshot flightFeatures, out MdbDocument document, out bool isClutter, out ConversationClutterInformation conversationClutterInformation)
{
document = null;
isClutter = false;
conversationClutterInformation = null;
InferenceClassificationAgent.tracer.TraceDebug((long)this.GetHashCode(), "Processing incoming message");
ModelVersionBreadCrumb breadCrumb = ClutterUtilities.GetModelVersionBreadCrumb(argsImpl.MailboxSession);
ModelVersionSelector versionSelector = new ModelVersionSelector(this.modelConfiguration, breadCrumb, delegate(string str)
{
this.diagnosticsSession.TraceDebug(str, new object[0]);
});
if (versionSelector.ClassificationModelVersion.Version == -2147483648)
{
classificationDiagnostics.Add(InferenceSchema.ClassificationStatus, InferenceClassificationAgentLogger.Status.Skipped);
classificationDiagnostics.Add(InferenceSchema.ClassificationStatusMessage, "ClassificationModelNotFound");
return(false);
}
MdbInferenceRecipient ownerAsInferenceRecipient;
if (string.Equals(argsImpl.MailboxSession.MailboxOwner.MailboxInfo.DisplayName, argsImpl.MailboxSession.MailboxOwner.LegacyDn, StringComparison.OrdinalIgnoreCase))
{
ownerAsInferenceRecipient = new MdbInferenceRecipient(argsImpl.MailboxSession.MailboxOwner, argsImpl.MailboxSession.Culture, argsImpl.MailboxOwner.DisplayName);
}
else
{
ownerAsInferenceRecipient = new MdbInferenceRecipient(argsImpl.MailboxSession.MailboxOwner, argsImpl.MailboxSession.Culture, null);
}
bool?conversationLoadRequired = null;
if (argsImpl.SharedPropertiesBetweenAgents != null && argsImpl.SharedPropertiesBetweenAgents.ContainsKey(ItemSchema.ConversationLoadRequiredByInference))
{
conversationLoadRequired = new bool?((bool)argsImpl.SharedPropertiesBetweenAgents[ItemSchema.ConversationLoadRequiredByInference]);
}
DocumentProcessingContext processingContext = new DocumentProcessingContext(argsImpl.MailboxSession);
MdbCompositeItemIdentity mdbCompositeItemIdentity = new MdbCompositeItemIdentity(argsImpl.MailboxSession.MdbGuid, argsImpl.MailboxSession.MailboxGuid, StoreObjectId.DummyId, 1);
MdbInMemoryDocumentAdapter mdbInMemoryDocumentAdapter = new MdbInMemoryDocumentAdapter(mdbCompositeItemIdentity, argsImpl.ReplayItem, MdbInferencePropertyMap.Instance);
document = new MdbDocument(mdbCompositeItemIdentity, DocumentOperation.Insert, mdbInMemoryDocumentAdapter);
object uniqueBodyWords;
document.TryGetProperty(InferenceSchema.UniqueBodyWordsFromProvider, out uniqueBodyWords);
this.ProcessClassificationDocument(document, classificationDiagnostics, versionSelector.ClassificationModelVersion, processingContext, ownerAsInferenceRecipient, breadCrumb, flightFeatures, uniqueBodyWords, conversationLoadRequired);
IItem inMemoryItem = mdbInMemoryDocumentAdapter.InMemoryItem;
if (inMemoryItem == null)
{
InferenceClassificationAgent.tracer.TraceError((long)this.GetHashCode(), "The InMemoryItem of the inMemDocAdapter was null");
classificationDiagnostics.Add(InferenceSchema.ClassificationStatus, InferenceClassificationAgentLogger.Status.Skipped);
classificationDiagnostics.Add(InferenceSchema.ClassificationStatusMessage, "InMemoryItemNull");
return(false);
}
object obj;
if (document.TryGetProperty(InferenceSchema.ConversationClutterInformation, out obj))
{
conversationClutterInformation = (obj as ConversationClutterInformation);
}
classificationDiagnostics.Add(InferenceSchema.ConversationClutterInformation, conversationClutterInformation);
classificationDiagnostics.Add(InferenceSchema.MarkedAsBulk, InferenceClassificationAgent.IsBulkMail(argsImpl, argsImpl.MailboxOwner));
isClutter = document.GetProperty <bool>(InferenceSchema.ComputedClutterValue);
foreach (StorePropertyDefinition propertyDefinition in InferenceClassificationAgent.PropertiesToReplicate)
{
InferenceClassificationAgent.CopyIfValid(propertyDefinition, inMemoryItem, argsImpl.PropertiesForAllMessageCopies);
}
if (this.classificationComparisonLogger != null && flightFeatures != null && flightFeatures.Inference.InferenceModelComparison.Enabled)
{
IEnumerable <int> enumerable = from entry in versionSelector.TrainingModelVersions
where entry.Version != versionSelector.ClassificationModelVersion.Version && (breadCrumb.Contains((short)entry.Version, ModelVersionBreadCrumb.VersionType.Ready) || breadCrumb.Contains((short)entry.Version, ModelVersionBreadCrumb.VersionType.NotReady))
select entry.Version;
if (enumerable != null && enumerable.Any <int>())
{
Dictionary <OrderedFeatureSet, FeatureValues> dictionary = new Dictionary <OrderedFeatureSet, FeatureValues>();
dictionary.Add(ModelConfiguration.GetModelVersionConfiguration(versionSelector.ClassificationModelVersion.Version).FeatureSet, document.GetProperty <FeatureValues>(InferenceSchema.ImportanceFeatureValues));
this.classificationComparisonLogger.LogModelComparisonData(document, classificationDiagnostics);
foreach (int comparisonVersion in enumerable)
{
MdbDocument mdbDocument = new MdbDocument(mdbCompositeItemIdentity, DocumentOperation.Insert, mdbInMemoryDocumentAdapter);
InferencePropertyBag inferencePropertyBag = new InferencePropertyBag();
this.ProcessClassificationDocumentForComparisonModel(mdbDocument, inferencePropertyBag, comparisonVersion, document, classificationDiagnostics, dictionary, processingContext, ownerAsInferenceRecipient, breadCrumb, flightFeatures, uniqueBodyWords, conversationLoadRequired);
this.classificationComparisonLogger.LogModelComparisonData(mdbDocument, inferencePropertyBag);
}
}
}
return(true);
}
