def cluster(self, messages, appDatas):
if messages is None:
raise TypeError("Messages cannot be None")
if appDatas is None:
raise TypeError("AppDatas cannot be None")
if len(messages) == 0:
raise TypeError("There should be at least one message.")
if len(appDatas) == 0:
raise TypeError("There should be at least one applicative data.")
for m in messages:
if not isinstance(m, AbstractMessage):
raise TypeError("At least one message ({0}) is not an AbstractMessage.".format(str(m)))
for appData in appDatas:
if not isinstance(appData, ApplicativeData):
raise TypeError("At least one applicative data ({0}) is not an instance of ApplicativeData.".format(str(appData)))
labels = dict()
for appData in appDatas:
labels[appData.value] = appData.name
idMessages = dict()
for message in messages:
idMessages[message.id] = message
messagesPerAppData = dict()
for message in messages:
messagesPerAppData[message] = set()
searchEngine = SearchEngine()
searchResults = searchEngine.searchDataInMessages([appData.value for appData in appDatas], messages, inParallel=True, dataLabels=labels)
for result in searchResults:
searchTask = result.searchTask
message = searchTask.properties['message']
label = searchTask.properties['label']
if label not in list(labels.values()):
raise ValueError("Found label ({0}) in a result cannot be identified in the original list of searched labels.".format(label))
if message.id not in list(idMessages.keys()):
raise ValueError("Found message ({0}) cannot be identified in the original list of searched messages.".format(message.id))
messagesPerAppData[idMessages[message.id]].add(label)
# Build clusters
clusters = dict()
for message, labelsInMessage in list(messagesPerAppData.items()):
strAppDatas = ';'.join(sorted(labelsInMessage))
if len(strAppDatas) == 0:
strAppDatas = None
if strAppDatas in list(clusters.keys()):
clusters[strAppDatas].append(message)
else:
clusters[strAppDatas] = [message]
# Build Symbols
symbols = [Symbol(name=strAppDatas, messages=msgs) for strAppDatas, msgs in list(clusters.items())]
return symbols
