def post(self, request):
serializer = ThresholdSerializer(data=request.data)
if serializer.is_valid():
try:
data = {}
settings = get_settings(request)
dataset_series_json = serializer.validated_data[
'dataset_series_json']
threshold = serializer.validated_data['threshold']
upper_boundary = serializer.validated_data['upper_boundary']
data_series, info = get_updated_dataset_series_for_threshold_json(
dataset_series_json, threshold, upper_boundary, settings)
data['series'] = data_series['series']
data['info'] = info
return Response(data)
except Exception as e:
logging.debug(e)
return exception_message_response(e)
else:
return Response({}, status=status.HTTP_400_BAD_REQUEST)
def post(self, request, dataset_id):
try:
serializer = IsolationForestSerializer(context={
'dataset_selected': dataset_id,
'request': request
},
data=request.data)
if serializer.is_valid():
df_from_json, df_class_from_json = get_datasets_from_json(
serializer.validated_data['dataset_series_json'])
try:
data = {}
settings = get_settings(request)
data_series, info = isolation_forest_detection(
df_from_json, df_class_from_json,
serializer.validated_data, settings)
data['series'] = data_series
data['info'] = info
return Response(data)
except Exception as e:
logging.debug(e)
return exception_message_response(e)
else:
return Response({'form_errors': serializer.errors},
status=status.HTTP_400_BAD_REQUEST)
except DataSet.DoesNotExist:
messages.error(request, dataset_not_found_msg(dataset_id))
return redirect('vadetisweb:index')