Loading src/forecaster/service/Forecaster.py +11 −2 Original line number Diff line number Diff line Loading @@ -24,10 +24,19 @@ def compute_forecast(samples : pandas.DataFrame, kpi_id : KpiId) -> float: samples = samples[samples.kpi_id == kpi_uuid].copy() num_samples = samples.shape[0] if num_samples <= 0: MSG = 'KpiId({:s}): Wrong number of samples: {:d}' raise Exception(MSG.format(kpi_uuid, num_samples)) num_samples_test = math.ceil(num_samples / FORECAST_TO_HISTORY_RATIO) if num_samples_test <= 0: MSG = 'KpiId({:s}): Wrong number of test samples: {:d}' raise Exception(MSG.format(kpi_uuid, num_samples_test )) num_samples_train = num_samples - num_samples_test if num_samples_train <= 0: raise Exception('Wrong number of train samples: {:d}'.format(num_samples_train)) if num_samples_test <= 0: raise Exception('Wrong number of test samples: {:d}'.format(num_samples_test )) if num_samples_train <= 0: MSG = 'KpiId({:s}): Wrong number of train samples: {:d}' raise Exception(MSG.format(kpi_uuid, num_samples_train)) samples['timestamp'] = pandas.to_datetime(samples['timestamp']) - datetime(1970, 1, 1, tzinfo=timezone.utc) samples['timestamp'] = samples['timestamp'].dt.total_seconds() Loading src/forecaster/tests/test_unitary.py +4 −0 Original line number Diff line number Diff line Loading @@ -34,8 +34,12 @@ from .PrepareTestScenario import ( # pylint: disable=unused-import LOGGER = logging.getLogger(__name__) LOGGER.setLevel(logging.DEBUG) logging.getLogger('common.tests.InMemoryObjectDatabase').setLevel(logging.INFO) logging.getLogger('common.tests.InMemoryTimeSeriesDatabase').setLevel(logging.INFO) logging.getLogger('common.tests.MockServicerImpl_Context').setLevel(logging.INFO) logging.getLogger('common.tests.MockServicerImpl_Monitoring').setLevel(logging.INFO) logging.getLogger('context.client.ContextClient').setLevel(logging.INFO) logging.getLogger('monitoring.client.MonitoringClient').setLevel(logging.INFO) JSON_ADMIN_CONTEXT_ID = json_context_id(DEFAULT_CONTEXT_NAME) ADMIN_CONTEXT_ID = ContextId(**JSON_ADMIN_CONTEXT_ID) Loading Loading
src/forecaster/service/Forecaster.py +11 −2 Original line number Diff line number Diff line Loading @@ -24,10 +24,19 @@ def compute_forecast(samples : pandas.DataFrame, kpi_id : KpiId) -> float: samples = samples[samples.kpi_id == kpi_uuid].copy() num_samples = samples.shape[0] if num_samples <= 0: MSG = 'KpiId({:s}): Wrong number of samples: {:d}' raise Exception(MSG.format(kpi_uuid, num_samples)) num_samples_test = math.ceil(num_samples / FORECAST_TO_HISTORY_RATIO) if num_samples_test <= 0: MSG = 'KpiId({:s}): Wrong number of test samples: {:d}' raise Exception(MSG.format(kpi_uuid, num_samples_test )) num_samples_train = num_samples - num_samples_test if num_samples_train <= 0: raise Exception('Wrong number of train samples: {:d}'.format(num_samples_train)) if num_samples_test <= 0: raise Exception('Wrong number of test samples: {:d}'.format(num_samples_test )) if num_samples_train <= 0: MSG = 'KpiId({:s}): Wrong number of train samples: {:d}' raise Exception(MSG.format(kpi_uuid, num_samples_train)) samples['timestamp'] = pandas.to_datetime(samples['timestamp']) - datetime(1970, 1, 1, tzinfo=timezone.utc) samples['timestamp'] = samples['timestamp'].dt.total_seconds() Loading
src/forecaster/tests/test_unitary.py +4 −0 Original line number Diff line number Diff line Loading @@ -34,8 +34,12 @@ from .PrepareTestScenario import ( # pylint: disable=unused-import LOGGER = logging.getLogger(__name__) LOGGER.setLevel(logging.DEBUG) logging.getLogger('common.tests.InMemoryObjectDatabase').setLevel(logging.INFO) logging.getLogger('common.tests.InMemoryTimeSeriesDatabase').setLevel(logging.INFO) logging.getLogger('common.tests.MockServicerImpl_Context').setLevel(logging.INFO) logging.getLogger('common.tests.MockServicerImpl_Monitoring').setLevel(logging.INFO) logging.getLogger('context.client.ContextClient').setLevel(logging.INFO) logging.getLogger('monitoring.client.MonitoringClient').setLevel(logging.INFO) JSON_ADMIN_CONTEXT_ID = json_context_id(DEFAULT_CONTEXT_NAME) ADMIN_CONTEXT_ID = ContextId(**JSON_ADMIN_CONTEXT_ID) Loading