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add difinition to prepare_data

pull/1/head
Coin de Gamma 6 years ago
parent
commit
8e086f0473
  1. 10
      analytics/analytics/analytic_unit_manager.py

10
analytics/analytics/analytic_unit_manager.py

@ -11,12 +11,14 @@ from models import ModelCache
logger = log.getLogger('AnalyticUnitManager') logger = log.getLogger('AnalyticUnitManager')
WORKERS_EXECUTORS = 20 WORKERS_EXECUTORS = 2
AnalyticUnitId = str AnalyticUnitId = str
def get_detector_by_type(detector_type: str, analytic_unit_type: str, analytic_unit_id: AnalyticUnitId) -> detectors.Detector: def get_detector_by_type(
detector_type: str, analytic_unit_type: str, analytic_unit_id: AnalyticUnitId
) -> detectors.Detector:
if detector_type == 'pattern': if detector_type == 'pattern':
return detectors.PatternDetector(analytic_unit_type, analytic_unit_id) return detectors.PatternDetector(analytic_unit_type, analytic_unit_id)
elif detector_type == 'threshold': elif detector_type == 'threshold':
@ -24,12 +26,12 @@ def get_detector_by_type(detector_type: str, analytic_unit_type: str, analytic_u
raise ValueError('Unknown detector type "%s"' % detector_type) raise ValueError('Unknown detector type "%s"' % detector_type)
def prepare_data(data: list): def prepare_data(data: list) -> pd.DataFrame:
""" """
Takes list Takes list
- converts it into pd.DataFrame, - converts it into pd.DataFrame,
- converts 'timestamp' column to pd.Datetime, - converts 'timestamp' column to pd.Datetime,
- subtracts min value from dataset - subtracts min value from the dataset
""" """
data = pd.DataFrame(data, columns=['timestamp', 'value']) data = pd.DataFrame(data, columns=['timestamp', 'value'])
data['timestamp'] = pd.to_datetime(data['timestamp'], unit='ms') data['timestamp'] = pd.to_datetime(data['timestamp'], unit='ms')

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