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import config
import detectors
import logging
logger = logging.getLogger('AnalyticUnitWorker')
class AnalyticUnitWorker:
def __init__(self, analytic_unit_id: str, detector: detectors.Detector):
self.analytic_unit_id = analytic_unit_id
self.detector = detector
async def do_learn(self, analytic_unit_id, payload) -> None:
pattern = payload['pattern']
segments = payload['segments']
data = payload['data'] # [time, value][]
await self.detector.train(data, segments)
async def do_predict(self, analytic_unit_id, payload):
pattern = payload['pattern']
data = payload['data'] # [time, value][]
detector = self.get_detector(analytic_unit_id, pattern)
segments, last_prediction_time = await detector.predict(data)
return {
'segments': segments,
'lastPredictionTime': last_prediction_time
}