from __future__ import absolute_import from datetime import datetime from celery.utils.log import get_task_logger from ogn.collect.celery import app from sqlalchemy.sql import func from sqlalchemy import and_, or_, insert from sqlalchemy.sql.expression import case from ogn.model import AircraftBeacon, TakeoffLanding logger = get_task_logger(__name__) @app.task def compute_takeoff_and_landing(): takeoff_speed = 30 landing_speed = 30 # get last takeoff_landing time as starting point for the following search last_takeoff_landing_query = app.session.query(func.max(TakeoffLanding.timestamp)) last_takeoff_landing = last_takeoff_landing_query.one()[0] if last_takeoff_landing is None: last_takeoff_landing = datetime(2015, 1, 1, 0, 0, 0) # make a query with current, previous and next position, so we can detect takeoffs and landings sq = app.session.query( AircraftBeacon.address, func.lag(AircraftBeacon.address).over(order_by=and_(AircraftBeacon.address, AircraftBeacon.timestamp)).label('address_prev'), func.lead(AircraftBeacon.address).over(order_by=and_(AircraftBeacon.address, AircraftBeacon.timestamp)).label('address_next'), AircraftBeacon.timestamp, func.lag(AircraftBeacon.timestamp).over(order_by=and_(AircraftBeacon.address, AircraftBeacon.timestamp)).label('timestamp_prev'), func.lead(AircraftBeacon.timestamp).over(order_by=and_(AircraftBeacon.address, AircraftBeacon.timestamp)).label('timestamp_next'), AircraftBeacon.latitude, func.lag(AircraftBeacon.latitude).over(order_by=and_(AircraftBeacon.address, AircraftBeacon.timestamp)).label('latitude_prev'), func.lead(AircraftBeacon.latitude).over(order_by=and_(AircraftBeacon.address, AircraftBeacon.timestamp)).label('latitude_next'), AircraftBeacon.longitude, func.lag(AircraftBeacon.longitude).over(order_by=and_(AircraftBeacon.address, AircraftBeacon.timestamp)).label('longitude_prev'), func.lead(AircraftBeacon.longitude).over(order_by=and_(AircraftBeacon.address, AircraftBeacon.timestamp)).label('longitude_next'), AircraftBeacon.ground_speed, AircraftBeacon.track, func.lag(AircraftBeacon.track).over(order_by=and_(AircraftBeacon.address, AircraftBeacon.timestamp)).label('track_prev'), func.lead(AircraftBeacon.track).over(order_by=and_(AircraftBeacon.address, AircraftBeacon.timestamp)).label('track_next'), AircraftBeacon.ground_speed, func.lag(AircraftBeacon.ground_speed).over(order_by=and_(AircraftBeacon.address, AircraftBeacon.timestamp)).label('ground_speed_prev'), func.lead(AircraftBeacon.ground_speed).over(order_by=and_(AircraftBeacon.address, AircraftBeacon.timestamp)).label('ground_speed_next'), AircraftBeacon.altitude, func.lag(AircraftBeacon.altitude).over(order_by=and_(AircraftBeacon.address, AircraftBeacon.timestamp)).label('altitude_prev'), func.lead(AircraftBeacon.altitude).over(order_by=and_(AircraftBeacon.address, AircraftBeacon.timestamp)).label('altitude_next')) \ .filter(AircraftBeacon.timestamp > last_takeoff_landing) \ .order_by(func.date(AircraftBeacon.timestamp), AircraftBeacon.address, AircraftBeacon.timestamp) \ .subquery() # find takeoffs and landings (look at the trigger_speed) takeoff_landing_query = app.session.query( sq.c.address, sq.c.timestamp, sq.c.latitude, sq.c.longitude, sq.c.track, sq.c.ground_speed, sq.c.altitude, case([(sq.c.ground_speed > takeoff_speed, True), (sq.c.ground_speed < landing_speed, False)]).label('is_takeoff')) \ .filter(sq.c.address_prev == sq.c.address == sq.c.address_next) \ .filter(or_(and_(sq.c.ground_speed_prev < takeoff_speed, # takeoff sq.c.ground_speed > takeoff_speed, sq.c.ground_speed_next > takeoff_speed), and_(sq.c.ground_speed_prev > landing_speed, # landing sq.c.ground_speed < landing_speed, sq.c.ground_speed_next < landing_speed))) \ .order_by(func.date(sq.c.timestamp), sq.c.timestamp) # ... and save them ins = insert(TakeoffLanding).from_select((TakeoffLanding.address, TakeoffLanding.timestamp, TakeoffLanding.latitude, TakeoffLanding.longitude, TakeoffLanding.track, TakeoffLanding.ground_speed, TakeoffLanding.altitude, TakeoffLanding.is_takeoff), takeoff_landing_query) app.session.execute(ins) app.session.commit()