Merged window function, this is 10% faster and looks better

pull/68/head
Konstantin Gründger 2017-12-11 19:16:03 +01:00
rodzic 3956a11aa5
commit 5a31d902ab
1 zmienionych plików z 47 dodań i 61 usunięć

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@ -54,7 +54,22 @@ def update_takeoff_landing(session=None):
func.lead(AircraftBeacon.id).over(order_by=wo).label('id_next'),
AircraftBeacon.device_id,
func.lag(AircraftBeacon.device_id).over(order_by=wo).label('device_id_prev'),
func.lead(AircraftBeacon.device_id).over(order_by=wo).label('device_id_next')) \
func.lead(AircraftBeacon.device_id).over(order_by=wo).label('device_id_next'),
AircraftBeacon.timestamp,
func.lag(AircraftBeacon.timestamp).over(order_by=wo).label('timestamp_prev'),
func.lead(AircraftBeacon.timestamp).over(order_by=wo).label('timestamp_next'),
AircraftBeacon.location_wkt,
func.lag(AircraftBeacon.location_wkt).over(order_by=wo).label('location_wkt_prev'),
func.lead(AircraftBeacon.location_wkt).over(order_by=wo).label('location_wkt_next'),
AircraftBeacon.track,
func.lag(AircraftBeacon.track).over(order_by=wo).label('track_prev'),
func.lead(AircraftBeacon.track).over(order_by=wo).label('track_next'),
AircraftBeacon.ground_speed,
func.lag(AircraftBeacon.ground_speed).over(order_by=wo).label('ground_speed_prev'),
func.lead(AircraftBeacon.ground_speed).over(order_by=wo).label('ground_speed_next'),
AircraftBeacon.altitude,
func.lag(AircraftBeacon.altitude).over(order_by=wo).label('altitude_prev'),
func.lead(AircraftBeacon.altitude).over(order_by=wo).label('altitude_next')) \
.filter(AircraftBeacon.id == beacon_selection.c.id) \
.subquery()
@ -63,77 +78,48 @@ def update_takeoff_landing(session=None):
.filter(sq.c.device_id_prev == sq.c.device_id == sq.c.device_id_next) \
.subquery()
# Get timestamps, locations, tracks, ground_speeds and altitudes
prev_ab = aliased(AircraftBeacon, name="prev_ab")
lead_ab = aliased(AircraftBeacon, name="lead_ab")
# find possible takeoffs and landings
sq3 = session.query(
sq2.c.id,
sq2.c.id_prev,
sq2.c.id_next,
sq2.c.device_id,
sq2.c.device_id_prev,
sq2.c.device_id_next,
AircraftBeacon.timestamp,
prev_ab.timestamp.label('timestamp_prev'),
lead_ab.timestamp.label('timestamp_next'),
AircraftBeacon.location_wkt,
prev_ab.location_wkt.label('location_wkt_prev'),
lead_ab.location_wkt.label('location_wkt_next'),
AircraftBeacon.track,
prev_ab.track.label('track_prev'),
lead_ab.track.label('track_next'),
AircraftBeacon.ground_speed,
prev_ab.ground_speed.label('ground_speed_prev'),
lead_ab.ground_speed.label('ground_speed_next'),
AircraftBeacon.altitude,
prev_ab.altitude.label('altitude_prev'),
lead_ab.altitude.label('altitude_next')) \
.filter(and_(sq2.c.id == AircraftBeacon.id, sq2.c.id_prev == prev_ab.id, sq2.c.id_next == lead_ab.id)) \
.subquery()
# find possible takeoffs and landings
sq4 = session.query(
sq3.c.id,
sq3.c.timestamp,
case([(sq3.c.ground_speed > takeoff_speed, sq3.c.location_wkt_prev), # on takeoff we take the location from the previous fix because it is nearer to the airport
(sq3.c.ground_speed < landing_speed, sq3.c.location)]).label('location'),
case([(sq3.c.ground_speed > takeoff_speed, sq3.c.track),
(sq3.c.ground_speed < landing_speed, sq3.c.track_prev)]).label('track'), # on landing we take the track from the previous fix because gliders tend to leave the runway quickly
sq3.c.ground_speed,
sq3.c.altitude,
case([(sq3.c.ground_speed > takeoff_speed, True),
(sq3.c.ground_speed < landing_speed, False)]).label('is_takeoff'),
sq3.c.device_id) \
.filter(sq3.c.timestamp_next - sq3.c.timestamp_prev < timedelta(seconds=duration)) \
.filter(and_(func.ST_DFullyWithin(sq3.c.location, sq3.c.location_wkt_prev, radius),
func.ST_DFullyWithin(sq3.c.location, sq3.c.location_wkt_next, radius))) \
.filter(or_(and_(sq3.c.ground_speed_prev < takeoff_speed, # takeoff
sq3.c.ground_speed > takeoff_speed,
sq3.c.ground_speed_next > takeoff_speed),
and_(sq3.c.ground_speed_prev > landing_speed, # landing
sq3.c.ground_speed < landing_speed,
sq3.c.ground_speed_next < landing_speed))) \
sq2.c.timestamp,
case([(sq2.c.ground_speed > takeoff_speed, sq2.c.location_wkt_prev), # on takeoff we take the location from the previous fix because it is nearer to the airport
(sq2.c.ground_speed < landing_speed, sq2.c.location)]).label('location'),
case([(sq2.c.ground_speed > takeoff_speed, sq2.c.track),
(sq2.c.ground_speed < landing_speed, sq2.c.track_prev)]).label('track'), # on landing we take the track from the previous fix because gliders tend to leave the runway quickly
sq2.c.ground_speed,
sq2.c.altitude,
case([(sq2.c.ground_speed > takeoff_speed, True),
(sq2.c.ground_speed < landing_speed, False)]).label('is_takeoff'),
sq2.c.device_id) \
.filter(sq2.c.timestamp_next - sq2.c.timestamp_prev < timedelta(seconds=duration)) \
.filter(and_(func.ST_DFullyWithin(sq2.c.location, sq2.c.location_wkt_prev, radius),
func.ST_DFullyWithin(sq2.c.location, sq2.c.location_wkt_next, radius))) \
.filter(or_(and_(sq2.c.ground_speed_prev < takeoff_speed, # takeoff
sq2.c.ground_speed > takeoff_speed,
sq2.c.ground_speed_next > takeoff_speed),
and_(sq2.c.ground_speed_prev > landing_speed, # landing
sq2.c.ground_speed < landing_speed,
sq2.c.ground_speed_next < landing_speed))) \
.subquery()
# consider them if they are near a airport
sq5 = session.query(
sq4.c.timestamp,
sq4.c.track,
sq4.c.is_takeoff,
sq4.c.device_id,
sq4 = session.query(
sq3.c.timestamp,
sq3.c.track,
sq3.c.is_takeoff,
sq3.c.device_id,
Airport.id.label('airport_id')) \
.filter(and_(func.ST_DFullyWithin(sq4.c.location, Airport.location_wkt, airport_radius),
between(sq4.c.altitude, Airport.altitude - airport_delta, Airport.altitude + airport_delta))) \
.filter(and_(func.ST_DFullyWithin(sq3.c.location, Airport.location_wkt, airport_radius),
between(sq3.c.altitude, Airport.altitude - airport_delta, Airport.altitude + airport_delta))) \
.filter(between(Airport.style, 2, 5)) \
.subquery()
# consider them only if they are not already existing in db
takeoff_landing_query = session.query(sq5) \
takeoff_landing_query = session.query(sq4) \
.filter(~exists().where(
and_(TakeoffLanding.timestamp == sq5.c.timestamp,
TakeoffLanding.device_id == sq5.c.device_id,
TakeoffLanding.airport_id == sq5.c.airport_id)))
and_(TakeoffLanding.timestamp == sq4.c.timestamp,
TakeoffLanding.device_id == sq4.c.device_id,
TakeoffLanding.airport_id == sq4.c.airport_id)))
# ... and save them
ins = insert(TakeoffLanding).from_select((TakeoffLanding.timestamp,