def rooftop_facilities() -> None:
session = SessionLocal()
for state_map in STATE_NETWORK_REGION_MAP:
state_rooftop_code = "{}_{}_{}".format(
ROOFTOP_CODE,
state_map["network"].upper(),
state_map["state"].upper(),
)
rooftop_station = session.query(Station).filter_by(
code=state_rooftop_code).one_or_none()
if not rooftop_station:
logger.info("Creating new station {}".format(state_rooftop_code))
rooftop_station = Station(code=state_rooftop_code, )
rooftop_station.name = "Rooftop Solar {}".format(state_map["state"])
rooftop_station.description = "Solar rooftop facilities for {}".format(
state_map["state"])
rooftop_station.approved = False
rooftop_station.approved_by = ""
rooftop_station.created_by = "opennem.importer.rooftop"
if not rooftop_station.location:
rooftop_station.location = Location(state=state_map["state"])
rooftop_fac = session.query(Facility).filter_by(
code=state_rooftop_code).one_or_none()
if not rooftop_fac:
logger.info("Creating new facility {}".format(state_rooftop_code))
rooftop_fac = Facility(code=state_rooftop_code)
network = state_map["network"]
# map to separate AEMO rooftop network
if network.upper() == "NEM":
network = "AEMO_ROOFTOP"
rooftop_fac.network_id = network
rooftop_fac.network_region = state_map["network_region"]
rooftop_fac.fueltech_id = "solar_rooftop"
rooftop_fac.status_id = "operating"
rooftop_fac.active = True
rooftop_fac.dispatch_type = DispatchType.GENERATOR
rooftop_fac.approved_by = "opennem.importer.rooftop"
rooftop_fac.created_by = "opennem.importer.rooftop"
rooftop_station.facilities.append(rooftop_fac)
session.add(rooftop_fac)
session.add(rooftop_station)
session.commit()
def opennem_init() -> None:
session = SessionLocal()
station_data = load_data("opennem_stations.json", from_project=True)
stations = StationSet()
for s in station_data:
stations.add_dict(s)
for station in stations:
logger.debug("Adding station: {}".format(station.code))
station_model = session.query(Station).filter_by(
code=station.code).one_or_none()
if not station_model:
station_model = Station(code=station.code)
station_model.approved = True
station_model.approved_at = datetime.now()
station_model.approved_by = "opennem.init"
station_model.created_by = "opennem.init"
station_model.description = station.description
station_model.name = station.name
station_model.network_name = station.network_name
if not station_model.location:
station_model.location = Location()
if station.location:
station_model.location.locality = station.location.locality
station_model.location.state = station.location.state
station_model.location.postcode = station.location.postcode
station_model.location.country = station.location.country
if station.location.lat and station.location.lng:
station_model.location.geom = "SRID=4326;POINT({} {})".format(
station.location.lng, station.location.lat)
for fac in station.facilities:
facility_model = (session.query(Facility).filter_by(
code=fac.code).filter_by(
network_id=fac.network.code).one_or_none())
if not facility_model:
facility_model = Facility(code=fac.code,
network_id=fac.network.code)
facility_model.network_region = fac.network_region
facility_model.fueltech_id = fac.fueltech.code
facility_model.status_id = fac.status.code
facility_model.dispatch_type = fac.dispatch_type
facility_model.capacity_registered = fac.capacity_registered
facility_model.registered = fac.registered
facility_model.unit_id = fac.unit_id
facility_model.unit_number = fac.unit_number
facility_model.unit_alias = fac.unit_alias
facility_model.unit_capacity = fac.unit_capacity
facility_model.emissions_factor_co2 = fac.emissions_factor_co2
facility_model.approved = fac.approved
facility_model.approved_by = fac.approved_by
facility_model.created_by = "opennem.init"
facility_model.approved_by = "opennem.init"
session.add(facility_model)
station_model.facilities.append(facility_model)
logger.debug(" => Added facility {}".format(fac.code))
print(station_model)
session.add(station_model)
session.commit()
def process_item(self, item, spider=None):
s = self.session()
records_updated = 0
records_created = 0
for record in item:
created = False
participant_code = normalize_duid(
record["facilities"][0]["PARTICIPANTID"])
# Step 1. Find participant by code or create
participant = (s.query(ParticipantModel).filter(
ParticipantModel.code == participant_code).one_or_none())
if not participant:
participant = ParticipantModel(
code=participant_code,
network_code=participant_code,
created_by="au.nem.mms.dudetail_summary",
)
logger.debug("Created participant {}".format(participant_code))
else:
participant.updated_by = "au.nem.mms.dudetail_summary"
# Step 3. now create the facilities and associate
for facility_record in record["facilities"]:
duid = normalize_duid(facility_record["DUID"])
station_code = facility_map_station(
duid, normalize_duid(record["id"]))
network_region = normalize_aemo_region(
facility_record["REGIONID"])
date_start = facility_record["date_start"]
date_end = facility_record["date_end"]
facility_state = "retired"
# Step 2. Find station or create
station = (s.query(Station).filter(
Station.network_code == station_code).one_or_none())
if not station:
station = Station(
code=station_code,
network_code=station_code,
network_id="NEM",
created_by="au.nem.mms.dudetail_summary",
)
logger.debug("Created station {}".format(station_code))
else:
station.updated_by = "au.nem.mms.dudetail_summary"
station.participant = participant
if date_end == None:
facility_state = "operating"
if not "DISPATCHTYPE" in facility_record:
logger.error(
"MMS dudetailsummary: Invalid record: {}".format(
facility_record))
continue
dispatch_type = parse_dispatch_type(
facility_record["DISPATCHTYPE"])
facility = (s.query(Facility).filter(
Facility.network_code == duid).one_or_none())
if not facility:
facility = Facility(
code=duid,
network_code=duid,
dispatch_type=dispatch_type,
created_by="au.nem.mms.dudetail_summary",
)
records_created += 1
created = True
else:
facility.updated_by = "au.nem.mms.dudetail_summary"
records_updated += 1
facility.network_region = network_region
facility.deregistered = date_end
facility.registered = date_start
facility.status_id = facility_state
if not facility.dispatch_type:
facility.dispatch_type = dispatch_type
# Associations
facility_station_id = facility_map_station(duid, station.id)
facility.station_id = station.id
try:
s.add(facility)
s.commit()
except Exception as e:
logger.error(e)
logger.debug(
"MMS DudetailSummary:{} facility record with id {}".format(
"Created" if created else "Updated", duid))
logger.info(
"MMS DudetailSummary: Created {} facility records and updated {}".
format(records_created, records_updated))
def import_station_set(stations: StationSet,
only_insert_facilities: bool = False) -> None:
session = SessionLocal()
for station in stations:
add_or_update: str = "Updating"
station_model = session.query(Station).filter_by(
code=station.code).one_or_none()
if not station_model:
add_or_update = "Adding"
station_model = Station(code=station.code)
station_model.created_by = "opennem.init"
logger.debug("{} station: {}".format(add_or_update, station.code))
if station.description:
station_model.description = station.description
if station.name:
station_model.name = station.name
station_model.approved = station.approved
if station.approved:
station_model.approved = True
station_model.approved_at = datetime.now()
station_model.approved_by = "opennem.init"
else:
station_model.approved_at = None
station_model.approved_by = None
if station.website_url:
station_model.website_url = station.website_url
if station.network_name:
station_model.network_name = station.network_name
if not station_model.location:
station_model.location = Location()
if station.location:
station_model.location.locality = station.location.locality
station_model.location.state = station.location.state
station_model.location.postcode = station.location.postcode
station_model.location.country = station.location.country
if station.location.lat and station.location.lng:
station_model.location.geom = "SRID=4326;POINT({} {})".format(
station.location.lng, station.location.lat)
session.add(station_model)
session.commit()
for fac in station.facilities:
facility_added = False
facility_model = (session.query(Facility).filter_by(
code=fac.code).filter_by(
network_id=fac.network.code).one_or_none())
if facility_model and only_insert_facilities:
logger.debug(" => skip updating {}".format(
facility_model.code))
continue
if not facility_model:
facility_model = Facility(code=fac.code,
network_id=fac.network.code)
facility_added = True
if facility_model.station_id != station_model.id:
facility_model.station_id = station_model.id
logger.debug(" => Reassigned facility {} to station {}".format(
facility_model.code, station_model.code))
# fueltech
if fac.fueltech:
facility_model.fueltech_id = fac.fueltech.code
if fac.fueltech_id:
facility_model.fueltech_id = fac.fueltech_id
# network
if fac.network:
facility_model.network_id = fac.network.code
if fac.network_id:
facility_model.network_id = fac.network_id
# status
if fac.status:
facility_model.status_id = fac.status.code
if fac.status_id:
facility_model.status_id = fac.status_id
# rest
if fac.dispatch_type:
facility_model.dispatch_type = fac.dispatch_type
if fac.capacity_registered:
facility_model.capacity_registered = fac.capacity_registered
if fac.registered:
facility_model.registered = fac.registered
if fac.network_region:
facility_model.network_region = fac.network_region
facility_model.unit_id = fac.unit_id
facility_model.unit_number = fac.unit_number
facility_model.unit_alias = fac.unit_alias
facility_model.unit_capacity = fac.unit_capacity
if fac.emissions_factor_co2:
facility_model.emissions_factor_co2 = fac.emissions_factor_co2
if fac.approved:
facility_model.approved = fac.approved
if fac.approved:
facility_model.approved_by = "opennem.importer"
else:
facility_model.approved_by = None
if not facility_model.created_by:
facility_model.created_by = "opennem.init"
session.add(facility_model)
station_model.facilities.append(facility_model)
logger.debug(" => {} facility {} to {} {}".format(
"Added" if facility_added else "Updated",
fac.code,
facility_model.network_id,
facility_model.network_region,
))
session.add(station_model)
session.commit()
def process_generators(self, generators):
s = self.session()
stations_updated = 0
stations_added = 0
generators_updated = 0
generators_added = 0
for station_key, facilities in generators.items():
facility = None
facility_station = None
created_station = False
created_facility = False
station_name = station_key[0]
duid_unique = has_unique_duid(facilities)
facility_count = len(facilities)
# Step 1. Find the station
# First by duid if it's unique
duid = get_unique_duid(facilities)
# This is the most suitable unit record to use for the station
# see helper above
facility_station_record = get_station_record_from_facilities(
facilities)
facility_network_region = get_unique_reqion(facilities)
if duid and duid_unique and facility_count == 1:
facility_lookup = None
try:
facility_lookup = (s.query(Facility).filter(
Facility.network_code == duid).one_or_none())
except MultipleResultsFound:
logger.warning(
"REL: Multiple stations found for {} {} with duid {}".
format(station_name, facility_network_region, duid))
if facility_lookup and facility_lookup.station:
facility_station = facility_lookup.station
if (duid and (duid_unique and facility_count > 1)
or not duid_unique):
facility_lookup = (s.query(Facility).filter(
Facility.network_code == duid).first())
if facility_lookup and facility_lookup.station:
facility_station = facility_lookup.station
if not facility_station and facility_station_join_by_name(
station_name):
try:
facility_station = (s.query(Station).filter(
Station.name == station_name).one_or_none())
except MultipleResultsFound:
logger.warning(
"REL: Multiple stations found for {} {}".format(
station_name, facility_network_region))
logger.debug(
"REL: Looked up {} by name and region {} and found {}".
format(
station_name,
facility_network_region,
facility.station if facility else "nothing",
))
# Create one as it doesm't exist
if not facility_station:
facility_station = Station(
name=station_name,
network_name=name_normalizer(
facility_station_record["station_name"]),
network_id="NEM",
created_by="pipeline.aemo.registration_exemption",
)
s.add(facility_station)
created_station = True
else:
facility_station.updated_by = (
"pipeline.aemo.registration_exemption")
logger.info("REL: {} station with name {} and code {}".format(
"Created" if created_station else "Updated",
facility_station.name,
facility_station.code,
))
# Step 2. Add the facilities/units to the station
# Now that we have a station or created one ..
# Step go through the facility records we got ..
for facility_record in facilities:
network_name = name_normalizer(facility_record["station_name"])
participant_name = name_normalizer(
facility_record["participant"])
facility_region = normalize_aemo_region(
facility_record["region"])
duid = normalize_duid(facility_record["duid"])
reg_cap = clean_capacity(facility_record["reg_cap"])
unit = parse_unit_duid(facility_record["unit_no"], duid)
unit_size = clean_capacity(facility_record["unit_size"])
unit_code = get_unit_code(
unit, duid, facility_station_record["station_name"])
facility_status = "operating"
facility_dispatch_type = parse_dispatch_type(
facility_record["dispatch_type"])
fueltech = lookup_fueltech(
facility_record["fuel_source_primary"],
facility_record["fuel_source_descriptor"],
facility_record["tech_primary"],
facility_record["tech_primary_descriptor"],
facility_record["dispatch_type"],
)
# Skip loads that are not batteries or pumps for now
# @NOTE @TODO better to centralize this as it needs to be consistent
if (facility_dispatch_type == DispatchType.LOAD
and fueltech not in [
"battery_charging",
"pumps",
]):
continue
# check if we have it by ocode first
facility = (s.query(Facility).filter(
Facility.code == unit_code).one_or_none())
# If the duid is unique then we have no issues on which to join/create
if duid and duid_unique and not facility:
try:
facility = (s.query(Facility).filter(
Facility.network_code == duid).one_or_none())
except MultipleResultsFound:
logger.warning(
"REL: Multiple facilities found for {} {}".format(
station_name, duid))
if duid and not duid_unique and not facility:
facility = (s.query(Facility).filter(
Facility.network_code == duid).filter(
Facility.unit_number == None).filter(
Facility.status_id == "operating").first())
# If the duid is not unique then we need to figure things out ..
if duid and not duid_unique and not facility:
facility_lookup = (
s.query(Facility).filter(Facility.network_code == duid)
# Not having a code means we haven't written to this record yet so we'll use it
.filter(Facility.code == None).all())
facility_db_count = len(facility_lookup)
logging.debug(
"Non unique duid: {} with {} in database and {} in facility duid is {}"
.format(
station_name,
facility_db_count,
facility_count,
duid,
))
if len(facility_lookup) > 0:
facility = facility_lookup.pop()
if not facility:
facility = Facility(
code=unit_code,
network_code=duid,
created_by="pipeline.aemo.registration_exemption",
)
created_facility = True
else:
facility.updated_by = (
"pipeline.aemo.registration_exemption")
# Sanity checking
if len(unit_code) < 3:
raise Exception(
"Unit code {} is invalid. For station {} with duid {}".
format(unit_code, station_name, duid))
#
if not facility.code:
facility.code = unit_code
facility.fueltech_id = fueltech
facility.network_code = duid
facility.network_region = facility_region
facility.network_name = network_name
facility.capacity_registered = reg_cap
facility.dispatch_type = facility_dispatch_type
facility.unit_id = unit.id
facility.unit_number = unit.number
facility.unit_alias = unit.alias
facility.unit_capacity = unit_size
# Assume all REL's are operating if we don't have a status
facility.status_id = "operating"
facility.station = facility_station
# Log that we have a new fueltech
if fueltech and fueltech != facility.fueltech_id:
logger.warning(
"Fueltech mismatch for {} {}: prev {} new {}".format(
facility.name_clean,
facility.code,
facility.fueltech_id,
fueltech,
))
if not created_facility:
facility.updated_by = (
"pipeline.aemo.registration_exemption")
s.add(facility)
s.commit()
logger.info("REL: {} facility with duid {} and id {}".format(
"Created" if created_facility else "Updated",
facility.code,
facility.network_code,
))
generators_updated += 1
logger.info(
"NEM REL Pipeline: Added {} stations, updated {} stations. Added {}, updated {} generators of {} total"
.format(
stations_added,
stations_updated,
generators_added,
generators_updated,
len(generators),
))