Dev 3394

setup.py

@@ -21,7 +21,7 @@
     python_requires='>=3.9, <3.13',
     install_requires=[
         "zepben.eas==0.17.1",
-        "zepben.evolve==0.45.0",
+        "zepben.evolve==0.48.0",
         "numba==0.60.0",
         "geojson==2.5.0",
         "gql[requests]==3.4.1"

src/zepben/examples/energy_consumer_device_heirarchy.py

@@ -0,0 +1,147 @@
+#  Copyright 2025 Zeppelin Bend Pty Ltd
+#
+#  This Source Code Form is subject to the terms of the Mozilla Public
+#  License, v. 2.0. If a copy of the MPL was not distributed with this
+#  file, You can obtain one at https://mozilla.org/MPL/2.0/.
+
+import asyncio
+import json
+import os
+from dataclasses import dataclass
+from multiprocessing import Pool
+
+import pandas as pd
+from zepben.evolve import NetworkConsumerClient, connect_with_token, Tracing, upstream, EnergyConsumer, NetworkTraceStep, StepContext, PowerTransformer, \
+    TransformerFunctionKind, Breaker, ConductingEquipment, Fuse, IdentifiedObject, NetworkTrace
+from zepben.protobuf.nc.nc_requests_pb2 import IncludedEnergizingContainers, IncludedEnergizedContainers
+
+
+@dataclass
+class EnergyConsumerDeviceHeirarchy:
+    energy_consumer_mrid: str
+    lv_circuit_name: str
+    upstream_switch_mrid: str
+    lv_circuit_name: str
+    upstream_switch_class: str
+    distribution_power_transformer_mrid: str
+    distribution_power_transformer_name: str
+    regulator_mrid: str
+    breaker_mrid: str
+    feeder_mrid: str
+
+
+def _get_client():
+    with open('config.json') as f:
+        config = json.load(f)
+
+        # Connect to server
+    channel = connect_with_token(
+        host=config["host"],
+        access_token=config["access_token"],
+        rpc_port=config['port'],
+        ca_filename=config['ca_filename']
+    )
+    return NetworkConsumerClient(channel)
+
+
+def _get_equipment_tree_trace(up_data: dict) -> NetworkTrace:
+
+    def step_action(step: NetworkTraceStep, _: StepContext):
+        to_equip: ConductingEquipment = step.path.to_equipment
+        if isinstance(to_equip, Breaker):
+            if not up_data.get('breaker'):
+                up_data['breaker'] = to_equip
+        elif isinstance(to_equip, Fuse):
+            if not up_data.get('upstream_switch'):
+                up_data['upstream_switch'] = to_equip
+        elif isinstance(to_equip, PowerTransformer):
+            if not up_data.get('distribution_power_transformer'):
+                up_data['distribution_power_transformer'] = to_equip
+            elif not up_data.get('regulator') and to_equip.function == TransformerFunctionKind.voltageRegulator:
+                up_data['regulator'] = to_equip
+
+    return (
+        Tracing.network_trace()
+        .add_condition(upstream())
+        .add_step_action(step_action)
+    )
+
+
+async def get_feeders():
+    client =  _get_client()
+
+    _feeders = (await client.get_network_hierarchy()).result.feeders
+    return _feeders
+
+
+async def trace_from_ec(feeder):
+    """
+    Fetch the equipment container from the given feeder, then trace upstream from every EnergyConsumer
+    and create a CSV with the relevant information.
+    """
+    client =  _get_client()
+    print(f'processing feeder {feeder}')
+    # Get all objects under the feeder, including Substations and LV Feeders
+    feeder_objects = (
+        await client.get_equipment_container(
+            feeder,
+            include_energizing_containers = IncludedEnergizingContainers.INCLUDE_ENERGIZING_SUBSTATIONS,
+            include_energized_containers = IncludedEnergizedContainers.INCLUDE_ENERGIZED_LV_FEEDERS
+        )
+    ).result.objects
+
+    energy_consumers = []
+
+    for up in feeder_objects.values():
+        if isinstance(up, EnergyConsumer):
+            up_data = {'feeder': feeder, 'energy_consumer_mrid': up.mrid}
+
+            # Trace upstream from EnergyConsumer.
+            await _get_equipment_tree_trace(up_data).run(up)
+            energy_consumers.append(_build_row(up_data))
+
+    csv_sfx = "energy_consumers.csv"
+    network_objects = pd.DataFrame(energy_consumers)
+    os.makedirs("csvs", exist_ok=True)
+    network_objects.to_csv(f"csvs/{feeder}_{csv_sfx}", index=False)
+
+
+class NullEquipment:
+    """empty class to simplify code below in the case of an equipment not existing in that position of the network"""
+    mrid = None
+    name = None
+
+
+def _build_row(up_data: dict[str, IdentifiedObject | str]) -> EnergyConsumerDeviceHeirarchy:
+    return EnergyConsumerDeviceHeirarchy(
+        energy_consumer_mrid = up_data['energy_consumer_mrid'],
+        upstream_switch_mrid = (up_data.get('upstream_switch') or NullEquipment).mrid,
+        lv_circuit_name = (up_data.get('upstream_switch') or NullEquipment).name,
+        upstream_switch_class = type(up_data.get('upstream_switch')).__name__,
+        distribution_power_transformer_mrid = (up_data.get('distribution_power_transformer') or NullEquipment).mrid,
+        distribution_power_transformer_name = (up_data.get('distribution_power_transformer') or NullEquipment).name,
+        regulator_mrid = (up_data.get('regulator') or NullEquipment).mrid,
+        breaker_mrid = (up_data.get('breaker') or NullEquipment).mrid,
+        feeder_mrid = up_data.get('feeder'),
+    )
+
+
+def process_target(feeder):
+    asyncio.run(trace_from_ec(feeder))
+
+
+if __name__ == "__main__":
+    # Get a list of feeders before entering main compute section of script.
+    feeders = asyncio.run(get_feeders())
+
+    # Spin up a multiprocess pool of $CPU_COUNT processes to handle the workload, otherwise we saturate a single cpu core and it's slow.
+    cpus = os.cpu_count()
+    print(f'Spawning {cpus} processes')
+    pool = Pool(cpus)
+
+    print(f'mapping to process pool')
+    pool.map(process_target, feeders)
+
+    print('finishing remaining processes')
+    pool.close()
+    pool.join()