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| 1 | +# Copyright 2025 Zeppelin Bend Pty Ltd |
| 2 | +# |
| 3 | +# This Source Code Form is subject to the terms of the Mozilla Public |
| 4 | +# License, v. 2.0. If a copy of the MPL was not distributed with this |
| 5 | +# file, You can obtain one at https://mozilla.org/MPL/2.0/. |
| 6 | + |
| 7 | +import asyncio |
| 8 | +import json |
| 9 | +import os |
| 10 | +from dataclasses import dataclass |
| 11 | +from typing import Dict |
| 12 | + |
| 13 | +import pandas as pd |
| 14 | +from zepben.evolve import NetworkConsumerClient, connect_with_token, Tracing, EnergyConsumer, PowerTransformer, \ |
| 15 | + TransformerFunctionKind, Breaker, Fuse, IdentifiedObject, EquipmentTreeBuilder, downstream, TreeNode, Feeder |
| 16 | +from zepben.protobuf.nc.nc_requests_pb2 import IncludedEnergizedContainers |
| 17 | + |
| 18 | + |
| 19 | +@dataclass |
| 20 | +class EnergyConsumerDeviceHierarchy: |
| 21 | + energy_consumer_mrid: str |
| 22 | + lv_circuit_name: str |
| 23 | + upstream_switch_mrid: str |
| 24 | + lv_circuit_name: str |
| 25 | + upstream_switch_class: str |
| 26 | + distribution_power_transformer_mrid: str |
| 27 | + distribution_power_transformer_name: str |
| 28 | + regulator_mrid: str |
| 29 | + breaker_mrid: str |
| 30 | + feeder_mrid: str |
| 31 | + |
| 32 | + |
| 33 | +def _get_client(): |
| 34 | + with open('config.json') as f: |
| 35 | + config = json.load(f) |
| 36 | + |
| 37 | + # Connect to server |
| 38 | + channel = connect_with_token( |
| 39 | + host=config["host"], |
| 40 | + access_token=config["access_token"], |
| 41 | + rpc_port=config['rpc_port'], |
| 42 | + ca_filename=config['ca_path'] |
| 43 | + ) |
| 44 | + return NetworkConsumerClient(channel) |
| 45 | + |
| 46 | + |
| 47 | +async def get_feeders() -> Dict[str, Feeder]: |
| 48 | + _feeders = (await _get_client().get_network_hierarchy()).result.feeders |
| 49 | + return _feeders |
| 50 | + |
| 51 | + |
| 52 | +def process_leaf(up_data: dict, leaf: TreeNode): |
| 53 | + to_equip: IdentifiedObject = leaf.identified_object |
| 54 | + |
| 55 | + if isinstance(to_equip, Breaker): |
| 56 | + if not up_data.get('breaker'): |
| 57 | + up_data['breaker'] = to_equip |
| 58 | + elif isinstance(to_equip, Fuse): |
| 59 | + if not up_data.get('upstream_switch'): |
| 60 | + up_data['upstream_switch'] = to_equip |
| 61 | + elif isinstance(to_equip, PowerTransformer): |
| 62 | + if not up_data.get('distribution_power_transformer'): |
| 63 | + up_data['distribution_power_transformer'] = to_equip |
| 64 | + elif not up_data.get('regulator') and to_equip.function == TransformerFunctionKind.voltageRegulator: |
| 65 | + up_data['regulator'] = to_equip |
| 66 | + |
| 67 | + |
| 68 | +async def trace_from_feeder(feeder_mrid: str): |
| 69 | + """ |
| 70 | + Fetch the equipment container from the given feeder and build an equipment tree of everything downstream of the feeder. |
| 71 | + Use the Equipment tree to traverse upstream of all EC's and get the equipment we are interested in. |
| 72 | + Finally, create a CSV with the relevant information. |
| 73 | + """ |
| 74 | + client = _get_client() |
| 75 | + print(f'processing feeder {feeder_mrid}') |
| 76 | + |
| 77 | + # Get all objects under the feeder, including Substations and LV Feeders |
| 78 | + await client.get_equipment_container( |
| 79 | + feeder_mrid, |
| 80 | + include_energized_containers = IncludedEnergizedContainers.INCLUDE_ENERGIZED_LV_FEEDERS |
| 81 | + ) |
| 82 | + |
| 83 | + feeder = client.service.get(feeder_mrid, Feeder) |
| 84 | + |
| 85 | + builder = EquipmentTreeBuilder() |
| 86 | + |
| 87 | + await ( |
| 88 | + Tracing.network_trace() |
| 89 | + .add_condition(downstream()) |
| 90 | + .add_step_action(builder) |
| 91 | + ).run(getattr(feeder, 'normal_head_terminal')) |
| 92 | + |
| 93 | + energy_consumers = [] |
| 94 | + for up in client.service.objects(EnergyConsumer): |
| 95 | + # iterate up tree from EC. |
| 96 | + up_data = {'feeder': feeder.mrid, 'energy_consumer_mrid': up.mrid} |
| 97 | + def _process(leaf): |
| 98 | + process_leaf(up_data, leaf) |
| 99 | + if leaf.parent: |
| 100 | + _process(leaf.parent) |
| 101 | + try: |
| 102 | + _process(builder.leaves[up.mrid]) |
| 103 | + except KeyError: |
| 104 | + # If the up is not in the Equipment tree builders leaves, skip it |
| 105 | + continue |
| 106 | + |
| 107 | + row = _build_row(up_data) |
| 108 | + energy_consumers.append(row) |
| 109 | + |
| 110 | + csv_sfx = "energy_consumers.csv" |
| 111 | + network_objects = pd.DataFrame(energy_consumers) |
| 112 | + os.makedirs("csvs", exist_ok=True) |
| 113 | + network_objects.to_csv(f"csvs/{feeder.mrid}_{csv_sfx}", index=False) |
| 114 | + |
| 115 | + |
| 116 | +class NullEquipment: |
| 117 | + """empty class to simplify code below in the case of an equipment not existing in that position of the network""" |
| 118 | + mrid = None |
| 119 | + name = None |
| 120 | + |
| 121 | + |
| 122 | +def _build_row(up_data: dict[str, IdentifiedObject | str]) -> EnergyConsumerDeviceHierarchy: |
| 123 | + return EnergyConsumerDeviceHierarchy( |
| 124 | + energy_consumer_mrid = up_data['energy_consumer_mrid'], |
| 125 | + upstream_switch_mrid = (up_data.get('upstream_switch') or NullEquipment).mrid, |
| 126 | + lv_circuit_name = (up_data.get('upstream_switch') or NullEquipment).name, |
| 127 | + upstream_switch_class = type(up_data.get('upstream_switch')).__name__, |
| 128 | + distribution_power_transformer_mrid = (up_data.get('distribution_power_transformer') or NullEquipment).mrid, |
| 129 | + distribution_power_transformer_name = (up_data.get('distribution_power_transformer') or NullEquipment).name, |
| 130 | + regulator_mrid = (up_data.get('regulator') or NullEquipment).mrid, |
| 131 | + breaker_mrid = (up_data.get('breaker') or NullEquipment).mrid, |
| 132 | + feeder_mrid = up_data.get('feeder'), |
| 133 | + ) |
| 134 | + |
| 135 | + |
| 136 | +if __name__ == "__main__": |
| 137 | + # Get a list of feeders before entering main compute section of script. |
| 138 | + feeders = asyncio.run(get_feeders()) |
| 139 | + |
| 140 | + print('processing feeders') |
| 141 | + for _feeder in feeders: |
| 142 | + asyncio.run(trace_from_feeder(_feeder)) |
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