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import time |
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from datetime import datetime, timedelta |
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from decimal import Decimal |
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import mysql.connector |
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from multiprocessing import Pool |
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import random |
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import config |
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######################################################################################################################## |
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# PROCEDURES |
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# Step 1: get all stores |
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# Step 2: Create multiprocessing pool to call worker in parallel |
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######################################################################################################################## |
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View Code Duplication |
def main(logger): |
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while True: |
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# the outermost while loop |
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################################################################################################################ |
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# Step 1: get all stores |
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################################################################################################################ |
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cnx_system_db = None |
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cursor_system_db = None |
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try: |
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cnx_system_db = mysql.connector.connect(**config.myems_system_db) |
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cursor_system_db = cnx_system_db.cursor() |
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except Exception as e: |
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logger.error("Error in step 1.1 of store_energy_input_item.main " + str(e)) |
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if cursor_system_db: |
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cursor_system_db.close() |
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if cnx_system_db: |
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cnx_system_db.close() |
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# sleep and continue the outer loop to reconnect the database |
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time.sleep(60) |
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continue |
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print("Connected to MyEMS System Database") |
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try: |
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cursor_system_db.execute(" SELECT id, name " |
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" FROM tbl_stores " |
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" ORDER BY id ") |
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rows_stores = cursor_system_db.fetchall() |
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if rows_stores is None or len(rows_stores) == 0: |
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print("There isn't any stores ") |
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# sleep and continue the outer loop to reconnect the database |
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time.sleep(60) |
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continue |
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store_list = list() |
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for row in rows_stores: |
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store_list.append({"id": row[0], "name": row[1]}) |
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except Exception as e: |
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logger.error("Error in step 1.2 of store_energy_input_item.main " + str(e)) |
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# sleep and continue the outer loop to reconnect the database |
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time.sleep(60) |
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continue |
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finally: |
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if cursor_system_db: |
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cursor_system_db.close() |
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if cnx_system_db: |
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cnx_system_db.close() |
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print("Got all stores in MyEMS System Database") |
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# shuffle the store list for randomly calculating the meter hourly value |
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random.shuffle(store_list) |
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################################################################################################################ |
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# Step 2: Create multiprocessing pool to call worker in parallel |
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################################################################################################################ |
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p = Pool(processes=config.pool_size) |
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error_list = p.map(worker, store_list) |
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p.close() |
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p.join() |
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for error in error_list: |
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if error is not None and len(error) > 0: |
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logger.error(error) |
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print("go to sleep 300 seconds...") |
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time.sleep(300) |
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print("wake from sleep, and continue to work...") |
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# end of outer while |
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######################################################################################################################## |
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# PROCEDURES: |
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# Step 1: get all input meters associated with the store |
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# Step 2: get all input virtual meters associated with the store |
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# Step 3: get all input offline meters associated with the store |
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# Step 4: determine start datetime and end datetime to aggregate |
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# Step 5: for each meter in list, get energy input data from energy database |
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# Step 6: for each virtual meter in list, get energy input data from energy database |
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# Step 7: for each offline meter in list, get energy input data from energy database |
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# Step 8: determine common time slot to aggregate |
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# Step 9: aggregate energy data in the common time slot by energy items and hourly |
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# Step 10: save energy data to energy database |
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# |
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# NOTE: returns None or the error string because that the logger object cannot be passed in as parameter |
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######################################################################################################################## |
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View Code Duplication |
def worker(store): |
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#################################################################################################################### |
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# Step 1: get all input meters associated with the store |
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#################################################################################################################### |
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print("Step 1: get all input meters associated with the store " + str(store['name'])) |
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meter_list = list() |
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cnx_system_db = None |
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cursor_system_db = None |
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try: |
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cnx_system_db = mysql.connector.connect(**config.myems_system_db) |
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cursor_system_db = cnx_system_db.cursor() |
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except Exception as e: |
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error_string = "Error in step 1.1 of store_energy_input_item.worker " + str(e) |
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if cursor_system_db: |
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cursor_system_db.close() |
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if cnx_system_db: |
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cnx_system_db.close() |
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print(error_string) |
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return error_string |
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try: |
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cursor_system_db.execute(" SELECT m.id, m.name, m.energy_item_id " |
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" FROM tbl_meters m, tbl_stores_meters sm " |
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" WHERE m.id = sm.meter_id " |
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" AND m.is_counted = true " |
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" AND m.energy_item_id is NOT NULL " |
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" AND sm.store_id = %s ", |
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(store['id'],)) |
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rows_meters = cursor_system_db.fetchall() |
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if rows_meters is not None and len(rows_meters) > 0: |
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for row in rows_meters: |
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meter_list.append({"id": row[0], |
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"name": row[1], |
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"energy_item_id": row[2]}) |
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except Exception as e: |
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error_string = "Error in step 1.2 of store_energy_input_item.worker " + str(e) |
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if cursor_system_db: |
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cursor_system_db.close() |
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if cnx_system_db: |
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cnx_system_db.close() |
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print(error_string) |
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return error_string |
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#################################################################################################################### |
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# Step 2: get all input virtual meters associated with the store |
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#################################################################################################################### |
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print("Step 2: get all input virtual meters associated with the store") |
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virtual_meter_list = list() |
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try: |
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cursor_system_db.execute(" SELECT m.id, m.name, m.energy_item_id " |
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" FROM tbl_virtual_meters m, tbl_stores_virtual_meters sm " |
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" WHERE m.id = sm.virtual_meter_id " |
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" AND m.energy_item_id is NOT NULL " |
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" AND m.is_counted = true " |
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" AND sm.store_id = %s ", |
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(store['id'],)) |
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rows_virtual_meters = cursor_system_db.fetchall() |
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if rows_virtual_meters is not None and len(rows_virtual_meters) > 0: |
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for row in rows_virtual_meters: |
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virtual_meter_list.append({"id": row[0], |
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"name": row[1], |
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"energy_item_id": row[2]}) |
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except Exception as e: |
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error_string = "Error in step 2.1 of store_energy_input_item.worker " + str(e) |
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if cursor_system_db: |
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cursor_system_db.close() |
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if cnx_system_db: |
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cnx_system_db.close() |
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print(error_string) |
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return error_string |
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#################################################################################################################### |
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# Step 3: get all input offline meters associated with the store |
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#################################################################################################################### |
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print("Step 3: get all input offline meters associated with the store") |
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offline_meter_list = list() |
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try: |
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cursor_system_db.execute(" SELECT m.id, m.name, m.energy_item_id " |
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" FROM tbl_offline_meters m, tbl_stores_offline_meters sm " |
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" WHERE m.id = sm.offline_meter_id " |
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" AND m.energy_item_id is NOT NULL " |
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" AND m.is_counted = true " |
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" AND sm.store_id = %s ", |
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(store['id'],)) |
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rows_offline_meters = cursor_system_db.fetchall() |
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if rows_offline_meters is not None and len(rows_offline_meters) > 0: |
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for row in rows_offline_meters: |
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offline_meter_list.append({"id": row[0], |
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"name": row[1], |
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"energy_item_id": row[2]}) |
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except Exception as e: |
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error_string = "Error in step 3.1 of store_energy_input_item.worker " + str(e) |
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print(error_string) |
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return error_string |
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finally: |
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if cursor_system_db: |
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cursor_system_db.close() |
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if cnx_system_db: |
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cnx_system_db.close() |
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#################################################################################################################### |
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# stop to the next store if this store is empty |
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#################################################################################################################### |
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if (meter_list is None or len(meter_list) == 0) and \ |
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(virtual_meter_list is None or len(virtual_meter_list) == 0) and \ |
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(offline_meter_list is None or len(offline_meter_list) == 0): |
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print("This is an empty store ") |
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return None |
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#################################################################################################################### |
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# Step 4: determine start datetime and end datetime to aggregate |
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#################################################################################################################### |
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print("Step 4: determine start datetime and end datetime to aggregate") |
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cnx_energy_db = None |
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cursor_energy_db = None |
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try: |
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cnx_energy_db = mysql.connector.connect(**config.myems_energy_db) |
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cursor_energy_db = cnx_energy_db.cursor() |
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except Exception as e: |
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error_string = "Error in step 4.1 of store_energy_input_item.worker " + str(e) |
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if cursor_energy_db: |
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cursor_energy_db.close() |
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if cnx_energy_db: |
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cnx_energy_db.close() |
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print(error_string) |
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return error_string |
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try: |
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query = (" SELECT MAX(start_datetime_utc) " |
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" FROM tbl_store_input_item_hourly " |
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" WHERE store_id = %s ") |
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cursor_energy_db.execute(query, (store['id'],)) |
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row_datetime = cursor_energy_db.fetchone() |
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start_datetime_utc = datetime.strptime(config.start_datetime_utc, '%Y-%m-%d %H:%M:%S') |
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start_datetime_utc = start_datetime_utc.replace(minute=0, second=0, microsecond=0, tzinfo=None) |
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if row_datetime is not None and len(row_datetime) > 0 and isinstance(row_datetime[0], datetime): |
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# replace second and microsecond with 0 |
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# note: do not replace minute in case of calculating in half hourly |
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start_datetime_utc = row_datetime[0].replace(second=0, microsecond=0, tzinfo=None) |
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# start from the next time slot |
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start_datetime_utc += timedelta(minutes=config.minutes_to_count) |
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end_datetime_utc = datetime.utcnow().replace(second=0, microsecond=0, tzinfo=None) |
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print("start_datetime_utc: " + start_datetime_utc.isoformat()[0:19] |
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+ "end_datetime_utc: " + end_datetime_utc.isoformat()[0:19]) |
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except Exception as e: |
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error_string = "Error in step 4.2 of store_energy_input_item.worker " + str(e) |
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if cursor_energy_db: |
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cursor_energy_db.close() |
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if cnx_energy_db: |
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cnx_energy_db.close() |
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print(error_string) |
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return error_string |
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#################################################################################################################### |
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# Step 5: for each meter in list, get energy input data from energy database |
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#################################################################################################################### |
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energy_meter_hourly = dict() |
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try: |
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if meter_list is not None and len(meter_list) > 0: |
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for meter in meter_list: |
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meter_id = str(meter['id']) |
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query = (" SELECT start_datetime_utc, actual_value " |
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" FROM tbl_meter_hourly " |
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" WHERE meter_id = %s " |
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" AND start_datetime_utc >= %s " |
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" AND start_datetime_utc < %s " |
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" ORDER BY start_datetime_utc ") |
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cursor_energy_db.execute(query, (meter_id, start_datetime_utc, end_datetime_utc,)) |
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rows_energy_values = cursor_energy_db.fetchall() |
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if rows_energy_values is None or len(rows_energy_values) == 0: |
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energy_meter_hourly[meter_id] = None |
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else: |
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energy_meter_hourly[meter_id] = dict() |
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for row_energy_value in rows_energy_values: |
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energy_meter_hourly[meter_id][row_energy_value[0]] = row_energy_value[1] |
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except Exception as e: |
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error_string = "Error in step 5.1 of store_energy_input_item.worker " + str(e) |
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if cursor_energy_db: |
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cursor_energy_db.close() |
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if cnx_energy_db: |
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cnx_energy_db.close() |
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print(error_string) |
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return error_string |
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#################################################################################################################### |
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# Step 6: for each virtual meter in list, get energy input data from energy database |
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#################################################################################################################### |
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energy_virtual_meter_hourly = dict() |
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if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
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try: |
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for virtual_meter in virtual_meter_list: |
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virtual_meter_id = str(virtual_meter['id']) |
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query = (" SELECT start_datetime_utc, actual_value " |
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" FROM tbl_virtual_meter_hourly " |
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" WHERE virtual_meter_id = %s " |
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" AND start_datetime_utc >= %s " |
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" AND start_datetime_utc < %s " |
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" ORDER BY start_datetime_utc ") |
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cursor_energy_db.execute(query, (virtual_meter_id, start_datetime_utc, end_datetime_utc,)) |
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rows_energy_values = cursor_energy_db.fetchall() |
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if rows_energy_values is None or len(rows_energy_values) == 0: |
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energy_virtual_meter_hourly[virtual_meter_id] = None |
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else: |
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energy_virtual_meter_hourly[virtual_meter_id] = dict() |
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for row_energy_value in rows_energy_values: |
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energy_virtual_meter_hourly[virtual_meter_id][row_energy_value[0]] = row_energy_value[1] |
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except Exception as e: |
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error_string = "Error in step 6.1 of store_energy_input_item.worker " + str(e) |
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if cursor_energy_db: |
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cursor_energy_db.close() |
332
|
|
|
if cnx_energy_db: |
333
|
|
|
cnx_energy_db.close() |
334
|
|
|
print(error_string) |
335
|
|
|
return error_string |
336
|
|
|
|
337
|
|
|
#################################################################################################################### |
338
|
|
|
# Step 7: for each offline meter in list, get energy input data from energy database |
339
|
|
|
#################################################################################################################### |
340
|
|
|
energy_offline_meter_hourly = dict() |
341
|
|
|
if offline_meter_list is not None and len(offline_meter_list) > 0: |
342
|
|
|
try: |
343
|
|
|
for offline_meter in offline_meter_list: |
344
|
|
|
offline_meter_id = str(offline_meter['id']) |
345
|
|
|
|
346
|
|
|
query = (" SELECT start_datetime_utc, actual_value " |
347
|
|
|
" FROM tbl_offline_meter_hourly " |
348
|
|
|
" WHERE offline_meter_id = %s " |
349
|
|
|
" AND start_datetime_utc >= %s " |
350
|
|
|
" AND start_datetime_utc < %s " |
351
|
|
|
" ORDER BY start_datetime_utc ") |
352
|
|
|
cursor_energy_db.execute(query, (offline_meter_id, start_datetime_utc, end_datetime_utc,)) |
353
|
|
|
rows_energy_values = cursor_energy_db.fetchall() |
354
|
|
|
if rows_energy_values is None or len(rows_energy_values) == 0: |
355
|
|
|
energy_offline_meter_hourly[offline_meter_id] = None |
356
|
|
|
else: |
357
|
|
|
energy_offline_meter_hourly[offline_meter_id] = dict() |
358
|
|
|
for row_energy_value in rows_energy_values: |
359
|
|
|
energy_offline_meter_hourly[offline_meter_id][row_energy_value[0]] = row_energy_value[1] |
360
|
|
|
|
361
|
|
|
except Exception as e: |
362
|
|
|
error_string = "Error in step 7.1 of store_energy_input_item.worker " + str(e) |
363
|
|
|
if cursor_energy_db: |
364
|
|
|
cursor_energy_db.close() |
365
|
|
|
if cnx_energy_db: |
366
|
|
|
cnx_energy_db.close() |
367
|
|
|
print(error_string) |
368
|
|
|
return error_string |
369
|
|
|
|
370
|
|
|
#################################################################################################################### |
371
|
|
|
# Step 8: determine common time slot to aggregate |
372
|
|
|
#################################################################################################################### |
373
|
|
|
|
374
|
|
|
common_start_datetime_utc = start_datetime_utc |
375
|
|
|
common_end_datetime_utc = end_datetime_utc |
376
|
|
|
|
377
|
|
|
print("Getting common time slot of energy values for all meters") |
378
|
|
|
if energy_meter_hourly is not None and len(energy_meter_hourly) > 0: |
379
|
|
|
for meter_id, energy_hourly in energy_meter_hourly.items(): |
380
|
|
|
if energy_hourly is None or len(energy_hourly) == 0: |
381
|
|
|
common_start_datetime_utc = None |
382
|
|
|
common_end_datetime_utc = None |
383
|
|
|
break |
384
|
|
|
else: |
385
|
|
|
if common_start_datetime_utc < min(energy_hourly.keys()): |
386
|
|
|
common_start_datetime_utc = min(energy_hourly.keys()) |
387
|
|
|
if common_end_datetime_utc > max(energy_hourly.keys()): |
388
|
|
|
common_end_datetime_utc = max(energy_hourly.keys()) |
389
|
|
|
|
390
|
|
|
print("Getting common time slot of energy values for all virtual meters") |
391
|
|
|
if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
392
|
|
|
if energy_virtual_meter_hourly is not None and len(energy_virtual_meter_hourly) > 0: |
393
|
|
|
for meter_id, energy_hourly in energy_virtual_meter_hourly.items(): |
394
|
|
|
if energy_hourly is None or len(energy_hourly) == 0: |
395
|
|
|
common_start_datetime_utc = None |
396
|
|
|
common_end_datetime_utc = None |
397
|
|
|
break |
398
|
|
|
else: |
399
|
|
|
if common_start_datetime_utc < min(energy_hourly.keys()): |
400
|
|
|
common_start_datetime_utc = min(energy_hourly.keys()) |
401
|
|
|
if common_end_datetime_utc > max(energy_hourly.keys()): |
402
|
|
|
common_end_datetime_utc = max(energy_hourly.keys()) |
403
|
|
|
|
404
|
|
|
print("Getting common time slot of energy values for all offline meters") |
405
|
|
|
if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
406
|
|
|
if energy_offline_meter_hourly is not None and len(energy_offline_meter_hourly) > 0: |
407
|
|
|
for meter_id, energy_hourly in energy_offline_meter_hourly.items(): |
408
|
|
|
if energy_hourly is None or len(energy_hourly) == 0: |
409
|
|
|
common_start_datetime_utc = None |
410
|
|
|
common_end_datetime_utc = None |
411
|
|
|
break |
412
|
|
|
else: |
413
|
|
|
if common_start_datetime_utc < min(energy_hourly.keys()): |
414
|
|
|
common_start_datetime_utc = min(energy_hourly.keys()) |
415
|
|
|
if common_end_datetime_utc > max(energy_hourly.keys()): |
416
|
|
|
common_end_datetime_utc = max(energy_hourly.keys()) |
417
|
|
|
|
418
|
|
|
if (energy_meter_hourly is None or len(energy_meter_hourly) == 0) and \ |
419
|
|
|
(energy_virtual_meter_hourly is None or len(energy_virtual_meter_hourly) == 0) and \ |
420
|
|
|
(energy_offline_meter_hourly is None or len(energy_offline_meter_hourly) == 0): |
421
|
|
|
# There isn't any energy data |
422
|
|
|
print("There isn't any energy data") |
423
|
|
|
# continue the for store loop to the next store |
424
|
|
|
print("continue the for store loop to the next store") |
425
|
|
|
if cursor_energy_db: |
426
|
|
|
cursor_energy_db.close() |
427
|
|
|
if cnx_energy_db: |
428
|
|
|
cnx_energy_db.close() |
429
|
|
|
return None |
430
|
|
|
|
431
|
|
|
print("common_start_datetime_utc: " + str(common_start_datetime_utc)) |
432
|
|
|
print("common_end_datetime_utc: " + str(common_end_datetime_utc)) |
433
|
|
|
|
434
|
|
|
#################################################################################################################### |
435
|
|
|
# Step 9: aggregate energy data in the common time slot by energy items and hourly |
436
|
|
|
#################################################################################################################### |
437
|
|
|
|
438
|
|
|
print("Step 9: aggregate energy data in the common time slot by energy items and hourly") |
439
|
|
|
aggregated_values = list() |
440
|
|
|
try: |
441
|
|
|
current_datetime_utc = common_start_datetime_utc |
442
|
|
|
while common_start_datetime_utc is not None \ |
443
|
|
|
and common_end_datetime_utc is not None \ |
444
|
|
|
and current_datetime_utc <= common_end_datetime_utc: |
445
|
|
|
aggregated_value = dict() |
446
|
|
|
aggregated_value['start_datetime_utc'] = current_datetime_utc |
447
|
|
|
aggregated_value['meta_data'] = dict() |
448
|
|
|
|
449
|
|
|
if meter_list is not None and len(meter_list) > 0: |
450
|
|
|
for meter in meter_list: |
451
|
|
|
meter_id = str(meter['id']) |
452
|
|
|
energy_item_id = meter['energy_item_id'] |
453
|
|
|
actual_value = energy_meter_hourly[meter_id].get(current_datetime_utc, Decimal(0.0)) |
454
|
|
|
aggregated_value['meta_data'][energy_item_id] = \ |
455
|
|
|
aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
456
|
|
|
|
457
|
|
|
if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
458
|
|
|
for virtual_meter in virtual_meter_list: |
459
|
|
|
virtual_meter_id = str(virtual_meter['id']) |
460
|
|
|
energy_item_id = virtual_meter['energy_item_id'] |
461
|
|
|
actual_value = energy_virtual_meter_hourly[virtual_meter_id].get(current_datetime_utc, Decimal(0.0)) |
462
|
|
|
aggregated_value['meta_data'][energy_item_id] = \ |
463
|
|
|
aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
464
|
|
|
|
465
|
|
|
if offline_meter_list is not None and len(offline_meter_list) > 0: |
466
|
|
|
for offline_meter in offline_meter_list: |
467
|
|
|
offline_meter_id = str(offline_meter['id']) |
468
|
|
|
energy_item_id = offline_meter['energy_item_id'] |
469
|
|
|
actual_value = energy_offline_meter_hourly[offline_meter_id].get(current_datetime_utc, Decimal(0.0)) |
470
|
|
|
aggregated_value['meta_data'][energy_item_id] = \ |
471
|
|
|
aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
472
|
|
|
|
473
|
|
|
aggregated_values.append(aggregated_value) |
474
|
|
|
|
475
|
|
|
current_datetime_utc += timedelta(minutes=config.minutes_to_count) |
476
|
|
|
|
477
|
|
|
except Exception as e: |
478
|
|
|
error_string = "Error in step 9 of store_energy_input_item.worker " + str(e) |
479
|
|
|
if cursor_energy_db: |
480
|
|
|
cursor_energy_db.close() |
481
|
|
|
if cnx_energy_db: |
482
|
|
|
cnx_energy_db.close() |
483
|
|
|
print(error_string) |
484
|
|
|
return error_string |
485
|
|
|
|
486
|
|
|
#################################################################################################################### |
487
|
|
|
# Step 10: save energy data to energy database |
488
|
|
|
#################################################################################################################### |
489
|
|
|
print("Step 10: save energy data to energy database") |
490
|
|
|
|
491
|
|
|
if len(aggregated_values) > 0: |
492
|
|
|
try: |
493
|
|
|
add_values = (" INSERT INTO tbl_store_input_item_hourly " |
494
|
|
|
" (store_id, " |
495
|
|
|
" energy_item_id, " |
496
|
|
|
" start_datetime_utc, " |
497
|
|
|
" actual_value) " |
498
|
|
|
" VALUES ") |
499
|
|
|
|
500
|
|
|
for aggregated_value in aggregated_values: |
501
|
|
|
for energy_item_id, actual_value in aggregated_value['meta_data'].items(): |
502
|
|
|
add_values += " (" + str(store['id']) + "," |
503
|
|
|
add_values += " " + str(energy_item_id) + "," |
504
|
|
|
add_values += "'" + aggregated_value['start_datetime_utc'].isoformat()[0:19] + "'," |
505
|
|
|
add_values += str(actual_value) + "), " |
506
|
|
|
print("add_values:" + add_values) |
507
|
|
|
# trim ", " at the end of string and then execute |
508
|
|
|
cursor_energy_db.execute(add_values[:-2]) |
509
|
|
|
cnx_energy_db.commit() |
510
|
|
|
|
511
|
|
|
except Exception as e: |
512
|
|
|
error_string = "Error in step 10.1 of store_energy_input_item.worker " + str(e) |
513
|
|
|
print(error_string) |
514
|
|
|
return error_string |
515
|
|
|
finally: |
516
|
|
|
if cursor_energy_db: |
517
|
|
|
cursor_energy_db.close() |
518
|
|
|
if cnx_energy_db: |
519
|
|
|
cnx_energy_db.close() |
520
|
|
|
else: |
521
|
|
|
if cursor_energy_db: |
522
|
|
|
cursor_energy_db.close() |
523
|
|
|
if cnx_energy_db: |
524
|
|
|
cnx_energy_db.close() |
525
|
|
|
|