| Total Complexity | 169 |
| Total Lines | 620 |
| Duplicated Lines | 93.87 % |
| Changes | 0 | ||
Duplicate code is one of the most pungent code smells. A rule that is often used is to re-structure code once it is duplicated in three or more places.
Common duplication problems, and corresponding solutions are:
Complex classes like combined_equipment_energy_input_category often do a lot of different things. To break such a class down, we need to identify a cohesive component within that class. A common approach to find such a component is to look for fields/methods that share the same prefixes, or suffixes.
Once you have determined the fields that belong together, you can apply the Extract Class refactoring. If the component makes sense as a sub-class, Extract Subclass is also a candidate, and is often faster.
| 1 | import time |
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| 2 | from datetime import datetime, timedelta |
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| 3 | from decimal import Decimal |
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| 4 | import mysql.connector |
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| 5 | from multiprocessing import Pool |
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| 6 | import random |
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| 7 | import config |
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| 8 | |||
| 9 | |||
| 10 | ######################################################################################################################## |
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| 11 | # PROCEDURES |
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| 12 | # Step 1: get all combined equipments |
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| 13 | # Step 2: Create multiprocessing pool to call worker in parallel |
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| 14 | ######################################################################################################################## |
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| 15 | |||
| 16 | |||
| 17 | View Code Duplication | def main(logger): |
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| 18 | |||
| 19 | while True: |
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| 20 | # the outermost while loop |
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| 21 | ################################################################################################################ |
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| 22 | # Step 1: get all combined equipments |
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| 23 | ################################################################################################################ |
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| 24 | cnx_system_db = None |
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| 25 | cursor_system_db = None |
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| 26 | try: |
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| 27 | cnx_system_db = mysql.connector.connect(**config.myems_system_db) |
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| 28 | cursor_system_db = cnx_system_db.cursor() |
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| 29 | except Exception as e: |
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| 30 | logger.error("Error in step 1.1 of combined_equipment_energy_input_category.main " + str(e)) |
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| 31 | if cursor_system_db: |
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| 32 | cursor_system_db.close() |
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| 33 | if cnx_system_db: |
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| 34 | cnx_system_db.close() |
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| 35 | # sleep and continue the outer loop to reconnect the database |
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| 36 | time.sleep(60) |
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| 37 | continue |
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| 38 | print("Connected to MyEMS System Database") |
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| 39 | |||
| 40 | try: |
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| 41 | cursor_system_db.execute(" SELECT id, name " |
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| 42 | " FROM tbl_combined_equipments " |
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| 43 | " ORDER BY id ") |
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| 44 | rows_combined_equipments = cursor_system_db.fetchall() |
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| 45 | |||
| 46 | if rows_combined_equipments is None or len(rows_combined_equipments) == 0: |
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| 47 | print("There isn't any combined equipments ") |
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| 48 | # sleep and continue the outer loop to reconnect the database |
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| 49 | time.sleep(60) |
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| 50 | continue |
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| 51 | |||
| 52 | combined_equipment_list = list() |
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| 53 | for row in rows_combined_equipments: |
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| 54 | combined_equipment_list.append({"id": row[0], "name": row[1]}) |
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| 55 | |||
| 56 | except Exception as e: |
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| 57 | logger.error("Error in step 1.2 of combined_equipment_energy_input_category.main " + str(e)) |
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| 58 | # sleep and continue the outer loop to reconnect the database |
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| 59 | time.sleep(60) |
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| 60 | continue |
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| 61 | finally: |
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| 62 | if cursor_system_db: |
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| 63 | cursor_system_db.close() |
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| 64 | if cnx_system_db: |
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| 65 | cnx_system_db.close() |
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| 66 | |||
| 67 | print("Got all combined equipments in MyEMS System Database") |
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| 68 | |||
| 69 | # shuffle the combined equipment list for randomly calculating the meter hourly value |
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| 70 | random.shuffle(combined_equipment_list) |
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| 71 | |||
| 72 | ################################################################################################################ |
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| 73 | # Step 2: Create multiprocessing pool to call worker in parallel |
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| 74 | ################################################################################################################ |
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| 75 | p = Pool(processes=config.pool_size) |
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| 76 | error_list = p.map(worker, combined_equipment_list) |
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| 77 | p.close() |
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| 78 | p.join() |
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| 79 | |||
| 80 | for error in error_list: |
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| 81 | if error is not None and len(error) > 0: |
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| 82 | logger.error(error) |
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| 83 | |||
| 84 | print("go to sleep 300 seconds...") |
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| 85 | time.sleep(300) |
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| 86 | print("wake from sleep, and continue to work...") |
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| 87 | # end of outer while |
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| 88 | |||
| 89 | |||
| 90 | ######################################################################################################################## |
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| 91 | # PROCEDURES: |
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| 92 | # Step 1: get all input meters associated with the combined equipment |
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| 93 | # Step 2: get all input virtual meters associated with the combined equipment |
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| 94 | # Step 3: get all input offline meters associated with the combined equipment |
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| 95 | # Step 4: get all equipments associated with the combined equipment |
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| 96 | # Step 5: determine start datetime and end datetime to aggregate |
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| 97 | # Step 6: for each meter in list, get energy input data from energy database |
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| 98 | # Step 7: for each virtual meter in list, get energy input data from energy database |
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| 99 | # Step 8: for each offline meter in list, get energy input data from energy database |
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| 100 | # Step 9: for each equipment in list, get energy input data from energy database |
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| 101 | # Step 10: determine common time slot to aggregate |
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| 102 | # Step 11: aggregate energy data in the common time slot by energy categories and hourly |
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| 103 | # Step 12: save energy data to energy database |
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| 104 | # |
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| 105 | # NOTE: returns None or the error string because that the logger object cannot be passed in as parameter |
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| 106 | ######################################################################################################################## |
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| 107 | |||
| 108 | View Code Duplication | def worker(combined_equipment): |
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| 109 | #################################################################################################################### |
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| 110 | # Step 1: get all input meters associated with the combined equipment |
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| 111 | #################################################################################################################### |
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| 112 | print("Step 1: get all input meters associated with the combined equipment " + str(combined_equipment['name'])) |
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| 113 | |||
| 114 | meter_list = list() |
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| 115 | cnx_system_db = None |
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| 116 | cursor_system_db = None |
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| 117 | try: |
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| 118 | cnx_system_db = mysql.connector.connect(**config.myems_system_db) |
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| 119 | cursor_system_db = cnx_system_db.cursor() |
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| 120 | except Exception as e: |
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| 121 | error_string = "Error in step 1.1 of combined_equipment_energy_input_category.worker " + str(e) |
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| 122 | if cursor_system_db: |
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| 123 | cursor_system_db.close() |
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| 124 | if cnx_system_db: |
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| 125 | cnx_system_db.close() |
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| 126 | print(error_string) |
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| 127 | return error_string |
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| 128 | |||
| 129 | try: |
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| 130 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
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| 131 | " FROM tbl_meters m, tbl_combined_equipments_meters em " |
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| 132 | " WHERE m.id = em.meter_id " |
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| 133 | " AND m.is_counted = true " |
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| 134 | " AND em.is_output = false " |
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| 135 | " AND em.combined_equipment_id = %s ", |
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| 136 | (combined_equipment['id'],)) |
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| 137 | rows_meters = cursor_system_db.fetchall() |
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| 138 | |||
| 139 | if rows_meters is not None and len(rows_meters) > 0: |
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| 140 | for row in rows_meters: |
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| 141 | meter_list.append({"id": row[0], |
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| 142 | "name": row[1], |
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| 143 | "energy_category_id": row[2]}) |
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| 144 | |||
| 145 | except Exception as e: |
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| 146 | error_string = "Error in step 1.2 of combined_equipment_energy_input_category.worker " + str(e) |
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| 147 | if cursor_system_db: |
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| 148 | cursor_system_db.close() |
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| 149 | if cnx_system_db: |
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| 150 | cnx_system_db.close() |
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| 151 | print(error_string) |
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| 152 | return error_string |
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| 153 | |||
| 154 | #################################################################################################################### |
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| 155 | # Step 2: get all input virtual meters associated with the combined equipment |
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| 156 | #################################################################################################################### |
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| 157 | print("Step 2: get all input virtual meters associated with the combined equipment") |
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| 158 | virtual_meter_list = list() |
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| 159 | |||
| 160 | try: |
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| 161 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
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| 162 | " FROM tbl_virtual_meters m, tbl_combined_equipments_virtual_meters em " |
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| 163 | " WHERE m.id = em.virtual_meter_id " |
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| 164 | " AND m.is_counted = true " |
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| 165 | " AND em.is_output = false " |
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| 166 | " AND em.combined_equipment_id = %s ", |
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| 167 | (combined_equipment['id'],)) |
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| 168 | rows_virtual_meters = cursor_system_db.fetchall() |
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| 169 | |||
| 170 | if rows_virtual_meters is not None and len(rows_virtual_meters) > 0: |
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| 171 | for row in rows_virtual_meters: |
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| 172 | virtual_meter_list.append({"id": row[0], |
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| 173 | "name": row[1], |
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| 174 | "energy_category_id": row[2]}) |
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| 175 | |||
| 176 | except Exception as e: |
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| 177 | error_string = "Error in step 2.1 of combined_equipment_energy_input_category.worker " + str(e) |
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| 178 | if cursor_system_db: |
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| 179 | cursor_system_db.close() |
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| 180 | if cnx_system_db: |
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| 181 | cnx_system_db.close() |
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| 182 | print(error_string) |
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| 183 | return error_string |
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| 184 | |||
| 185 | #################################################################################################################### |
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| 186 | # Step 3: get all input offline meters associated with the combined equipment |
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| 187 | #################################################################################################################### |
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| 188 | print("Step 3: get all input offline meters associated with the combined equipment") |
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| 189 | |||
| 190 | offline_meter_list = list() |
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| 191 | |||
| 192 | try: |
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| 193 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
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| 194 | " FROM tbl_offline_meters m, tbl_combined_equipments_offline_meters em " |
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| 195 | " WHERE m.id = em.offline_meter_id " |
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| 196 | " AND m.is_counted = true " |
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| 197 | " AND em.is_output = false " |
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| 198 | " AND em.combined_equipment_id = %s ", |
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| 199 | (combined_equipment['id'],)) |
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| 200 | rows_offline_meters = cursor_system_db.fetchall() |
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| 201 | |||
| 202 | if rows_offline_meters is not None and len(rows_offline_meters) > 0: |
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| 203 | for row in rows_offline_meters: |
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| 204 | offline_meter_list.append({"id": row[0], |
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| 205 | "name": row[1], |
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| 206 | "energy_category_id": row[2]}) |
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| 207 | |||
| 208 | except Exception as e: |
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| 209 | error_string = "Error in step 3.1 of combined_equipment_energy_input_category.worker " + str(e) |
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| 210 | print(error_string) |
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| 211 | return error_string |
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| 212 | finally: |
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| 213 | if cursor_system_db: |
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| 214 | cursor_system_db.close() |
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| 215 | if cnx_system_db: |
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| 216 | cnx_system_db.close() |
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| 217 | |||
| 218 | #################################################################################################################### |
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| 219 | # Step 4: get all equipments associated with the combined equipment |
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| 220 | #################################################################################################################### |
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| 221 | print("Step 4: get all equipments associated with the combined equipment") |
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| 222 | |||
| 223 | equipment_list = list() |
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| 224 | |||
| 225 | try: |
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| 226 | cursor_system_db.execute(" SELECT e.id, e.name " |
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| 227 | " FROM tbl_equipments e, tbl_combined_equipments_equipments ce " |
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| 228 | " WHERE e.id = ce.equipment_id " |
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| 229 | " AND e.is_input_counted = true " |
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| 230 | " AND ce.combined_equipment_id = %s ", |
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| 231 | (combined_equipment['id'],)) |
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| 232 | rows_equipments = cursor_system_db.fetchall() |
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| 233 | |||
| 234 | if rows_equipments is not None and len(rows_equipments) > 0: |
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| 235 | for row in rows_equipments: |
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| 236 | equipment_list.append({"id": row[0], |
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| 237 | "name": row[1]}) |
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| 238 | |||
| 239 | except Exception as e: |
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| 240 | error_string = "Error in step 4 of combined_equipment_energy_input_category.worker " + str(e) |
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| 241 | print(error_string) |
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| 242 | return error_string |
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| 243 | finally: |
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| 244 | if cursor_system_db: |
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| 245 | cursor_system_db.close() |
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| 246 | if cnx_system_db: |
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| 247 | cnx_system_db.close() |
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| 248 | |||
| 249 | #################################################################################################################### |
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| 250 | # stop to the next combined equipment if this combined equipment is empty |
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| 251 | #################################################################################################################### |
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| 252 | if (meter_list is None or len(meter_list) == 0) and \ |
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| 253 | (virtual_meter_list is None or len(virtual_meter_list) == 0) and \ |
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| 254 | (offline_meter_list is None or len(offline_meter_list) == 0) and \ |
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| 255 | (equipment_list is None or len(equipment_list) == 0): |
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| 256 | print("This is an empty combined equipment ") |
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| 257 | return None |
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| 258 | |||
| 259 | #################################################################################################################### |
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| 260 | # Step 5: determine start datetime and end datetime to aggregate |
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| 261 | #################################################################################################################### |
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| 262 | print("Step 5: determine start datetime and end datetime to aggregate") |
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| 263 | cnx_energy_db = None |
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| 264 | cursor_energy_db = None |
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| 265 | try: |
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| 266 | cnx_energy_db = mysql.connector.connect(**config.myems_energy_db) |
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| 267 | cursor_energy_db = cnx_energy_db.cursor() |
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| 268 | except Exception as e: |
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| 269 | error_string = "Error in step 5.1 of combined_equipment_energy_input_category.worker " + str(e) |
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| 270 | if cursor_energy_db: |
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| 271 | cursor_energy_db.close() |
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| 272 | if cnx_energy_db: |
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| 273 | cnx_energy_db.close() |
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| 274 | print(error_string) |
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| 275 | return error_string |
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| 276 | |||
| 277 | try: |
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| 278 | query = (" SELECT MAX(start_datetime_utc) " |
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| 279 | " FROM tbl_combined_equipment_input_category_hourly " |
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| 280 | " WHERE combined_equipment_id = %s ") |
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| 281 | cursor_energy_db.execute(query, (combined_equipment['id'],)) |
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| 282 | row_datetime = cursor_energy_db.fetchone() |
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| 283 | start_datetime_utc = datetime.strptime(config.start_datetime_utc, '%Y-%m-%d %H:%M:%S') |
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| 284 | start_datetime_utc = start_datetime_utc.replace(minute=0, second=0, microsecond=0, tzinfo=None) |
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| 285 | |||
| 286 | if row_datetime is not None and len(row_datetime) > 0 and isinstance(row_datetime[0], datetime): |
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| 287 | # replace second and microsecond with 0 |
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| 288 | # note: do not replace minute in case of calculating in half hourly |
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| 289 | start_datetime_utc = row_datetime[0].replace(second=0, microsecond=0, tzinfo=None) |
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| 290 | # start from the next time slot |
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| 291 | start_datetime_utc += timedelta(minutes=config.minutes_to_count) |
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| 292 | |||
| 293 | end_datetime_utc = datetime.utcnow().replace(second=0, microsecond=0, tzinfo=None) |
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| 294 | |||
| 295 | print("start_datetime_utc: " + start_datetime_utc.isoformat()[0:19] |
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| 296 | + "end_datetime_utc: " + end_datetime_utc.isoformat()[0:19]) |
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| 297 | |||
| 298 | except Exception as e: |
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| 299 | error_string = "Error in step 5.2 of combined_equipment_energy_input_category.worker " + str(e) |
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| 300 | if cursor_energy_db: |
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| 301 | cursor_energy_db.close() |
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| 302 | if cnx_energy_db: |
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| 303 | cnx_energy_db.close() |
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| 304 | print(error_string) |
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| 305 | return error_string |
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| 306 | |||
| 307 | #################################################################################################################### |
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| 308 | # Step 6: for each meter in list, get energy input data from energy database |
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| 309 | #################################################################################################################### |
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| 310 | energy_meter_hourly = dict() |
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| 311 | try: |
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| 312 | if meter_list is not None and len(meter_list) > 0: |
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| 313 | for meter in meter_list: |
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| 314 | meter_id = str(meter['id']) |
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| 315 | |||
| 316 | query = (" SELECT start_datetime_utc, actual_value " |
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| 317 | " FROM tbl_meter_hourly " |
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| 318 | " WHERE meter_id = %s " |
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| 319 | " AND start_datetime_utc >= %s " |
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| 320 | " AND start_datetime_utc < %s " |
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| 321 | " ORDER BY start_datetime_utc ") |
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| 322 | cursor_energy_db.execute(query, (meter_id, start_datetime_utc, end_datetime_utc,)) |
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| 323 | rows_energy_values = cursor_energy_db.fetchall() |
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| 324 | if rows_energy_values is None or len(rows_energy_values) == 0: |
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| 325 | energy_meter_hourly[meter_id] = None |
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| 326 | else: |
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| 327 | energy_meter_hourly[meter_id] = dict() |
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| 328 | for row_energy_value in rows_energy_values: |
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| 329 | energy_meter_hourly[meter_id][row_energy_value[0]] = row_energy_value[1] |
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| 330 | except Exception as e: |
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| 331 | error_string = "Error in step 6.1 of combined_equipment_energy_input_category.worker " + str(e) |
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| 332 | if cursor_energy_db: |
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| 333 | cursor_energy_db.close() |
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| 334 | if cnx_energy_db: |
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| 335 | cnx_energy_db.close() |
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| 336 | print(error_string) |
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| 337 | return error_string |
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| 338 | |||
| 339 | #################################################################################################################### |
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| 340 | # Step 7: for each virtual meter in list, get energy input data from energy database |
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| 341 | #################################################################################################################### |
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| 342 | energy_virtual_meter_hourly = dict() |
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| 343 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
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| 344 | try: |
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| 345 | for virtual_meter in virtual_meter_list: |
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| 346 | virtual_meter_id = str(virtual_meter['id']) |
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| 347 | |||
| 348 | query = (" SELECT start_datetime_utc, actual_value " |
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| 349 | " FROM tbl_virtual_meter_hourly " |
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| 350 | " WHERE virtual_meter_id = %s " |
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| 351 | " AND start_datetime_utc >= %s " |
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| 352 | " AND start_datetime_utc < %s " |
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| 353 | " ORDER BY start_datetime_utc ") |
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| 354 | cursor_energy_db.execute(query, (virtual_meter_id, start_datetime_utc, end_datetime_utc,)) |
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| 355 | rows_energy_values = cursor_energy_db.fetchall() |
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| 356 | if rows_energy_values is None or len(rows_energy_values) == 0: |
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| 357 | energy_virtual_meter_hourly[virtual_meter_id] = None |
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| 358 | else: |
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| 359 | energy_virtual_meter_hourly[virtual_meter_id] = dict() |
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| 360 | for row_energy_value in rows_energy_values: |
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| 361 | energy_virtual_meter_hourly[virtual_meter_id][row_energy_value[0]] = row_energy_value[1] |
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| 362 | except Exception as e: |
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| 363 | error_string = "Error in step 7.1 of combined_equipment_energy_input_category.worker " + str(e) |
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| 364 | if cursor_energy_db: |
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| 365 | cursor_energy_db.close() |
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| 366 | if cnx_energy_db: |
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| 367 | cnx_energy_db.close() |
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| 368 | print(error_string) |
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| 369 | return error_string |
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| 370 | |||
| 371 | #################################################################################################################### |
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| 372 | # Step 8: for each offline meter in list, get energy input data from energy database |
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| 373 | #################################################################################################################### |
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| 374 | energy_offline_meter_hourly = dict() |
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| 375 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
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| 376 | try: |
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| 377 | for offline_meter in offline_meter_list: |
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| 378 | offline_meter_id = str(offline_meter['id']) |
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| 379 | |||
| 380 | query = (" SELECT start_datetime_utc, actual_value " |
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| 381 | " FROM tbl_offline_meter_hourly " |
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| 382 | " WHERE offline_meter_id = %s " |
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| 383 | " AND start_datetime_utc >= %s " |
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| 384 | " AND start_datetime_utc < %s " |
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| 385 | " ORDER BY start_datetime_utc ") |
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| 386 | cursor_energy_db.execute(query, (offline_meter_id, start_datetime_utc, end_datetime_utc,)) |
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| 387 | rows_energy_values = cursor_energy_db.fetchall() |
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| 388 | if rows_energy_values is None or len(rows_energy_values) == 0: |
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| 389 | energy_offline_meter_hourly[offline_meter_id] = None |
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| 390 | else: |
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| 391 | energy_offline_meter_hourly[offline_meter_id] = dict() |
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| 392 | for row_energy_value in rows_energy_values: |
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| 393 | energy_offline_meter_hourly[offline_meter_id][row_energy_value[0]] = row_energy_value[1] |
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| 394 | |||
| 395 | except Exception as e: |
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| 396 | error_string = "Error in step 8.1 of combined_equipment_energy_input_category.worker " + str(e) |
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| 397 | if cursor_energy_db: |
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| 398 | cursor_energy_db.close() |
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| 399 | if cnx_energy_db: |
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| 400 | cnx_energy_db.close() |
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| 401 | print(error_string) |
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| 402 | return error_string |
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| 403 | |||
| 404 | #################################################################################################################### |
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| 405 | # Step 9: for each equipment in list, get energy input data from energy database |
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| 406 | #################################################################################################################### |
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| 407 | energy_equipment_hourly = dict() |
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| 408 | if equipment_list is not None and len(equipment_list) > 0: |
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| 409 | try: |
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| 410 | for equipment in equipment_list: |
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| 411 | equipment_id = str(equipment['id']) |
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| 412 | query = (" SELECT start_datetime_utc, energy_category_id, actual_value " |
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| 413 | " FROM tbl_equipment_input_category_hourly " |
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| 414 | " WHERE equipment_id = %s " |
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| 415 | " AND start_datetime_utc >= %s " |
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| 416 | " AND start_datetime_utc < %s " |
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| 417 | " ORDER BY start_datetime_utc ") |
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| 418 | cursor_energy_db.execute(query, (equipment_id, start_datetime_utc, end_datetime_utc,)) |
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| 419 | rows_energy_values = cursor_energy_db.fetchall() |
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| 420 | if rows_energy_values is None or len(rows_energy_values) == 0: |
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| 421 | energy_equipment_hourly[equipment_id] = None |
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| 422 | else: |
||
| 423 | energy_equipment_hourly[equipment_id] = dict() |
||
| 424 | for row_value in rows_energy_values: |
||
| 425 | current_datetime_utc = row_value[0] |
||
| 426 | if current_datetime_utc not in energy_equipment_hourly[equipment_id]: |
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| 427 | energy_equipment_hourly[equipment_id][current_datetime_utc] = dict() |
||
| 428 | energy_category_id = row_value[1] |
||
| 429 | actual_value = row_value[2] |
||
| 430 | energy_equipment_hourly[equipment_id][current_datetime_utc][energy_category_id] = \ |
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| 431 | actual_value |
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| 432 | except Exception as e: |
||
| 433 | error_string = "Error in step 9 of combined_equipment_energy_input_category.worker " + str(e) |
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| 434 | if cursor_energy_db: |
||
| 435 | cursor_energy_db.close() |
||
| 436 | if cnx_energy_db: |
||
| 437 | cnx_energy_db.close() |
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| 438 | print(error_string) |
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| 439 | return error_string |
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| 440 | |||
| 441 | #################################################################################################################### |
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| 442 | # Step 10: determine common time slot to aggregate |
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| 443 | #################################################################################################################### |
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| 444 | |||
| 445 | common_start_datetime_utc = start_datetime_utc |
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| 446 | common_end_datetime_utc = end_datetime_utc |
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| 447 | |||
| 448 | print("Getting common time slot of energy values for all meters") |
||
| 449 | if energy_meter_hourly is not None and len(energy_meter_hourly) > 0: |
||
| 450 | for meter_id, energy_hourly in energy_meter_hourly.items(): |
||
| 451 | if energy_hourly is None or len(energy_hourly) == 0: |
||
| 452 | common_start_datetime_utc = None |
||
| 453 | common_end_datetime_utc = None |
||
| 454 | break |
||
| 455 | else: |
||
| 456 | if common_start_datetime_utc < min(energy_hourly.keys()): |
||
| 457 | common_start_datetime_utc = min(energy_hourly.keys()) |
||
| 458 | if common_end_datetime_utc > max(energy_hourly.keys()): |
||
| 459 | common_end_datetime_utc = max(energy_hourly.keys()) |
||
| 460 | |||
| 461 | print("Getting common time slot of energy values for all virtual meters") |
||
| 462 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
||
| 463 | if energy_virtual_meter_hourly is not None and len(energy_virtual_meter_hourly) > 0: |
||
| 464 | for meter_id, energy_hourly in energy_virtual_meter_hourly.items(): |
||
| 465 | if energy_hourly is None or len(energy_hourly) == 0: |
||
| 466 | common_start_datetime_utc = None |
||
| 467 | common_end_datetime_utc = None |
||
| 468 | break |
||
| 469 | else: |
||
| 470 | if common_start_datetime_utc < min(energy_hourly.keys()): |
||
| 471 | common_start_datetime_utc = min(energy_hourly.keys()) |
||
| 472 | if common_end_datetime_utc > max(energy_hourly.keys()): |
||
| 473 | common_end_datetime_utc = max(energy_hourly.keys()) |
||
| 474 | |||
| 475 | print("Getting common time slot of energy values for all offline meters") |
||
| 476 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
||
| 477 | if energy_offline_meter_hourly is not None and len(energy_offline_meter_hourly) > 0: |
||
| 478 | for meter_id, energy_hourly in energy_offline_meter_hourly.items(): |
||
| 479 | if energy_hourly is None or len(energy_hourly) == 0: |
||
| 480 | common_start_datetime_utc = None |
||
| 481 | common_end_datetime_utc = None |
||
| 482 | break |
||
| 483 | else: |
||
| 484 | if common_start_datetime_utc < min(energy_hourly.keys()): |
||
| 485 | common_start_datetime_utc = min(energy_hourly.keys()) |
||
| 486 | if common_end_datetime_utc > max(energy_hourly.keys()): |
||
| 487 | common_end_datetime_utc = max(energy_hourly.keys()) |
||
| 488 | |||
| 489 | print("Getting common time slot of energy values for all equipments...") |
||
| 490 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
||
| 491 | if energy_equipment_hourly is not None and len(energy_equipment_hourly) > 0: |
||
| 492 | for equipment_id, energy_hourly in energy_equipment_hourly.items(): |
||
| 493 | if energy_hourly is None or len(energy_hourly) == 0: |
||
| 494 | common_start_datetime_utc = None |
||
| 495 | common_end_datetime_utc = None |
||
| 496 | break |
||
| 497 | else: |
||
| 498 | if common_start_datetime_utc < min(energy_hourly.keys()): |
||
| 499 | common_start_datetime_utc = min(energy_hourly.keys()) |
||
| 500 | if common_end_datetime_utc > max(energy_hourly.keys()): |
||
| 501 | common_end_datetime_utc = max(energy_hourly.keys()) |
||
| 502 | |||
| 503 | if (energy_meter_hourly is None or len(energy_meter_hourly) == 0) and \ |
||
| 504 | (energy_virtual_meter_hourly is None or len(energy_virtual_meter_hourly) == 0) and \ |
||
| 505 | (energy_offline_meter_hourly is None or len(energy_offline_meter_hourly) == 0) and \ |
||
| 506 | (energy_equipment_hourly is None or len(energy_equipment_hourly) == 0): |
||
| 507 | # There isn't any energy data |
||
| 508 | print("There isn't any energy data") |
||
| 509 | # continue the for combined equipment loop to the next combined equipment |
||
| 510 | print("continue the for combined equipment loop to the next combined equipment") |
||
| 511 | if cursor_energy_db: |
||
| 512 | cursor_energy_db.close() |
||
| 513 | if cnx_energy_db: |
||
| 514 | cnx_energy_db.close() |
||
| 515 | return None |
||
| 516 | |||
| 517 | print("common_start_datetime_utc: " + str(common_start_datetime_utc)) |
||
| 518 | print("common_end_datetime_utc: " + str(common_end_datetime_utc)) |
||
| 519 | |||
| 520 | #################################################################################################################### |
||
| 521 | # Step 11: aggregate energy data in the common time slot by energy categories and hourly |
||
| 522 | #################################################################################################################### |
||
| 523 | |||
| 524 | print("Step 11: aggregate energy data in the common time slot by energy categories and hourly") |
||
| 525 | aggregated_values = list() |
||
| 526 | try: |
||
| 527 | current_datetime_utc = common_start_datetime_utc |
||
| 528 | while common_start_datetime_utc is not None \ |
||
| 529 | and common_end_datetime_utc is not None \ |
||
| 530 | and current_datetime_utc <= common_end_datetime_utc: |
||
| 531 | aggregated_value = dict() |
||
| 532 | aggregated_value['start_datetime_utc'] = current_datetime_utc |
||
| 533 | aggregated_value['meta_data'] = dict() |
||
| 534 | |||
| 535 | if meter_list is not None and len(meter_list) > 0: |
||
| 536 | for meter in meter_list: |
||
| 537 | meter_id = str(meter['id']) |
||
| 538 | energy_category_id = meter['energy_category_id'] |
||
| 539 | actual_value = energy_meter_hourly[meter_id].get(current_datetime_utc, Decimal(0.0)) |
||
| 540 | aggregated_value['meta_data'][energy_category_id] = \ |
||
| 541 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
||
| 542 | |||
| 543 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
||
| 544 | for virtual_meter in virtual_meter_list: |
||
| 545 | virtual_meter_id = str(virtual_meter['id']) |
||
| 546 | energy_category_id = virtual_meter['energy_category_id'] |
||
| 547 | actual_value = energy_virtual_meter_hourly[virtual_meter_id].get(current_datetime_utc, Decimal(0.0)) |
||
| 548 | aggregated_value['meta_data'][energy_category_id] = \ |
||
| 549 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
||
| 550 | |||
| 551 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
||
| 552 | for offline_meter in offline_meter_list: |
||
| 553 | offline_meter_id = str(offline_meter['id']) |
||
| 554 | energy_category_id = offline_meter['energy_category_id'] |
||
| 555 | actual_value = energy_offline_meter_hourly[offline_meter_id].get(current_datetime_utc, Decimal(0.0)) |
||
| 556 | aggregated_value['meta_data'][energy_category_id] = \ |
||
| 557 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
||
| 558 | |||
| 559 | if equipment_list is not None and len(equipment_list) > 0: |
||
| 560 | for equipment in equipment_list: |
||
| 561 | equipment_id = str(equipment['id']) |
||
| 562 | meta_data_dict = energy_equipment_hourly[equipment_id].get(current_datetime_utc, None) |
||
| 563 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
||
| 564 | for energy_category_id, actual_value in meta_data_dict.items(): |
||
| 565 | aggregated_value['meta_data'][energy_category_id] = \ |
||
| 566 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
||
| 567 | |||
| 568 | aggregated_values.append(aggregated_value) |
||
| 569 | |||
| 570 | current_datetime_utc += timedelta(minutes=config.minutes_to_count) |
||
| 571 | |||
| 572 | except Exception as e: |
||
| 573 | error_string = "Error in step 11 of combined_equipment_energy_input_category.worker " + str(e) |
||
| 574 | if cursor_energy_db: |
||
| 575 | cursor_energy_db.close() |
||
| 576 | if cnx_energy_db: |
||
| 577 | cnx_energy_db.close() |
||
| 578 | print(error_string) |
||
| 579 | return error_string |
||
| 580 | |||
| 581 | #################################################################################################################### |
||
| 582 | # Step 12: save energy data to energy database |
||
| 583 | #################################################################################################################### |
||
| 584 | print("Step 12: save energy data to energy database") |
||
| 585 | |||
| 586 | if len(aggregated_values) > 0: |
||
| 587 | try: |
||
| 588 | add_values = (" INSERT INTO tbl_combined_equipment_input_category_hourly " |
||
| 589 | " (combined_equipment_id, " |
||
| 590 | " energy_category_id, " |
||
| 591 | " start_datetime_utc, " |
||
| 592 | " actual_value) " |
||
| 593 | " VALUES ") |
||
| 594 | |||
| 595 | for aggregated_value in aggregated_values: |
||
| 596 | for energy_category_id, actual_value in aggregated_value['meta_data'].items(): |
||
| 597 | add_values += " (" + str(combined_equipment['id']) + "," |
||
| 598 | add_values += " " + str(energy_category_id) + "," |
||
| 599 | add_values += "'" + aggregated_value['start_datetime_utc'].isoformat()[0:19] + "'," |
||
| 600 | add_values += str(actual_value) + "), " |
||
| 601 | print("add_values:" + add_values) |
||
| 602 | # trim ", " at the end of string and then execute |
||
| 603 | cursor_energy_db.execute(add_values[:-2]) |
||
| 604 | cnx_energy_db.commit() |
||
| 605 | |||
| 606 | except Exception as e: |
||
| 607 | error_string = "Error in step 12.1 of combined_equipment_energy_input_category.worker " + str(e) |
||
| 608 | print(error_string) |
||
| 609 | return error_string |
||
| 610 | finally: |
||
| 611 | if cursor_energy_db: |
||
| 612 | cursor_energy_db.close() |
||
| 613 | if cnx_energy_db: |
||
| 614 | cnx_energy_db.close() |
||
| 615 | else: |
||
| 616 | if cursor_energy_db: |
||
| 617 | cursor_energy_db.close() |
||
| 618 | if cnx_energy_db: |
||
| 619 | cnx_energy_db.close() |
||
| 620 |