Total Complexity | 169 |
Total Lines | 619 |
Duplicated Lines | 93.86 % |
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 shopfloor_energy_input_item 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 shopfloors |
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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 shopfloors |
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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 shopfloor_energy_input_item.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_shopfloors " |
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43 | " ORDER BY id ") |
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44 | rows_shopfloors = cursor_system_db.fetchall() |
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45 | |||
46 | if rows_shopfloors is None or len(rows_shopfloors) == 0: |
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47 | print("There isn't any shopfloors ") |
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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 | shopfloor_list = list() |
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53 | for row in rows_shopfloors: |
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54 | shopfloor_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 shopfloor_energy_input_item.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 shopfloors in MyEMS System Database") |
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68 | |||
69 | # shuffle the shopfloor list for randomly calculating the meter hourly value |
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70 | random.shuffle(shopfloor_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, shopfloor_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 shopfloor |
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93 | # Step 2: get all input virtual meters associated with the shopfloor |
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94 | # Step 3: get all input offline meters associated with the shopfloor |
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95 | # Step 4: get all equipments associated with the shopfloor |
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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 items 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(shopfloor): |
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109 | #################################################################################################################### |
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110 | # Step 1: get all input meters associated with the shopfloor |
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111 | #################################################################################################################### |
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112 | print("Step 1: get all input meters associated with the shopfloor " + str(shopfloor['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 shopfloor_energy_input_item.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_item_id " |
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131 | " FROM tbl_meters m, tbl_shopfloors_meters tm " |
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132 | " WHERE m.id = tm.meter_id " |
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133 | " AND m.is_counted = true " |
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134 | " AND m.energy_item_id is NOT NULL " |
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135 | " AND tm.shopfloor_id = %s ", |
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136 | (shopfloor['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_item_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 shopfloor_energy_input_item.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 shopfloor |
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156 | #################################################################################################################### |
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157 | print("Step 2: get all input virtual meters associated with the shopfloor") |
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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_item_id " |
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162 | " FROM tbl_virtual_meters m, tbl_shopfloors_virtual_meters tm " |
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163 | " WHERE m.id = tm.virtual_meter_id " |
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164 | " AND m.energy_item_id is NOT NULL " |
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165 | " AND m.is_counted = true " |
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166 | " AND tm.shopfloor_id = %s ", |
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167 | (shopfloor['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_item_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 shopfloor_energy_input_item.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 shopfloor |
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187 | #################################################################################################################### |
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188 | print("Step 3: get all input offline meters associated with the shopfloor") |
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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_item_id " |
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194 | " FROM tbl_offline_meters m, tbl_shopfloors_offline_meters tm " |
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195 | " WHERE m.id = tm.offline_meter_id " |
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196 | " AND m.energy_item_id is NOT NULL " |
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197 | " AND m.is_counted = true " |
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198 | " AND tm.shopfloor_id = %s ", |
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199 | (shopfloor['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_item_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 shopfloor_energy_input_item.worker " + str(e) |
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210 | if cursor_system_db: |
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211 | cursor_system_db.close() |
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212 | if cnx_system_db: |
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213 | cnx_system_db.close() |
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214 | print(error_string) |
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215 | return error_string |
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216 | |||
217 | #################################################################################################################### |
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218 | # Step 4: get all equipments associated with the shopfloor |
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219 | #################################################################################################################### |
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220 | print("Step 4: get all equipments associated with the shopfloor") |
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221 | |||
222 | equipment_list = list() |
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223 | |||
224 | try: |
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225 | cursor_system_db.execute(" SELECT e.id, e.name " |
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226 | " FROM tbl_equipments e, tbl_shopfloors_equipments se " |
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227 | " WHERE e.id = se.equipment_id " |
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228 | " AND e.is_input_counted = true " |
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229 | " AND se.shopfloor_id = %s ", |
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230 | (shopfloor['id'],)) |
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231 | rows_equipments = cursor_system_db.fetchall() |
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232 | |||
233 | if rows_equipments is not None and len(rows_equipments) > 0: |
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234 | for row in rows_equipments: |
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235 | equipment_list.append({"id": row[0], |
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236 | "name": row[1]}) |
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237 | |||
238 | except Exception as e: |
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239 | error_string = "Error in step 4 of shopfloor_energy_input_item.worker " + str(e) |
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240 | print(error_string) |
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241 | return error_string |
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242 | finally: |
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243 | if cursor_system_db: |
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244 | cursor_system_db.close() |
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245 | if cnx_system_db: |
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246 | cnx_system_db.close() |
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247 | |||
248 | #################################################################################################################### |
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249 | # stop to the next shopfloor if this shopfloor is empty |
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250 | #################################################################################################################### |
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251 | if (meter_list is None or len(meter_list) == 0) and \ |
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252 | (virtual_meter_list is None or len(virtual_meter_list) == 0) and \ |
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253 | (offline_meter_list is None or len(offline_meter_list) == 0) and \ |
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254 | (equipment_list is None or len(equipment_list) == 0): |
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255 | print("This is an empty shopfloor ") |
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256 | return None |
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257 | |||
258 | #################################################################################################################### |
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259 | # Step 5: determine start datetime and end datetime to aggregate |
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260 | #################################################################################################################### |
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261 | print("Step 5: determine start datetime and end datetime to aggregate") |
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262 | cnx_energy_db = None |
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263 | cursor_energy_db = None |
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264 | try: |
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265 | cnx_energy_db = mysql.connector.connect(**config.myems_energy_db) |
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266 | cursor_energy_db = cnx_energy_db.cursor() |
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267 | except Exception as e: |
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268 | error_string = "Error in step 5.1 of shopfloor_energy_input_item.worker " + str(e) |
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269 | if cursor_energy_db: |
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270 | cursor_energy_db.close() |
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271 | if cnx_energy_db: |
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272 | cnx_energy_db.close() |
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273 | print(error_string) |
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274 | return error_string |
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275 | |||
276 | try: |
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277 | query = (" SELECT MAX(start_datetime_utc) " |
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278 | " FROM tbl_shopfloor_input_item_hourly " |
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279 | " WHERE shopfloor_id = %s ") |
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280 | cursor_energy_db.execute(query, (shopfloor['id'],)) |
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281 | row_datetime = cursor_energy_db.fetchone() |
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282 | start_datetime_utc = datetime.strptime(config.start_datetime_utc, '%Y-%m-%d %H:%M:%S') |
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283 | start_datetime_utc = start_datetime_utc.replace(minute=0, second=0, microsecond=0, tzinfo=None) |
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284 | |||
285 | if row_datetime is not None and len(row_datetime) > 0 and isinstance(row_datetime[0], datetime): |
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286 | # replace second and microsecond with 0 |
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287 | # note: do not replace minute in case of calculating in half hourly |
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288 | start_datetime_utc = row_datetime[0].replace(second=0, microsecond=0, tzinfo=None) |
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289 | # start from the next time slot |
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290 | start_datetime_utc += timedelta(minutes=config.minutes_to_count) |
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291 | |||
292 | end_datetime_utc = datetime.utcnow().replace(second=0, microsecond=0, tzinfo=None) |
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293 | |||
294 | print("start_datetime_utc: " + start_datetime_utc.isoformat()[0:19] |
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295 | + "end_datetime_utc: " + end_datetime_utc.isoformat()[0:19]) |
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296 | |||
297 | except Exception as e: |
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298 | error_string = "Error in step 5.2 of shopfloor_energy_input_item.worker " + str(e) |
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299 | if cursor_energy_db: |
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300 | cursor_energy_db.close() |
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301 | if cnx_energy_db: |
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302 | cnx_energy_db.close() |
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303 | print(error_string) |
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304 | return error_string |
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305 | |||
306 | #################################################################################################################### |
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307 | # Step 6: for each meter in list, get energy input data from energy database |
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308 | #################################################################################################################### |
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309 | energy_meter_hourly = dict() |
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310 | try: |
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311 | if meter_list is not None and len(meter_list) > 0: |
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312 | for meter in meter_list: |
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313 | meter_id = str(meter['id']) |
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314 | |||
315 | query = (" SELECT start_datetime_utc, actual_value " |
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316 | " FROM tbl_meter_hourly " |
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317 | " WHERE meter_id = %s " |
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318 | " AND start_datetime_utc >= %s " |
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319 | " AND start_datetime_utc < %s " |
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320 | " ORDER BY start_datetime_utc ") |
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321 | cursor_energy_db.execute(query, (meter_id, start_datetime_utc, end_datetime_utc,)) |
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322 | rows_energy_values = cursor_energy_db.fetchall() |
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323 | if rows_energy_values is None or len(rows_energy_values) == 0: |
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324 | energy_meter_hourly[meter_id] = None |
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325 | else: |
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326 | energy_meter_hourly[meter_id] = dict() |
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327 | for row_energy_value in rows_energy_values: |
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328 | energy_meter_hourly[meter_id][row_energy_value[0]] = row_energy_value[1] |
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329 | except Exception as e: |
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330 | error_string = "Error in step 6.1 of shopfloor_energy_input_item.worker " + str(e) |
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331 | if cursor_energy_db: |
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332 | cursor_energy_db.close() |
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333 | if cnx_energy_db: |
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334 | cnx_energy_db.close() |
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335 | print(error_string) |
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336 | return error_string |
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337 | |||
338 | #################################################################################################################### |
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339 | # Step 7: for each virtual meter in list, get energy input data from energy database |
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340 | #################################################################################################################### |
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341 | energy_virtual_meter_hourly = dict() |
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342 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
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343 | try: |
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344 | for virtual_meter in virtual_meter_list: |
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345 | virtual_meter_id = str(virtual_meter['id']) |
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346 | |||
347 | query = (" SELECT start_datetime_utc, actual_value " |
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348 | " FROM tbl_virtual_meter_hourly " |
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349 | " WHERE virtual_meter_id = %s " |
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350 | " AND start_datetime_utc >= %s " |
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351 | " AND start_datetime_utc < %s " |
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352 | " ORDER BY start_datetime_utc ") |
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353 | cursor_energy_db.execute(query, (virtual_meter_id, start_datetime_utc, end_datetime_utc,)) |
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354 | rows_energy_values = cursor_energy_db.fetchall() |
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355 | if rows_energy_values is None or len(rows_energy_values) == 0: |
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356 | energy_virtual_meter_hourly[virtual_meter_id] = None |
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357 | else: |
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358 | energy_virtual_meter_hourly[virtual_meter_id] = dict() |
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359 | for row_energy_value in rows_energy_values: |
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360 | energy_virtual_meter_hourly[virtual_meter_id][row_energy_value[0]] = row_energy_value[1] |
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361 | except Exception as e: |
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362 | error_string = "Error in step 7.1 of shopfloor_energy_input_item.worker " + str(e) |
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363 | if cursor_energy_db: |
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364 | cursor_energy_db.close() |
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365 | if cnx_energy_db: |
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366 | cnx_energy_db.close() |
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367 | print(error_string) |
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368 | return error_string |
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369 | |||
370 | #################################################################################################################### |
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371 | # Step 8: for each offline meter in list, get energy input data from energy database |
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372 | #################################################################################################################### |
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373 | energy_offline_meter_hourly = dict() |
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374 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
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375 | try: |
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376 | for offline_meter in offline_meter_list: |
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377 | offline_meter_id = str(offline_meter['id']) |
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378 | |||
379 | query = (" SELECT start_datetime_utc, actual_value " |
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380 | " FROM tbl_offline_meter_hourly " |
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381 | " WHERE offline_meter_id = %s " |
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382 | " AND start_datetime_utc >= %s " |
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383 | " AND start_datetime_utc < %s " |
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384 | " ORDER BY start_datetime_utc ") |
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385 | cursor_energy_db.execute(query, (offline_meter_id, start_datetime_utc, end_datetime_utc,)) |
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386 | rows_energy_values = cursor_energy_db.fetchall() |
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387 | if rows_energy_values is None or len(rows_energy_values) == 0: |
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388 | energy_offline_meter_hourly[offline_meter_id] = None |
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389 | else: |
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390 | energy_offline_meter_hourly[offline_meter_id] = dict() |
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391 | for row_energy_value in rows_energy_values: |
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392 | energy_offline_meter_hourly[offline_meter_id][row_energy_value[0]] = row_energy_value[1] |
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393 | |||
394 | except Exception as e: |
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395 | error_string = "Error in step 8.1 of shopfloor_energy_input_item.worker " + str(e) |
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396 | if cursor_energy_db: |
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397 | cursor_energy_db.close() |
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398 | if cnx_energy_db: |
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399 | cnx_energy_db.close() |
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400 | print(error_string) |
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401 | return error_string |
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402 | |||
403 | #################################################################################################################### |
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404 | # Step 9: for each equipment in list, get energy input data from energy database |
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405 | #################################################################################################################### |
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406 | energy_equipment_hourly = dict() |
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407 | if equipment_list is not None and len(equipment_list) > 0: |
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408 | try: |
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409 | for equipment in equipment_list: |
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410 | equipment_id = str(equipment['id']) |
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411 | query = (" SELECT start_datetime_utc, energy_item_id, actual_value " |
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412 | " FROM tbl_equipment_input_item_hourly " |
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413 | " WHERE equipment_id = %s " |
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414 | " AND start_datetime_utc >= %s " |
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415 | " AND start_datetime_utc < %s " |
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416 | " ORDER BY start_datetime_utc ") |
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417 | cursor_energy_db.execute(query, (equipment_id, start_datetime_utc, end_datetime_utc,)) |
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418 | rows_energy_values = cursor_energy_db.fetchall() |
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419 | if rows_energy_values is None or len(rows_energy_values) == 0: |
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420 | energy_equipment_hourly[equipment_id] = None |
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421 | else: |
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422 | energy_equipment_hourly[equipment_id] = dict() |
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423 | for row_value in rows_energy_values: |
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424 | current_datetime_utc = row_value[0] |
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425 | if current_datetime_utc not in energy_equipment_hourly[equipment_id]: |
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426 | energy_equipment_hourly[equipment_id][current_datetime_utc] = dict() |
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427 | energy_item_id = row_value[1] |
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428 | actual_value = row_value[2] |
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429 | energy_equipment_hourly[equipment_id][current_datetime_utc][energy_item_id] = \ |
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430 | actual_value |
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431 | except Exception as e: |
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432 | error_string = "Error in step 9 of shopfloor_energy_input_item.worker " + str(e) |
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433 | if cursor_energy_db: |
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434 | cursor_energy_db.close() |
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435 | if cnx_energy_db: |
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436 | cnx_energy_db.close() |
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437 | print(error_string) |
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438 | return error_string |
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439 | |||
440 | #################################################################################################################### |
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441 | # Step 10: determine common time slot to aggregate |
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442 | #################################################################################################################### |
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443 | |||
444 | common_start_datetime_utc = start_datetime_utc |
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445 | common_end_datetime_utc = end_datetime_utc |
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446 | |||
447 | print("Getting common time slot of energy values for all meters") |
||
448 | if energy_meter_hourly is not None and len(energy_meter_hourly) > 0: |
||
449 | for meter_id, energy_hourly in energy_meter_hourly.items(): |
||
450 | if energy_hourly is None or len(energy_hourly) == 0: |
||
451 | common_start_datetime_utc = None |
||
452 | common_end_datetime_utc = None |
||
453 | break |
||
454 | else: |
||
455 | if common_start_datetime_utc < min(energy_hourly.keys()): |
||
456 | common_start_datetime_utc = min(energy_hourly.keys()) |
||
457 | if common_end_datetime_utc > max(energy_hourly.keys()): |
||
458 | common_end_datetime_utc = max(energy_hourly.keys()) |
||
459 | |||
460 | print("Getting common time slot of energy values for all virtual meters") |
||
461 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
||
462 | if energy_virtual_meter_hourly is not None and len(energy_virtual_meter_hourly) > 0: |
||
463 | for meter_id, energy_hourly in energy_virtual_meter_hourly.items(): |
||
464 | if energy_hourly is None or len(energy_hourly) == 0: |
||
465 | common_start_datetime_utc = None |
||
466 | common_end_datetime_utc = None |
||
467 | break |
||
468 | else: |
||
469 | if common_start_datetime_utc < min(energy_hourly.keys()): |
||
470 | common_start_datetime_utc = min(energy_hourly.keys()) |
||
471 | if common_end_datetime_utc > max(energy_hourly.keys()): |
||
472 | common_end_datetime_utc = max(energy_hourly.keys()) |
||
473 | |||
474 | print("Getting common time slot of energy values for all offline meters") |
||
475 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
||
476 | if energy_offline_meter_hourly is not None and len(energy_offline_meter_hourly) > 0: |
||
477 | for meter_id, energy_hourly in energy_offline_meter_hourly.items(): |
||
478 | if energy_hourly is None or len(energy_hourly) == 0: |
||
479 | common_start_datetime_utc = None |
||
480 | common_end_datetime_utc = None |
||
481 | break |
||
482 | else: |
||
483 | if common_start_datetime_utc < min(energy_hourly.keys()): |
||
484 | common_start_datetime_utc = min(energy_hourly.keys()) |
||
485 | if common_end_datetime_utc > max(energy_hourly.keys()): |
||
486 | common_end_datetime_utc = max(energy_hourly.keys()) |
||
487 | |||
488 | print("Getting common time slot of energy values for all equipments...") |
||
489 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
||
490 | if energy_equipment_hourly is not None and len(energy_equipment_hourly) > 0: |
||
491 | for equipment_id, energy_hourly in energy_equipment_hourly.items(): |
||
492 | if energy_hourly is None or len(energy_hourly) == 0: |
||
493 | common_start_datetime_utc = None |
||
494 | common_end_datetime_utc = None |
||
495 | break |
||
496 | else: |
||
497 | if common_start_datetime_utc < min(energy_hourly.keys()): |
||
498 | common_start_datetime_utc = min(energy_hourly.keys()) |
||
499 | if common_end_datetime_utc > max(energy_hourly.keys()): |
||
500 | common_end_datetime_utc = max(energy_hourly.keys()) |
||
501 | |||
502 | if (energy_meter_hourly is None or len(energy_meter_hourly) == 0) and \ |
||
503 | (energy_virtual_meter_hourly is None or len(energy_virtual_meter_hourly) == 0) and \ |
||
504 | (energy_offline_meter_hourly is None or len(energy_offline_meter_hourly) == 0) and \ |
||
505 | (energy_equipment_hourly is None or len(energy_equipment_hourly) == 0): |
||
506 | # There isn't any energy data |
||
507 | print("There isn't any energy data") |
||
508 | # continue the for shopfloor loop to the next shopfloor |
||
509 | print("continue the for shopfloor loop to the next shopfloor") |
||
510 | if cursor_energy_db: |
||
511 | cursor_energy_db.close() |
||
512 | if cnx_energy_db: |
||
513 | cnx_energy_db.close() |
||
514 | return None |
||
515 | |||
516 | print("common_start_datetime_utc: " + str(common_start_datetime_utc)) |
||
517 | print("common_end_datetime_utc: " + str(common_end_datetime_utc)) |
||
518 | |||
519 | #################################################################################################################### |
||
520 | # Step 11: aggregate energy data in the common time slot by energy items and hourly |
||
521 | #################################################################################################################### |
||
522 | |||
523 | print("Step 11: aggregate energy data in the common time slot by energy items and hourly") |
||
524 | aggregated_values = list() |
||
525 | try: |
||
526 | current_datetime_utc = common_start_datetime_utc |
||
527 | while common_start_datetime_utc is not None \ |
||
528 | and common_end_datetime_utc is not None \ |
||
529 | and current_datetime_utc <= common_end_datetime_utc: |
||
530 | aggregated_value = dict() |
||
531 | aggregated_value['start_datetime_utc'] = current_datetime_utc |
||
532 | aggregated_value['meta_data'] = dict() |
||
533 | |||
534 | if meter_list is not None and len(meter_list) > 0: |
||
535 | for meter in meter_list: |
||
536 | meter_id = str(meter['id']) |
||
537 | energy_item_id = meter['energy_item_id'] |
||
538 | actual_value = energy_meter_hourly[meter_id].get(current_datetime_utc, Decimal(0.0)) |
||
539 | aggregated_value['meta_data'][energy_item_id] = \ |
||
540 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
||
541 | |||
542 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
||
543 | for virtual_meter in virtual_meter_list: |
||
544 | virtual_meter_id = str(virtual_meter['id']) |
||
545 | energy_item_id = virtual_meter['energy_item_id'] |
||
546 | actual_value = energy_virtual_meter_hourly[virtual_meter_id].get(current_datetime_utc, Decimal(0.0)) |
||
547 | aggregated_value['meta_data'][energy_item_id] = \ |
||
548 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
||
549 | |||
550 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
||
551 | for offline_meter in offline_meter_list: |
||
552 | offline_meter_id = str(offline_meter['id']) |
||
553 | energy_item_id = offline_meter['energy_item_id'] |
||
554 | actual_value = energy_offline_meter_hourly[offline_meter_id].get(current_datetime_utc, Decimal(0.0)) |
||
555 | aggregated_value['meta_data'][energy_item_id] = \ |
||
556 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
||
557 | |||
558 | if equipment_list is not None and len(equipment_list) > 0: |
||
559 | for equipment in equipment_list: |
||
560 | equipment_id = str(equipment['id']) |
||
561 | meta_data_dict = energy_equipment_hourly[equipment_id].get(current_datetime_utc, None) |
||
562 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
||
563 | for energy_item_id, actual_value in meta_data_dict.items(): |
||
564 | aggregated_value['meta_data'][energy_item_id] = \ |
||
565 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
||
566 | |||
567 | aggregated_values.append(aggregated_value) |
||
568 | |||
569 | current_datetime_utc += timedelta(minutes=config.minutes_to_count) |
||
570 | |||
571 | except Exception as e: |
||
572 | error_string = "Error in step 11 of shopfloor_energy_input_item.worker " + str(e) |
||
573 | if cursor_energy_db: |
||
574 | cursor_energy_db.close() |
||
575 | if cnx_energy_db: |
||
576 | cnx_energy_db.close() |
||
577 | print(error_string) |
||
578 | return error_string |
||
579 | |||
580 | #################################################################################################################### |
||
581 | # Step 12: save energy data to energy database |
||
582 | #################################################################################################################### |
||
583 | print("Step 12: save energy data to energy database") |
||
584 | |||
585 | if len(aggregated_values) > 0: |
||
586 | try: |
||
587 | add_values = (" INSERT INTO tbl_shopfloor_input_item_hourly " |
||
588 | " (shopfloor_id, " |
||
589 | " energy_item_id, " |
||
590 | " start_datetime_utc, " |
||
591 | " actual_value) " |
||
592 | " VALUES ") |
||
593 | |||
594 | for aggregated_value in aggregated_values: |
||
595 | for energy_item_id, actual_value in aggregated_value['meta_data'].items(): |
||
596 | add_values += " (" + str(shopfloor['id']) + "," |
||
597 | add_values += " " + str(energy_item_id) + "," |
||
598 | add_values += "'" + aggregated_value['start_datetime_utc'].isoformat()[0:19] + "'," |
||
599 | add_values += str(actual_value) + "), " |
||
600 | print("add_values:" + add_values) |
||
601 | # trim ", " at the end of string and then execute |
||
602 | cursor_energy_db.execute(add_values[:-2]) |
||
603 | cnx_energy_db.commit() |
||
604 | |||
605 | except Exception as e: |
||
606 | error_string = "Error in step 12.1 of shopfloor_energy_input_item.worker " + str(e) |
||
607 | print(error_string) |
||
608 | return error_string |
||
609 | finally: |
||
610 | if cursor_energy_db: |
||
611 | cursor_energy_db.close() |
||
612 | if cnx_energy_db: |
||
613 | cnx_energy_db.close() |
||
614 | else: |
||
615 | if cursor_energy_db: |
||
616 | cursor_energy_db.close() |
||
617 | if cnx_energy_db: |
||
618 | cnx_energy_db.close() |
||
619 |