MyEMS /
myems
| @@ 110-625 (lines=516) @@ | ||
| 107 | # NOTE: returns None or the error string because that the logger object cannot be passed in as parameter |
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| 108 | ######################################################################################################################## |
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| 109 | ||
| 110 | def worker(combined_equipment): |
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| 111 | #################################################################################################################### |
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| 112 | # Step 1: get all input meters associated with the combined equipment |
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| 113 | #################################################################################################################### |
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| 114 | print("Step 1: get all input meters associated with the combined equipment " + str(combined_equipment['name'])) |
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| 115 | ||
| 116 | meter_list = list() |
|
| 117 | cnx_system_db = None |
|
| 118 | cursor_system_db = None |
|
| 119 | try: |
|
| 120 | cnx_system_db = mysql.connector.connect(**config.myems_system_db) |
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| 121 | cursor_system_db = cnx_system_db.cursor() |
|
| 122 | except Exception as e: |
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| 123 | error_string = "Error in step 1.1 of combined_equipment_energy_input_item.worker " + str(e) |
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| 124 | if cursor_system_db: |
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| 125 | cursor_system_db.close() |
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| 126 | if cnx_system_db: |
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| 127 | cnx_system_db.close() |
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| 128 | print(error_string) |
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| 129 | return error_string |
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| 130 | ||
| 131 | try: |
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| 132 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_item_id " |
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| 133 | " FROM tbl_meters m, tbl_combined_equipments_meters em " |
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| 134 | " WHERE m.id = em.meter_id " |
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| 135 | " AND m.is_counted = 1 " |
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| 136 | " AND m.energy_item_id is NOT NULL " |
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| 137 | " AND em.is_output = 0 " |
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| 138 | " AND em.combined_equipment_id = %s ", |
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| 139 | (combined_equipment['id'],)) |
|
| 140 | rows_meters = cursor_system_db.fetchall() |
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| 141 | ||
| 142 | if rows_meters is not None and len(rows_meters) > 0: |
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| 143 | for row in rows_meters: |
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| 144 | meter_list.append({"id": row[0], |
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| 145 | "name": row[1], |
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| 146 | "energy_item_id": row[2]}) |
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| 147 | ||
| 148 | except Exception as e: |
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| 149 | error_string = "Error in step 1.2 of combined_equipment_energy_input_item.worker " + str(e) |
|
| 150 | if cursor_system_db: |
|
| 151 | cursor_system_db.close() |
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| 152 | if cnx_system_db: |
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| 153 | cnx_system_db.close() |
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| 154 | print(error_string) |
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| 155 | return error_string |
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| 156 | ||
| 157 | #################################################################################################################### |
|
| 158 | # Step 2: get all input virtual meters associated with the combined equipment |
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| 159 | #################################################################################################################### |
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| 160 | print("Step 2: get all input virtual meters associated with the combined equipment") |
|
| 161 | virtual_meter_list = list() |
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| 162 | ||
| 163 | try: |
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| 164 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_item_id " |
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| 165 | " FROM tbl_virtual_meters m, tbl_combined_equipments_virtual_meters em " |
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| 166 | " WHERE m.id = em.virtual_meter_id " |
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| 167 | " AND m.energy_item_id is NOT NULL " |
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| 168 | " AND m.is_counted = 1 " |
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| 169 | " AND em.is_output = 0 " |
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| 170 | " AND em.combined_equipment_id = %s ", |
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| 171 | (combined_equipment['id'],)) |
|
| 172 | rows_virtual_meters = cursor_system_db.fetchall() |
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| 173 | ||
| 174 | if rows_virtual_meters is not None and len(rows_virtual_meters) > 0: |
|
| 175 | for row in rows_virtual_meters: |
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| 176 | virtual_meter_list.append({"id": row[0], |
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| 177 | "name": row[1], |
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| 178 | "energy_item_id": row[2]}) |
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| 179 | ||
| 180 | except Exception as e: |
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| 181 | error_string = "Error in step 2.1 of combined_equipment_energy_input_item.worker " + str(e) |
|
| 182 | if cursor_system_db: |
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| 183 | cursor_system_db.close() |
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| 184 | if cnx_system_db: |
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| 185 | cnx_system_db.close() |
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| 186 | print(error_string) |
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| 187 | return error_string |
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| 188 | ||
| 189 | #################################################################################################################### |
|
| 190 | # Step 3: get all input offline meters associated with the combined equipment |
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| 191 | #################################################################################################################### |
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| 192 | print("Step 3: get all input offline meters associated with the combined equipment") |
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| 193 | ||
| 194 | offline_meter_list = list() |
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| 195 | ||
| 196 | try: |
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| 197 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_item_id " |
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| 198 | " FROM tbl_offline_meters m, tbl_combined_equipments_offline_meters em " |
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| 199 | " WHERE m.id = em.offline_meter_id " |
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| 200 | " AND m.energy_item_id is NOT NULL " |
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| 201 | " AND m.is_counted = 1 " |
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| 202 | " AND em.is_output = 0 " |
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| 203 | " AND em.combined_equipment_id = %s ", |
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| 204 | (combined_equipment['id'],)) |
|
| 205 | rows_offline_meters = cursor_system_db.fetchall() |
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| 206 | ||
| 207 | if rows_offline_meters is not None and len(rows_offline_meters) > 0: |
|
| 208 | for row in rows_offline_meters: |
|
| 209 | offline_meter_list.append({"id": row[0], |
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| 210 | "name": row[1], |
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| 211 | "energy_item_id": row[2]}) |
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| 212 | ||
| 213 | except Exception as e: |
|
| 214 | error_string = "Error in step 3.1 of combined_equipment_energy_input_item.worker " + str(e) |
|
| 215 | if cursor_system_db: |
|
| 216 | cursor_system_db.close() |
|
| 217 | if cnx_system_db: |
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| 218 | cnx_system_db.close() |
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| 219 | print(error_string) |
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| 220 | return error_string |
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| 221 | ||
| 222 | #################################################################################################################### |
|
| 223 | # Step 4: get all equipments associated with the combined equipment |
|
| 224 | #################################################################################################################### |
|
| 225 | print("Step 4: get all equipments associated with the combined equipment") |
|
| 226 | ||
| 227 | equipment_list = list() |
|
| 228 | ||
| 229 | try: |
|
| 230 | cursor_system_db.execute(" SELECT e.id, e.name " |
|
| 231 | " FROM tbl_equipments e, tbl_combined_equipments_equipments ce " |
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| 232 | " WHERE e.id = ce.equipment_id " |
|
| 233 | " AND e.is_input_counted = 1 " |
|
| 234 | " AND ce.combined_equipment_id = %s ", |
|
| 235 | (combined_equipment['id'],)) |
|
| 236 | rows_equipments = cursor_system_db.fetchall() |
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| 237 | ||
| 238 | if rows_equipments is not None and len(rows_equipments) > 0: |
|
| 239 | for row in rows_equipments: |
|
| 240 | equipment_list.append({"id": row[0], |
|
| 241 | "name": row[1]}) |
|
| 242 | ||
| 243 | except Exception as e: |
|
| 244 | error_string = "Error in step 4 of combined_equipment_energy_input_item.worker " + str(e) |
|
| 245 | print(error_string) |
|
| 246 | return error_string |
|
| 247 | finally: |
|
| 248 | if cursor_system_db: |
|
| 249 | cursor_system_db.close() |
|
| 250 | if cnx_system_db: |
|
| 251 | cnx_system_db.close() |
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| 252 | ||
| 253 | #################################################################################################################### |
|
| 254 | # stop to the next combined equipment if this combined equipment is empty |
|
| 255 | #################################################################################################################### |
|
| 256 | if (meter_list is None or len(meter_list) == 0) and \ |
|
| 257 | (virtual_meter_list is None or len(virtual_meter_list) == 0) and \ |
|
| 258 | (offline_meter_list is None or len(offline_meter_list) == 0) and \ |
|
| 259 | (equipment_list is None or len(equipment_list) == 0): |
|
| 260 | print("This is an empty combined equipment ") |
|
| 261 | return None |
|
| 262 | ||
| 263 | #################################################################################################################### |
|
| 264 | # Step 5: determine start datetime and end datetime to aggregate |
|
| 265 | #################################################################################################################### |
|
| 266 | print("Step 5: determine start datetime and end datetime to aggregate") |
|
| 267 | cnx_energy_db = None |
|
| 268 | cursor_energy_db = None |
|
| 269 | try: |
|
| 270 | cnx_energy_db = mysql.connector.connect(**config.myems_energy_db) |
|
| 271 | cursor_energy_db = cnx_energy_db.cursor() |
|
| 272 | except Exception as e: |
|
| 273 | error_string = "Error in step 5.1 of combined_equipment_energy_input_item.worker " + str(e) |
|
| 274 | if cursor_energy_db: |
|
| 275 | cursor_energy_db.close() |
|
| 276 | if cnx_energy_db: |
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| 277 | cnx_energy_db.close() |
|
| 278 | print(error_string) |
|
| 279 | return error_string |
|
| 280 | ||
| 281 | try: |
|
| 282 | query = (" SELECT MAX(start_datetime_utc) " |
|
| 283 | " FROM tbl_combined_equipment_input_item_hourly " |
|
| 284 | " WHERE combined_equipment_id = %s ") |
|
| 285 | cursor_energy_db.execute(query, (combined_equipment['id'],)) |
|
| 286 | row_datetime = cursor_energy_db.fetchone() |
|
| 287 | start_datetime_utc = datetime.strptime(config.start_datetime_utc, '%Y-%m-%d %H:%M:%S') |
|
| 288 | start_datetime_utc = start_datetime_utc.replace(minute=0, second=0, microsecond=0, tzinfo=None) |
|
| 289 | ||
| 290 | if row_datetime is not None and len(row_datetime) > 0 and isinstance(row_datetime[0], datetime): |
|
| 291 | # replace second and microsecond with 0 |
|
| 292 | # note: do not replace minute in case of calculating in half hourly |
|
| 293 | start_datetime_utc = row_datetime[0].replace(second=0, microsecond=0, tzinfo=None) |
|
| 294 | # start from the next time slot |
|
| 295 | start_datetime_utc += timedelta(minutes=config.minutes_to_count) |
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| 296 | ||
| 297 | end_datetime_utc = datetime.utcnow().replace(second=0, microsecond=0, tzinfo=None) |
|
| 298 | ||
| 299 | print("start_datetime_utc: " + start_datetime_utc.isoformat()[0:19] |
|
| 300 | + "end_datetime_utc: " + end_datetime_utc.isoformat()[0:19]) |
|
| 301 | ||
| 302 | except Exception as e: |
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| 303 | error_string = "Error in step 5.2 of combined_equipment_energy_input_item.worker " + str(e) |
|
| 304 | if cursor_energy_db: |
|
| 305 | cursor_energy_db.close() |
|
| 306 | if cnx_energy_db: |
|
| 307 | cnx_energy_db.close() |
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| 308 | print(error_string) |
|
| 309 | return error_string |
|
| 310 | ||
| 311 | #################################################################################################################### |
|
| 312 | # Step 6: for each meter in list, get energy input data from energy database |
|
| 313 | #################################################################################################################### |
|
| 314 | energy_meter_hourly = dict() |
|
| 315 | try: |
|
| 316 | if meter_list is not None and len(meter_list) > 0: |
|
| 317 | for meter in meter_list: |
|
| 318 | meter_id = str(meter['id']) |
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| 319 | ||
| 320 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 321 | " FROM tbl_meter_hourly " |
|
| 322 | " WHERE meter_id = %s " |
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| 323 | " AND start_datetime_utc >= %s " |
|
| 324 | " AND start_datetime_utc < %s " |
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| 325 | " ORDER BY start_datetime_utc ") |
|
| 326 | cursor_energy_db.execute(query, (meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 327 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 328 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 329 | energy_meter_hourly[meter_id] = None |
|
| 330 | else: |
|
| 331 | energy_meter_hourly[meter_id] = dict() |
|
| 332 | for row_energy_value in rows_energy_values: |
|
| 333 | energy_meter_hourly[meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 334 | except Exception as e: |
|
| 335 | error_string = "Error in step 6.1 of combined_equipment_energy_input_item.worker " + str(e) |
|
| 336 | if cursor_energy_db: |
|
| 337 | cursor_energy_db.close() |
|
| 338 | if cnx_energy_db: |
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| 339 | cnx_energy_db.close() |
|
| 340 | print(error_string) |
|
| 341 | return error_string |
|
| 342 | ||
| 343 | #################################################################################################################### |
|
| 344 | # Step 7: for each virtual meter in list, get energy input data from energy database |
|
| 345 | #################################################################################################################### |
|
| 346 | energy_virtual_meter_hourly = dict() |
|
| 347 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
|
| 348 | try: |
|
| 349 | for virtual_meter in virtual_meter_list: |
|
| 350 | virtual_meter_id = str(virtual_meter['id']) |
|
| 351 | ||
| 352 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 353 | " FROM tbl_virtual_meter_hourly " |
|
| 354 | " WHERE virtual_meter_id = %s " |
|
| 355 | " AND start_datetime_utc >= %s " |
|
| 356 | " AND start_datetime_utc < %s " |
|
| 357 | " ORDER BY start_datetime_utc ") |
|
| 358 | cursor_energy_db.execute(query, (virtual_meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 359 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 360 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 361 | energy_virtual_meter_hourly[virtual_meter_id] = None |
|
| 362 | else: |
|
| 363 | energy_virtual_meter_hourly[virtual_meter_id] = dict() |
|
| 364 | for row_energy_value in rows_energy_values: |
|
| 365 | energy_virtual_meter_hourly[virtual_meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 366 | except Exception as e: |
|
| 367 | error_string = "Error in step 7.1 of combined_equipment_energy_input_item.worker " + str(e) |
|
| 368 | if cursor_energy_db: |
|
| 369 | cursor_energy_db.close() |
|
| 370 | if cnx_energy_db: |
|
| 371 | cnx_energy_db.close() |
|
| 372 | print(error_string) |
|
| 373 | return error_string |
|
| 374 | ||
| 375 | #################################################################################################################### |
|
| 376 | # Step 8: for each offline meter in list, get energy input data from energy database |
|
| 377 | #################################################################################################################### |
|
| 378 | energy_offline_meter_hourly = dict() |
|
| 379 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
|
| 380 | try: |
|
| 381 | for offline_meter in offline_meter_list: |
|
| 382 | offline_meter_id = str(offline_meter['id']) |
|
| 383 | ||
| 384 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 385 | " FROM tbl_offline_meter_hourly " |
|
| 386 | " WHERE offline_meter_id = %s " |
|
| 387 | " AND start_datetime_utc >= %s " |
|
| 388 | " AND start_datetime_utc < %s " |
|
| 389 | " ORDER BY start_datetime_utc ") |
|
| 390 | cursor_energy_db.execute(query, (offline_meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 391 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 392 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 393 | energy_offline_meter_hourly[offline_meter_id] = None |
|
| 394 | else: |
|
| 395 | energy_offline_meter_hourly[offline_meter_id] = dict() |
|
| 396 | for row_energy_value in rows_energy_values: |
|
| 397 | energy_offline_meter_hourly[offline_meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 398 | ||
| 399 | except Exception as e: |
|
| 400 | error_string = "Error in step 8.1 of combined_equipment_energy_input_item.worker " + str(e) |
|
| 401 | if cursor_energy_db: |
|
| 402 | cursor_energy_db.close() |
|
| 403 | if cnx_energy_db: |
|
| 404 | cnx_energy_db.close() |
|
| 405 | print(error_string) |
|
| 406 | return error_string |
|
| 407 | ||
| 408 | #################################################################################################################### |
|
| 409 | # Step 9: for each equipment in list, get energy input data from energy database |
|
| 410 | #################################################################################################################### |
|
| 411 | energy_equipment_hourly = dict() |
|
| 412 | if equipment_list is not None and len(equipment_list) > 0: |
|
| 413 | try: |
|
| 414 | for equipment in equipment_list: |
|
| 415 | equipment_id = str(equipment['id']) |
|
| 416 | query = (" SELECT start_datetime_utc, energy_item_id, actual_value " |
|
| 417 | " FROM tbl_equipment_input_item_hourly " |
|
| 418 | " WHERE equipment_id = %s " |
|
| 419 | " AND start_datetime_utc >= %s " |
|
| 420 | " AND start_datetime_utc < %s " |
|
| 421 | " ORDER BY start_datetime_utc ") |
|
| 422 | cursor_energy_db.execute(query, (equipment_id, start_datetime_utc, end_datetime_utc,)) |
|
| 423 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 424 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 425 | energy_equipment_hourly[equipment_id] = None |
|
| 426 | else: |
|
| 427 | energy_equipment_hourly[equipment_id] = dict() |
|
| 428 | for row_value in rows_energy_values: |
|
| 429 | current_datetime_utc = row_value[0] |
|
| 430 | if current_datetime_utc not in energy_equipment_hourly[equipment_id]: |
|
| 431 | energy_equipment_hourly[equipment_id][current_datetime_utc] = dict() |
|
| 432 | energy_item_id = row_value[1] |
|
| 433 | actual_value = row_value[2] |
|
| 434 | energy_equipment_hourly[equipment_id][current_datetime_utc][energy_item_id] = \ |
|
| 435 | actual_value |
|
| 436 | except Exception as e: |
|
| 437 | error_string = "Error in step 9 of combined_equipment_energy_input_item.worker " + str(e) |
|
| 438 | if cursor_energy_db: |
|
| 439 | cursor_energy_db.close() |
|
| 440 | if cnx_energy_db: |
|
| 441 | cnx_energy_db.close() |
|
| 442 | print(error_string) |
|
| 443 | return error_string |
|
| 444 | ||
| 445 | #################################################################################################################### |
|
| 446 | # Step 10: determine common time slot to aggregate |
|
| 447 | #################################################################################################################### |
|
| 448 | ||
| 449 | common_start_datetime_utc = start_datetime_utc |
|
| 450 | common_end_datetime_utc = end_datetime_utc |
|
| 451 | ||
| 452 | print("Getting common time slot of energy values for all meters") |
|
| 453 | if energy_meter_hourly is not None and len(energy_meter_hourly) > 0: |
|
| 454 | for meter_id, energy_hourly in energy_meter_hourly.items(): |
|
| 455 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 456 | common_start_datetime_utc = None |
|
| 457 | common_end_datetime_utc = None |
|
| 458 | break |
|
| 459 | else: |
|
| 460 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 461 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 462 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 463 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 464 | ||
| 465 | print("Getting common time slot of energy values for all virtual meters") |
|
| 466 | if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
|
| 467 | if energy_virtual_meter_hourly is not None and len(energy_virtual_meter_hourly) > 0: |
|
| 468 | for meter_id, energy_hourly in energy_virtual_meter_hourly.items(): |
|
| 469 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 470 | common_start_datetime_utc = None |
|
| 471 | common_end_datetime_utc = None |
|
| 472 | break |
|
| 473 | else: |
|
| 474 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 475 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 476 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 477 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 478 | ||
| 479 | print("Getting common time slot of energy values for all offline meters") |
|
| 480 | if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
|
| 481 | if energy_offline_meter_hourly is not None and len(energy_offline_meter_hourly) > 0: |
|
| 482 | for meter_id, energy_hourly in energy_offline_meter_hourly.items(): |
|
| 483 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 484 | common_start_datetime_utc = None |
|
| 485 | common_end_datetime_utc = None |
|
| 486 | break |
|
| 487 | else: |
|
| 488 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 489 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 490 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 491 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 492 | ||
| 493 | print("Getting common time slot of energy values for all equipments") |
|
| 494 | if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
|
| 495 | if energy_equipment_hourly is not None and len(energy_equipment_hourly) > 0: |
|
| 496 | for equipment_id, energy_hourly in energy_equipment_hourly.items(): |
|
| 497 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 498 | common_start_datetime_utc = None |
|
| 499 | common_end_datetime_utc = None |
|
| 500 | break |
|
| 501 | else: |
|
| 502 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 503 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 504 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 505 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 506 | ||
| 507 | if (energy_meter_hourly is None or len(energy_meter_hourly) == 0) and \ |
|
| 508 | (energy_virtual_meter_hourly is None or len(energy_virtual_meter_hourly) == 0) and \ |
|
| 509 | (energy_offline_meter_hourly is None or len(energy_offline_meter_hourly) == 0) and \ |
|
| 510 | (energy_equipment_hourly is None or len(energy_equipment_hourly) == 0): |
|
| 511 | # There isn't any energy data |
|
| 512 | print("There isn't any energy data") |
|
| 513 | # continue the for combined equipment loop to the next combined equipment |
|
| 514 | print("continue the for combined equipment loop to the next combined equipment") |
|
| 515 | if cursor_energy_db: |
|
| 516 | cursor_energy_db.close() |
|
| 517 | if cnx_energy_db: |
|
| 518 | cnx_energy_db.close() |
|
| 519 | return None |
|
| 520 | ||
| 521 | print("common_start_datetime_utc: " + str(common_start_datetime_utc)) |
|
| 522 | print("common_end_datetime_utc: " + str(common_end_datetime_utc)) |
|
| 523 | ||
| 524 | #################################################################################################################### |
|
| 525 | # Step 11: aggregate energy data in the common time slot by energy items and hourly |
|
| 526 | #################################################################################################################### |
|
| 527 | ||
| 528 | print("Step 11: aggregate energy data in the common time slot by energy items and hourly") |
|
| 529 | aggregated_values = list() |
|
| 530 | try: |
|
| 531 | current_datetime_utc = common_start_datetime_utc |
|
| 532 | while common_start_datetime_utc is not None \ |
|
| 533 | and common_end_datetime_utc is not None \ |
|
| 534 | and current_datetime_utc <= common_end_datetime_utc: |
|
| 535 | aggregated_value = dict() |
|
| 536 | aggregated_value['start_datetime_utc'] = current_datetime_utc |
|
| 537 | aggregated_value['meta_data'] = dict() |
|
| 538 | ||
| 539 | if meter_list is not None and len(meter_list) > 0: |
|
| 540 | for meter in meter_list: |
|
| 541 | meter_id = str(meter['id']) |
|
| 542 | energy_item_id = meter['energy_item_id'] |
|
| 543 | actual_value = energy_meter_hourly[meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 544 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 545 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 546 | ||
| 547 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
|
| 548 | for virtual_meter in virtual_meter_list: |
|
| 549 | virtual_meter_id = str(virtual_meter['id']) |
|
| 550 | energy_item_id = virtual_meter['energy_item_id'] |
|
| 551 | actual_value = energy_virtual_meter_hourly[virtual_meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 552 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 553 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 554 | ||
| 555 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
|
| 556 | for offline_meter in offline_meter_list: |
|
| 557 | offline_meter_id = str(offline_meter['id']) |
|
| 558 | energy_item_id = offline_meter['energy_item_id'] |
|
| 559 | actual_value = energy_offline_meter_hourly[offline_meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 560 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 561 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 562 | ||
| 563 | if equipment_list is not None and len(equipment_list) > 0: |
|
| 564 | for equipment in equipment_list: |
|
| 565 | equipment_id = str(equipment['id']) |
|
| 566 | meta_data_dict = energy_equipment_hourly[equipment_id].get(current_datetime_utc, None) |
|
| 567 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 568 | for energy_item_id, actual_value in meta_data_dict.items(): |
|
| 569 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 570 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 571 | ||
| 572 | aggregated_values.append(aggregated_value) |
|
| 573 | ||
| 574 | current_datetime_utc += timedelta(minutes=config.minutes_to_count) |
|
| 575 | ||
| 576 | except Exception as e: |
|
| 577 | error_string = "Error in step 11 of combined_equipment_energy_input_item.worker " + str(e) |
|
| 578 | if cursor_energy_db: |
|
| 579 | cursor_energy_db.close() |
|
| 580 | if cnx_energy_db: |
|
| 581 | cnx_energy_db.close() |
|
| 582 | print(error_string) |
|
| 583 | return error_string |
|
| 584 | ||
| 585 | #################################################################################################################### |
|
| 586 | # Step 12: save energy data to energy database |
|
| 587 | #################################################################################################################### |
|
| 588 | print("Step 12: save energy data to energy database") |
|
| 589 | ||
| 590 | while len(aggregated_values) > 0: |
|
| 591 | insert_100 = aggregated_values[:100] |
|
| 592 | aggregated_values = aggregated_values[100:] |
|
| 593 | try: |
|
| 594 | add_values = (" INSERT INTO tbl_combined_equipment_input_item_hourly " |
|
| 595 | " (combined_equipment_id, " |
|
| 596 | " energy_item_id, " |
|
| 597 | " start_datetime_utc, " |
|
| 598 | " actual_value) " |
|
| 599 | " VALUES ") |
|
| 600 | ||
| 601 | for aggregated_value in insert_100: |
|
| 602 | for energy_item_id, actual_value in aggregated_value['meta_data'].items(): |
|
| 603 | add_values += " (" + str(combined_equipment['id']) + "," |
|
| 604 | add_values += " " + str(energy_item_id) + "," |
|
| 605 | add_values += "'" + aggregated_value['start_datetime_utc'].isoformat()[0:19] + "'," |
|
| 606 | add_values += str(actual_value) + "), " |
|
| 607 | # print("add_values:" + add_values) |
|
| 608 | # trim ", " at the end of string and then execute |
|
| 609 | cursor_energy_db.execute(add_values[:-2]) |
|
| 610 | cnx_energy_db.commit() |
|
| 611 | ||
| 612 | except Exception as e: |
|
| 613 | error_string = "Error in step 12.1 of combined_equipment_energy_input_item.worker " + str(e) |
|
| 614 | print(error_string) |
|
| 615 | if cursor_energy_db: |
|
| 616 | cursor_energy_db.close() |
|
| 617 | if cnx_energy_db: |
|
| 618 | cnx_energy_db.close() |
|
| 619 | return error_string |
|
| 620 | ||
| 621 | if cursor_energy_db: |
|
| 622 | cursor_energy_db.close() |
|
| 623 | if cnx_energy_db: |
|
| 624 | cnx_energy_db.close() |
|
| 625 | return None |
|
| 626 | ||
| @@ 110-622 (lines=513) @@ | ||
| 107 | # NOTE: returns None or the error string because that the logger object cannot be passed in as parameter |
|
| 108 | ######################################################################################################################## |
|
| 109 | ||
| 110 | def worker(combined_equipment): |
|
| 111 | #################################################################################################################### |
|
| 112 | # Step 1: get all input meters associated with the combined equipment |
|
| 113 | #################################################################################################################### |
|
| 114 | print("Step 1: get all input meters associated with the combined equipment " + str(combined_equipment['name'])) |
|
| 115 | ||
| 116 | meter_list = list() |
|
| 117 | cnx_system_db = None |
|
| 118 | cursor_system_db = None |
|
| 119 | try: |
|
| 120 | cnx_system_db = mysql.connector.connect(**config.myems_system_db) |
|
| 121 | cursor_system_db = cnx_system_db.cursor() |
|
| 122 | except Exception as e: |
|
| 123 | error_string = "Error in step 1.1 of combined_equipment_energy_input_category.worker " + str(e) |
|
| 124 | if cursor_system_db: |
|
| 125 | cursor_system_db.close() |
|
| 126 | if cnx_system_db: |
|
| 127 | cnx_system_db.close() |
|
| 128 | print(error_string) |
|
| 129 | return error_string |
|
| 130 | ||
| 131 | try: |
|
| 132 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
|
| 133 | " FROM tbl_meters m, tbl_combined_equipments_meters em " |
|
| 134 | " WHERE m.id = em.meter_id " |
|
| 135 | " AND m.is_counted = 1 " |
|
| 136 | " AND em.is_output = 0 " |
|
| 137 | " AND em.combined_equipment_id = %s ", |
|
| 138 | (combined_equipment['id'],)) |
|
| 139 | rows_meters = cursor_system_db.fetchall() |
|
| 140 | ||
| 141 | if rows_meters is not None and len(rows_meters) > 0: |
|
| 142 | for row in rows_meters: |
|
| 143 | meter_list.append({"id": row[0], |
|
| 144 | "name": row[1], |
|
| 145 | "energy_category_id": row[2]}) |
|
| 146 | ||
| 147 | except Exception as e: |
|
| 148 | error_string = "Error in step 1.2 of combined_equipment_energy_input_category.worker " + str(e) |
|
| 149 | if cursor_system_db: |
|
| 150 | cursor_system_db.close() |
|
| 151 | if cnx_system_db: |
|
| 152 | cnx_system_db.close() |
|
| 153 | print(error_string) |
|
| 154 | return error_string |
|
| 155 | ||
| 156 | #################################################################################################################### |
|
| 157 | # Step 2: get all input virtual meters associated with the combined equipment |
|
| 158 | #################################################################################################################### |
|
| 159 | print("Step 2: get all input virtual meters associated with the combined equipment") |
|
| 160 | virtual_meter_list = list() |
|
| 161 | ||
| 162 | try: |
|
| 163 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
|
| 164 | " FROM tbl_virtual_meters m, tbl_combined_equipments_virtual_meters em " |
|
| 165 | " WHERE m.id = em.virtual_meter_id " |
|
| 166 | " AND m.is_counted = 1 " |
|
| 167 | " AND em.is_output = 0 " |
|
| 168 | " AND em.combined_equipment_id = %s ", |
|
| 169 | (combined_equipment['id'],)) |
|
| 170 | rows_virtual_meters = cursor_system_db.fetchall() |
|
| 171 | ||
| 172 | if rows_virtual_meters is not None and len(rows_virtual_meters) > 0: |
|
| 173 | for row in rows_virtual_meters: |
|
| 174 | virtual_meter_list.append({"id": row[0], |
|
| 175 | "name": row[1], |
|
| 176 | "energy_category_id": row[2]}) |
|
| 177 | ||
| 178 | except Exception as e: |
|
| 179 | error_string = "Error in step 2.1 of combined_equipment_energy_input_category.worker " + str(e) |
|
| 180 | if cursor_system_db: |
|
| 181 | cursor_system_db.close() |
|
| 182 | if cnx_system_db: |
|
| 183 | cnx_system_db.close() |
|
| 184 | print(error_string) |
|
| 185 | return error_string |
|
| 186 | ||
| 187 | #################################################################################################################### |
|
| 188 | # Step 3: get all input offline meters associated with the combined equipment |
|
| 189 | #################################################################################################################### |
|
| 190 | print("Step 3: get all input offline meters associated with the combined equipment") |
|
| 191 | ||
| 192 | offline_meter_list = list() |
|
| 193 | ||
| 194 | try: |
|
| 195 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
|
| 196 | " FROM tbl_offline_meters m, tbl_combined_equipments_offline_meters em " |
|
| 197 | " WHERE m.id = em.offline_meter_id " |
|
| 198 | " AND m.is_counted = 1 " |
|
| 199 | " AND em.is_output = 0 " |
|
| 200 | " AND em.combined_equipment_id = %s ", |
|
| 201 | (combined_equipment['id'],)) |
|
| 202 | rows_offline_meters = cursor_system_db.fetchall() |
|
| 203 | ||
| 204 | if rows_offline_meters is not None and len(rows_offline_meters) > 0: |
|
| 205 | for row in rows_offline_meters: |
|
| 206 | offline_meter_list.append({"id": row[0], |
|
| 207 | "name": row[1], |
|
| 208 | "energy_category_id": row[2]}) |
|
| 209 | ||
| 210 | except Exception as e: |
|
| 211 | error_string = "Error in step 3.1 of combined_equipment_energy_input_category.worker " + str(e) |
|
| 212 | if cursor_system_db: |
|
| 213 | cursor_system_db.close() |
|
| 214 | if cnx_system_db: |
|
| 215 | cnx_system_db.close() |
|
| 216 | print(error_string) |
|
| 217 | return error_string |
|
| 218 | ||
| 219 | #################################################################################################################### |
|
| 220 | # Step 4: get all equipments associated with the combined equipment |
|
| 221 | #################################################################################################################### |
|
| 222 | print("Step 4: get all equipments associated with the combined equipment") |
|
| 223 | ||
| 224 | equipment_list = list() |
|
| 225 | ||
| 226 | try: |
|
| 227 | cursor_system_db.execute(" SELECT e.id, e.name " |
|
| 228 | " FROM tbl_equipments e, tbl_combined_equipments_equipments ce " |
|
| 229 | " WHERE e.id = ce.equipment_id " |
|
| 230 | " AND e.is_input_counted = 1 " |
|
| 231 | " AND ce.combined_equipment_id = %s ", |
|
| 232 | (combined_equipment['id'],)) |
|
| 233 | rows_equipments = cursor_system_db.fetchall() |
|
| 234 | ||
| 235 | if rows_equipments is not None and len(rows_equipments) > 0: |
|
| 236 | for row in rows_equipments: |
|
| 237 | equipment_list.append({"id": row[0], |
|
| 238 | "name": row[1]}) |
|
| 239 | ||
| 240 | except Exception as e: |
|
| 241 | error_string = "Error in step 4 of combined_equipment_energy_input_category.worker " + str(e) |
|
| 242 | print(error_string) |
|
| 243 | return error_string |
|
| 244 | finally: |
|
| 245 | if cursor_system_db: |
|
| 246 | cursor_system_db.close() |
|
| 247 | if cnx_system_db: |
|
| 248 | cnx_system_db.close() |
|
| 249 | ||
| 250 | #################################################################################################################### |
|
| 251 | # stop to the next combined equipment if this combined equipment is empty |
|
| 252 | #################################################################################################################### |
|
| 253 | if (meter_list is None or len(meter_list) == 0) and \ |
|
| 254 | (virtual_meter_list is None or len(virtual_meter_list) == 0) and \ |
|
| 255 | (offline_meter_list is None or len(offline_meter_list) == 0) and \ |
|
| 256 | (equipment_list is None or len(equipment_list) == 0): |
|
| 257 | print("This is an empty combined equipment ") |
|
| 258 | return None |
|
| 259 | ||
| 260 | #################################################################################################################### |
|
| 261 | # Step 5: determine start datetime and end datetime to aggregate |
|
| 262 | #################################################################################################################### |
|
| 263 | print("Step 5: determine start datetime and end datetime to aggregate") |
|
| 264 | cnx_energy_db = None |
|
| 265 | cursor_energy_db = None |
|
| 266 | try: |
|
| 267 | cnx_energy_db = mysql.connector.connect(**config.myems_energy_db) |
|
| 268 | cursor_energy_db = cnx_energy_db.cursor() |
|
| 269 | except Exception as e: |
|
| 270 | error_string = "Error in step 5.1 of combined_equipment_energy_input_category.worker " + str(e) |
|
| 271 | if cursor_energy_db: |
|
| 272 | cursor_energy_db.close() |
|
| 273 | if cnx_energy_db: |
|
| 274 | cnx_energy_db.close() |
|
| 275 | print(error_string) |
|
| 276 | return error_string |
|
| 277 | ||
| 278 | try: |
|
| 279 | query = (" SELECT MAX(start_datetime_utc) " |
|
| 280 | " FROM tbl_combined_equipment_input_category_hourly " |
|
| 281 | " WHERE combined_equipment_id = %s ") |
|
| 282 | cursor_energy_db.execute(query, (combined_equipment['id'],)) |
|
| 283 | row_datetime = cursor_energy_db.fetchone() |
|
| 284 | start_datetime_utc = datetime.strptime(config.start_datetime_utc, '%Y-%m-%d %H:%M:%S') |
|
| 285 | start_datetime_utc = start_datetime_utc.replace(minute=0, second=0, microsecond=0, tzinfo=None) |
|
| 286 | ||
| 287 | if row_datetime is not None and len(row_datetime) > 0 and isinstance(row_datetime[0], datetime): |
|
| 288 | # replace second and microsecond with 0 |
|
| 289 | # note: do not replace minute in case of calculating in half hourly |
|
| 290 | start_datetime_utc = row_datetime[0].replace(second=0, microsecond=0, tzinfo=None) |
|
| 291 | # start from the next time slot |
|
| 292 | start_datetime_utc += timedelta(minutes=config.minutes_to_count) |
|
| 293 | ||
| 294 | end_datetime_utc = datetime.utcnow().replace(second=0, microsecond=0, tzinfo=None) |
|
| 295 | ||
| 296 | print("start_datetime_utc: " + start_datetime_utc.isoformat()[0:19] |
|
| 297 | + "end_datetime_utc: " + end_datetime_utc.isoformat()[0:19]) |
|
| 298 | ||
| 299 | except Exception as e: |
|
| 300 | error_string = "Error in step 5.2 of combined_equipment_energy_input_category.worker " + str(e) |
|
| 301 | if cursor_energy_db: |
|
| 302 | cursor_energy_db.close() |
|
| 303 | if cnx_energy_db: |
|
| 304 | cnx_energy_db.close() |
|
| 305 | print(error_string) |
|
| 306 | return error_string |
|
| 307 | ||
| 308 | #################################################################################################################### |
|
| 309 | # Step 6: for each meter in list, get energy input data from energy database |
|
| 310 | #################################################################################################################### |
|
| 311 | energy_meter_hourly = dict() |
|
| 312 | try: |
|
| 313 | if meter_list is not None and len(meter_list) > 0: |
|
| 314 | for meter in meter_list: |
|
| 315 | meter_id = str(meter['id']) |
|
| 316 | ||
| 317 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 318 | " FROM tbl_meter_hourly " |
|
| 319 | " WHERE meter_id = %s " |
|
| 320 | " AND start_datetime_utc >= %s " |
|
| 321 | " AND start_datetime_utc < %s " |
|
| 322 | " ORDER BY start_datetime_utc ") |
|
| 323 | cursor_energy_db.execute(query, (meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 324 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 325 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 326 | energy_meter_hourly[meter_id] = None |
|
| 327 | else: |
|
| 328 | energy_meter_hourly[meter_id] = dict() |
|
| 329 | for row_energy_value in rows_energy_values: |
|
| 330 | energy_meter_hourly[meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 331 | except Exception as e: |
|
| 332 | error_string = "Error in step 6.1 of combined_equipment_energy_input_category.worker " + str(e) |
|
| 333 | if cursor_energy_db: |
|
| 334 | cursor_energy_db.close() |
|
| 335 | if cnx_energy_db: |
|
| 336 | cnx_energy_db.close() |
|
| 337 | print(error_string) |
|
| 338 | return error_string |
|
| 339 | ||
| 340 | #################################################################################################################### |
|
| 341 | # Step 7: for each virtual meter in list, get energy input data from energy database |
|
| 342 | #################################################################################################################### |
|
| 343 | energy_virtual_meter_hourly = dict() |
|
| 344 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
|
| 345 | try: |
|
| 346 | for virtual_meter in virtual_meter_list: |
|
| 347 | virtual_meter_id = str(virtual_meter['id']) |
|
| 348 | ||
| 349 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 350 | " FROM tbl_virtual_meter_hourly " |
|
| 351 | " WHERE virtual_meter_id = %s " |
|
| 352 | " AND start_datetime_utc >= %s " |
|
| 353 | " AND start_datetime_utc < %s " |
|
| 354 | " ORDER BY start_datetime_utc ") |
|
| 355 | cursor_energy_db.execute(query, (virtual_meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 356 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 357 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 358 | energy_virtual_meter_hourly[virtual_meter_id] = None |
|
| 359 | else: |
|
| 360 | energy_virtual_meter_hourly[virtual_meter_id] = dict() |
|
| 361 | for row_energy_value in rows_energy_values: |
|
| 362 | energy_virtual_meter_hourly[virtual_meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 363 | except Exception as e: |
|
| 364 | error_string = "Error in step 7.1 of combined_equipment_energy_input_category.worker " + str(e) |
|
| 365 | if cursor_energy_db: |
|
| 366 | cursor_energy_db.close() |
|
| 367 | if cnx_energy_db: |
|
| 368 | cnx_energy_db.close() |
|
| 369 | print(error_string) |
|
| 370 | return error_string |
|
| 371 | ||
| 372 | #################################################################################################################### |
|
| 373 | # Step 8: for each offline meter in list, get energy input data from energy database |
|
| 374 | #################################################################################################################### |
|
| 375 | energy_offline_meter_hourly = dict() |
|
| 376 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
|
| 377 | try: |
|
| 378 | for offline_meter in offline_meter_list: |
|
| 379 | offline_meter_id = str(offline_meter['id']) |
|
| 380 | ||
| 381 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 382 | " FROM tbl_offline_meter_hourly " |
|
| 383 | " WHERE offline_meter_id = %s " |
|
| 384 | " AND start_datetime_utc >= %s " |
|
| 385 | " AND start_datetime_utc < %s " |
|
| 386 | " ORDER BY start_datetime_utc ") |
|
| 387 | cursor_energy_db.execute(query, (offline_meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 388 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 389 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 390 | energy_offline_meter_hourly[offline_meter_id] = None |
|
| 391 | else: |
|
| 392 | energy_offline_meter_hourly[offline_meter_id] = dict() |
|
| 393 | for row_energy_value in rows_energy_values: |
|
| 394 | energy_offline_meter_hourly[offline_meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 395 | ||
| 396 | except Exception as e: |
|
| 397 | error_string = "Error in step 8.1 of combined_equipment_energy_input_category.worker " + str(e) |
|
| 398 | if cursor_energy_db: |
|
| 399 | cursor_energy_db.close() |
|
| 400 | if cnx_energy_db: |
|
| 401 | cnx_energy_db.close() |
|
| 402 | print(error_string) |
|
| 403 | return error_string |
|
| 404 | ||
| 405 | #################################################################################################################### |
|
| 406 | # Step 9: for each equipment in list, get energy input data from energy database |
|
| 407 | #################################################################################################################### |
|
| 408 | energy_equipment_hourly = dict() |
|
| 409 | if equipment_list is not None and len(equipment_list) > 0: |
|
| 410 | try: |
|
| 411 | for equipment in equipment_list: |
|
| 412 | equipment_id = str(equipment['id']) |
|
| 413 | query = (" SELECT start_datetime_utc, energy_category_id, actual_value " |
|
| 414 | " FROM tbl_equipment_input_category_hourly " |
|
| 415 | " WHERE equipment_id = %s " |
|
| 416 | " AND start_datetime_utc >= %s " |
|
| 417 | " AND start_datetime_utc < %s " |
|
| 418 | " ORDER BY start_datetime_utc ") |
|
| 419 | cursor_energy_db.execute(query, (equipment_id, start_datetime_utc, end_datetime_utc,)) |
|
| 420 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 421 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 422 | energy_equipment_hourly[equipment_id] = None |
|
| 423 | else: |
|
| 424 | energy_equipment_hourly[equipment_id] = dict() |
|
| 425 | for row_value in rows_energy_values: |
|
| 426 | current_datetime_utc = row_value[0] |
|
| 427 | if current_datetime_utc not in energy_equipment_hourly[equipment_id]: |
|
| 428 | energy_equipment_hourly[equipment_id][current_datetime_utc] = dict() |
|
| 429 | energy_category_id = row_value[1] |
|
| 430 | actual_value = row_value[2] |
|
| 431 | energy_equipment_hourly[equipment_id][current_datetime_utc][energy_category_id] = \ |
|
| 432 | actual_value |
|
| 433 | except Exception as e: |
|
| 434 | error_string = "Error in step 9 of combined_equipment_energy_input_category.worker " + str(e) |
|
| 435 | if cursor_energy_db: |
|
| 436 | cursor_energy_db.close() |
|
| 437 | if cnx_energy_db: |
|
| 438 | cnx_energy_db.close() |
|
| 439 | print(error_string) |
|
| 440 | return error_string |
|
| 441 | ||
| 442 | #################################################################################################################### |
|
| 443 | # Step 10: determine common time slot to aggregate |
|
| 444 | #################################################################################################################### |
|
| 445 | ||
| 446 | common_start_datetime_utc = start_datetime_utc |
|
| 447 | common_end_datetime_utc = end_datetime_utc |
|
| 448 | ||
| 449 | print("Getting common time slot of energy values for all meters") |
|
| 450 | if energy_meter_hourly is not None and len(energy_meter_hourly) > 0: |
|
| 451 | for meter_id, energy_hourly in energy_meter_hourly.items(): |
|
| 452 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 453 | common_start_datetime_utc = None |
|
| 454 | common_end_datetime_utc = None |
|
| 455 | break |
|
| 456 | else: |
|
| 457 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 458 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 459 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 460 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 461 | ||
| 462 | print("Getting common time slot of energy values for all virtual meters") |
|
| 463 | if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
|
| 464 | if energy_virtual_meter_hourly is not None and len(energy_virtual_meter_hourly) > 0: |
|
| 465 | for meter_id, energy_hourly in energy_virtual_meter_hourly.items(): |
|
| 466 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 467 | common_start_datetime_utc = None |
|
| 468 | common_end_datetime_utc = None |
|
| 469 | break |
|
| 470 | else: |
|
| 471 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 472 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 473 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 474 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 475 | ||
| 476 | print("Getting common time slot of energy values for all offline meters") |
|
| 477 | if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
|
| 478 | if energy_offline_meter_hourly is not None and len(energy_offline_meter_hourly) > 0: |
|
| 479 | for meter_id, energy_hourly in energy_offline_meter_hourly.items(): |
|
| 480 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 481 | common_start_datetime_utc = None |
|
| 482 | common_end_datetime_utc = None |
|
| 483 | break |
|
| 484 | else: |
|
| 485 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 486 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 487 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 488 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 489 | ||
| 490 | print("Getting common time slot of energy values for all equipments...") |
|
| 491 | if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
|
| 492 | if energy_equipment_hourly is not None and len(energy_equipment_hourly) > 0: |
|
| 493 | for equipment_id, energy_hourly in energy_equipment_hourly.items(): |
|
| 494 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 495 | common_start_datetime_utc = None |
|
| 496 | common_end_datetime_utc = None |
|
| 497 | break |
|
| 498 | else: |
|
| 499 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 500 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 501 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 502 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 503 | ||
| 504 | if (energy_meter_hourly is None or len(energy_meter_hourly) == 0) and \ |
|
| 505 | (energy_virtual_meter_hourly is None or len(energy_virtual_meter_hourly) == 0) and \ |
|
| 506 | (energy_offline_meter_hourly is None or len(energy_offline_meter_hourly) == 0) and \ |
|
| 507 | (energy_equipment_hourly is None or len(energy_equipment_hourly) == 0): |
|
| 508 | # There isn't any energy data |
|
| 509 | print("There isn't any energy data") |
|
| 510 | # continue the for combined equipment loop to the next combined equipment |
|
| 511 | print("continue the for combined equipment loop to the next combined equipment") |
|
| 512 | if cursor_energy_db: |
|
| 513 | cursor_energy_db.close() |
|
| 514 | if cnx_energy_db: |
|
| 515 | cnx_energy_db.close() |
|
| 516 | return None |
|
| 517 | ||
| 518 | print("common_start_datetime_utc: " + str(common_start_datetime_utc)) |
|
| 519 | print("common_end_datetime_utc: " + str(common_end_datetime_utc)) |
|
| 520 | ||
| 521 | #################################################################################################################### |
|
| 522 | # Step 11: aggregate energy data in the common time slot by energy categories and hourly |
|
| 523 | #################################################################################################################### |
|
| 524 | ||
| 525 | print("Step 11: aggregate energy data in the common time slot by energy categories and hourly") |
|
| 526 | aggregated_values = list() |
|
| 527 | try: |
|
| 528 | current_datetime_utc = common_start_datetime_utc |
|
| 529 | while common_start_datetime_utc is not None \ |
|
| 530 | and common_end_datetime_utc is not None \ |
|
| 531 | and current_datetime_utc <= common_end_datetime_utc: |
|
| 532 | aggregated_value = dict() |
|
| 533 | aggregated_value['start_datetime_utc'] = current_datetime_utc |
|
| 534 | aggregated_value['meta_data'] = dict() |
|
| 535 | ||
| 536 | if meter_list is not None and len(meter_list) > 0: |
|
| 537 | for meter in meter_list: |
|
| 538 | meter_id = str(meter['id']) |
|
| 539 | energy_category_id = meter['energy_category_id'] |
|
| 540 | actual_value = energy_meter_hourly[meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 541 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 542 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 543 | ||
| 544 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
|
| 545 | for virtual_meter in virtual_meter_list: |
|
| 546 | virtual_meter_id = str(virtual_meter['id']) |
|
| 547 | energy_category_id = virtual_meter['energy_category_id'] |
|
| 548 | actual_value = energy_virtual_meter_hourly[virtual_meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 549 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 550 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 551 | ||
| 552 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
|
| 553 | for offline_meter in offline_meter_list: |
|
| 554 | offline_meter_id = str(offline_meter['id']) |
|
| 555 | energy_category_id = offline_meter['energy_category_id'] |
|
| 556 | actual_value = energy_offline_meter_hourly[offline_meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 557 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 558 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 559 | ||
| 560 | if equipment_list is not None and len(equipment_list) > 0: |
|
| 561 | for equipment in equipment_list: |
|
| 562 | equipment_id = str(equipment['id']) |
|
| 563 | meta_data_dict = energy_equipment_hourly[equipment_id].get(current_datetime_utc, None) |
|
| 564 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 565 | for energy_category_id, actual_value in meta_data_dict.items(): |
|
| 566 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 567 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 568 | ||
| 569 | aggregated_values.append(aggregated_value) |
|
| 570 | ||
| 571 | current_datetime_utc += timedelta(minutes=config.minutes_to_count) |
|
| 572 | ||
| 573 | except Exception as e: |
|
| 574 | error_string = "Error in step 11 of combined_equipment_energy_input_category.worker " + str(e) |
|
| 575 | if cursor_energy_db: |
|
| 576 | cursor_energy_db.close() |
|
| 577 | if cnx_energy_db: |
|
| 578 | cnx_energy_db.close() |
|
| 579 | print(error_string) |
|
| 580 | return error_string |
|
| 581 | ||
| 582 | #################################################################################################################### |
|
| 583 | # Step 12: save energy data to energy database |
|
| 584 | #################################################################################################################### |
|
| 585 | print("Step 12: save energy data to energy database") |
|
| 586 | ||
| 587 | while len(aggregated_values) > 0: |
|
| 588 | insert_100 = aggregated_values[:100] |
|
| 589 | aggregated_values = aggregated_values[100:] |
|
| 590 | try: |
|
| 591 | add_values = (" INSERT INTO tbl_combined_equipment_input_category_hourly " |
|
| 592 | " (combined_equipment_id, " |
|
| 593 | " energy_category_id, " |
|
| 594 | " start_datetime_utc, " |
|
| 595 | " actual_value) " |
|
| 596 | " VALUES ") |
|
| 597 | ||
| 598 | for aggregated_value in insert_100: |
|
| 599 | for energy_category_id, actual_value in aggregated_value['meta_data'].items(): |
|
| 600 | add_values += " (" + str(combined_equipment['id']) + "," |
|
| 601 | add_values += " " + str(energy_category_id) + "," |
|
| 602 | add_values += "'" + aggregated_value['start_datetime_utc'].isoformat()[0:19] + "'," |
|
| 603 | add_values += str(actual_value) + "), " |
|
| 604 | # print("add_values:" + add_values) |
|
| 605 | # trim ", " at the end of string and then execute |
|
| 606 | cursor_energy_db.execute(add_values[:-2]) |
|
| 607 | cnx_energy_db.commit() |
|
| 608 | ||
| 609 | except Exception as e: |
|
| 610 | error_string = "Error in step 12.1 of combined_equipment_energy_input_category.worker " + str(e) |
|
| 611 | print(error_string) |
|
| 612 | if cursor_energy_db: |
|
| 613 | cursor_energy_db.close() |
|
| 614 | if cnx_energy_db: |
|
| 615 | cnx_energy_db.close() |
|
| 616 | return error_string |
|
| 617 | ||
| 618 | if cursor_energy_db: |
|
| 619 | cursor_energy_db.close() |
|
| 620 | if cnx_energy_db: |
|
| 621 | cnx_energy_db.close() |
|
| 622 | return None |
|
| 623 | ||
| @@ 110-622 (lines=513) @@ | ||
| 107 | # NOTE: returns None or the error string because that the logger object cannot be passed in as parameter |
|
| 108 | ######################################################################################################################## |
|
| 109 | ||
| 110 | def worker(combined_equipment): |
|
| 111 | #################################################################################################################### |
|
| 112 | # Step 1: get all output meters associated with the combined equipment |
|
| 113 | #################################################################################################################### |
|
| 114 | print("Step 1: get all output meters associated with the combined equipment " + str(combined_equipment['name'])) |
|
| 115 | ||
| 116 | meter_list = list() |
|
| 117 | cnx_system_db = None |
|
| 118 | cursor_system_db = None |
|
| 119 | try: |
|
| 120 | cnx_system_db = mysql.connector.connect(**config.myems_system_db) |
|
| 121 | cursor_system_db = cnx_system_db.cursor() |
|
| 122 | except Exception as e: |
|
| 123 | error_string = "Error in step 1.1 of combined_equipment_energy_output_category.worker " + str(e) |
|
| 124 | if cursor_system_db: |
|
| 125 | cursor_system_db.close() |
|
| 126 | if cnx_system_db: |
|
| 127 | cnx_system_db.close() |
|
| 128 | print(error_string) |
|
| 129 | return error_string |
|
| 130 | ||
| 131 | try: |
|
| 132 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
|
| 133 | " FROM tbl_meters m, tbl_combined_equipments_meters em " |
|
| 134 | " WHERE m.id = em.meter_id " |
|
| 135 | " AND m.is_counted = 1 " |
|
| 136 | " AND em.is_output = 1 " |
|
| 137 | " AND em.combined_equipment_id = %s ", |
|
| 138 | (combined_equipment['id'],)) |
|
| 139 | rows_meters = cursor_system_db.fetchall() |
|
| 140 | ||
| 141 | if rows_meters is not None and len(rows_meters) > 0: |
|
| 142 | for row in rows_meters: |
|
| 143 | meter_list.append({"id": row[0], |
|
| 144 | "name": row[1], |
|
| 145 | "energy_category_id": row[2]}) |
|
| 146 | ||
| 147 | except Exception as e: |
|
| 148 | error_string = "Error in step 1.2 of combined_equipment_energy_output_category.worker " + str(e) |
|
| 149 | if cursor_system_db: |
|
| 150 | cursor_system_db.close() |
|
| 151 | if cnx_system_db: |
|
| 152 | cnx_system_db.close() |
|
| 153 | print(error_string) |
|
| 154 | return error_string |
|
| 155 | ||
| 156 | #################################################################################################################### |
|
| 157 | # Step 2: get all output virtual meters associated with the combined equipment |
|
| 158 | #################################################################################################################### |
|
| 159 | print("Step 2: get all output virtual meters associated with the combined equipment") |
|
| 160 | virtual_meter_list = list() |
|
| 161 | ||
| 162 | try: |
|
| 163 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
|
| 164 | " FROM tbl_virtual_meters m, tbl_combined_equipments_virtual_meters em " |
|
| 165 | " WHERE m.id = em.virtual_meter_id " |
|
| 166 | " AND m.is_counted = 1 " |
|
| 167 | " AND em.is_output = 1 " |
|
| 168 | " AND em.combined_equipment_id = %s ", |
|
| 169 | (combined_equipment['id'],)) |
|
| 170 | rows_virtual_meters = cursor_system_db.fetchall() |
|
| 171 | ||
| 172 | if rows_virtual_meters is not None and len(rows_virtual_meters) > 0: |
|
| 173 | for row in rows_virtual_meters: |
|
| 174 | virtual_meter_list.append({"id": row[0], |
|
| 175 | "name": row[1], |
|
| 176 | "energy_category_id": row[2]}) |
|
| 177 | ||
| 178 | except Exception as e: |
|
| 179 | error_string = "Error in step 2.1 of combined_equipment_energy_output_category.worker " + str(e) |
|
| 180 | if cursor_system_db: |
|
| 181 | cursor_system_db.close() |
|
| 182 | if cnx_system_db: |
|
| 183 | cnx_system_db.close() |
|
| 184 | print(error_string) |
|
| 185 | return error_string |
|
| 186 | ||
| 187 | #################################################################################################################### |
|
| 188 | # Step 3: get all output offline meters associated with the combined equipment |
|
| 189 | #################################################################################################################### |
|
| 190 | print("Step 3: get all output offline meters associated with the combined equipment") |
|
| 191 | ||
| 192 | offline_meter_list = list() |
|
| 193 | ||
| 194 | try: |
|
| 195 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
|
| 196 | " FROM tbl_offline_meters m, tbl_combined_equipments_offline_meters em " |
|
| 197 | " WHERE m.id = em.offline_meter_id " |
|
| 198 | " AND m.is_counted = 1 " |
|
| 199 | " AND em.is_output = 1 " |
|
| 200 | " AND em.combined_equipment_id = %s ", |
|
| 201 | (combined_equipment['id'],)) |
|
| 202 | rows_offline_meters = cursor_system_db.fetchall() |
|
| 203 | ||
| 204 | if rows_offline_meters is not None and len(rows_offline_meters) > 0: |
|
| 205 | for row in rows_offline_meters: |
|
| 206 | offline_meter_list.append({"id": row[0], |
|
| 207 | "name": row[1], |
|
| 208 | "energy_category_id": row[2]}) |
|
| 209 | ||
| 210 | except Exception as e: |
|
| 211 | error_string = "Error in step 3.1 of combined_equipment_energy_output_category.worker " + str(e) |
|
| 212 | if cursor_system_db: |
|
| 213 | cursor_system_db.close() |
|
| 214 | if cnx_system_db: |
|
| 215 | cnx_system_db.close() |
|
| 216 | print(error_string) |
|
| 217 | return error_string |
|
| 218 | ||
| 219 | #################################################################################################################### |
|
| 220 | # Step 4: get all equipments associated with the combined equipment |
|
| 221 | #################################################################################################################### |
|
| 222 | print("Step 4: get all equipments associated with the combined equipment") |
|
| 223 | ||
| 224 | equipment_list = list() |
|
| 225 | ||
| 226 | try: |
|
| 227 | cursor_system_db.execute(" SELECT e.id, e.name " |
|
| 228 | " FROM tbl_equipments e, tbl_combined_equipments_equipments ce " |
|
| 229 | " WHERE e.id = ce.equipment_id " |
|
| 230 | " AND e.is_output_counted = 1 " |
|
| 231 | " AND ce.combined_equipment_id = %s ", |
|
| 232 | (combined_equipment['id'],)) |
|
| 233 | rows_equipments = cursor_system_db.fetchall() |
|
| 234 | ||
| 235 | if rows_equipments is not None and len(rows_equipments) > 0: |
|
| 236 | for row in rows_equipments: |
|
| 237 | equipment_list.append({"id": row[0], |
|
| 238 | "name": row[1]}) |
|
| 239 | ||
| 240 | except Exception as e: |
|
| 241 | error_string = "Error in step 4 of combined_equipment_energy_output_category.worker " + str(e) |
|
| 242 | print(error_string) |
|
| 243 | return error_string |
|
| 244 | finally: |
|
| 245 | if cursor_system_db: |
|
| 246 | cursor_system_db.close() |
|
| 247 | if cnx_system_db: |
|
| 248 | cnx_system_db.close() |
|
| 249 | ||
| 250 | #################################################################################################################### |
|
| 251 | # stop to the next combined equipment if this combined 3equipment is empty |
|
| 252 | #################################################################################################################### |
|
| 253 | if (meter_list is None or len(meter_list) == 0) and \ |
|
| 254 | (virtual_meter_list is None or len(virtual_meter_list) == 0) and \ |
|
| 255 | (offline_meter_list is None or len(offline_meter_list) == 0) and \ |
|
| 256 | (equipment_list is None or len(equipment_list) == 0): |
|
| 257 | print("This is an empty combined equipment ") |
|
| 258 | return None |
|
| 259 | ||
| 260 | #################################################################################################################### |
|
| 261 | # Step 5: determine start datetime and end datetime to aggregate |
|
| 262 | #################################################################################################################### |
|
| 263 | print("Step 5: determine start datetime and end datetime to aggregate") |
|
| 264 | cnx_energy_db = None |
|
| 265 | cursor_energy_db = None |
|
| 266 | try: |
|
| 267 | cnx_energy_db = mysql.connector.connect(**config.myems_energy_db) |
|
| 268 | cursor_energy_db = cnx_energy_db.cursor() |
|
| 269 | except Exception as e: |
|
| 270 | error_string = "Error in step 5.1 of combined_equipment_energy_output_category.worker " + str(e) |
|
| 271 | if cursor_energy_db: |
|
| 272 | cursor_energy_db.close() |
|
| 273 | if cnx_energy_db: |
|
| 274 | cnx_energy_db.close() |
|
| 275 | print(error_string) |
|
| 276 | return error_string |
|
| 277 | ||
| 278 | try: |
|
| 279 | query = (" SELECT MAX(start_datetime_utc) " |
|
| 280 | " FROM tbl_combined_equipment_output_category_hourly " |
|
| 281 | " WHERE combined_equipment_id = %s ") |
|
| 282 | cursor_energy_db.execute(query, (combined_equipment['id'],)) |
|
| 283 | row_datetime = cursor_energy_db.fetchone() |
|
| 284 | start_datetime_utc = datetime.strptime(config.start_datetime_utc, '%Y-%m-%d %H:%M:%S') |
|
| 285 | start_datetime_utc = start_datetime_utc.replace(minute=0, second=0, microsecond=0, tzinfo=None) |
|
| 286 | ||
| 287 | if row_datetime is not None and len(row_datetime) > 0 and isinstance(row_datetime[0], datetime): |
|
| 288 | # replace second and microsecond with 0 |
|
| 289 | # note: do not replace minute in case of calculating in half hourly |
|
| 290 | start_datetime_utc = row_datetime[0].replace(second=0, microsecond=0, tzinfo=None) |
|
| 291 | # start from the next time slot |
|
| 292 | start_datetime_utc += timedelta(minutes=config.minutes_to_count) |
|
| 293 | ||
| 294 | end_datetime_utc = datetime.utcnow().replace(second=0, microsecond=0, tzinfo=None) |
|
| 295 | ||
| 296 | print("start_datetime_utc: " + start_datetime_utc.isoformat()[0:19] |
|
| 297 | + "end_datetime_utc: " + end_datetime_utc.isoformat()[0:19]) |
|
| 298 | ||
| 299 | except Exception as e: |
|
| 300 | error_string = "Error in step 5.2 of combined_equipment_energy_output_category.worker " + str(e) |
|
| 301 | if cursor_energy_db: |
|
| 302 | cursor_energy_db.close() |
|
| 303 | if cnx_energy_db: |
|
| 304 | cnx_energy_db.close() |
|
| 305 | print(error_string) |
|
| 306 | return error_string |
|
| 307 | ||
| 308 | #################################################################################################################### |
|
| 309 | # Step 6: for each meter in list, get energy output data from energy database |
|
| 310 | #################################################################################################################### |
|
| 311 | energy_meter_hourly = dict() |
|
| 312 | try: |
|
| 313 | if meter_list is not None and len(meter_list) > 0: |
|
| 314 | for meter in meter_list: |
|
| 315 | meter_id = str(meter['id']) |
|
| 316 | ||
| 317 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 318 | " FROM tbl_meter_hourly " |
|
| 319 | " WHERE meter_id = %s " |
|
| 320 | " AND start_datetime_utc >= %s " |
|
| 321 | " AND start_datetime_utc < %s " |
|
| 322 | " ORDER BY start_datetime_utc ") |
|
| 323 | cursor_energy_db.execute(query, (meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 324 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 325 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 326 | energy_meter_hourly[meter_id] = None |
|
| 327 | else: |
|
| 328 | energy_meter_hourly[meter_id] = dict() |
|
| 329 | for row_energy_value in rows_energy_values: |
|
| 330 | energy_meter_hourly[meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 331 | except Exception as e: |
|
| 332 | error_string = "Error in step 6.1 of combined_equipment_energy_output_category.worker " + str(e) |
|
| 333 | if cursor_energy_db: |
|
| 334 | cursor_energy_db.close() |
|
| 335 | if cnx_energy_db: |
|
| 336 | cnx_energy_db.close() |
|
| 337 | print(error_string) |
|
| 338 | return error_string |
|
| 339 | ||
| 340 | #################################################################################################################### |
|
| 341 | # Step 7: for each virtual meter in list, get energy output data from energy database |
|
| 342 | #################################################################################################################### |
|
| 343 | energy_virtual_meter_hourly = dict() |
|
| 344 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
|
| 345 | try: |
|
| 346 | for virtual_meter in virtual_meter_list: |
|
| 347 | virtual_meter_id = str(virtual_meter['id']) |
|
| 348 | ||
| 349 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 350 | " FROM tbl_virtual_meter_hourly " |
|
| 351 | " WHERE virtual_meter_id = %s " |
|
| 352 | " AND start_datetime_utc >= %s " |
|
| 353 | " AND start_datetime_utc < %s " |
|
| 354 | " ORDER BY start_datetime_utc ") |
|
| 355 | cursor_energy_db.execute(query, (virtual_meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 356 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 357 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 358 | energy_virtual_meter_hourly[virtual_meter_id] = None |
|
| 359 | else: |
|
| 360 | energy_virtual_meter_hourly[virtual_meter_id] = dict() |
|
| 361 | for row_energy_value in rows_energy_values: |
|
| 362 | energy_virtual_meter_hourly[virtual_meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 363 | except Exception as e: |
|
| 364 | error_string = "Error in step 7.1 of combined_equipment_energy_output_category.worker " + str(e) |
|
| 365 | if cursor_energy_db: |
|
| 366 | cursor_energy_db.close() |
|
| 367 | if cnx_energy_db: |
|
| 368 | cnx_energy_db.close() |
|
| 369 | print(error_string) |
|
| 370 | return error_string |
|
| 371 | ||
| 372 | #################################################################################################################### |
|
| 373 | # Step 8: for each offline meter in list, get energy output data from energy database |
|
| 374 | #################################################################################################################### |
|
| 375 | energy_offline_meter_hourly = dict() |
|
| 376 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
|
| 377 | try: |
|
| 378 | for offline_meter in offline_meter_list: |
|
| 379 | offline_meter_id = str(offline_meter['id']) |
|
| 380 | ||
| 381 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 382 | " FROM tbl_offline_meter_hourly " |
|
| 383 | " WHERE offline_meter_id = %s " |
|
| 384 | " AND start_datetime_utc >= %s " |
|
| 385 | " AND start_datetime_utc < %s " |
|
| 386 | " ORDER BY start_datetime_utc ") |
|
| 387 | cursor_energy_db.execute(query, (offline_meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 388 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 389 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 390 | energy_offline_meter_hourly[offline_meter_id] = None |
|
| 391 | else: |
|
| 392 | energy_offline_meter_hourly[offline_meter_id] = dict() |
|
| 393 | for row_energy_value in rows_energy_values: |
|
| 394 | energy_offline_meter_hourly[offline_meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 395 | ||
| 396 | except Exception as e: |
|
| 397 | error_string = "Error in step 8.1 of combined_equipment_energy_output_category.worker " + str(e) |
|
| 398 | if cursor_energy_db: |
|
| 399 | cursor_energy_db.close() |
|
| 400 | if cnx_energy_db: |
|
| 401 | cnx_energy_db.close() |
|
| 402 | print(error_string) |
|
| 403 | return error_string |
|
| 404 | ||
| 405 | #################################################################################################################### |
|
| 406 | # Step 9: for each equipment in list, get energy output data from energy database |
|
| 407 | #################################################################################################################### |
|
| 408 | energy_equipment_hourly = dict() |
|
| 409 | if equipment_list is not None and len(equipment_list) > 0: |
|
| 410 | try: |
|
| 411 | for equipment in equipment_list: |
|
| 412 | equipment_id = str(equipment['id']) |
|
| 413 | query = (" SELECT start_datetime_utc, energy_category_id, actual_value " |
|
| 414 | " FROM tbl_equipment_output_category_hourly " |
|
| 415 | " WHERE equipment_id = %s " |
|
| 416 | " AND start_datetime_utc >= %s " |
|
| 417 | " AND start_datetime_utc < %s " |
|
| 418 | " ORDER BY start_datetime_utc ") |
|
| 419 | cursor_energy_db.execute(query, (equipment_id, start_datetime_utc, end_datetime_utc,)) |
|
| 420 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 421 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 422 | energy_equipment_hourly[equipment_id] = None |
|
| 423 | else: |
|
| 424 | energy_equipment_hourly[equipment_id] = dict() |
|
| 425 | for row_value in rows_energy_values: |
|
| 426 | current_datetime_utc = row_value[0] |
|
| 427 | if current_datetime_utc not in energy_equipment_hourly[equipment_id]: |
|
| 428 | energy_equipment_hourly[equipment_id][current_datetime_utc] = dict() |
|
| 429 | energy_category_id = row_value[1] |
|
| 430 | actual_value = row_value[2] |
|
| 431 | energy_equipment_hourly[equipment_id][current_datetime_utc][energy_category_id] = \ |
|
| 432 | actual_value |
|
| 433 | except Exception as e: |
|
| 434 | error_string = "Error in step 9 of combined_equipment_energy_output_category.worker " + str(e) |
|
| 435 | if cursor_energy_db: |
|
| 436 | cursor_energy_db.close() |
|
| 437 | if cnx_energy_db: |
|
| 438 | cnx_energy_db.close() |
|
| 439 | print(error_string) |
|
| 440 | return error_string |
|
| 441 | ||
| 442 | #################################################################################################################### |
|
| 443 | # Step 10: determine common time slot to aggregate |
|
| 444 | #################################################################################################################### |
|
| 445 | ||
| 446 | common_start_datetime_utc = start_datetime_utc |
|
| 447 | common_end_datetime_utc = end_datetime_utc |
|
| 448 | ||
| 449 | print("Getting common time slot of energy values for all meters") |
|
| 450 | if energy_meter_hourly is not None and len(energy_meter_hourly) > 0: |
|
| 451 | for meter_id, energy_hourly in energy_meter_hourly.items(): |
|
| 452 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 453 | common_start_datetime_utc = None |
|
| 454 | common_end_datetime_utc = None |
|
| 455 | break |
|
| 456 | else: |
|
| 457 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 458 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 459 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 460 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 461 | ||
| 462 | print("Getting common time slot of energy values for all virtual meters") |
|
| 463 | if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
|
| 464 | if energy_virtual_meter_hourly is not None and len(energy_virtual_meter_hourly) > 0: |
|
| 465 | for meter_id, energy_hourly in energy_virtual_meter_hourly.items(): |
|
| 466 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 467 | common_start_datetime_utc = None |
|
| 468 | common_end_datetime_utc = None |
|
| 469 | break |
|
| 470 | else: |
|
| 471 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 472 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 473 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 474 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 475 | ||
| 476 | print("Getting common time slot of energy values for all offline meters") |
|
| 477 | if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
|
| 478 | if energy_offline_meter_hourly is not None and len(energy_offline_meter_hourly) > 0: |
|
| 479 | for meter_id, energy_hourly in energy_offline_meter_hourly.items(): |
|
| 480 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 481 | common_start_datetime_utc = None |
|
| 482 | common_end_datetime_utc = None |
|
| 483 | break |
|
| 484 | else: |
|
| 485 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 486 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 487 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 488 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 489 | ||
| 490 | print("Getting common time slot of energy values for all equipments...") |
|
| 491 | if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
|
| 492 | if energy_equipment_hourly is not None and len(energy_equipment_hourly) > 0: |
|
| 493 | for equipment_id, energy_hourly in energy_equipment_hourly.items(): |
|
| 494 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 495 | common_start_datetime_utc = None |
|
| 496 | common_end_datetime_utc = None |
|
| 497 | break |
|
| 498 | else: |
|
| 499 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 500 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 501 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 502 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 503 | ||
| 504 | if (energy_meter_hourly is None or len(energy_meter_hourly) == 0) and \ |
|
| 505 | (energy_virtual_meter_hourly is None or len(energy_virtual_meter_hourly) == 0) and \ |
|
| 506 | (energy_offline_meter_hourly is None or len(energy_offline_meter_hourly) == 0) and \ |
|
| 507 | (energy_equipment_hourly is None or len(energy_equipment_hourly) == 0): |
|
| 508 | # There isn't any energy data |
|
| 509 | print("There isn't any energy data") |
|
| 510 | # continue the for combined equipment loop to the next combined equipment |
|
| 511 | print("continue the for combined equipment loop to the next combined equipment") |
|
| 512 | if cursor_energy_db: |
|
| 513 | cursor_energy_db.close() |
|
| 514 | if cnx_energy_db: |
|
| 515 | cnx_energy_db.close() |
|
| 516 | return None |
|
| 517 | ||
| 518 | print("common_start_datetime_utc: " + str(common_start_datetime_utc)) |
|
| 519 | print("common_end_datetime_utc: " + str(common_end_datetime_utc)) |
|
| 520 | ||
| 521 | #################################################################################################################### |
|
| 522 | # Step 11: aggregate energy data in the common time slot by energy categories and hourly |
|
| 523 | #################################################################################################################### |
|
| 524 | ||
| 525 | print("Step 11: aggregate energy data in the common time slot by energy categories and hourly") |
|
| 526 | aggregated_values = list() |
|
| 527 | try: |
|
| 528 | current_datetime_utc = common_start_datetime_utc |
|
| 529 | while common_start_datetime_utc is not None \ |
|
| 530 | and common_end_datetime_utc is not None \ |
|
| 531 | and current_datetime_utc <= common_end_datetime_utc: |
|
| 532 | aggregated_value = dict() |
|
| 533 | aggregated_value['start_datetime_utc'] = current_datetime_utc |
|
| 534 | aggregated_value['meta_data'] = dict() |
|
| 535 | ||
| 536 | if meter_list is not None and len(meter_list) > 0: |
|
| 537 | for meter in meter_list: |
|
| 538 | meter_id = str(meter['id']) |
|
| 539 | energy_category_id = meter['energy_category_id'] |
|
| 540 | actual_value = energy_meter_hourly[meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 541 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 542 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 543 | ||
| 544 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
|
| 545 | for virtual_meter in virtual_meter_list: |
|
| 546 | virtual_meter_id = str(virtual_meter['id']) |
|
| 547 | energy_category_id = virtual_meter['energy_category_id'] |
|
| 548 | actual_value = energy_virtual_meter_hourly[virtual_meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 549 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 550 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 551 | ||
| 552 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
|
| 553 | for offline_meter in offline_meter_list: |
|
| 554 | offline_meter_id = str(offline_meter['id']) |
|
| 555 | energy_category_id = offline_meter['energy_category_id'] |
|
| 556 | actual_value = energy_offline_meter_hourly[offline_meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 557 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 558 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 559 | ||
| 560 | if equipment_list is not None and len(equipment_list) > 0: |
|
| 561 | for equipment in equipment_list: |
|
| 562 | equipment_id = str(equipment['id']) |
|
| 563 | meta_data_dict = energy_equipment_hourly[equipment_id].get(current_datetime_utc, None) |
|
| 564 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 565 | for energy_category_id, actual_value in meta_data_dict.items(): |
|
| 566 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 567 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 568 | ||
| 569 | aggregated_values.append(aggregated_value) |
|
| 570 | ||
| 571 | current_datetime_utc += timedelta(minutes=config.minutes_to_count) |
|
| 572 | ||
| 573 | except Exception as e: |
|
| 574 | error_string = "Error in step 11 of combined_equipment_energy_output_category.worker " + str(e) |
|
| 575 | if cursor_energy_db: |
|
| 576 | cursor_energy_db.close() |
|
| 577 | if cnx_energy_db: |
|
| 578 | cnx_energy_db.close() |
|
| 579 | print(error_string) |
|
| 580 | return error_string |
|
| 581 | ||
| 582 | #################################################################################################################### |
|
| 583 | # Step 12: save energy data to energy database |
|
| 584 | #################################################################################################################### |
|
| 585 | print("Step 12: save energy data to energy database") |
|
| 586 | ||
| 587 | while len(aggregated_values) > 0: |
|
| 588 | insert_100 = aggregated_values[:100] |
|
| 589 | aggregated_values = aggregated_values[100:] |
|
| 590 | try: |
|
| 591 | add_values = (" INSERT INTO tbl_combined_equipment_output_category_hourly " |
|
| 592 | " (combined_equipment_id, " |
|
| 593 | " energy_category_id, " |
|
| 594 | " start_datetime_utc, " |
|
| 595 | " actual_value) " |
|
| 596 | " VALUES ") |
|
| 597 | ||
| 598 | for aggregated_value in insert_100: |
|
| 599 | for energy_category_id, actual_value in aggregated_value['meta_data'].items(): |
|
| 600 | add_values += " (" + str(combined_equipment['id']) + "," |
|
| 601 | add_values += " " + str(energy_category_id) + "," |
|
| 602 | add_values += "'" + aggregated_value['start_datetime_utc'].isoformat()[0:19] + "'," |
|
| 603 | add_values += str(actual_value) + "), " |
|
| 604 | # print("add_values:" + add_values) |
|
| 605 | # trim ", " at the end of string and then execute |
|
| 606 | cursor_energy_db.execute(add_values[:-2]) |
|
| 607 | cnx_energy_db.commit() |
|
| 608 | ||
| 609 | except Exception as e: |
|
| 610 | error_string = "Error in step 12.1 of combined_equipment_energy_output_category.worker " + str(e) |
|
| 611 | print(error_string) |
|
| 612 | if cursor_energy_db: |
|
| 613 | cursor_energy_db.close() |
|
| 614 | if cnx_energy_db: |
|
| 615 | cnx_energy_db.close() |
|
| 616 | return error_string |
|
| 617 | ||
| 618 | if cursor_energy_db: |
|
| 619 | cursor_energy_db.close() |
|
| 620 | if cnx_energy_db: |
|
| 621 | cnx_energy_db.close() |
|
| 622 | return None |
|
| 623 | ||
| @@ 110-622 (lines=513) @@ | ||
| 107 | # NOTE: returns None or the error string because that the logger object cannot be passed in as parameter |
|
| 108 | ######################################################################################################################## |
|
| 109 | ||
| 110 | def worker(shopfloor): |
|
| 111 | #################################################################################################################### |
|
| 112 | # Step 1: get all input meters associated with the shopfloor |
|
| 113 | #################################################################################################################### |
|
| 114 | print("Step 1: get all input meters associated with the shopfloor " + str(shopfloor['name'])) |
|
| 115 | ||
| 116 | meter_list = list() |
|
| 117 | cnx_system_db = None |
|
| 118 | cursor_system_db = None |
|
| 119 | try: |
|
| 120 | cnx_system_db = mysql.connector.connect(**config.myems_system_db) |
|
| 121 | cursor_system_db = cnx_system_db.cursor() |
|
| 122 | except Exception as e: |
|
| 123 | error_string = "Error in step 1.1 of shopfloor_energy_input_item.worker " + str(e) |
|
| 124 | if cursor_system_db: |
|
| 125 | cursor_system_db.close() |
|
| 126 | if cnx_system_db: |
|
| 127 | cnx_system_db.close() |
|
| 128 | print(error_string) |
|
| 129 | return error_string |
|
| 130 | ||
| 131 | try: |
|
| 132 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_item_id " |
|
| 133 | " FROM tbl_meters m, tbl_shopfloors_meters tm " |
|
| 134 | " WHERE m.id = tm.meter_id " |
|
| 135 | " AND m.is_counted = 1 " |
|
| 136 | " AND m.energy_item_id is NOT NULL " |
|
| 137 | " AND tm.shopfloor_id = %s ", |
|
| 138 | (shopfloor['id'],)) |
|
| 139 | rows_meters = cursor_system_db.fetchall() |
|
| 140 | ||
| 141 | if rows_meters is not None and len(rows_meters) > 0: |
|
| 142 | for row in rows_meters: |
|
| 143 | meter_list.append({"id": row[0], |
|
| 144 | "name": row[1], |
|
| 145 | "energy_item_id": row[2]}) |
|
| 146 | ||
| 147 | except Exception as e: |
|
| 148 | error_string = "Error in step 1.2 of shopfloor_energy_input_item.worker " + str(e) |
|
| 149 | if cursor_system_db: |
|
| 150 | cursor_system_db.close() |
|
| 151 | if cnx_system_db: |
|
| 152 | cnx_system_db.close() |
|
| 153 | print(error_string) |
|
| 154 | return error_string |
|
| 155 | ||
| 156 | #################################################################################################################### |
|
| 157 | # Step 2: get all input virtual meters associated with the shopfloor |
|
| 158 | #################################################################################################################### |
|
| 159 | print("Step 2: get all input virtual meters associated with the shopfloor") |
|
| 160 | virtual_meter_list = list() |
|
| 161 | ||
| 162 | try: |
|
| 163 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_item_id " |
|
| 164 | " FROM tbl_virtual_meters m, tbl_shopfloors_virtual_meters tm " |
|
| 165 | " WHERE m.id = tm.virtual_meter_id " |
|
| 166 | " AND m.energy_item_id is NOT NULL " |
|
| 167 | " AND m.is_counted = 1 " |
|
| 168 | " AND tm.shopfloor_id = %s ", |
|
| 169 | (shopfloor['id'],)) |
|
| 170 | rows_virtual_meters = cursor_system_db.fetchall() |
|
| 171 | ||
| 172 | if rows_virtual_meters is not None and len(rows_virtual_meters) > 0: |
|
| 173 | for row in rows_virtual_meters: |
|
| 174 | virtual_meter_list.append({"id": row[0], |
|
| 175 | "name": row[1], |
|
| 176 | "energy_item_id": row[2]}) |
|
| 177 | ||
| 178 | except Exception as e: |
|
| 179 | error_string = "Error in step 2.1 of shopfloor_energy_input_item.worker " + str(e) |
|
| 180 | if cursor_system_db: |
|
| 181 | cursor_system_db.close() |
|
| 182 | if cnx_system_db: |
|
| 183 | cnx_system_db.close() |
|
| 184 | print(error_string) |
|
| 185 | return error_string |
|
| 186 | ||
| 187 | #################################################################################################################### |
|
| 188 | # Step 3: get all input offline meters associated with the shopfloor |
|
| 189 | #################################################################################################################### |
|
| 190 | print("Step 3: get all input offline meters associated with the shopfloor") |
|
| 191 | ||
| 192 | offline_meter_list = list() |
|
| 193 | ||
| 194 | try: |
|
| 195 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_item_id " |
|
| 196 | " FROM tbl_offline_meters m, tbl_shopfloors_offline_meters tm " |
|
| 197 | " WHERE m.id = tm.offline_meter_id " |
|
| 198 | " AND m.energy_item_id is NOT NULL " |
|
| 199 | " AND m.is_counted = 1 " |
|
| 200 | " AND tm.shopfloor_id = %s ", |
|
| 201 | (shopfloor['id'],)) |
|
| 202 | rows_offline_meters = cursor_system_db.fetchall() |
|
| 203 | ||
| 204 | if rows_offline_meters is not None and len(rows_offline_meters) > 0: |
|
| 205 | for row in rows_offline_meters: |
|
| 206 | offline_meter_list.append({"id": row[0], |
|
| 207 | "name": row[1], |
|
| 208 | "energy_item_id": row[2]}) |
|
| 209 | ||
| 210 | except Exception as e: |
|
| 211 | error_string = "Error in step 3.1 of shopfloor_energy_input_item.worker " + str(e) |
|
| 212 | if cursor_system_db: |
|
| 213 | cursor_system_db.close() |
|
| 214 | if cnx_system_db: |
|
| 215 | cnx_system_db.close() |
|
| 216 | print(error_string) |
|
| 217 | return error_string |
|
| 218 | ||
| 219 | #################################################################################################################### |
|
| 220 | # Step 4: get all equipments associated with the shopfloor |
|
| 221 | #################################################################################################################### |
|
| 222 | print("Step 4: get all equipments associated with the shopfloor") |
|
| 223 | ||
| 224 | equipment_list = list() |
|
| 225 | ||
| 226 | try: |
|
| 227 | cursor_system_db.execute(" SELECT e.id, e.name " |
|
| 228 | " FROM tbl_equipments e, tbl_shopfloors_equipments se " |
|
| 229 | " WHERE e.id = se.equipment_id " |
|
| 230 | " AND e.is_input_counted = 1 " |
|
| 231 | " AND se.shopfloor_id = %s ", |
|
| 232 | (shopfloor['id'],)) |
|
| 233 | rows_equipments = cursor_system_db.fetchall() |
|
| 234 | ||
| 235 | if rows_equipments is not None and len(rows_equipments) > 0: |
|
| 236 | for row in rows_equipments: |
|
| 237 | equipment_list.append({"id": row[0], |
|
| 238 | "name": row[1]}) |
|
| 239 | ||
| 240 | except Exception as e: |
|
| 241 | error_string = "Error in step 4 of shopfloor_energy_input_item.worker " + str(e) |
|
| 242 | print(error_string) |
|
| 243 | return error_string |
|
| 244 | finally: |
|
| 245 | if cursor_system_db: |
|
| 246 | cursor_system_db.close() |
|
| 247 | if cnx_system_db: |
|
| 248 | cnx_system_db.close() |
|
| 249 | ||
| 250 | #################################################################################################################### |
|
| 251 | # stop to the next shopfloor if this shopfloor is empty |
|
| 252 | #################################################################################################################### |
|
| 253 | if (meter_list is None or len(meter_list) == 0) and \ |
|
| 254 | (virtual_meter_list is None or len(virtual_meter_list) == 0) and \ |
|
| 255 | (offline_meter_list is None or len(offline_meter_list) == 0) and \ |
|
| 256 | (equipment_list is None or len(equipment_list) == 0): |
|
| 257 | print("This is an empty shopfloor ") |
|
| 258 | return None |
|
| 259 | ||
| 260 | #################################################################################################################### |
|
| 261 | # Step 5: determine start datetime and end datetime to aggregate |
|
| 262 | #################################################################################################################### |
|
| 263 | print("Step 5: determine start datetime and end datetime to aggregate") |
|
| 264 | cnx_energy_db = None |
|
| 265 | cursor_energy_db = None |
|
| 266 | try: |
|
| 267 | cnx_energy_db = mysql.connector.connect(**config.myems_energy_db) |
|
| 268 | cursor_energy_db = cnx_energy_db.cursor() |
|
| 269 | except Exception as e: |
|
| 270 | error_string = "Error in step 5.1 of shopfloor_energy_input_item.worker " + str(e) |
|
| 271 | if cursor_energy_db: |
|
| 272 | cursor_energy_db.close() |
|
| 273 | if cnx_energy_db: |
|
| 274 | cnx_energy_db.close() |
|
| 275 | print(error_string) |
|
| 276 | return error_string |
|
| 277 | ||
| 278 | try: |
|
| 279 | query = (" SELECT MAX(start_datetime_utc) " |
|
| 280 | " FROM tbl_shopfloor_input_item_hourly " |
|
| 281 | " WHERE shopfloor_id = %s ") |
|
| 282 | cursor_energy_db.execute(query, (shopfloor['id'],)) |
|
| 283 | row_datetime = cursor_energy_db.fetchone() |
|
| 284 | start_datetime_utc = datetime.strptime(config.start_datetime_utc, '%Y-%m-%d %H:%M:%S') |
|
| 285 | start_datetime_utc = start_datetime_utc.replace(minute=0, second=0, microsecond=0, tzinfo=None) |
|
| 286 | ||
| 287 | if row_datetime is not None and len(row_datetime) > 0 and isinstance(row_datetime[0], datetime): |
|
| 288 | # replace second and microsecond with 0 |
|
| 289 | # note: do not replace minute in case of calculating in half hourly |
|
| 290 | start_datetime_utc = row_datetime[0].replace(second=0, microsecond=0, tzinfo=None) |
|
| 291 | # start from the next time slot |
|
| 292 | start_datetime_utc += timedelta(minutes=config.minutes_to_count) |
|
| 293 | ||
| 294 | end_datetime_utc = datetime.utcnow().replace(second=0, microsecond=0, tzinfo=None) |
|
| 295 | ||
| 296 | print("start_datetime_utc: " + start_datetime_utc.isoformat()[0:19] |
|
| 297 | + "end_datetime_utc: " + end_datetime_utc.isoformat()[0:19]) |
|
| 298 | ||
| 299 | except Exception as e: |
|
| 300 | error_string = "Error in step 5.2 of shopfloor_energy_input_item.worker " + str(e) |
|
| 301 | if cursor_energy_db: |
|
| 302 | cursor_energy_db.close() |
|
| 303 | if cnx_energy_db: |
|
| 304 | cnx_energy_db.close() |
|
| 305 | print(error_string) |
|
| 306 | return error_string |
|
| 307 | ||
| 308 | #################################################################################################################### |
|
| 309 | # Step 6: for each meter in list, get energy input data from energy database |
|
| 310 | #################################################################################################################### |
|
| 311 | energy_meter_hourly = dict() |
|
| 312 | try: |
|
| 313 | if meter_list is not None and len(meter_list) > 0: |
|
| 314 | for meter in meter_list: |
|
| 315 | meter_id = str(meter['id']) |
|
| 316 | ||
| 317 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 318 | " FROM tbl_meter_hourly " |
|
| 319 | " WHERE meter_id = %s " |
|
| 320 | " AND start_datetime_utc >= %s " |
|
| 321 | " AND start_datetime_utc < %s " |
|
| 322 | " ORDER BY start_datetime_utc ") |
|
| 323 | cursor_energy_db.execute(query, (meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 324 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 325 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 326 | energy_meter_hourly[meter_id] = None |
|
| 327 | else: |
|
| 328 | energy_meter_hourly[meter_id] = dict() |
|
| 329 | for row_energy_value in rows_energy_values: |
|
| 330 | energy_meter_hourly[meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 331 | except Exception as e: |
|
| 332 | error_string = "Error in step 6.1 of shopfloor_energy_input_item.worker " + str(e) |
|
| 333 | if cursor_energy_db: |
|
| 334 | cursor_energy_db.close() |
|
| 335 | if cnx_energy_db: |
|
| 336 | cnx_energy_db.close() |
|
| 337 | print(error_string) |
|
| 338 | return error_string |
|
| 339 | ||
| 340 | #################################################################################################################### |
|
| 341 | # Step 7: for each virtual meter in list, get energy input data from energy database |
|
| 342 | #################################################################################################################### |
|
| 343 | energy_virtual_meter_hourly = dict() |
|
| 344 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
|
| 345 | try: |
|
| 346 | for virtual_meter in virtual_meter_list: |
|
| 347 | virtual_meter_id = str(virtual_meter['id']) |
|
| 348 | ||
| 349 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 350 | " FROM tbl_virtual_meter_hourly " |
|
| 351 | " WHERE virtual_meter_id = %s " |
|
| 352 | " AND start_datetime_utc >= %s " |
|
| 353 | " AND start_datetime_utc < %s " |
|
| 354 | " ORDER BY start_datetime_utc ") |
|
| 355 | cursor_energy_db.execute(query, (virtual_meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 356 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 357 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 358 | energy_virtual_meter_hourly[virtual_meter_id] = None |
|
| 359 | else: |
|
| 360 | energy_virtual_meter_hourly[virtual_meter_id] = dict() |
|
| 361 | for row_energy_value in rows_energy_values: |
|
| 362 | energy_virtual_meter_hourly[virtual_meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 363 | except Exception as e: |
|
| 364 | error_string = "Error in step 7.1 of shopfloor_energy_input_item.worker " + str(e) |
|
| 365 | if cursor_energy_db: |
|
| 366 | cursor_energy_db.close() |
|
| 367 | if cnx_energy_db: |
|
| 368 | cnx_energy_db.close() |
|
| 369 | print(error_string) |
|
| 370 | return error_string |
|
| 371 | ||
| 372 | #################################################################################################################### |
|
| 373 | # Step 8: for each offline meter in list, get energy input data from energy database |
|
| 374 | #################################################################################################################### |
|
| 375 | energy_offline_meter_hourly = dict() |
|
| 376 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
|
| 377 | try: |
|
| 378 | for offline_meter in offline_meter_list: |
|
| 379 | offline_meter_id = str(offline_meter['id']) |
|
| 380 | ||
| 381 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 382 | " FROM tbl_offline_meter_hourly " |
|
| 383 | " WHERE offline_meter_id = %s " |
|
| 384 | " AND start_datetime_utc >= %s " |
|
| 385 | " AND start_datetime_utc < %s " |
|
| 386 | " ORDER BY start_datetime_utc ") |
|
| 387 | cursor_energy_db.execute(query, (offline_meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 388 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 389 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 390 | energy_offline_meter_hourly[offline_meter_id] = None |
|
| 391 | else: |
|
| 392 | energy_offline_meter_hourly[offline_meter_id] = dict() |
|
| 393 | for row_energy_value in rows_energy_values: |
|
| 394 | energy_offline_meter_hourly[offline_meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 395 | ||
| 396 | except Exception as e: |
|
| 397 | error_string = "Error in step 8.1 of shopfloor_energy_input_item.worker " + str(e) |
|
| 398 | if cursor_energy_db: |
|
| 399 | cursor_energy_db.close() |
|
| 400 | if cnx_energy_db: |
|
| 401 | cnx_energy_db.close() |
|
| 402 | print(error_string) |
|
| 403 | return error_string |
|
| 404 | ||
| 405 | #################################################################################################################### |
|
| 406 | # Step 9: for each equipment in list, get energy input data from energy database |
|
| 407 | #################################################################################################################### |
|
| 408 | energy_equipment_hourly = dict() |
|
| 409 | if equipment_list is not None and len(equipment_list) > 0: |
|
| 410 | try: |
|
| 411 | for equipment in equipment_list: |
|
| 412 | equipment_id = str(equipment['id']) |
|
| 413 | query = (" SELECT start_datetime_utc, energy_item_id, actual_value " |
|
| 414 | " FROM tbl_equipment_input_item_hourly " |
|
| 415 | " WHERE equipment_id = %s " |
|
| 416 | " AND start_datetime_utc >= %s " |
|
| 417 | " AND start_datetime_utc < %s " |
|
| 418 | " ORDER BY start_datetime_utc ") |
|
| 419 | cursor_energy_db.execute(query, (equipment_id, start_datetime_utc, end_datetime_utc,)) |
|
| 420 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 421 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 422 | energy_equipment_hourly[equipment_id] = None |
|
| 423 | else: |
|
| 424 | energy_equipment_hourly[equipment_id] = dict() |
|
| 425 | for row_value in rows_energy_values: |
|
| 426 | current_datetime_utc = row_value[0] |
|
| 427 | if current_datetime_utc not in energy_equipment_hourly[equipment_id]: |
|
| 428 | energy_equipment_hourly[equipment_id][current_datetime_utc] = dict() |
|
| 429 | energy_item_id = row_value[1] |
|
| 430 | actual_value = row_value[2] |
|
| 431 | energy_equipment_hourly[equipment_id][current_datetime_utc][energy_item_id] = \ |
|
| 432 | actual_value |
|
| 433 | except Exception as e: |
|
| 434 | error_string = "Error in step 9 of shopfloor_energy_input_item.worker " + str(e) |
|
| 435 | if cursor_energy_db: |
|
| 436 | cursor_energy_db.close() |
|
| 437 | if cnx_energy_db: |
|
| 438 | cnx_energy_db.close() |
|
| 439 | print(error_string) |
|
| 440 | return error_string |
|
| 441 | ||
| 442 | #################################################################################################################### |
|
| 443 | # Step 10: determine common time slot to aggregate |
|
| 444 | #################################################################################################################### |
|
| 445 | ||
| 446 | common_start_datetime_utc = start_datetime_utc |
|
| 447 | common_end_datetime_utc = end_datetime_utc |
|
| 448 | ||
| 449 | print("Getting common time slot of energy values for all meters") |
|
| 450 | if energy_meter_hourly is not None and len(energy_meter_hourly) > 0: |
|
| 451 | for meter_id, energy_hourly in energy_meter_hourly.items(): |
|
| 452 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 453 | common_start_datetime_utc = None |
|
| 454 | common_end_datetime_utc = None |
|
| 455 | break |
|
| 456 | else: |
|
| 457 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 458 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 459 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 460 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 461 | ||
| 462 | print("Getting common time slot of energy values for all virtual meters") |
|
| 463 | if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
|
| 464 | if energy_virtual_meter_hourly is not None and len(energy_virtual_meter_hourly) > 0: |
|
| 465 | for meter_id, energy_hourly in energy_virtual_meter_hourly.items(): |
|
| 466 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 467 | common_start_datetime_utc = None |
|
| 468 | common_end_datetime_utc = None |
|
| 469 | break |
|
| 470 | else: |
|
| 471 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 472 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 473 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 474 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 475 | ||
| 476 | print("Getting common time slot of energy values for all offline meters") |
|
| 477 | if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
|
| 478 | if energy_offline_meter_hourly is not None and len(energy_offline_meter_hourly) > 0: |
|
| 479 | for meter_id, energy_hourly in energy_offline_meter_hourly.items(): |
|
| 480 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 481 | common_start_datetime_utc = None |
|
| 482 | common_end_datetime_utc = None |
|
| 483 | break |
|
| 484 | else: |
|
| 485 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 486 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 487 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 488 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 489 | ||
| 490 | print("Getting common time slot of energy values for all equipments...") |
|
| 491 | if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
|
| 492 | if energy_equipment_hourly is not None and len(energy_equipment_hourly) > 0: |
|
| 493 | for equipment_id, energy_hourly in energy_equipment_hourly.items(): |
|
| 494 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 495 | common_start_datetime_utc = None |
|
| 496 | common_end_datetime_utc = None |
|
| 497 | break |
|
| 498 | else: |
|
| 499 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 500 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 501 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 502 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 503 | ||
| 504 | if (energy_meter_hourly is None or len(energy_meter_hourly) == 0) and \ |
|
| 505 | (energy_virtual_meter_hourly is None or len(energy_virtual_meter_hourly) == 0) and \ |
|
| 506 | (energy_offline_meter_hourly is None or len(energy_offline_meter_hourly) == 0) and \ |
|
| 507 | (energy_equipment_hourly is None or len(energy_equipment_hourly) == 0): |
|
| 508 | # There isn't any energy data |
|
| 509 | print("There isn't any energy data") |
|
| 510 | # continue the for shopfloor loop to the next shopfloor |
|
| 511 | print("continue the for shopfloor loop to the next shopfloor") |
|
| 512 | if cursor_energy_db: |
|
| 513 | cursor_energy_db.close() |
|
| 514 | if cnx_energy_db: |
|
| 515 | cnx_energy_db.close() |
|
| 516 | return None |
|
| 517 | ||
| 518 | print("common_start_datetime_utc: " + str(common_start_datetime_utc)) |
|
| 519 | print("common_end_datetime_utc: " + str(common_end_datetime_utc)) |
|
| 520 | ||
| 521 | #################################################################################################################### |
|
| 522 | # Step 11: aggregate energy data in the common time slot by energy items and hourly |
|
| 523 | #################################################################################################################### |
|
| 524 | ||
| 525 | print("Step 11: aggregate energy data in the common time slot by energy items and hourly") |
|
| 526 | aggregated_values = list() |
|
| 527 | try: |
|
| 528 | current_datetime_utc = common_start_datetime_utc |
|
| 529 | while common_start_datetime_utc is not None \ |
|
| 530 | and common_end_datetime_utc is not None \ |
|
| 531 | and current_datetime_utc <= common_end_datetime_utc: |
|
| 532 | aggregated_value = dict() |
|
| 533 | aggregated_value['start_datetime_utc'] = current_datetime_utc |
|
| 534 | aggregated_value['meta_data'] = dict() |
|
| 535 | ||
| 536 | if meter_list is not None and len(meter_list) > 0: |
|
| 537 | for meter in meter_list: |
|
| 538 | meter_id = str(meter['id']) |
|
| 539 | energy_item_id = meter['energy_item_id'] |
|
| 540 | actual_value = energy_meter_hourly[meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 541 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 542 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 543 | ||
| 544 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
|
| 545 | for virtual_meter in virtual_meter_list: |
|
| 546 | virtual_meter_id = str(virtual_meter['id']) |
|
| 547 | energy_item_id = virtual_meter['energy_item_id'] |
|
| 548 | actual_value = energy_virtual_meter_hourly[virtual_meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 549 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 550 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 551 | ||
| 552 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
|
| 553 | for offline_meter in offline_meter_list: |
|
| 554 | offline_meter_id = str(offline_meter['id']) |
|
| 555 | energy_item_id = offline_meter['energy_item_id'] |
|
| 556 | actual_value = energy_offline_meter_hourly[offline_meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 557 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 558 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 559 | ||
| 560 | if equipment_list is not None and len(equipment_list) > 0: |
|
| 561 | for equipment in equipment_list: |
|
| 562 | equipment_id = str(equipment['id']) |
|
| 563 | meta_data_dict = energy_equipment_hourly[equipment_id].get(current_datetime_utc, None) |
|
| 564 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 565 | for energy_item_id, actual_value in meta_data_dict.items(): |
|
| 566 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 567 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 568 | ||
| 569 | aggregated_values.append(aggregated_value) |
|
| 570 | ||
| 571 | current_datetime_utc += timedelta(minutes=config.minutes_to_count) |
|
| 572 | ||
| 573 | except Exception as e: |
|
| 574 | error_string = "Error in step 11 of shopfloor_energy_input_item.worker " + str(e) |
|
| 575 | if cursor_energy_db: |
|
| 576 | cursor_energy_db.close() |
|
| 577 | if cnx_energy_db: |
|
| 578 | cnx_energy_db.close() |
|
| 579 | print(error_string) |
|
| 580 | return error_string |
|
| 581 | ||
| 582 | #################################################################################################################### |
|
| 583 | # Step 12: save energy data to energy database |
|
| 584 | #################################################################################################################### |
|
| 585 | print("Step 12: save energy data to energy database") |
|
| 586 | ||
| 587 | while len(aggregated_values) > 0: |
|
| 588 | insert_100 = aggregated_values[:100] |
|
| 589 | aggregated_values = aggregated_values[100:] |
|
| 590 | try: |
|
| 591 | add_values = (" INSERT INTO tbl_shopfloor_input_item_hourly " |
|
| 592 | " (shopfloor_id, " |
|
| 593 | " energy_item_id, " |
|
| 594 | " start_datetime_utc, " |
|
| 595 | " actual_value) " |
|
| 596 | " VALUES ") |
|
| 597 | ||
| 598 | for aggregated_value in insert_100: |
|
| 599 | for energy_item_id, actual_value in aggregated_value['meta_data'].items(): |
|
| 600 | add_values += " (" + str(shopfloor['id']) + "," |
|
| 601 | add_values += " " + str(energy_item_id) + "," |
|
| 602 | add_values += "'" + aggregated_value['start_datetime_utc'].isoformat()[0:19] + "'," |
|
| 603 | add_values += str(actual_value) + "), " |
|
| 604 | # print("add_values:" + add_values) |
|
| 605 | # trim ", " at the end of string and then execute |
|
| 606 | cursor_energy_db.execute(add_values[:-2]) |
|
| 607 | cnx_energy_db.commit() |
|
| 608 | ||
| 609 | except Exception as e: |
|
| 610 | error_string = "Error in step 12.1 of shopfloor_energy_input_item.worker " + str(e) |
|
| 611 | print(error_string) |
|
| 612 | if cursor_energy_db: |
|
| 613 | cursor_energy_db.close() |
|
| 614 | if cnx_energy_db: |
|
| 615 | cnx_energy_db.close() |
|
| 616 | return error_string |
|
| 617 | ||
| 618 | if cursor_energy_db: |
|
| 619 | cursor_energy_db.close() |
|
| 620 | if cnx_energy_db: |
|
| 621 | cnx_energy_db.close() |
|
| 622 | return None |
|
| 623 | ||
| @@ 110-619 (lines=510) @@ | ||
| 107 | # NOTE: returns None or the error string because that the logger object cannot be passed in as parameter |
|
| 108 | ######################################################################################################################## |
|
| 109 | ||
| 110 | def worker(shopfloor): |
|
| 111 | #################################################################################################################### |
|
| 112 | # Step 1: get all input meters associated with the shopfloor |
|
| 113 | #################################################################################################################### |
|
| 114 | print("Step 1: get all input meters associated with the shopfloor " + str(shopfloor['name'])) |
|
| 115 | ||
| 116 | meter_list = list() |
|
| 117 | cnx_system_db = None |
|
| 118 | cursor_system_db = None |
|
| 119 | try: |
|
| 120 | cnx_system_db = mysql.connector.connect(**config.myems_system_db) |
|
| 121 | cursor_system_db = cnx_system_db.cursor() |
|
| 122 | except Exception as e: |
|
| 123 | error_string = "Error in step 1.1 of shopfloor_energy_input_category.worker " + str(e) |
|
| 124 | if cursor_system_db: |
|
| 125 | cursor_system_db.close() |
|
| 126 | if cnx_system_db: |
|
| 127 | cnx_system_db.close() |
|
| 128 | print(error_string) |
|
| 129 | return error_string |
|
| 130 | ||
| 131 | try: |
|
| 132 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
|
| 133 | " FROM tbl_meters m, tbl_shopfloors_meters tm " |
|
| 134 | " WHERE m.id = tm.meter_id " |
|
| 135 | " AND m.is_counted = 1 " |
|
| 136 | " AND tm.shopfloor_id = %s ", |
|
| 137 | (shopfloor['id'],)) |
|
| 138 | rows_meters = cursor_system_db.fetchall() |
|
| 139 | ||
| 140 | if rows_meters is not None and len(rows_meters) > 0: |
|
| 141 | for row in rows_meters: |
|
| 142 | meter_list.append({"id": row[0], |
|
| 143 | "name": row[1], |
|
| 144 | "energy_category_id": row[2]}) |
|
| 145 | ||
| 146 | except Exception as e: |
|
| 147 | error_string = "Error in step 1.2 of shopfloor_energy_input_category.worker " + str(e) |
|
| 148 | if cursor_system_db: |
|
| 149 | cursor_system_db.close() |
|
| 150 | if cnx_system_db: |
|
| 151 | cnx_system_db.close() |
|
| 152 | print(error_string) |
|
| 153 | return error_string |
|
| 154 | ||
| 155 | #################################################################################################################### |
|
| 156 | # Step 2: get all input virtual meters associated with the shopfloor |
|
| 157 | #################################################################################################################### |
|
| 158 | print("Step 2: get all input virtual meters associated with the shopfloor") |
|
| 159 | virtual_meter_list = list() |
|
| 160 | ||
| 161 | try: |
|
| 162 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
|
| 163 | " FROM tbl_virtual_meters m, tbl_shopfloors_virtual_meters tm " |
|
| 164 | " WHERE m.id = tm.virtual_meter_id " |
|
| 165 | " AND m.is_counted = 1 " |
|
| 166 | " AND tm.shopfloor_id = %s ", |
|
| 167 | (shopfloor['id'],)) |
|
| 168 | rows_virtual_meters = cursor_system_db.fetchall() |
|
| 169 | ||
| 170 | if rows_virtual_meters is not None and len(rows_virtual_meters) > 0: |
|
| 171 | for row in rows_virtual_meters: |
|
| 172 | virtual_meter_list.append({"id": row[0], |
|
| 173 | "name": row[1], |
|
| 174 | "energy_category_id": row[2]}) |
|
| 175 | ||
| 176 | except Exception as e: |
|
| 177 | error_string = "Error in step 2.1 of shopfloor_energy_input_category.worker " + str(e) |
|
| 178 | if cursor_system_db: |
|
| 179 | cursor_system_db.close() |
|
| 180 | if cnx_system_db: |
|
| 181 | cnx_system_db.close() |
|
| 182 | print(error_string) |
|
| 183 | return error_string |
|
| 184 | ||
| 185 | #################################################################################################################### |
|
| 186 | # Step 3: get all input offline meters associated with the shopfloor |
|
| 187 | #################################################################################################################### |
|
| 188 | print("Step 3: get all input offline meters associated with the shopfloor") |
|
| 189 | ||
| 190 | offline_meter_list = list() |
|
| 191 | ||
| 192 | try: |
|
| 193 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
|
| 194 | " FROM tbl_offline_meters m, tbl_shopfloors_offline_meters tm " |
|
| 195 | " WHERE m.id = tm.offline_meter_id " |
|
| 196 | " AND m.is_counted = 1 " |
|
| 197 | " AND tm.shopfloor_id = %s ", |
|
| 198 | (shopfloor['id'],)) |
|
| 199 | rows_offline_meters = cursor_system_db.fetchall() |
|
| 200 | ||
| 201 | if rows_offline_meters is not None and len(rows_offline_meters) > 0: |
|
| 202 | for row in rows_offline_meters: |
|
| 203 | offline_meter_list.append({"id": row[0], |
|
| 204 | "name": row[1], |
|
| 205 | "energy_category_id": row[2]}) |
|
| 206 | ||
| 207 | except Exception as e: |
|
| 208 | error_string = "Error in step 3.1 of shopfloor_energy_input_category.worker " + str(e) |
|
| 209 | if cursor_system_db: |
|
| 210 | cursor_system_db.close() |
|
| 211 | if cnx_system_db: |
|
| 212 | cnx_system_db.close() |
|
| 213 | print(error_string) |
|
| 214 | return error_string |
|
| 215 | ||
| 216 | #################################################################################################################### |
|
| 217 | # Step 4: get all equipments associated with the shopfloor |
|
| 218 | #################################################################################################################### |
|
| 219 | print("Step 4: get all equipments associated with the shopfloor") |
|
| 220 | ||
| 221 | equipment_list = list() |
|
| 222 | ||
| 223 | try: |
|
| 224 | cursor_system_db.execute(" SELECT e.id, e.name " |
|
| 225 | " FROM tbl_equipments e, tbl_shopfloors_equipments se " |
|
| 226 | " WHERE e.id = se.equipment_id " |
|
| 227 | " AND e.is_input_counted = 1 " |
|
| 228 | " AND se.shopfloor_id = %s ", |
|
| 229 | (shopfloor['id'],)) |
|
| 230 | rows_equipments = cursor_system_db.fetchall() |
|
| 231 | ||
| 232 | if rows_equipments is not None and len(rows_equipments) > 0: |
|
| 233 | for row in rows_equipments: |
|
| 234 | equipment_list.append({"id": row[0], |
|
| 235 | "name": row[1]}) |
|
| 236 | ||
| 237 | except Exception as e: |
|
| 238 | error_string = "Error in step 4 of shopfloor_energy_input_category.worker " + str(e) |
|
| 239 | print(error_string) |
|
| 240 | return error_string |
|
| 241 | finally: |
|
| 242 | if cursor_system_db: |
|
| 243 | cursor_system_db.close() |
|
| 244 | if cnx_system_db: |
|
| 245 | cnx_system_db.close() |
|
| 246 | ||
| 247 | #################################################################################################################### |
|
| 248 | # stop to the next shopfloor if this shopfloor is empty |
|
| 249 | #################################################################################################################### |
|
| 250 | if (meter_list is None or len(meter_list) == 0) and \ |
|
| 251 | (virtual_meter_list is None or len(virtual_meter_list) == 0) and \ |
|
| 252 | (offline_meter_list is None or len(offline_meter_list) == 0) and \ |
|
| 253 | (equipment_list is None or len(equipment_list) == 0): |
|
| 254 | print("This is an empty shopfloor ") |
|
| 255 | return None |
|
| 256 | ||
| 257 | #################################################################################################################### |
|
| 258 | # Step 5: determine start datetime and end datetime to aggregate |
|
| 259 | #################################################################################################################### |
|
| 260 | print("Step 5: determine start datetime and end datetime to aggregate") |
|
| 261 | cnx_energy_db = None |
|
| 262 | cursor_energy_db = None |
|
| 263 | try: |
|
| 264 | cnx_energy_db = mysql.connector.connect(**config.myems_energy_db) |
|
| 265 | cursor_energy_db = cnx_energy_db.cursor() |
|
| 266 | except Exception as e: |
|
| 267 | error_string = "Error in step 5.1 of shopfloor_energy_input_category.worker " + str(e) |
|
| 268 | if cursor_energy_db: |
|
| 269 | cursor_energy_db.close() |
|
| 270 | if cnx_energy_db: |
|
| 271 | cnx_energy_db.close() |
|
| 272 | print(error_string) |
|
| 273 | return error_string |
|
| 274 | ||
| 275 | try: |
|
| 276 | query = (" SELECT MAX(start_datetime_utc) " |
|
| 277 | " FROM tbl_shopfloor_input_category_hourly " |
|
| 278 | " WHERE shopfloor_id = %s ") |
|
| 279 | cursor_energy_db.execute(query, (shopfloor['id'],)) |
|
| 280 | row_datetime = cursor_energy_db.fetchone() |
|
| 281 | start_datetime_utc = datetime.strptime(config.start_datetime_utc, '%Y-%m-%d %H:%M:%S') |
|
| 282 | start_datetime_utc = start_datetime_utc.replace(minute=0, second=0, microsecond=0, tzinfo=None) |
|
| 283 | ||
| 284 | if row_datetime is not None and len(row_datetime) > 0 and isinstance(row_datetime[0], datetime): |
|
| 285 | # replace second and microsecond with 0 |
|
| 286 | # note: do not replace minute in case of calculating in half hourly |
|
| 287 | start_datetime_utc = row_datetime[0].replace(second=0, microsecond=0, tzinfo=None) |
|
| 288 | # start from the next time slot |
|
| 289 | start_datetime_utc += timedelta(minutes=config.minutes_to_count) |
|
| 290 | ||
| 291 | end_datetime_utc = datetime.utcnow().replace(second=0, microsecond=0, tzinfo=None) |
|
| 292 | ||
| 293 | print("start_datetime_utc: " + start_datetime_utc.isoformat()[0:19] |
|
| 294 | + "end_datetime_utc: " + end_datetime_utc.isoformat()[0:19]) |
|
| 295 | ||
| 296 | except Exception as e: |
|
| 297 | error_string = "Error in step 5.2 of shopfloor_energy_input_category.worker " + str(e) |
|
| 298 | if cursor_energy_db: |
|
| 299 | cursor_energy_db.close() |
|
| 300 | if cnx_energy_db: |
|
| 301 | cnx_energy_db.close() |
|
| 302 | print(error_string) |
|
| 303 | return error_string |
|
| 304 | ||
| 305 | #################################################################################################################### |
|
| 306 | # Step 6: for each meter in list, get energy input data from energy database |
|
| 307 | #################################################################################################################### |
|
| 308 | energy_meter_hourly = dict() |
|
| 309 | try: |
|
| 310 | if meter_list is not None and len(meter_list) > 0: |
|
| 311 | for meter in meter_list: |
|
| 312 | meter_id = str(meter['id']) |
|
| 313 | ||
| 314 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 315 | " FROM tbl_meter_hourly " |
|
| 316 | " WHERE meter_id = %s " |
|
| 317 | " AND start_datetime_utc >= %s " |
|
| 318 | " AND start_datetime_utc < %s " |
|
| 319 | " ORDER BY start_datetime_utc ") |
|
| 320 | cursor_energy_db.execute(query, (meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 321 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 322 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 323 | energy_meter_hourly[meter_id] = None |
|
| 324 | else: |
|
| 325 | energy_meter_hourly[meter_id] = dict() |
|
| 326 | for row_energy_value in rows_energy_values: |
|
| 327 | energy_meter_hourly[meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 328 | except Exception as e: |
|
| 329 | error_string = "Error in step 6.1 of shopfloor_energy_input_category.worker " + str(e) |
|
| 330 | if cursor_energy_db: |
|
| 331 | cursor_energy_db.close() |
|
| 332 | if cnx_energy_db: |
|
| 333 | cnx_energy_db.close() |
|
| 334 | print(error_string) |
|
| 335 | return error_string |
|
| 336 | ||
| 337 | #################################################################################################################### |
|
| 338 | # Step 7: for each virtual meter in list, get energy input data from energy database |
|
| 339 | #################################################################################################################### |
|
| 340 | energy_virtual_meter_hourly = dict() |
|
| 341 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
|
| 342 | try: |
|
| 343 | for virtual_meter in virtual_meter_list: |
|
| 344 | virtual_meter_id = str(virtual_meter['id']) |
|
| 345 | ||
| 346 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 347 | " FROM tbl_virtual_meter_hourly " |
|
| 348 | " WHERE virtual_meter_id = %s " |
|
| 349 | " AND start_datetime_utc >= %s " |
|
| 350 | " AND start_datetime_utc < %s " |
|
| 351 | " ORDER BY start_datetime_utc ") |
|
| 352 | cursor_energy_db.execute(query, (virtual_meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 353 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 354 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 355 | energy_virtual_meter_hourly[virtual_meter_id] = None |
|
| 356 | else: |
|
| 357 | energy_virtual_meter_hourly[virtual_meter_id] = dict() |
|
| 358 | for row_energy_value in rows_energy_values: |
|
| 359 | energy_virtual_meter_hourly[virtual_meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 360 | except Exception as e: |
|
| 361 | error_string = "Error in step 7.1 of shopfloor_energy_input_category.worker " + str(e) |
|
| 362 | if cursor_energy_db: |
|
| 363 | cursor_energy_db.close() |
|
| 364 | if cnx_energy_db: |
|
| 365 | cnx_energy_db.close() |
|
| 366 | print(error_string) |
|
| 367 | return error_string |
|
| 368 | ||
| 369 | #################################################################################################################### |
|
| 370 | # Step 8: for each offline meter in list, get energy input data from energy database |
|
| 371 | #################################################################################################################### |
|
| 372 | energy_offline_meter_hourly = dict() |
|
| 373 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
|
| 374 | try: |
|
| 375 | for offline_meter in offline_meter_list: |
|
| 376 | offline_meter_id = str(offline_meter['id']) |
|
| 377 | ||
| 378 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 379 | " FROM tbl_offline_meter_hourly " |
|
| 380 | " WHERE offline_meter_id = %s " |
|
| 381 | " AND start_datetime_utc >= %s " |
|
| 382 | " AND start_datetime_utc < %s " |
|
| 383 | " ORDER BY start_datetime_utc ") |
|
| 384 | cursor_energy_db.execute(query, (offline_meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 385 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 386 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 387 | energy_offline_meter_hourly[offline_meter_id] = None |
|
| 388 | else: |
|
| 389 | energy_offline_meter_hourly[offline_meter_id] = dict() |
|
| 390 | for row_energy_value in rows_energy_values: |
|
| 391 | energy_offline_meter_hourly[offline_meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 392 | ||
| 393 | except Exception as e: |
|
| 394 | error_string = "Error in step 8.1 of shopfloor_energy_input_category.worker " + str(e) |
|
| 395 | if cursor_energy_db: |
|
| 396 | cursor_energy_db.close() |
|
| 397 | if cnx_energy_db: |
|
| 398 | cnx_energy_db.close() |
|
| 399 | print(error_string) |
|
| 400 | return error_string |
|
| 401 | ||
| 402 | #################################################################################################################### |
|
| 403 | # Step 9: for each equipment in list, get energy input data from energy database |
|
| 404 | #################################################################################################################### |
|
| 405 | energy_equipment_hourly = dict() |
|
| 406 | if equipment_list is not None and len(equipment_list) > 0: |
|
| 407 | try: |
|
| 408 | for equipment in equipment_list: |
|
| 409 | equipment_id = str(equipment['id']) |
|
| 410 | query = (" SELECT start_datetime_utc, energy_category_id, actual_value " |
|
| 411 | " FROM tbl_equipment_input_category_hourly " |
|
| 412 | " WHERE equipment_id = %s " |
|
| 413 | " AND start_datetime_utc >= %s " |
|
| 414 | " AND start_datetime_utc < %s " |
|
| 415 | " ORDER BY start_datetime_utc ") |
|
| 416 | cursor_energy_db.execute(query, (equipment_id, start_datetime_utc, end_datetime_utc,)) |
|
| 417 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 418 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 419 | energy_equipment_hourly[equipment_id] = None |
|
| 420 | else: |
|
| 421 | energy_equipment_hourly[equipment_id] = dict() |
|
| 422 | for row_value in rows_energy_values: |
|
| 423 | current_datetime_utc = row_value[0] |
|
| 424 | if current_datetime_utc not in energy_equipment_hourly[equipment_id]: |
|
| 425 | energy_equipment_hourly[equipment_id][current_datetime_utc] = dict() |
|
| 426 | energy_category_id = row_value[1] |
|
| 427 | actual_value = row_value[2] |
|
| 428 | energy_equipment_hourly[equipment_id][current_datetime_utc][energy_category_id] = \ |
|
| 429 | actual_value |
|
| 430 | except Exception as e: |
|
| 431 | error_string = "Error in step 9 of shopfloor_energy_input_category.worker " + str(e) |
|
| 432 | if cursor_energy_db: |
|
| 433 | cursor_energy_db.close() |
|
| 434 | if cnx_energy_db: |
|
| 435 | cnx_energy_db.close() |
|
| 436 | print(error_string) |
|
| 437 | return error_string |
|
| 438 | ||
| 439 | #################################################################################################################### |
|
| 440 | # Step 10: determine common time slot to aggregate |
|
| 441 | #################################################################################################################### |
|
| 442 | ||
| 443 | common_start_datetime_utc = start_datetime_utc |
|
| 444 | common_end_datetime_utc = end_datetime_utc |
|
| 445 | ||
| 446 | print("Getting common time slot of energy values for all meters") |
|
| 447 | if energy_meter_hourly is not None and len(energy_meter_hourly) > 0: |
|
| 448 | for meter_id, energy_hourly in energy_meter_hourly.items(): |
|
| 449 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 450 | common_start_datetime_utc = None |
|
| 451 | common_end_datetime_utc = None |
|
| 452 | break |
|
| 453 | else: |
|
| 454 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 455 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 456 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 457 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 458 | ||
| 459 | print("Getting common time slot of energy values for all virtual meters") |
|
| 460 | if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
|
| 461 | if energy_virtual_meter_hourly is not None and len(energy_virtual_meter_hourly) > 0: |
|
| 462 | for meter_id, energy_hourly in energy_virtual_meter_hourly.items(): |
|
| 463 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 464 | common_start_datetime_utc = None |
|
| 465 | common_end_datetime_utc = None |
|
| 466 | break |
|
| 467 | else: |
|
| 468 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 469 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 470 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 471 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 472 | ||
| 473 | print("Getting common time slot of energy values for all offline meters") |
|
| 474 | if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
|
| 475 | if energy_offline_meter_hourly is not None and len(energy_offline_meter_hourly) > 0: |
|
| 476 | for meter_id, energy_hourly in energy_offline_meter_hourly.items(): |
|
| 477 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 478 | common_start_datetime_utc = None |
|
| 479 | common_end_datetime_utc = None |
|
| 480 | break |
|
| 481 | else: |
|
| 482 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 483 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 484 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 485 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 486 | ||
| 487 | print("Getting common time slot of energy values for all equipments...") |
|
| 488 | if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
|
| 489 | if energy_equipment_hourly is not None and len(energy_equipment_hourly) > 0: |
|
| 490 | for equipment_id, energy_hourly in energy_equipment_hourly.items(): |
|
| 491 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 492 | common_start_datetime_utc = None |
|
| 493 | common_end_datetime_utc = None |
|
| 494 | break |
|
| 495 | else: |
|
| 496 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 497 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 498 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 499 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 500 | ||
| 501 | if (energy_meter_hourly is None or len(energy_meter_hourly) == 0) and \ |
|
| 502 | (energy_virtual_meter_hourly is None or len(energy_virtual_meter_hourly) == 0) and \ |
|
| 503 | (energy_offline_meter_hourly is None or len(energy_offline_meter_hourly) == 0) and \ |
|
| 504 | (energy_equipment_hourly is None or len(energy_equipment_hourly) == 0): |
|
| 505 | # There isn't any energy data |
|
| 506 | print("There isn't any energy data") |
|
| 507 | # continue the for shopfloor loop to the next shopfloor |
|
| 508 | print("continue the for shopfloor loop to the next shopfloor") |
|
| 509 | if cursor_energy_db: |
|
| 510 | cursor_energy_db.close() |
|
| 511 | if cnx_energy_db: |
|
| 512 | cnx_energy_db.close() |
|
| 513 | return None |
|
| 514 | ||
| 515 | print("common_start_datetime_utc: " + str(common_start_datetime_utc)) |
|
| 516 | print("common_end_datetime_utc: " + str(common_end_datetime_utc)) |
|
| 517 | ||
| 518 | #################################################################################################################### |
|
| 519 | # Step 11: aggregate energy data in the common time slot by energy categories and hourly |
|
| 520 | #################################################################################################################### |
|
| 521 | ||
| 522 | print("Step 11: aggregate energy data in the common time slot by energy categories and hourly") |
|
| 523 | aggregated_values = list() |
|
| 524 | try: |
|
| 525 | current_datetime_utc = common_start_datetime_utc |
|
| 526 | while common_start_datetime_utc is not None \ |
|
| 527 | and common_end_datetime_utc is not None \ |
|
| 528 | and current_datetime_utc <= common_end_datetime_utc: |
|
| 529 | aggregated_value = dict() |
|
| 530 | aggregated_value['start_datetime_utc'] = current_datetime_utc |
|
| 531 | aggregated_value['meta_data'] = dict() |
|
| 532 | ||
| 533 | if meter_list is not None and len(meter_list) > 0: |
|
| 534 | for meter in meter_list: |
|
| 535 | meter_id = str(meter['id']) |
|
| 536 | energy_category_id = meter['energy_category_id'] |
|
| 537 | actual_value = energy_meter_hourly[meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 538 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 539 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 540 | ||
| 541 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
|
| 542 | for virtual_meter in virtual_meter_list: |
|
| 543 | virtual_meter_id = str(virtual_meter['id']) |
|
| 544 | energy_category_id = virtual_meter['energy_category_id'] |
|
| 545 | actual_value = energy_virtual_meter_hourly[virtual_meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 546 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 547 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 548 | ||
| 549 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
|
| 550 | for offline_meter in offline_meter_list: |
|
| 551 | offline_meter_id = str(offline_meter['id']) |
|
| 552 | energy_category_id = offline_meter['energy_category_id'] |
|
| 553 | actual_value = energy_offline_meter_hourly[offline_meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 554 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 555 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 556 | ||
| 557 | if equipment_list is not None and len(equipment_list) > 0: |
|
| 558 | for equipment in equipment_list: |
|
| 559 | equipment_id = str(equipment['id']) |
|
| 560 | meta_data_dict = energy_equipment_hourly[equipment_id].get(current_datetime_utc, None) |
|
| 561 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 562 | for energy_category_id, actual_value in meta_data_dict.items(): |
|
| 563 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 564 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 565 | ||
| 566 | aggregated_values.append(aggregated_value) |
|
| 567 | ||
| 568 | current_datetime_utc += timedelta(minutes=config.minutes_to_count) |
|
| 569 | ||
| 570 | except Exception as e: |
|
| 571 | error_string = "Error in step 11 of shopfloor_energy_input_category.worker " + str(e) |
|
| 572 | if cursor_energy_db: |
|
| 573 | cursor_energy_db.close() |
|
| 574 | if cnx_energy_db: |
|
| 575 | cnx_energy_db.close() |
|
| 576 | print(error_string) |
|
| 577 | return error_string |
|
| 578 | ||
| 579 | #################################################################################################################### |
|
| 580 | # Step 12: save energy data to energy database |
|
| 581 | #################################################################################################################### |
|
| 582 | print("Step 12: save energy data to energy database") |
|
| 583 | ||
| 584 | while len(aggregated_values) > 0: |
|
| 585 | insert_100 = aggregated_values[:100] |
|
| 586 | aggregated_values = aggregated_values[100:] |
|
| 587 | try: |
|
| 588 | add_values = (" INSERT INTO tbl_shopfloor_input_category_hourly " |
|
| 589 | " (shopfloor_id, " |
|
| 590 | " energy_category_id, " |
|
| 591 | " start_datetime_utc, " |
|
| 592 | " actual_value) " |
|
| 593 | " VALUES ") |
|
| 594 | ||
| 595 | for aggregated_value in insert_100: |
|
| 596 | for energy_category_id, actual_value in aggregated_value['meta_data'].items(): |
|
| 597 | add_values += " (" + str(shopfloor['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 shopfloor_energy_input_category.worker " + str(e) |
|
| 608 | print(error_string) |
|
| 609 | if cursor_energy_db: |
|
| 610 | cursor_energy_db.close() |
|
| 611 | if cnx_energy_db: |
|
| 612 | cnx_energy_db.close() |
|
| 613 | return error_string |
|
| 614 | ||
| 615 | if cursor_energy_db: |
|
| 616 | cursor_energy_db.close() |
|
| 617 | if cnx_energy_db: |
|
| 618 | cnx_energy_db.close() |
|
| 619 | return None |
|
| 620 | ||
