myems /
myems-aggregation
| @@ 118-1084 (lines=967) @@ | ||
| 115 | # NOTE: returns None or the error string because that the logger object cannot be passed in as parameter |
|
| 116 | ######################################################################################################################## |
|
| 117 | ||
| 118 | def worker(space): |
|
| 119 | #################################################################################################################### |
|
| 120 | # Step 1: get all input meters associated with the space |
|
| 121 | #################################################################################################################### |
|
| 122 | print("Step 1: get all input meters associated with the space " + str(space['name'])) |
|
| 123 | ||
| 124 | cnx_system_db = None |
|
| 125 | cursor_system_db = None |
|
| 126 | try: |
|
| 127 | cnx_system_db = mysql.connector.connect(**config.myems_system_db) |
|
| 128 | cursor_system_db = cnx_system_db.cursor() |
|
| 129 | except Exception as e: |
|
| 130 | error_string = "Error in step 1.1 of space_energy_input_item.worker " + str(e) |
|
| 131 | if cursor_system_db: |
|
| 132 | cursor_system_db.close() |
|
| 133 | if cnx_system_db: |
|
| 134 | cnx_system_db.close() |
|
| 135 | print(error_string) |
|
| 136 | return error_string |
|
| 137 | ||
| 138 | meter_list = list() |
|
| 139 | try: |
|
| 140 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_item_id " |
|
| 141 | " FROM tbl_meters m, tbl_spaces_meters sm " |
|
| 142 | " WHERE m.id = sm.meter_id " |
|
| 143 | " AND m.is_counted = true " |
|
| 144 | " AND m.energy_item_id is NOT NULL " |
|
| 145 | " AND sm.space_id = %s ", |
|
| 146 | (space['id'],)) |
|
| 147 | rows_meters = cursor_system_db.fetchall() |
|
| 148 | ||
| 149 | if rows_meters is not None and len(rows_meters) > 0: |
|
| 150 | for row in rows_meters: |
|
| 151 | meter_list.append({"id": row[0], |
|
| 152 | "name": row[1], |
|
| 153 | "energy_item_id": row[2]}) |
|
| 154 | ||
| 155 | except Exception as e: |
|
| 156 | error_string = "Error in step 1.2 of space_energy_input_item.worker " + str(e) |
|
| 157 | if cursor_system_db: |
|
| 158 | cursor_system_db.close() |
|
| 159 | if cnx_system_db: |
|
| 160 | cnx_system_db.close() |
|
| 161 | print(error_string) |
|
| 162 | return error_string |
|
| 163 | ||
| 164 | #################################################################################################################### |
|
| 165 | # Step 2: get all input virtual meters associated with the space |
|
| 166 | #################################################################################################################### |
|
| 167 | print("Step 2: get all input virtual meters associated with the space") |
|
| 168 | virtual_meter_list = list() |
|
| 169 | ||
| 170 | try: |
|
| 171 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_item_id " |
|
| 172 | " FROM tbl_virtual_meters m, tbl_spaces_virtual_meters sm " |
|
| 173 | " WHERE m.id = sm.virtual_meter_id " |
|
| 174 | " AND m.is_counted = true " |
|
| 175 | " AND m.energy_item_id is NOT NULL " |
|
| 176 | " AND sm.space_id = %s ", |
|
| 177 | (space['id'],)) |
|
| 178 | rows_virtual_meters = cursor_system_db.fetchall() |
|
| 179 | ||
| 180 | if rows_virtual_meters is not None and len(rows_virtual_meters) > 0: |
|
| 181 | for row in rows_virtual_meters: |
|
| 182 | virtual_meter_list.append({"id": row[0], |
|
| 183 | "name": row[1], |
|
| 184 | "energy_item_id": row[2]}) |
|
| 185 | ||
| 186 | except Exception as e: |
|
| 187 | error_string = "Error in step 2 of space_energy_input_item.worker " + str(e) |
|
| 188 | if cursor_system_db: |
|
| 189 | cursor_system_db.close() |
|
| 190 | if cnx_system_db: |
|
| 191 | cnx_system_db.close() |
|
| 192 | print(error_string) |
|
| 193 | return error_string |
|
| 194 | ||
| 195 | #################################################################################################################### |
|
| 196 | # Step 3: get all input offline meters associated with the space |
|
| 197 | #################################################################################################################### |
|
| 198 | print("Step 3: get all input offline meters associated with the space") |
|
| 199 | ||
| 200 | offline_meter_list = list() |
|
| 201 | ||
| 202 | try: |
|
| 203 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_item_id " |
|
| 204 | " FROM tbl_offline_meters m, tbl_spaces_offline_meters sm " |
|
| 205 | " WHERE m.id = sm.offline_meter_id " |
|
| 206 | " AND m.is_counted = true " |
|
| 207 | " AND m.energy_item_id is NOT NULL " |
|
| 208 | " AND sm.space_id = %s ", |
|
| 209 | (space['id'],)) |
|
| 210 | rows_offline_meters = cursor_system_db.fetchall() |
|
| 211 | ||
| 212 | if rows_offline_meters is not None and len(rows_offline_meters) > 0: |
|
| 213 | for row in rows_offline_meters: |
|
| 214 | offline_meter_list.append({"id": row[0], |
|
| 215 | "name": row[1], |
|
| 216 | "energy_item_id": row[2]}) |
|
| 217 | ||
| 218 | except Exception as e: |
|
| 219 | error_string = "Error in step 3 of space_energy_input_item.worker " + str(e) |
|
| 220 | if cursor_system_db: |
|
| 221 | cursor_system_db.close() |
|
| 222 | if cnx_system_db: |
|
| 223 | cnx_system_db.close() |
|
| 224 | print(error_string) |
|
| 225 | return error_string |
|
| 226 | ||
| 227 | #################################################################################################################### |
|
| 228 | # Step 4: get all combined equipments associated with the space |
|
| 229 | #################################################################################################################### |
|
| 230 | print("Step 4: get all combined equipments associated with the space") |
|
| 231 | ||
| 232 | combined_equipment_list = list() |
|
| 233 | ||
| 234 | try: |
|
| 235 | cursor_system_db.execute(" SELECT e.id, e.name " |
|
| 236 | " FROM tbl_combined_equipments e, tbl_spaces_combined_equipments se " |
|
| 237 | " WHERE e.id = se.combined_equipment_id " |
|
| 238 | " AND e.is_input_counted = true " |
|
| 239 | " AND se.space_id = %s ", |
|
| 240 | (space['id'],)) |
|
| 241 | rows_combined_equipments = cursor_system_db.fetchall() |
|
| 242 | ||
| 243 | if rows_combined_equipments is not None and len(rows_combined_equipments) > 0: |
|
| 244 | for row in rows_combined_equipments: |
|
| 245 | combined_equipment_list.append({"id": row[0], |
|
| 246 | "name": row[1]}) |
|
| 247 | ||
| 248 | except Exception as e: |
|
| 249 | error_string = "Error in step 4 of space_energy_input_item.worker " + str(e) |
|
| 250 | if cursor_system_db: |
|
| 251 | cursor_system_db.close() |
|
| 252 | if cnx_system_db: |
|
| 253 | cnx_system_db.close() |
|
| 254 | print(error_string) |
|
| 255 | return error_string |
|
| 256 | ||
| 257 | #################################################################################################################### |
|
| 258 | # Step 5: get all equipments associated with the space |
|
| 259 | #################################################################################################################### |
|
| 260 | print("Step 5: get all equipments associated with the space") |
|
| 261 | ||
| 262 | equipment_list = list() |
|
| 263 | ||
| 264 | try: |
|
| 265 | cursor_system_db.execute(" SELECT e.id, e.name " |
|
| 266 | " FROM tbl_equipments e, tbl_spaces_equipments se " |
|
| 267 | " WHERE e.id = se.equipment_id " |
|
| 268 | " AND e.is_input_counted = true " |
|
| 269 | " AND se.space_id = %s ", |
|
| 270 | (space['id'],)) |
|
| 271 | rows_equipments = cursor_system_db.fetchall() |
|
| 272 | ||
| 273 | if rows_equipments is not None and len(rows_equipments) > 0: |
|
| 274 | for row in rows_equipments: |
|
| 275 | equipment_list.append({"id": row[0], |
|
| 276 | "name": row[1]}) |
|
| 277 | ||
| 278 | except Exception as e: |
|
| 279 | error_string = "Error in step 5 of space_energy_input_item.worker " + str(e) |
|
| 280 | if cursor_system_db: |
|
| 281 | cursor_system_db.close() |
|
| 282 | if cnx_system_db: |
|
| 283 | cnx_system_db.close() |
|
| 284 | print(error_string) |
|
| 285 | return error_string |
|
| 286 | ||
| 287 | #################################################################################################################### |
|
| 288 | # Step 6: get all shopfloors associated with the space |
|
| 289 | #################################################################################################################### |
|
| 290 | print("Step 6: get all shopfloors associated with the space") |
|
| 291 | ||
| 292 | shopfloor_list = list() |
|
| 293 | ||
| 294 | try: |
|
| 295 | cursor_system_db.execute(" SELECT s.id, s.name " |
|
| 296 | " FROM tbl_shopfloors s, tbl_spaces_shopfloors ss " |
|
| 297 | " WHERE s.id = ss.shopfloor_id " |
|
| 298 | " AND s.is_input_counted = true " |
|
| 299 | " AND ss.space_id = %s ", |
|
| 300 | (space['id'],)) |
|
| 301 | rows_shopfloors = cursor_system_db.fetchall() |
|
| 302 | ||
| 303 | if rows_shopfloors is not None and len(rows_shopfloors) > 0: |
|
| 304 | for row in rows_shopfloors: |
|
| 305 | shopfloor_list.append({"id": row[0], |
|
| 306 | "name": row[1]}) |
|
| 307 | ||
| 308 | except Exception as e: |
|
| 309 | error_string = "Error in step 6 of space_energy_input_item.worker " + str(e) |
|
| 310 | if cursor_system_db: |
|
| 311 | cursor_system_db.close() |
|
| 312 | if cnx_system_db: |
|
| 313 | cnx_system_db.close() |
|
| 314 | print(error_string) |
|
| 315 | return error_string |
|
| 316 | ||
| 317 | #################################################################################################################### |
|
| 318 | # Step 7: get all stores associated with the space |
|
| 319 | #################################################################################################################### |
|
| 320 | print("Step 7: get all stores associated with the space") |
|
| 321 | ||
| 322 | store_list = list() |
|
| 323 | ||
| 324 | try: |
|
| 325 | cursor_system_db.execute(" SELECT s.id, s.name " |
|
| 326 | " FROM tbl_stores s, tbl_spaces_stores ss " |
|
| 327 | " WHERE s.id = ss.store_id " |
|
| 328 | " AND s.is_input_counted = true " |
|
| 329 | " AND ss.space_id = %s ", |
|
| 330 | (space['id'],)) |
|
| 331 | rows_stores = cursor_system_db.fetchall() |
|
| 332 | ||
| 333 | if rows_stores is not None and len(rows_stores) > 0: |
|
| 334 | for row in rows_stores: |
|
| 335 | store_list.append({"id": row[0], |
|
| 336 | "name": row[1]}) |
|
| 337 | ||
| 338 | except Exception as e: |
|
| 339 | error_string = "Error in step 7 of space_energy_input_item.worker " + str(e) |
|
| 340 | if cursor_system_db: |
|
| 341 | cursor_system_db.close() |
|
| 342 | if cnx_system_db: |
|
| 343 | cnx_system_db.close() |
|
| 344 | print(error_string) |
|
| 345 | return error_string |
|
| 346 | ||
| 347 | #################################################################################################################### |
|
| 348 | # Step 8: get all tenants associated with the space |
|
| 349 | #################################################################################################################### |
|
| 350 | print("Step 8: get all tenants associated with the space") |
|
| 351 | ||
| 352 | tenant_list = list() |
|
| 353 | ||
| 354 | try: |
|
| 355 | cursor_system_db.execute(" SELECT t.id, t.name " |
|
| 356 | " FROM tbl_tenants t, tbl_spaces_tenants st " |
|
| 357 | " WHERE t.id = st.tenant_id " |
|
| 358 | " AND t.is_input_counted = true " |
|
| 359 | " AND st.space_id = %s ", |
|
| 360 | (space['id'],)) |
|
| 361 | rows_tenants = cursor_system_db.fetchall() |
|
| 362 | ||
| 363 | if rows_tenants is not None and len(rows_tenants) > 0: |
|
| 364 | for row in rows_tenants: |
|
| 365 | tenant_list.append({"id": row[0], |
|
| 366 | "name": row[1]}) |
|
| 367 | ||
| 368 | except Exception as e: |
|
| 369 | error_string = "Error in step 8 of space_energy_input_item.worker " + str(e) |
|
| 370 | if cursor_system_db: |
|
| 371 | cursor_system_db.close() |
|
| 372 | if cnx_system_db: |
|
| 373 | cnx_system_db.close() |
|
| 374 | print(error_string) |
|
| 375 | return error_string |
|
| 376 | ||
| 377 | #################################################################################################################### |
|
| 378 | # Step 9: get all child spaces associated with the space |
|
| 379 | #################################################################################################################### |
|
| 380 | print("Step 9: get all child spaces associated with the space") |
|
| 381 | ||
| 382 | child_space_list = list() |
|
| 383 | ||
| 384 | try: |
|
| 385 | cursor_system_db.execute(" SELECT id, name " |
|
| 386 | " FROM tbl_spaces " |
|
| 387 | " WHERE is_input_counted = true " |
|
| 388 | " AND parent_space_id = %s ", |
|
| 389 | (space['id'],)) |
|
| 390 | rows_child_spaces = cursor_system_db.fetchall() |
|
| 391 | ||
| 392 | if rows_child_spaces is not None and len(rows_child_spaces) > 0: |
|
| 393 | for row in rows_child_spaces: |
|
| 394 | child_space_list.append({"id": row[0], |
|
| 395 | "name": row[1]}) |
|
| 396 | ||
| 397 | except Exception as e: |
|
| 398 | error_string = "Error in step 9 of space_energy_input_item.worker " + str(e) |
|
| 399 | print(error_string) |
|
| 400 | return error_string |
|
| 401 | finally: |
|
| 402 | if cursor_system_db: |
|
| 403 | cursor_system_db.close() |
|
| 404 | if cnx_system_db: |
|
| 405 | cnx_system_db.close() |
|
| 406 | ||
| 407 | if (meter_list is None or len(meter_list) == 0) and \ |
|
| 408 | (virtual_meter_list is None or len(virtual_meter_list) == 0) and \ |
|
| 409 | (offline_meter_list is None or len(offline_meter_list) == 0) and \ |
|
| 410 | (combined_equipment_list is None or len(combined_equipment_list) == 0) and \ |
|
| 411 | (equipment_list is None or len(equipment_list) == 0) and \ |
|
| 412 | (shopfloor_list is None or len(shopfloor_list) == 0) and \ |
|
| 413 | (store_list is None or len(store_list) == 0) and \ |
|
| 414 | (tenant_list is None or len(tenant_list) == 0) and \ |
|
| 415 | (child_space_list is None or len(child_space_list) == 0): |
|
| 416 | print("This is an empty space ") |
|
| 417 | return None |
|
| 418 | ||
| 419 | #################################################################################################################### |
|
| 420 | # Step 10: determine start datetime and end datetime to aggregate |
|
| 421 | #################################################################################################################### |
|
| 422 | print("Step 10: determine start datetime and end datetime to aggregate") |
|
| 423 | cnx_energy_db = None |
|
| 424 | cursor_energy_db = None |
|
| 425 | try: |
|
| 426 | cnx_energy_db = mysql.connector.connect(**config.myems_energy_db) |
|
| 427 | cursor_energy_db = cnx_energy_db.cursor() |
|
| 428 | except Exception as e: |
|
| 429 | error_string = "Error in step 10.1 of space_energy_input_item.worker " + str(e) |
|
| 430 | if cursor_energy_db: |
|
| 431 | cursor_energy_db.close() |
|
| 432 | if cnx_energy_db: |
|
| 433 | cnx_energy_db.close() |
|
| 434 | print(error_string) |
|
| 435 | return error_string |
|
| 436 | ||
| 437 | try: |
|
| 438 | query = (" SELECT MAX(start_datetime_utc) " |
|
| 439 | " FROM tbl_space_input_item_hourly " |
|
| 440 | " WHERE space_id = %s ") |
|
| 441 | cursor_energy_db.execute(query, (space['id'],)) |
|
| 442 | row_datetime = cursor_energy_db.fetchone() |
|
| 443 | start_datetime_utc = datetime.strptime(config.start_datetime_utc, '%Y-%m-%d %H:%M:%S') |
|
| 444 | start_datetime_utc = start_datetime_utc.replace(minute=0, second=0, microsecond=0, tzinfo=None) |
|
| 445 | ||
| 446 | if row_datetime is not None and len(row_datetime) > 0 and isinstance(row_datetime[0], datetime): |
|
| 447 | # replace second and microsecond with 0 |
|
| 448 | # note: do not replace minute in case of calculating in half hourly |
|
| 449 | start_datetime_utc = row_datetime[0].replace(second=0, microsecond=0, tzinfo=None) |
|
| 450 | # start from the next time slot |
|
| 451 | start_datetime_utc += timedelta(minutes=config.minutes_to_count) |
|
| 452 | ||
| 453 | end_datetime_utc = datetime.utcnow().replace(second=0, microsecond=0, tzinfo=None) |
|
| 454 | ||
| 455 | print("start_datetime_utc: " + start_datetime_utc.isoformat()[0:19] |
|
| 456 | + "end_datetime_utc: " + end_datetime_utc.isoformat()[0:19]) |
|
| 457 | ||
| 458 | except Exception as e: |
|
| 459 | error_string = "Error in step 10.2 of space_energy_input_item.worker " + str(e) |
|
| 460 | if cursor_energy_db: |
|
| 461 | cursor_energy_db.close() |
|
| 462 | if cnx_energy_db: |
|
| 463 | cnx_energy_db.close() |
|
| 464 | print(error_string) |
|
| 465 | return error_string |
|
| 466 | ||
| 467 | #################################################################################################################### |
|
| 468 | # Step 11: for each meter in list, get energy input data from energy database |
|
| 469 | #################################################################################################################### |
|
| 470 | energy_meter_hourly = dict() |
|
| 471 | try: |
|
| 472 | if meter_list is not None and len(meter_list) > 0: |
|
| 473 | for meter in meter_list: |
|
| 474 | meter_id = str(meter['id']) |
|
| 475 | ||
| 476 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 477 | " FROM tbl_meter_hourly " |
|
| 478 | " WHERE meter_id = %s " |
|
| 479 | " AND start_datetime_utc >= %s " |
|
| 480 | " AND start_datetime_utc < %s " |
|
| 481 | " ORDER BY start_datetime_utc ") |
|
| 482 | cursor_energy_db.execute(query, (meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 483 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 484 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 485 | energy_meter_hourly[meter_id] = None |
|
| 486 | else: |
|
| 487 | energy_meter_hourly[meter_id] = dict() |
|
| 488 | for row_energy_value in rows_energy_values: |
|
| 489 | energy_meter_hourly[meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 490 | except Exception as e: |
|
| 491 | error_string = "Error in step 11 of space_energy_input_item.worker " + str(e) |
|
| 492 | if cursor_energy_db: |
|
| 493 | cursor_energy_db.close() |
|
| 494 | if cnx_energy_db: |
|
| 495 | cnx_energy_db.close() |
|
| 496 | print(error_string) |
|
| 497 | return error_string |
|
| 498 | ||
| 499 | #################################################################################################################### |
|
| 500 | # Step 12: for each virtual meter in list, get energy input data from energy database |
|
| 501 | #################################################################################################################### |
|
| 502 | energy_virtual_meter_hourly = dict() |
|
| 503 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
|
| 504 | try: |
|
| 505 | for virtual_meter in virtual_meter_list: |
|
| 506 | virtual_meter_id = str(virtual_meter['id']) |
|
| 507 | ||
| 508 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 509 | " FROM tbl_virtual_meter_hourly " |
|
| 510 | " WHERE virtual_meter_id = %s " |
|
| 511 | " AND start_datetime_utc >= %s " |
|
| 512 | " AND start_datetime_utc < %s " |
|
| 513 | " ORDER BY start_datetime_utc ") |
|
| 514 | cursor_energy_db.execute(query, (virtual_meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 515 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 516 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 517 | energy_virtual_meter_hourly[virtual_meter_id] = None |
|
| 518 | else: |
|
| 519 | energy_virtual_meter_hourly[virtual_meter_id] = dict() |
|
| 520 | for row_energy_value in rows_energy_values: |
|
| 521 | energy_virtual_meter_hourly[virtual_meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 522 | except Exception as e: |
|
| 523 | error_string = "Error in step 12 of space_energy_input_item.worker " + str(e) |
|
| 524 | if cursor_energy_db: |
|
| 525 | cursor_energy_db.close() |
|
| 526 | if cnx_energy_db: |
|
| 527 | cnx_energy_db.close() |
|
| 528 | print(error_string) |
|
| 529 | return error_string |
|
| 530 | ||
| 531 | #################################################################################################################### |
|
| 532 | # Step 13: for each offline meter in list, get energy input data from energy database |
|
| 533 | #################################################################################################################### |
|
| 534 | energy_offline_meter_hourly = dict() |
|
| 535 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
|
| 536 | try: |
|
| 537 | for offline_meter in offline_meter_list: |
|
| 538 | offline_meter_id = str(offline_meter['id']) |
|
| 539 | ||
| 540 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 541 | " FROM tbl_offline_meter_hourly " |
|
| 542 | " WHERE offline_meter_id = %s " |
|
| 543 | " AND start_datetime_utc >= %s " |
|
| 544 | " AND start_datetime_utc < %s " |
|
| 545 | " ORDER BY start_datetime_utc ") |
|
| 546 | cursor_energy_db.execute(query, (offline_meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 547 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 548 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 549 | energy_offline_meter_hourly[offline_meter_id] = None |
|
| 550 | else: |
|
| 551 | energy_offline_meter_hourly[offline_meter_id] = dict() |
|
| 552 | for row_energy_value in rows_energy_values: |
|
| 553 | energy_offline_meter_hourly[offline_meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 554 | ||
| 555 | except Exception as e: |
|
| 556 | error_string = "Error in step 13 of space_energy_input_item.worker " + str(e) |
|
| 557 | if cursor_energy_db: |
|
| 558 | cursor_energy_db.close() |
|
| 559 | if cnx_energy_db: |
|
| 560 | cnx_energy_db.close() |
|
| 561 | print(error_string) |
|
| 562 | return error_string |
|
| 563 | ||
| 564 | #################################################################################################################### |
|
| 565 | # Step 14: for each combined equipment in list, get energy input data from energy database |
|
| 566 | #################################################################################################################### |
|
| 567 | energy_combined_equipment_hourly = dict() |
|
| 568 | if combined_equipment_list is not None and len(combined_equipment_list) > 0: |
|
| 569 | try: |
|
| 570 | for combined_equipment in combined_equipment_list: |
|
| 571 | combined_equipment_id = str(combined_equipment['id']) |
|
| 572 | query = (" SELECT start_datetime_utc, energy_item_id, actual_value " |
|
| 573 | " FROM tbl_combined_equipment_input_item_hourly " |
|
| 574 | " WHERE combined_equipment_id = %s " |
|
| 575 | " AND start_datetime_utc >= %s " |
|
| 576 | " AND start_datetime_utc < %s " |
|
| 577 | " ORDER BY start_datetime_utc ") |
|
| 578 | cursor_energy_db.execute(query, (combined_equipment_id, start_datetime_utc, end_datetime_utc,)) |
|
| 579 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 580 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 581 | energy_combined_equipment_hourly[combined_equipment_id] = None |
|
| 582 | else: |
|
| 583 | energy_combined_equipment_hourly[combined_equipment_id] = dict() |
|
| 584 | for row_value in rows_energy_values: |
|
| 585 | current_datetime_utc = row_value[0] |
|
| 586 | if current_datetime_utc not in energy_combined_equipment_hourly[combined_equipment_id]: |
|
| 587 | energy_combined_equipment_hourly[combined_equipment_id][current_datetime_utc] = dict() |
|
| 588 | energy_item_id = row_value[1] |
|
| 589 | actual_value = row_value[2] |
|
| 590 | energy_combined_equipment_hourly[combined_equipment_id][current_datetime_utc][energy_item_id] = actual_value |
|
| 591 | except Exception as e: |
|
| 592 | error_string = "Error in step 14 of space_energy_input_item.worker " + str(e) |
|
| 593 | if cursor_energy_db: |
|
| 594 | cursor_energy_db.close() |
|
| 595 | if cnx_energy_db: |
|
| 596 | cnx_energy_db.close() |
|
| 597 | print(error_string) |
|
| 598 | return error_string |
|
| 599 | ||
| 600 | #################################################################################################################### |
|
| 601 | # Step 15: for each equipment in list, get energy input data from energy database |
|
| 602 | #################################################################################################################### |
|
| 603 | energy_equipment_hourly = dict() |
|
| 604 | if equipment_list is not None and len(equipment_list) > 0: |
|
| 605 | try: |
|
| 606 | for equipment in equipment_list: |
|
| 607 | equipment_id = str(equipment['id']) |
|
| 608 | query = (" SELECT start_datetime_utc, energy_item_id, actual_value " |
|
| 609 | " FROM tbl_equipment_input_item_hourly " |
|
| 610 | " WHERE equipment_id = %s " |
|
| 611 | " AND start_datetime_utc >= %s " |
|
| 612 | " AND start_datetime_utc < %s " |
|
| 613 | " ORDER BY start_datetime_utc ") |
|
| 614 | cursor_energy_db.execute(query, (equipment_id, start_datetime_utc, end_datetime_utc,)) |
|
| 615 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 616 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 617 | energy_equipment_hourly[equipment_id] = None |
|
| 618 | else: |
|
| 619 | energy_equipment_hourly[equipment_id] = dict() |
|
| 620 | for row_value in rows_energy_values: |
|
| 621 | current_datetime_utc = row_value[0] |
|
| 622 | if current_datetime_utc not in energy_equipment_hourly[equipment_id]: |
|
| 623 | energy_equipment_hourly[equipment_id][current_datetime_utc] = dict() |
|
| 624 | energy_item_id = row_value[1] |
|
| 625 | actual_value = row_value[2] |
|
| 626 | energy_equipment_hourly[equipment_id][current_datetime_utc][energy_item_id] = \ |
|
| 627 | actual_value |
|
| 628 | except Exception as e: |
|
| 629 | error_string = "Error in step 15 of space_energy_input_item.worker " + str(e) |
|
| 630 | if cursor_energy_db: |
|
| 631 | cursor_energy_db.close() |
|
| 632 | if cnx_energy_db: |
|
| 633 | cnx_energy_db.close() |
|
| 634 | print(error_string) |
|
| 635 | return error_string |
|
| 636 | ||
| 637 | #################################################################################################################### |
|
| 638 | # Step 16: for each shopfloor in list, get energy input data from energy database |
|
| 639 | #################################################################################################################### |
|
| 640 | energy_shopfloor_hourly = dict() |
|
| 641 | if shopfloor_list is not None and len(shopfloor_list) > 0: |
|
| 642 | try: |
|
| 643 | for shopfloor in shopfloor_list: |
|
| 644 | shopfloor_id = str(shopfloor['id']) |
|
| 645 | ||
| 646 | query = (" SELECT start_datetime_utc, energy_item_id, actual_value " |
|
| 647 | " FROM tbl_shopfloor_input_item_hourly " |
|
| 648 | " WHERE shopfloor_id = %s " |
|
| 649 | " AND start_datetime_utc >= %s " |
|
| 650 | " AND start_datetime_utc < %s " |
|
| 651 | " ORDER BY start_datetime_utc ") |
|
| 652 | cursor_energy_db.execute(query, (shopfloor_id, start_datetime_utc, end_datetime_utc,)) |
|
| 653 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 654 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 655 | energy_shopfloor_hourly[shopfloor_id] = None |
|
| 656 | else: |
|
| 657 | energy_shopfloor_hourly[shopfloor_id] = dict() |
|
| 658 | for row_energy_value in rows_energy_values: |
|
| 659 | current_datetime_utc = row_energy_value[0] |
|
| 660 | if current_datetime_utc not in energy_shopfloor_hourly[shopfloor_id]: |
|
| 661 | energy_shopfloor_hourly[shopfloor_id][current_datetime_utc] = dict() |
|
| 662 | energy_item_id = row_energy_value[1] |
|
| 663 | actual_value = row_energy_value[2] |
|
| 664 | energy_shopfloor_hourly[shopfloor_id][current_datetime_utc][energy_item_id] = actual_value |
|
| 665 | except Exception as e: |
|
| 666 | error_string = "Error in step 16 of space_energy_input_item.worker " + str(e) |
|
| 667 | if cursor_energy_db: |
|
| 668 | cursor_energy_db.close() |
|
| 669 | if cnx_energy_db: |
|
| 670 | cnx_energy_db.close() |
|
| 671 | print(error_string) |
|
| 672 | return error_string |
|
| 673 | ||
| 674 | #################################################################################################################### |
|
| 675 | # Step 17: for each store in list, get energy input data from energy database |
|
| 676 | #################################################################################################################### |
|
| 677 | energy_store_hourly = dict() |
|
| 678 | if store_list is not None and len(store_list) > 0: |
|
| 679 | try: |
|
| 680 | for store in store_list: |
|
| 681 | store_id = str(store['id']) |
|
| 682 | ||
| 683 | query = (" SELECT start_datetime_utc, energy_item_id, actual_value " |
|
| 684 | " FROM tbl_store_input_item_hourly " |
|
| 685 | " WHERE store_id = %s " |
|
| 686 | " AND start_datetime_utc >= %s " |
|
| 687 | " AND start_datetime_utc < %s " |
|
| 688 | " ORDER BY start_datetime_utc ") |
|
| 689 | cursor_energy_db.execute(query, (store_id, start_datetime_utc, end_datetime_utc,)) |
|
| 690 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 691 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 692 | energy_store_hourly[store_id] = None |
|
| 693 | else: |
|
| 694 | energy_store_hourly[store_id] = dict() |
|
| 695 | for row_energy_value in rows_energy_values: |
|
| 696 | current_datetime_utc = row_energy_value[0] |
|
| 697 | if current_datetime_utc not in energy_store_hourly[store_id]: |
|
| 698 | energy_store_hourly[store_id][current_datetime_utc] = dict() |
|
| 699 | energy_item_id = row_energy_value[1] |
|
| 700 | actual_value = row_energy_value[2] |
|
| 701 | energy_store_hourly[store_id][current_datetime_utc][energy_item_id] = actual_value |
|
| 702 | except Exception as e: |
|
| 703 | error_string = "Error in step 17 of space_energy_input_item.worker " + str(e) |
|
| 704 | if cursor_energy_db: |
|
| 705 | cursor_energy_db.close() |
|
| 706 | if cnx_energy_db: |
|
| 707 | cnx_energy_db.close() |
|
| 708 | print(error_string) |
|
| 709 | return error_string |
|
| 710 | ||
| 711 | #################################################################################################################### |
|
| 712 | # Step 18: for each tenant in list, get energy input data from energy database |
|
| 713 | #################################################################################################################### |
|
| 714 | energy_tenant_hourly = dict() |
|
| 715 | if tenant_list is not None and len(tenant_list) > 0: |
|
| 716 | try: |
|
| 717 | for tenant in tenant_list: |
|
| 718 | tenant_id = str(tenant['id']) |
|
| 719 | ||
| 720 | query = (" SELECT start_datetime_utc, energy_item_id, actual_value " |
|
| 721 | " FROM tbl_tenant_input_item_hourly " |
|
| 722 | " WHERE tenant_id = %s " |
|
| 723 | " AND start_datetime_utc >= %s " |
|
| 724 | " AND start_datetime_utc < %s " |
|
| 725 | " ORDER BY start_datetime_utc ") |
|
| 726 | cursor_energy_db.execute(query, (tenant_id, start_datetime_utc, end_datetime_utc,)) |
|
| 727 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 728 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 729 | energy_tenant_hourly[tenant_id] = None |
|
| 730 | else: |
|
| 731 | energy_tenant_hourly[tenant_id] = dict() |
|
| 732 | for row_energy_value in rows_energy_values: |
|
| 733 | current_datetime_utc = row_energy_value[0] |
|
| 734 | if current_datetime_utc not in energy_tenant_hourly[tenant_id]: |
|
| 735 | energy_tenant_hourly[tenant_id][current_datetime_utc] = dict() |
|
| 736 | energy_item_id = row_energy_value[1] |
|
| 737 | actual_value = row_energy_value[2] |
|
| 738 | energy_tenant_hourly[tenant_id][current_datetime_utc][energy_item_id] = actual_value |
|
| 739 | except Exception as e: |
|
| 740 | error_string = "Error in step 18 of space_energy_input_item.worker " + str(e) |
|
| 741 | if cursor_energy_db: |
|
| 742 | cursor_energy_db.close() |
|
| 743 | if cnx_energy_db: |
|
| 744 | cnx_energy_db.close() |
|
| 745 | print(error_string) |
|
| 746 | return error_string |
|
| 747 | ||
| 748 | #################################################################################################################### |
|
| 749 | # Step 19: for each child space in list, get energy input data from energy database |
|
| 750 | #################################################################################################################### |
|
| 751 | energy_child_space_hourly = dict() |
|
| 752 | if child_space_list is not None and len(child_space_list) > 0: |
|
| 753 | try: |
|
| 754 | for child_space in child_space_list: |
|
| 755 | child_space_id = str(child_space['id']) |
|
| 756 | ||
| 757 | query = (" SELECT start_datetime_utc, energy_item_id, actual_value " |
|
| 758 | " FROM tbl_space_input_item_hourly " |
|
| 759 | " WHERE space_id = %s " |
|
| 760 | " AND start_datetime_utc >= %s " |
|
| 761 | " AND start_datetime_utc < %s " |
|
| 762 | " ORDER BY start_datetime_utc ") |
|
| 763 | cursor_energy_db.execute(query, (child_space_id, start_datetime_utc, end_datetime_utc,)) |
|
| 764 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 765 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 766 | energy_child_space_hourly[child_space_id] = None |
|
| 767 | else: |
|
| 768 | energy_child_space_hourly[child_space_id] = dict() |
|
| 769 | for row_energy_value in rows_energy_values: |
|
| 770 | current_datetime_utc = row_energy_value[0] |
|
| 771 | if current_datetime_utc not in energy_child_space_hourly[child_space_id]: |
|
| 772 | energy_child_space_hourly[child_space_id][current_datetime_utc] = dict() |
|
| 773 | energy_item_id = row_energy_value[1] |
|
| 774 | actual_value = row_energy_value[2] |
|
| 775 | energy_child_space_hourly[child_space_id][current_datetime_utc][energy_item_id] = actual_value |
|
| 776 | except Exception as e: |
|
| 777 | error_string = "Error in step 19 of space_energy_input_item.worker " + str(e) |
|
| 778 | if cursor_energy_db: |
|
| 779 | cursor_energy_db.close() |
|
| 780 | if cnx_energy_db: |
|
| 781 | cnx_energy_db.close() |
|
| 782 | print(error_string) |
|
| 783 | return error_string |
|
| 784 | ||
| 785 | #################################################################################################################### |
|
| 786 | # Step 20: determine common time slot to aggregate |
|
| 787 | #################################################################################################################### |
|
| 788 | ||
| 789 | common_start_datetime_utc = start_datetime_utc |
|
| 790 | common_end_datetime_utc = end_datetime_utc |
|
| 791 | ||
| 792 | print("Getting common time slot of energy values for all meters") |
|
| 793 | if energy_meter_hourly is not None and len(energy_meter_hourly) > 0: |
|
| 794 | for meter_id, energy_hourly in energy_meter_hourly.items(): |
|
| 795 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 796 | common_start_datetime_utc = None |
|
| 797 | common_end_datetime_utc = None |
|
| 798 | break |
|
| 799 | else: |
|
| 800 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 801 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 802 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 803 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 804 | ||
| 805 | print("Getting common time slot of energy values for all virtual meters") |
|
| 806 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 807 | if energy_virtual_meter_hourly is not None and len(energy_virtual_meter_hourly) > 0: |
|
| 808 | for meter_id, energy_hourly in energy_virtual_meter_hourly.items(): |
|
| 809 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 810 | common_start_datetime_utc = None |
|
| 811 | common_end_datetime_utc = None |
|
| 812 | break |
|
| 813 | else: |
|
| 814 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 815 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 816 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 817 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 818 | ||
| 819 | print("Getting common time slot of energy values for all offline meters") |
|
| 820 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 821 | if energy_offline_meter_hourly is not None and len(energy_offline_meter_hourly) > 0: |
|
| 822 | for meter_id, energy_hourly in energy_offline_meter_hourly.items(): |
|
| 823 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 824 | common_start_datetime_utc = None |
|
| 825 | common_end_datetime_utc = None |
|
| 826 | break |
|
| 827 | else: |
|
| 828 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 829 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 830 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 831 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 832 | ||
| 833 | print("Getting common time slot of energy values for all combined equipments") |
|
| 834 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 835 | if energy_combined_equipment_hourly is not None and len(energy_combined_equipment_hourly) > 0: |
|
| 836 | for combined_equipment_id, energy_hourly in energy_combined_equipment_hourly.items(): |
|
| 837 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 838 | common_start_datetime_utc = None |
|
| 839 | common_end_datetime_utc = None |
|
| 840 | break |
|
| 841 | else: |
|
| 842 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 843 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 844 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 845 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 846 | ||
| 847 | print("Getting common time slot of energy values for all equipments") |
|
| 848 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 849 | if energy_equipment_hourly is not None and len(energy_equipment_hourly) > 0: |
|
| 850 | for equipment_id, energy_hourly in energy_equipment_hourly.items(): |
|
| 851 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 852 | common_start_datetime_utc = None |
|
| 853 | common_end_datetime_utc = None |
|
| 854 | break |
|
| 855 | else: |
|
| 856 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 857 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 858 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 859 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 860 | ||
| 861 | print("Getting common time slot of energy values for all shopfloors") |
|
| 862 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 863 | if energy_shopfloor_hourly is not None and len(energy_shopfloor_hourly) > 0: |
|
| 864 | for shopfloor_id, energy_hourly in energy_shopfloor_hourly.items(): |
|
| 865 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 866 | common_start_datetime_utc = None |
|
| 867 | common_end_datetime_utc = None |
|
| 868 | break |
|
| 869 | else: |
|
| 870 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 871 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 872 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 873 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 874 | ||
| 875 | print("Getting common time slot of energy values for all stores") |
|
| 876 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 877 | if energy_store_hourly is not None and len(energy_store_hourly) > 0: |
|
| 878 | for store_id, energy_hourly in energy_store_hourly.items(): |
|
| 879 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 880 | common_start_datetime_utc = None |
|
| 881 | common_end_datetime_utc = None |
|
| 882 | break |
|
| 883 | else: |
|
| 884 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 885 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 886 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 887 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 888 | ||
| 889 | print("Getting common time slot of energy values for all tenants") |
|
| 890 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 891 | if energy_tenant_hourly is not None and len(energy_tenant_hourly) > 0: |
|
| 892 | for tenant_id, energy_hourly in energy_tenant_hourly.items(): |
|
| 893 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 894 | common_start_datetime_utc = None |
|
| 895 | common_end_datetime_utc = None |
|
| 896 | break |
|
| 897 | else: |
|
| 898 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 899 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 900 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 901 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 902 | ||
| 903 | print("Getting common time slot of energy values for all child spaces") |
|
| 904 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 905 | if energy_child_space_hourly is not None and len(energy_child_space_hourly) > 0: |
|
| 906 | for child_space_id, energy_hourly in energy_child_space_hourly.items(): |
|
| 907 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 908 | common_start_datetime_utc = None |
|
| 909 | common_end_datetime_utc = None |
|
| 910 | break |
|
| 911 | else: |
|
| 912 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 913 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 914 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 915 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 916 | ||
| 917 | if (energy_meter_hourly is None or len(energy_meter_hourly) == 0) and \ |
|
| 918 | (energy_virtual_meter_hourly is None or len(energy_virtual_meter_hourly) == 0) and \ |
|
| 919 | (energy_offline_meter_hourly is None or len(energy_offline_meter_hourly) == 0) and \ |
|
| 920 | (energy_combined_equipment_hourly is None or len(energy_combined_equipment_hourly) == 0) and \ |
|
| 921 | (energy_equipment_hourly is None or len(energy_equipment_hourly) == 0) and \ |
|
| 922 | (energy_shopfloor_hourly is None or len(energy_shopfloor_hourly) == 0) and \ |
|
| 923 | (energy_store_hourly is None or len(energy_store_hourly) == 0) and \ |
|
| 924 | (energy_tenant_hourly is None or len(energy_tenant_hourly) == 0) and \ |
|
| 925 | (energy_child_space_hourly is None or len(energy_child_space_hourly) == 0): |
|
| 926 | # There isn't any energy data |
|
| 927 | print("There isn't any energy data") |
|
| 928 | # continue the for space loop to the next space |
|
| 929 | print("continue the for space loop to the next space") |
|
| 930 | if cursor_energy_db: |
|
| 931 | cursor_energy_db.close() |
|
| 932 | if cnx_energy_db: |
|
| 933 | cnx_energy_db.close() |
|
| 934 | return None |
|
| 935 | ||
| 936 | print("common_start_datetime_utc: " + str(common_start_datetime_utc)) |
|
| 937 | print("common_end_datetime_utc: " + str(common_end_datetime_utc)) |
|
| 938 | ||
| 939 | #################################################################################################################### |
|
| 940 | # Step 21: aggregate energy data in the common time slot by energy items and hourly |
|
| 941 | #################################################################################################################### |
|
| 942 | ||
| 943 | print("Step 21: aggregate energy data in the common time slot by energy items and hourly") |
|
| 944 | aggregated_values = list() |
|
| 945 | try: |
|
| 946 | current_datetime_utc = common_start_datetime_utc |
|
| 947 | while common_start_datetime_utc is not None \ |
|
| 948 | and common_end_datetime_utc is not None \ |
|
| 949 | and current_datetime_utc <= common_end_datetime_utc: |
|
| 950 | aggregated_value = dict() |
|
| 951 | aggregated_value['start_datetime_utc'] = current_datetime_utc |
|
| 952 | aggregated_value['meta_data'] = dict() |
|
| 953 | ||
| 954 | if meter_list is not None and len(meter_list) > 0: |
|
| 955 | for meter in meter_list: |
|
| 956 | meter_id = str(meter['id']) |
|
| 957 | energy_item_id = meter['energy_item_id'] |
|
| 958 | actual_value = energy_meter_hourly[meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 959 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 960 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 961 | ||
| 962 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
|
| 963 | for virtual_meter in virtual_meter_list: |
|
| 964 | virtual_meter_id = str(virtual_meter['id']) |
|
| 965 | energy_item_id = virtual_meter['energy_item_id'] |
|
| 966 | actual_value = energy_virtual_meter_hourly[virtual_meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 967 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 968 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 969 | ||
| 970 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
|
| 971 | for offline_meter in offline_meter_list: |
|
| 972 | offline_meter_id = str(offline_meter['id']) |
|
| 973 | energy_item_id = offline_meter['energy_item_id'] |
|
| 974 | actual_value = energy_offline_meter_hourly[offline_meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 975 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 976 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 977 | ||
| 978 | if combined_equipment_list is not None and len(combined_equipment_list) > 0: |
|
| 979 | for combined_equipment in combined_equipment_list: |
|
| 980 | combined_equipment_id = str(combined_equipment['id']) |
|
| 981 | meta_data_dict = \ |
|
| 982 | energy_combined_equipment_hourly[combined_equipment_id].get(current_datetime_utc, None) |
|
| 983 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 984 | for energy_item_id, actual_value in meta_data_dict.items(): |
|
| 985 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 986 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 987 | ||
| 988 | if equipment_list is not None and len(equipment_list) > 0: |
|
| 989 | for equipment in equipment_list: |
|
| 990 | equipment_id = str(equipment['id']) |
|
| 991 | meta_data_dict = energy_equipment_hourly[equipment_id].get(current_datetime_utc, None) |
|
| 992 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 993 | for energy_item_id, actual_value in meta_data_dict.items(): |
|
| 994 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 995 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 996 | ||
| 997 | if shopfloor_list is not None and len(shopfloor_list) > 0: |
|
| 998 | for shopfloor in shopfloor_list: |
|
| 999 | shopfloor_id = str(shopfloor['id']) |
|
| 1000 | meta_data_dict = energy_store_hourly[shopfloor_id].get(current_datetime_utc, None) |
|
| 1001 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 1002 | for energy_item_id, actual_value in meta_data_dict.items(): |
|
| 1003 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 1004 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 1005 | ||
| 1006 | if store_list is not None and len(store_list) > 0: |
|
| 1007 | for store in store_list: |
|
| 1008 | store_id = str(store['id']) |
|
| 1009 | meta_data_dict = energy_store_hourly[store_id].get(current_datetime_utc, None) |
|
| 1010 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 1011 | for energy_item_id, actual_value in meta_data_dict.items(): |
|
| 1012 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 1013 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 1014 | ||
| 1015 | if tenant_list is not None and len(tenant_list) > 0: |
|
| 1016 | for tenant in tenant_list: |
|
| 1017 | tenant_id = str(tenant['id']) |
|
| 1018 | meta_data_dict = energy_tenant_hourly[tenant_id].get(current_datetime_utc, None) |
|
| 1019 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 1020 | for energy_item_id, actual_value in meta_data_dict.items(): |
|
| 1021 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 1022 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 1023 | ||
| 1024 | if child_space_list is not None and len(child_space_list) > 0: |
|
| 1025 | for child_space in child_space_list: |
|
| 1026 | child_space_id = str(child_space['id']) |
|
| 1027 | meta_data_dict = energy_child_space_hourly[child_space_id].get(current_datetime_utc, None) |
|
| 1028 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 1029 | for energy_item_id, actual_value in meta_data_dict.items(): |
|
| 1030 | aggregated_value['meta_data'][energy_item_id] = \ |
|
| 1031 | aggregated_value['meta_data'].get(energy_item_id, Decimal(0.0)) + actual_value |
|
| 1032 | ||
| 1033 | aggregated_values.append(aggregated_value) |
|
| 1034 | ||
| 1035 | current_datetime_utc += timedelta(minutes=config.minutes_to_count) |
|
| 1036 | ||
| 1037 | except Exception as e: |
|
| 1038 | error_string = "Error in step 19 of space_energy_input_item.worker " + str(e) |
|
| 1039 | if cursor_energy_db: |
|
| 1040 | cursor_energy_db.close() |
|
| 1041 | if cnx_energy_db: |
|
| 1042 | cnx_energy_db.close() |
|
| 1043 | print(error_string) |
|
| 1044 | return error_string |
|
| 1045 | ||
| 1046 | #################################################################################################################### |
|
| 1047 | # Step 22: save energy data to energy database |
|
| 1048 | #################################################################################################################### |
|
| 1049 | print("Step 22: save energy data to energy database") |
|
| 1050 | ||
| 1051 | if len(aggregated_values) > 0: |
|
| 1052 | try: |
|
| 1053 | add_values = (" INSERT INTO tbl_space_input_item_hourly " |
|
| 1054 | " (space_id, " |
|
| 1055 | " energy_item_id, " |
|
| 1056 | " start_datetime_utc, " |
|
| 1057 | " actual_value) " |
|
| 1058 | " VALUES ") |
|
| 1059 | ||
| 1060 | for aggregated_value in aggregated_values: |
|
| 1061 | for energy_item_id, actual_value in aggregated_value['meta_data'].items(): |
|
| 1062 | add_values += " (" + str(space['id']) + "," |
|
| 1063 | add_values += " " + str(energy_item_id) + "," |
|
| 1064 | add_values += "'" + aggregated_value['start_datetime_utc'].isoformat()[0:19] + "'," |
|
| 1065 | add_values += str(actual_value) + "), " |
|
| 1066 | print("add_values:" + add_values) |
|
| 1067 | # trim ", " at the end of string and then execute |
|
| 1068 | cursor_energy_db.execute(add_values[:-2]) |
|
| 1069 | cnx_energy_db.commit() |
|
| 1070 | ||
| 1071 | except Exception as e: |
|
| 1072 | error_string = "Error in step 20 of space_energy_input_item.worker " + str(e) |
|
| 1073 | print(error_string) |
|
| 1074 | return error_string |
|
| 1075 | finally: |
|
| 1076 | if cursor_energy_db: |
|
| 1077 | cursor_energy_db.close() |
|
| 1078 | if cnx_energy_db: |
|
| 1079 | cnx_energy_db.close() |
|
| 1080 | else: |
|
| 1081 | if cursor_energy_db: |
|
| 1082 | cursor_energy_db.close() |
|
| 1083 | if cnx_energy_db: |
|
| 1084 | cnx_energy_db.close() |
|
| 1085 | ||
| @@ 118-1081 (lines=964) @@ | ||
| 115 | # NOTE: returns None or the error string because that the logger object cannot be passed in as parameter |
|
| 116 | ######################################################################################################################## |
|
| 117 | ||
| 118 | def worker(space): |
|
| 119 | #################################################################################################################### |
|
| 120 | # Step 1: get all input meters associated with the space |
|
| 121 | #################################################################################################################### |
|
| 122 | print("Step 1: get all input meters associated with the space " + str(space['name'])) |
|
| 123 | ||
| 124 | cnx_system_db = None |
|
| 125 | cursor_system_db = None |
|
| 126 | try: |
|
| 127 | cnx_system_db = mysql.connector.connect(**config.myems_system_db) |
|
| 128 | cursor_system_db = cnx_system_db.cursor() |
|
| 129 | except Exception as e: |
|
| 130 | error_string = "Error in step 1.1 of space_energy_input_category.worker " + str(e) |
|
| 131 | if cursor_system_db: |
|
| 132 | cursor_system_db.close() |
|
| 133 | if cnx_system_db: |
|
| 134 | cnx_system_db.close() |
|
| 135 | print(error_string) |
|
| 136 | return error_string |
|
| 137 | ||
| 138 | meter_list = list() |
|
| 139 | try: |
|
| 140 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
|
| 141 | " FROM tbl_meters m, tbl_spaces_meters sm " |
|
| 142 | " WHERE m.id = sm.meter_id " |
|
| 143 | " AND m.is_counted = true " |
|
| 144 | " AND sm.space_id = %s ", |
|
| 145 | (space['id'],)) |
|
| 146 | rows_meters = cursor_system_db.fetchall() |
|
| 147 | ||
| 148 | if rows_meters is not None and len(rows_meters) > 0: |
|
| 149 | for row in rows_meters: |
|
| 150 | meter_list.append({"id": row[0], |
|
| 151 | "name": row[1], |
|
| 152 | "energy_category_id": row[2]}) |
|
| 153 | ||
| 154 | except Exception as e: |
|
| 155 | error_string = "Error in step 1.2 of space_energy_input_category.worker " + str(e) |
|
| 156 | if cursor_system_db: |
|
| 157 | cursor_system_db.close() |
|
| 158 | if cnx_system_db: |
|
| 159 | cnx_system_db.close() |
|
| 160 | print(error_string) |
|
| 161 | return error_string |
|
| 162 | ||
| 163 | #################################################################################################################### |
|
| 164 | # Step 2: get all input virtual meters associated with the space |
|
| 165 | #################################################################################################################### |
|
| 166 | print("Step 2: get all input virtual meters associated with the space") |
|
| 167 | virtual_meter_list = list() |
|
| 168 | ||
| 169 | try: |
|
| 170 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
|
| 171 | " FROM tbl_virtual_meters m, tbl_spaces_virtual_meters sm " |
|
| 172 | " WHERE m.id = sm.virtual_meter_id " |
|
| 173 | " AND m.is_counted = true " |
|
| 174 | " AND sm.space_id = %s ", |
|
| 175 | (space['id'],)) |
|
| 176 | rows_virtual_meters = cursor_system_db.fetchall() |
|
| 177 | ||
| 178 | if rows_virtual_meters is not None and len(rows_virtual_meters) > 0: |
|
| 179 | for row in rows_virtual_meters: |
|
| 180 | virtual_meter_list.append({"id": row[0], |
|
| 181 | "name": row[1], |
|
| 182 | "energy_category_id": row[2]}) |
|
| 183 | ||
| 184 | except Exception as e: |
|
| 185 | error_string = "Error in step 2 of space_energy_input_category.worker " + str(e) |
|
| 186 | if cursor_system_db: |
|
| 187 | cursor_system_db.close() |
|
| 188 | if cnx_system_db: |
|
| 189 | cnx_system_db.close() |
|
| 190 | print(error_string) |
|
| 191 | return error_string |
|
| 192 | ||
| 193 | #################################################################################################################### |
|
| 194 | # Step 3: get all input offline meters associated with the space |
|
| 195 | #################################################################################################################### |
|
| 196 | print("Step 3: get all input offline meters associated with the space") |
|
| 197 | ||
| 198 | offline_meter_list = list() |
|
| 199 | ||
| 200 | try: |
|
| 201 | cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
|
| 202 | " FROM tbl_offline_meters m, tbl_spaces_offline_meters sm " |
|
| 203 | " WHERE m.id = sm.offline_meter_id " |
|
| 204 | " AND m.is_counted = true " |
|
| 205 | " AND sm.space_id = %s ", |
|
| 206 | (space['id'],)) |
|
| 207 | rows_offline_meters = cursor_system_db.fetchall() |
|
| 208 | ||
| 209 | if rows_offline_meters is not None and len(rows_offline_meters) > 0: |
|
| 210 | for row in rows_offline_meters: |
|
| 211 | offline_meter_list.append({"id": row[0], |
|
| 212 | "name": row[1], |
|
| 213 | "energy_category_id": row[2]}) |
|
| 214 | ||
| 215 | except Exception as e: |
|
| 216 | error_string = "Error in step 3 of space_energy_input_category.worker " + str(e) |
|
| 217 | if cursor_system_db: |
|
| 218 | cursor_system_db.close() |
|
| 219 | if cnx_system_db: |
|
| 220 | cnx_system_db.close() |
|
| 221 | print(error_string) |
|
| 222 | return error_string |
|
| 223 | ||
| 224 | #################################################################################################################### |
|
| 225 | # Step 4: get all combined equipments associated with the space |
|
| 226 | #################################################################################################################### |
|
| 227 | print("Step 4: get all combined equipments associated with the space") |
|
| 228 | ||
| 229 | combined_equipment_list = list() |
|
| 230 | ||
| 231 | try: |
|
| 232 | cursor_system_db.execute(" SELECT e.id, e.name " |
|
| 233 | " FROM tbl_combined_equipments e, tbl_spaces_combined_equipments se " |
|
| 234 | " WHERE e.id = se.combined_equipment_id " |
|
| 235 | " AND e.is_input_counted = true " |
|
| 236 | " AND se.space_id = %s ", |
|
| 237 | (space['id'],)) |
|
| 238 | rows_combined_equipments = cursor_system_db.fetchall() |
|
| 239 | ||
| 240 | if rows_combined_equipments is not None and len(rows_combined_equipments) > 0: |
|
| 241 | for row in rows_combined_equipments: |
|
| 242 | combined_equipment_list.append({"id": row[0], |
|
| 243 | "name": row[1]}) |
|
| 244 | ||
| 245 | except Exception as e: |
|
| 246 | error_string = "Error in step 4 of space_energy_input_category.worker " + str(e) |
|
| 247 | if cursor_system_db: |
|
| 248 | cursor_system_db.close() |
|
| 249 | if cnx_system_db: |
|
| 250 | cnx_system_db.close() |
|
| 251 | print(error_string) |
|
| 252 | return error_string |
|
| 253 | ||
| 254 | #################################################################################################################### |
|
| 255 | # Step 5: get all equipments associated with the space |
|
| 256 | #################################################################################################################### |
|
| 257 | print("Step 5: get all equipments associated with the space") |
|
| 258 | ||
| 259 | equipment_list = list() |
|
| 260 | ||
| 261 | try: |
|
| 262 | cursor_system_db.execute(" SELECT e.id, e.name " |
|
| 263 | " FROM tbl_equipments e, tbl_spaces_equipments se " |
|
| 264 | " WHERE e.id = se.equipment_id " |
|
| 265 | " AND e.is_input_counted = true " |
|
| 266 | " AND se.space_id = %s ", |
|
| 267 | (space['id'],)) |
|
| 268 | rows_equipments = cursor_system_db.fetchall() |
|
| 269 | ||
| 270 | if rows_equipments is not None and len(rows_equipments) > 0: |
|
| 271 | for row in rows_equipments: |
|
| 272 | equipment_list.append({"id": row[0], |
|
| 273 | "name": row[1]}) |
|
| 274 | ||
| 275 | except Exception as e: |
|
| 276 | error_string = "Error in step 5 of space_energy_input_category.worker " + str(e) |
|
| 277 | if cursor_system_db: |
|
| 278 | cursor_system_db.close() |
|
| 279 | if cnx_system_db: |
|
| 280 | cnx_system_db.close() |
|
| 281 | print(error_string) |
|
| 282 | return error_string |
|
| 283 | ||
| 284 | #################################################################################################################### |
|
| 285 | # Step 6: get all shopfloors associated with the space |
|
| 286 | #################################################################################################################### |
|
| 287 | print("Step 6: get all shopfloors associated with the space") |
|
| 288 | ||
| 289 | shopfloor_list = list() |
|
| 290 | ||
| 291 | try: |
|
| 292 | cursor_system_db.execute(" SELECT s.id, s.name " |
|
| 293 | " FROM tbl_shopfloors s, tbl_spaces_shopfloors ss " |
|
| 294 | " WHERE s.id = ss.shopfloor_id " |
|
| 295 | " AND s.is_input_counted = true " |
|
| 296 | " AND ss.space_id = %s ", |
|
| 297 | (space['id'],)) |
|
| 298 | rows_shopfloors = cursor_system_db.fetchall() |
|
| 299 | ||
| 300 | if rows_shopfloors is not None and len(rows_shopfloors) > 0: |
|
| 301 | for row in rows_shopfloors: |
|
| 302 | shopfloor_list.append({"id": row[0], |
|
| 303 | "name": row[1]}) |
|
| 304 | ||
| 305 | except Exception as e: |
|
| 306 | error_string = "Error in step 6 of space_energy_input_category.worker " + str(e) |
|
| 307 | if cursor_system_db: |
|
| 308 | cursor_system_db.close() |
|
| 309 | if cnx_system_db: |
|
| 310 | cnx_system_db.close() |
|
| 311 | print(error_string) |
|
| 312 | return error_string |
|
| 313 | ||
| 314 | #################################################################################################################### |
|
| 315 | # Step 7: get all stores associated with the space |
|
| 316 | #################################################################################################################### |
|
| 317 | print("Step 7: get all stores associated with the space") |
|
| 318 | ||
| 319 | store_list = list() |
|
| 320 | ||
| 321 | try: |
|
| 322 | cursor_system_db.execute(" SELECT s.id, s.name " |
|
| 323 | " FROM tbl_stores s, tbl_spaces_stores ss " |
|
| 324 | " WHERE s.id = ss.store_id " |
|
| 325 | " AND s.is_input_counted = true " |
|
| 326 | " AND ss.space_id = %s ", |
|
| 327 | (space['id'],)) |
|
| 328 | rows_stores = cursor_system_db.fetchall() |
|
| 329 | ||
| 330 | if rows_stores is not None and len(rows_stores) > 0: |
|
| 331 | for row in rows_stores: |
|
| 332 | store_list.append({"id": row[0], |
|
| 333 | "name": row[1]}) |
|
| 334 | ||
| 335 | except Exception as e: |
|
| 336 | error_string = "Error in step 7 of space_energy_input_category.worker " + str(e) |
|
| 337 | if cursor_system_db: |
|
| 338 | cursor_system_db.close() |
|
| 339 | if cnx_system_db: |
|
| 340 | cnx_system_db.close() |
|
| 341 | print(error_string) |
|
| 342 | return error_string |
|
| 343 | ||
| 344 | #################################################################################################################### |
|
| 345 | # Step 8: get all tenants associated with the space |
|
| 346 | #################################################################################################################### |
|
| 347 | print("Step 8: get all tenants associated with the space") |
|
| 348 | ||
| 349 | tenant_list = list() |
|
| 350 | ||
| 351 | try: |
|
| 352 | cursor_system_db.execute(" SELECT t.id, t.name " |
|
| 353 | " FROM tbl_tenants t, tbl_spaces_tenants st " |
|
| 354 | " WHERE t.id = st.tenant_id " |
|
| 355 | " AND t.is_input_counted = true " |
|
| 356 | " AND st.space_id = %s ", |
|
| 357 | (space['id'],)) |
|
| 358 | rows_tenants = cursor_system_db.fetchall() |
|
| 359 | ||
| 360 | if rows_tenants is not None and len(rows_tenants) > 0: |
|
| 361 | for row in rows_tenants: |
|
| 362 | tenant_list.append({"id": row[0], |
|
| 363 | "name": row[1]}) |
|
| 364 | ||
| 365 | except Exception as e: |
|
| 366 | error_string = "Error in step 8 of space_energy_input_category.worker " + str(e) |
|
| 367 | if cursor_system_db: |
|
| 368 | cursor_system_db.close() |
|
| 369 | if cnx_system_db: |
|
| 370 | cnx_system_db.close() |
|
| 371 | print(error_string) |
|
| 372 | return error_string |
|
| 373 | ||
| 374 | #################################################################################################################### |
|
| 375 | # Step 9: get all child spaces associated with the space |
|
| 376 | #################################################################################################################### |
|
| 377 | print("Step 9: get all child spaces associated with the space") |
|
| 378 | ||
| 379 | child_space_list = list() |
|
| 380 | ||
| 381 | try: |
|
| 382 | cursor_system_db.execute(" SELECT id, name " |
|
| 383 | " FROM tbl_spaces " |
|
| 384 | " WHERE is_input_counted = true " |
|
| 385 | " AND parent_space_id = %s ", |
|
| 386 | (space['id'],)) |
|
| 387 | rows_child_spaces = cursor_system_db.fetchall() |
|
| 388 | ||
| 389 | if rows_child_spaces is not None and len(rows_child_spaces) > 0: |
|
| 390 | for row in rows_child_spaces: |
|
| 391 | child_space_list.append({"id": row[0], |
|
| 392 | "name": row[1]}) |
|
| 393 | ||
| 394 | except Exception as e: |
|
| 395 | error_string = "Error in step 9 of space_energy_input_category.worker " + str(e) |
|
| 396 | print(error_string) |
|
| 397 | return error_string |
|
| 398 | finally: |
|
| 399 | if cursor_system_db: |
|
| 400 | cursor_system_db.close() |
|
| 401 | if cnx_system_db: |
|
| 402 | cnx_system_db.close() |
|
| 403 | ||
| 404 | if (meter_list is None or len(meter_list) == 0) and \ |
|
| 405 | (virtual_meter_list is None or len(virtual_meter_list) == 0) and \ |
|
| 406 | (offline_meter_list is None or len(offline_meter_list) == 0) and \ |
|
| 407 | (combined_equipment_list is None or len(combined_equipment_list) == 0) and \ |
|
| 408 | (equipment_list is None or len(equipment_list) == 0) and \ |
|
| 409 | (shopfloor_list is None or len(shopfloor_list) == 0) and \ |
|
| 410 | (store_list is None or len(store_list) == 0) and \ |
|
| 411 | (tenant_list is None or len(tenant_list) == 0) and \ |
|
| 412 | (child_space_list is None or len(child_space_list) == 0): |
|
| 413 | print("This is an empty space ") |
|
| 414 | return None |
|
| 415 | ||
| 416 | #################################################################################################################### |
|
| 417 | # Step 10: determine start datetime and end datetime to aggregate |
|
| 418 | #################################################################################################################### |
|
| 419 | print("Step 10: determine start datetime and end datetime to aggregate") |
|
| 420 | cnx_energy_db = None |
|
| 421 | cursor_energy_db = None |
|
| 422 | try: |
|
| 423 | cnx_energy_db = mysql.connector.connect(**config.myems_energy_db) |
|
| 424 | cursor_energy_db = cnx_energy_db.cursor() |
|
| 425 | except Exception as e: |
|
| 426 | error_string = "Error in step 10.1 of space_energy_input_category.worker " + str(e) |
|
| 427 | if cursor_energy_db: |
|
| 428 | cursor_energy_db.close() |
|
| 429 | if cnx_energy_db: |
|
| 430 | cnx_energy_db.close() |
|
| 431 | print(error_string) |
|
| 432 | return error_string |
|
| 433 | ||
| 434 | try: |
|
| 435 | query = (" SELECT MAX(start_datetime_utc) " |
|
| 436 | " FROM tbl_space_input_category_hourly " |
|
| 437 | " WHERE space_id = %s ") |
|
| 438 | cursor_energy_db.execute(query, (space['id'],)) |
|
| 439 | row_datetime = cursor_energy_db.fetchone() |
|
| 440 | start_datetime_utc = datetime.strptime(config.start_datetime_utc, '%Y-%m-%d %H:%M:%S') |
|
| 441 | start_datetime_utc = start_datetime_utc.replace(minute=0, second=0, microsecond=0, tzinfo=None) |
|
| 442 | ||
| 443 | if row_datetime is not None and len(row_datetime) > 0 and isinstance(row_datetime[0], datetime): |
|
| 444 | # replace second and microsecond with 0 |
|
| 445 | # note: do not replace minute in case of calculating in half hourly |
|
| 446 | start_datetime_utc = row_datetime[0].replace(second=0, microsecond=0, tzinfo=None) |
|
| 447 | # start from the next time slot |
|
| 448 | start_datetime_utc += timedelta(minutes=config.minutes_to_count) |
|
| 449 | ||
| 450 | end_datetime_utc = datetime.utcnow().replace(second=0, microsecond=0, tzinfo=None) |
|
| 451 | ||
| 452 | print("start_datetime_utc: " + start_datetime_utc.isoformat()[0:19] |
|
| 453 | + "end_datetime_utc: " + end_datetime_utc.isoformat()[0:19]) |
|
| 454 | ||
| 455 | except Exception as e: |
|
| 456 | error_string = "Error in step 10.2 of space_energy_input_category.worker " + str(e) |
|
| 457 | if cursor_energy_db: |
|
| 458 | cursor_energy_db.close() |
|
| 459 | if cnx_energy_db: |
|
| 460 | cnx_energy_db.close() |
|
| 461 | print(error_string) |
|
| 462 | return error_string |
|
| 463 | ||
| 464 | #################################################################################################################### |
|
| 465 | # Step 11: for each meter in list, get energy input data from energy database |
|
| 466 | #################################################################################################################### |
|
| 467 | energy_meter_hourly = dict() |
|
| 468 | try: |
|
| 469 | if meter_list is not None and len(meter_list) > 0: |
|
| 470 | for meter in meter_list: |
|
| 471 | meter_id = str(meter['id']) |
|
| 472 | ||
| 473 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 474 | " FROM tbl_meter_hourly " |
|
| 475 | " WHERE meter_id = %s " |
|
| 476 | " AND start_datetime_utc >= %s " |
|
| 477 | " AND start_datetime_utc < %s " |
|
| 478 | " ORDER BY start_datetime_utc ") |
|
| 479 | cursor_energy_db.execute(query, (meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 480 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 481 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 482 | energy_meter_hourly[meter_id] = None |
|
| 483 | else: |
|
| 484 | energy_meter_hourly[meter_id] = dict() |
|
| 485 | for row_energy_value in rows_energy_values: |
|
| 486 | energy_meter_hourly[meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 487 | except Exception as e: |
|
| 488 | error_string = "Error in step 11 of space_energy_input_category.worker " + str(e) |
|
| 489 | if cursor_energy_db: |
|
| 490 | cursor_energy_db.close() |
|
| 491 | if cnx_energy_db: |
|
| 492 | cnx_energy_db.close() |
|
| 493 | print(error_string) |
|
| 494 | return error_string |
|
| 495 | ||
| 496 | #################################################################################################################### |
|
| 497 | # Step 12: for each virtual meter in list, get energy input data from energy database |
|
| 498 | #################################################################################################################### |
|
| 499 | energy_virtual_meter_hourly = dict() |
|
| 500 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
|
| 501 | try: |
|
| 502 | for virtual_meter in virtual_meter_list: |
|
| 503 | virtual_meter_id = str(virtual_meter['id']) |
|
| 504 | ||
| 505 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 506 | " FROM tbl_virtual_meter_hourly " |
|
| 507 | " WHERE virtual_meter_id = %s " |
|
| 508 | " AND start_datetime_utc >= %s " |
|
| 509 | " AND start_datetime_utc < %s " |
|
| 510 | " ORDER BY start_datetime_utc ") |
|
| 511 | cursor_energy_db.execute(query, (virtual_meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 512 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 513 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 514 | energy_virtual_meter_hourly[virtual_meter_id] = None |
|
| 515 | else: |
|
| 516 | energy_virtual_meter_hourly[virtual_meter_id] = dict() |
|
| 517 | for row_energy_value in rows_energy_values: |
|
| 518 | energy_virtual_meter_hourly[virtual_meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 519 | except Exception as e: |
|
| 520 | error_string = "Error in step 12 of space_energy_input_category.worker " + str(e) |
|
| 521 | if cursor_energy_db: |
|
| 522 | cursor_energy_db.close() |
|
| 523 | if cnx_energy_db: |
|
| 524 | cnx_energy_db.close() |
|
| 525 | print(error_string) |
|
| 526 | return error_string |
|
| 527 | ||
| 528 | #################################################################################################################### |
|
| 529 | # Step 13: for each offline meter in list, get energy input data from energy database |
|
| 530 | #################################################################################################################### |
|
| 531 | energy_offline_meter_hourly = dict() |
|
| 532 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
|
| 533 | try: |
|
| 534 | for offline_meter in offline_meter_list: |
|
| 535 | offline_meter_id = str(offline_meter['id']) |
|
| 536 | ||
| 537 | query = (" SELECT start_datetime_utc, actual_value " |
|
| 538 | " FROM tbl_offline_meter_hourly " |
|
| 539 | " WHERE offline_meter_id = %s " |
|
| 540 | " AND start_datetime_utc >= %s " |
|
| 541 | " AND start_datetime_utc < %s " |
|
| 542 | " ORDER BY start_datetime_utc ") |
|
| 543 | cursor_energy_db.execute(query, (offline_meter_id, start_datetime_utc, end_datetime_utc,)) |
|
| 544 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 545 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 546 | energy_offline_meter_hourly[offline_meter_id] = None |
|
| 547 | else: |
|
| 548 | energy_offline_meter_hourly[offline_meter_id] = dict() |
|
| 549 | for row_energy_value in rows_energy_values: |
|
| 550 | energy_offline_meter_hourly[offline_meter_id][row_energy_value[0]] = row_energy_value[1] |
|
| 551 | ||
| 552 | except Exception as e: |
|
| 553 | error_string = "Error in step 13 of space_energy_input_category.worker " + str(e) |
|
| 554 | if cursor_energy_db: |
|
| 555 | cursor_energy_db.close() |
|
| 556 | if cnx_energy_db: |
|
| 557 | cnx_energy_db.close() |
|
| 558 | print(error_string) |
|
| 559 | return error_string |
|
| 560 | ||
| 561 | #################################################################################################################### |
|
| 562 | # Step 14: for each combined equipment in list, get energy input data from energy database |
|
| 563 | #################################################################################################################### |
|
| 564 | energy_combined_equipment_hourly = dict() |
|
| 565 | if combined_equipment_list is not None and len(combined_equipment_list) > 0: |
|
| 566 | try: |
|
| 567 | for combined_equipment in combined_equipment_list: |
|
| 568 | combined_equipment_id = str(combined_equipment['id']) |
|
| 569 | query = (" SELECT start_datetime_utc, energy_category_id, actual_value " |
|
| 570 | " FROM tbl_combined_equipment_input_category_hourly " |
|
| 571 | " WHERE combined_equipment_id = %s " |
|
| 572 | " AND start_datetime_utc >= %s " |
|
| 573 | " AND start_datetime_utc < %s " |
|
| 574 | " ORDER BY start_datetime_utc ") |
|
| 575 | cursor_energy_db.execute(query, (combined_equipment_id, start_datetime_utc, end_datetime_utc,)) |
|
| 576 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 577 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 578 | energy_combined_equipment_hourly[combined_equipment_id] = None |
|
| 579 | else: |
|
| 580 | energy_combined_equipment_hourly[combined_equipment_id] = dict() |
|
| 581 | for row_value in rows_energy_values: |
|
| 582 | current_datetime_utc = row_value[0] |
|
| 583 | if current_datetime_utc not in energy_combined_equipment_hourly[combined_equipment_id]: |
|
| 584 | energy_combined_equipment_hourly[combined_equipment_id][current_datetime_utc] = dict() |
|
| 585 | energy_category_id = row_value[1] |
|
| 586 | actual_value = row_value[2] |
|
| 587 | energy_combined_equipment_hourly[combined_equipment_id][current_datetime_utc][energy_category_id] = actual_value |
|
| 588 | except Exception as e: |
|
| 589 | error_string = "Error in step 14 of space_energy_input_category.worker " + str(e) |
|
| 590 | if cursor_energy_db: |
|
| 591 | cursor_energy_db.close() |
|
| 592 | if cnx_energy_db: |
|
| 593 | cnx_energy_db.close() |
|
| 594 | print(error_string) |
|
| 595 | return error_string |
|
| 596 | ||
| 597 | #################################################################################################################### |
|
| 598 | # Step 15: for each equipment in list, get energy input data from energy database |
|
| 599 | #################################################################################################################### |
|
| 600 | energy_equipment_hourly = dict() |
|
| 601 | if equipment_list is not None and len(equipment_list) > 0: |
|
| 602 | try: |
|
| 603 | for equipment in equipment_list: |
|
| 604 | equipment_id = str(equipment['id']) |
|
| 605 | query = (" SELECT start_datetime_utc, energy_category_id, actual_value " |
|
| 606 | " FROM tbl_equipment_input_category_hourly " |
|
| 607 | " WHERE equipment_id = %s " |
|
| 608 | " AND start_datetime_utc >= %s " |
|
| 609 | " AND start_datetime_utc < %s " |
|
| 610 | " ORDER BY start_datetime_utc ") |
|
| 611 | cursor_energy_db.execute(query, (equipment_id, start_datetime_utc, end_datetime_utc,)) |
|
| 612 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 613 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 614 | energy_equipment_hourly[equipment_id] = None |
|
| 615 | else: |
|
| 616 | energy_equipment_hourly[equipment_id] = dict() |
|
| 617 | for row_value in rows_energy_values: |
|
| 618 | current_datetime_utc = row_value[0] |
|
| 619 | if current_datetime_utc not in energy_equipment_hourly[equipment_id]: |
|
| 620 | energy_equipment_hourly[equipment_id][current_datetime_utc] = dict() |
|
| 621 | energy_category_id = row_value[1] |
|
| 622 | actual_value = row_value[2] |
|
| 623 | energy_equipment_hourly[equipment_id][current_datetime_utc][energy_category_id] = \ |
|
| 624 | actual_value |
|
| 625 | except Exception as e: |
|
| 626 | error_string = "Error in step 15 of space_energy_input_category.worker " + str(e) |
|
| 627 | if cursor_energy_db: |
|
| 628 | cursor_energy_db.close() |
|
| 629 | if cnx_energy_db: |
|
| 630 | cnx_energy_db.close() |
|
| 631 | print(error_string) |
|
| 632 | return error_string |
|
| 633 | ||
| 634 | #################################################################################################################### |
|
| 635 | # Step 16: for each shopfloor in list, get energy input data from energy database |
|
| 636 | #################################################################################################################### |
|
| 637 | energy_shopfloor_hourly = dict() |
|
| 638 | if shopfloor_list is not None and len(shopfloor_list) > 0: |
|
| 639 | try: |
|
| 640 | for shopfloor in shopfloor_list: |
|
| 641 | shopfloor_id = str(shopfloor['id']) |
|
| 642 | ||
| 643 | query = (" SELECT start_datetime_utc, energy_category_id, actual_value " |
|
| 644 | " FROM tbl_shopfloor_input_category_hourly " |
|
| 645 | " WHERE shopfloor_id = %s " |
|
| 646 | " AND start_datetime_utc >= %s " |
|
| 647 | " AND start_datetime_utc < %s " |
|
| 648 | " ORDER BY start_datetime_utc ") |
|
| 649 | cursor_energy_db.execute(query, (shopfloor_id, start_datetime_utc, end_datetime_utc,)) |
|
| 650 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 651 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 652 | energy_shopfloor_hourly[shopfloor_id] = None |
|
| 653 | else: |
|
| 654 | energy_shopfloor_hourly[shopfloor_id] = dict() |
|
| 655 | for row_energy_value in rows_energy_values: |
|
| 656 | current_datetime_utc = row_energy_value[0] |
|
| 657 | if current_datetime_utc not in energy_shopfloor_hourly[shopfloor_id]: |
|
| 658 | energy_shopfloor_hourly[shopfloor_id][current_datetime_utc] = dict() |
|
| 659 | energy_category_id = row_energy_value[1] |
|
| 660 | actual_value = row_energy_value[2] |
|
| 661 | energy_shopfloor_hourly[shopfloor_id][current_datetime_utc][energy_category_id] = actual_value |
|
| 662 | except Exception as e: |
|
| 663 | error_string = "Error in step 16 of space_energy_input_category.worker " + str(e) |
|
| 664 | if cursor_energy_db: |
|
| 665 | cursor_energy_db.close() |
|
| 666 | if cnx_energy_db: |
|
| 667 | cnx_energy_db.close() |
|
| 668 | print(error_string) |
|
| 669 | return error_string |
|
| 670 | ||
| 671 | #################################################################################################################### |
|
| 672 | # Step 17: for each store in list, get energy input data from energy database |
|
| 673 | #################################################################################################################### |
|
| 674 | energy_store_hourly = dict() |
|
| 675 | if store_list is not None and len(store_list) > 0: |
|
| 676 | try: |
|
| 677 | for store in store_list: |
|
| 678 | store_id = str(store['id']) |
|
| 679 | ||
| 680 | query = (" SELECT start_datetime_utc, energy_category_id, actual_value " |
|
| 681 | " FROM tbl_store_input_category_hourly " |
|
| 682 | " WHERE store_id = %s " |
|
| 683 | " AND start_datetime_utc >= %s " |
|
| 684 | " AND start_datetime_utc < %s " |
|
| 685 | " ORDER BY start_datetime_utc ") |
|
| 686 | cursor_energy_db.execute(query, (store_id, start_datetime_utc, end_datetime_utc,)) |
|
| 687 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 688 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 689 | energy_store_hourly[store_id] = None |
|
| 690 | else: |
|
| 691 | energy_store_hourly[store_id] = dict() |
|
| 692 | for row_energy_value in rows_energy_values: |
|
| 693 | current_datetime_utc = row_energy_value[0] |
|
| 694 | if current_datetime_utc not in energy_store_hourly[store_id]: |
|
| 695 | energy_store_hourly[store_id][current_datetime_utc] = dict() |
|
| 696 | energy_category_id = row_energy_value[1] |
|
| 697 | actual_value = row_energy_value[2] |
|
| 698 | energy_store_hourly[store_id][current_datetime_utc][energy_category_id] = actual_value |
|
| 699 | except Exception as e: |
|
| 700 | error_string = "Error in step 17 of space_energy_input_category.worker " + str(e) |
|
| 701 | if cursor_energy_db: |
|
| 702 | cursor_energy_db.close() |
|
| 703 | if cnx_energy_db: |
|
| 704 | cnx_energy_db.close() |
|
| 705 | print(error_string) |
|
| 706 | return error_string |
|
| 707 | ||
| 708 | #################################################################################################################### |
|
| 709 | # Step 18: for each tenant in list, get energy input data from energy database |
|
| 710 | #################################################################################################################### |
|
| 711 | energy_tenant_hourly = dict() |
|
| 712 | if tenant_list is not None and len(tenant_list) > 0: |
|
| 713 | try: |
|
| 714 | for tenant in tenant_list: |
|
| 715 | tenant_id = str(tenant['id']) |
|
| 716 | ||
| 717 | query = (" SELECT start_datetime_utc, energy_category_id, actual_value " |
|
| 718 | " FROM tbl_tenant_input_category_hourly " |
|
| 719 | " WHERE tenant_id = %s " |
|
| 720 | " AND start_datetime_utc >= %s " |
|
| 721 | " AND start_datetime_utc < %s " |
|
| 722 | " ORDER BY start_datetime_utc ") |
|
| 723 | cursor_energy_db.execute(query, (tenant_id, start_datetime_utc, end_datetime_utc,)) |
|
| 724 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 725 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 726 | energy_tenant_hourly[tenant_id] = None |
|
| 727 | else: |
|
| 728 | energy_tenant_hourly[tenant_id] = dict() |
|
| 729 | for row_energy_value in rows_energy_values: |
|
| 730 | current_datetime_utc = row_energy_value[0] |
|
| 731 | if current_datetime_utc not in energy_tenant_hourly[tenant_id]: |
|
| 732 | energy_tenant_hourly[tenant_id][current_datetime_utc] = dict() |
|
| 733 | energy_category_id = row_energy_value[1] |
|
| 734 | actual_value = row_energy_value[2] |
|
| 735 | energy_tenant_hourly[tenant_id][current_datetime_utc][energy_category_id] = actual_value |
|
| 736 | except Exception as e: |
|
| 737 | error_string = "Error in step 18 of space_energy_input_category.worker " + str(e) |
|
| 738 | if cursor_energy_db: |
|
| 739 | cursor_energy_db.close() |
|
| 740 | if cnx_energy_db: |
|
| 741 | cnx_energy_db.close() |
|
| 742 | print(error_string) |
|
| 743 | return error_string |
|
| 744 | ||
| 745 | #################################################################################################################### |
|
| 746 | # Step 19: for each child space in list, get energy input data from energy database |
|
| 747 | #################################################################################################################### |
|
| 748 | energy_child_space_hourly = dict() |
|
| 749 | if child_space_list is not None and len(child_space_list) > 0: |
|
| 750 | try: |
|
| 751 | for child_space in child_space_list: |
|
| 752 | child_space_id = str(child_space['id']) |
|
| 753 | ||
| 754 | query = (" SELECT start_datetime_utc, energy_category_id, actual_value " |
|
| 755 | " FROM tbl_space_input_category_hourly " |
|
| 756 | " WHERE space_id = %s " |
|
| 757 | " AND start_datetime_utc >= %s " |
|
| 758 | " AND start_datetime_utc < %s " |
|
| 759 | " ORDER BY start_datetime_utc ") |
|
| 760 | cursor_energy_db.execute(query, (child_space_id, start_datetime_utc, end_datetime_utc,)) |
|
| 761 | rows_energy_values = cursor_energy_db.fetchall() |
|
| 762 | if rows_energy_values is None or len(rows_energy_values) == 0: |
|
| 763 | energy_child_space_hourly[child_space_id] = None |
|
| 764 | else: |
|
| 765 | energy_child_space_hourly[child_space_id] = dict() |
|
| 766 | for row_energy_value in rows_energy_values: |
|
| 767 | current_datetime_utc = row_energy_value[0] |
|
| 768 | if current_datetime_utc not in energy_child_space_hourly[child_space_id]: |
|
| 769 | energy_child_space_hourly[child_space_id][current_datetime_utc] = dict() |
|
| 770 | energy_category_id = row_energy_value[1] |
|
| 771 | actual_value = row_energy_value[2] |
|
| 772 | energy_child_space_hourly[child_space_id][current_datetime_utc][energy_category_id] = actual_value |
|
| 773 | except Exception as e: |
|
| 774 | error_string = "Error in step 19 of space_energy_input_category.worker " + str(e) |
|
| 775 | if cursor_energy_db: |
|
| 776 | cursor_energy_db.close() |
|
| 777 | if cnx_energy_db: |
|
| 778 | cnx_energy_db.close() |
|
| 779 | print(error_string) |
|
| 780 | return error_string |
|
| 781 | ||
| 782 | #################################################################################################################### |
|
| 783 | # Step 20: determine common time slot to aggregate |
|
| 784 | #################################################################################################################### |
|
| 785 | ||
| 786 | common_start_datetime_utc = start_datetime_utc |
|
| 787 | common_end_datetime_utc = end_datetime_utc |
|
| 788 | ||
| 789 | print("Getting common time slot of energy values for all meters") |
|
| 790 | if energy_meter_hourly is not None and len(energy_meter_hourly) > 0: |
|
| 791 | for meter_id, energy_hourly in energy_meter_hourly.items(): |
|
| 792 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 793 | common_start_datetime_utc = None |
|
| 794 | common_end_datetime_utc = None |
|
| 795 | break |
|
| 796 | else: |
|
| 797 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 798 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 799 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 800 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 801 | ||
| 802 | print("Getting common time slot of energy values for all virtual meters") |
|
| 803 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 804 | if energy_virtual_meter_hourly is not None and len(energy_virtual_meter_hourly) > 0: |
|
| 805 | for meter_id, energy_hourly in energy_virtual_meter_hourly.items(): |
|
| 806 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 807 | common_start_datetime_utc = None |
|
| 808 | common_end_datetime_utc = None |
|
| 809 | break |
|
| 810 | else: |
|
| 811 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 812 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 813 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 814 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 815 | ||
| 816 | print("Getting common time slot of energy values for all offline meters") |
|
| 817 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 818 | if energy_offline_meter_hourly is not None and len(energy_offline_meter_hourly) > 0: |
|
| 819 | for meter_id, energy_hourly in energy_offline_meter_hourly.items(): |
|
| 820 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 821 | common_start_datetime_utc = None |
|
| 822 | common_end_datetime_utc = None |
|
| 823 | break |
|
| 824 | else: |
|
| 825 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 826 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 827 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 828 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 829 | ||
| 830 | print("Getting common time slot of energy values for all combined equipments") |
|
| 831 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 832 | if energy_combined_equipment_hourly is not None and len(energy_combined_equipment_hourly) > 0: |
|
| 833 | for combined_equipment_id, energy_hourly in energy_combined_equipment_hourly.items(): |
|
| 834 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 835 | common_start_datetime_utc = None |
|
| 836 | common_end_datetime_utc = None |
|
| 837 | break |
|
| 838 | else: |
|
| 839 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 840 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 841 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 842 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 843 | ||
| 844 | print("Getting common time slot of energy values for all equipments") |
|
| 845 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 846 | if energy_equipment_hourly is not None and len(energy_equipment_hourly) > 0: |
|
| 847 | for equipment_id, energy_hourly in energy_equipment_hourly.items(): |
|
| 848 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 849 | common_start_datetime_utc = None |
|
| 850 | common_end_datetime_utc = None |
|
| 851 | break |
|
| 852 | else: |
|
| 853 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 854 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 855 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 856 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 857 | ||
| 858 | print("Getting common time slot of energy values for all shopfloors") |
|
| 859 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 860 | if energy_shopfloor_hourly is not None and len(energy_shopfloor_hourly) > 0: |
|
| 861 | for shopfloor_id, energy_hourly in energy_shopfloor_hourly.items(): |
|
| 862 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 863 | common_start_datetime_utc = None |
|
| 864 | common_end_datetime_utc = None |
|
| 865 | break |
|
| 866 | else: |
|
| 867 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 868 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 869 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 870 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 871 | ||
| 872 | print("Getting common time slot of energy values for all stores") |
|
| 873 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 874 | if energy_store_hourly is not None and len(energy_store_hourly) > 0: |
|
| 875 | for store_id, energy_hourly in energy_store_hourly.items(): |
|
| 876 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 877 | common_start_datetime_utc = None |
|
| 878 | common_end_datetime_utc = None |
|
| 879 | break |
|
| 880 | else: |
|
| 881 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 882 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 883 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 884 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 885 | ||
| 886 | print("Getting common time slot of energy values for all tenants") |
|
| 887 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 888 | if energy_tenant_hourly is not None and len(energy_tenant_hourly) > 0: |
|
| 889 | for tenant_id, energy_hourly in energy_tenant_hourly.items(): |
|
| 890 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 891 | common_start_datetime_utc = None |
|
| 892 | common_end_datetime_utc = None |
|
| 893 | break |
|
| 894 | else: |
|
| 895 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 896 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 897 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 898 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 899 | ||
| 900 | print("Getting common time slot of energy values for all child spaces") |
|
| 901 | if common_start_datetime_utc is not None and common_start_datetime_utc is not None: |
|
| 902 | if energy_child_space_hourly is not None and len(energy_child_space_hourly) > 0: |
|
| 903 | for child_space_id, energy_hourly in energy_child_space_hourly.items(): |
|
| 904 | if energy_hourly is None or len(energy_hourly) == 0: |
|
| 905 | common_start_datetime_utc = None |
|
| 906 | common_end_datetime_utc = None |
|
| 907 | break |
|
| 908 | else: |
|
| 909 | if common_start_datetime_utc < min(energy_hourly.keys()): |
|
| 910 | common_start_datetime_utc = min(energy_hourly.keys()) |
|
| 911 | if common_end_datetime_utc > max(energy_hourly.keys()): |
|
| 912 | common_end_datetime_utc = max(energy_hourly.keys()) |
|
| 913 | ||
| 914 | if (energy_meter_hourly is None or len(energy_meter_hourly) == 0) and \ |
|
| 915 | (energy_virtual_meter_hourly is None or len(energy_virtual_meter_hourly) == 0) and \ |
|
| 916 | (energy_offline_meter_hourly is None or len(energy_offline_meter_hourly) == 0) and \ |
|
| 917 | (energy_combined_equipment_hourly is None or len(energy_combined_equipment_hourly) == 0) and \ |
|
| 918 | (energy_equipment_hourly is None or len(energy_equipment_hourly) == 0) and \ |
|
| 919 | (energy_shopfloor_hourly is None or len(energy_shopfloor_hourly) == 0) and \ |
|
| 920 | (energy_store_hourly is None or len(energy_store_hourly) == 0) and \ |
|
| 921 | (energy_tenant_hourly is None or len(energy_tenant_hourly) == 0) and \ |
|
| 922 | (energy_child_space_hourly is None or len(energy_child_space_hourly) == 0): |
|
| 923 | # There isn't any energy data |
|
| 924 | print("There isn't any energy data") |
|
| 925 | # continue the for space loop to the next space |
|
| 926 | print("continue the for space loop to the next space") |
|
| 927 | if cursor_energy_db: |
|
| 928 | cursor_energy_db.close() |
|
| 929 | if cnx_energy_db: |
|
| 930 | cnx_energy_db.close() |
|
| 931 | return None |
|
| 932 | ||
| 933 | print("common_start_datetime_utc: " + str(common_start_datetime_utc)) |
|
| 934 | print("common_end_datetime_utc: " + str(common_end_datetime_utc)) |
|
| 935 | ||
| 936 | #################################################################################################################### |
|
| 937 | # Step 21: aggregate energy data in the common time slot by energy categories and hourly |
|
| 938 | #################################################################################################################### |
|
| 939 | ||
| 940 | print("Step 21: aggregate energy data in the common time slot by energy categories and hourly") |
|
| 941 | aggregated_values = list() |
|
| 942 | try: |
|
| 943 | current_datetime_utc = common_start_datetime_utc |
|
| 944 | while common_start_datetime_utc is not None \ |
|
| 945 | and common_end_datetime_utc is not None \ |
|
| 946 | and current_datetime_utc <= common_end_datetime_utc: |
|
| 947 | aggregated_value = dict() |
|
| 948 | aggregated_value['start_datetime_utc'] = current_datetime_utc |
|
| 949 | aggregated_value['meta_data'] = dict() |
|
| 950 | ||
| 951 | if meter_list is not None and len(meter_list) > 0: |
|
| 952 | for meter in meter_list: |
|
| 953 | meter_id = str(meter['id']) |
|
| 954 | energy_category_id = meter['energy_category_id'] |
|
| 955 | actual_value = energy_meter_hourly[meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 956 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 957 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 958 | ||
| 959 | if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
|
| 960 | for virtual_meter in virtual_meter_list: |
|
| 961 | virtual_meter_id = str(virtual_meter['id']) |
|
| 962 | energy_category_id = virtual_meter['energy_category_id'] |
|
| 963 | actual_value = energy_virtual_meter_hourly[virtual_meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 964 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 965 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 966 | ||
| 967 | if offline_meter_list is not None and len(offline_meter_list) > 0: |
|
| 968 | for offline_meter in offline_meter_list: |
|
| 969 | offline_meter_id = str(offline_meter['id']) |
|
| 970 | energy_category_id = offline_meter['energy_category_id'] |
|
| 971 | actual_value = energy_offline_meter_hourly[offline_meter_id].get(current_datetime_utc, Decimal(0.0)) |
|
| 972 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 973 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 974 | ||
| 975 | if combined_equipment_list is not None and len(combined_equipment_list) > 0: |
|
| 976 | for combined_equipment in combined_equipment_list: |
|
| 977 | combined_equipment_id = str(combined_equipment['id']) |
|
| 978 | meta_data_dict = \ |
|
| 979 | energy_combined_equipment_hourly[combined_equipment_id].get(current_datetime_utc, None) |
|
| 980 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 981 | for energy_category_id, actual_value in meta_data_dict.items(): |
|
| 982 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 983 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 984 | ||
| 985 | if equipment_list is not None and len(equipment_list) > 0: |
|
| 986 | for equipment in equipment_list: |
|
| 987 | equipment_id = str(equipment['id']) |
|
| 988 | meta_data_dict = energy_equipment_hourly[equipment_id].get(current_datetime_utc, None) |
|
| 989 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 990 | for energy_category_id, actual_value in meta_data_dict.items(): |
|
| 991 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 992 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 993 | ||
| 994 | if shopfloor_list is not None and len(shopfloor_list) > 0: |
|
| 995 | for shopfloor in shopfloor_list: |
|
| 996 | shopfloor_id = str(shopfloor['id']) |
|
| 997 | meta_data_dict = energy_shopfloor_hourly[shopfloor_id].get(current_datetime_utc, None) |
|
| 998 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 999 | for energy_category_id, actual_value in meta_data_dict.items(): |
|
| 1000 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 1001 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 1002 | ||
| 1003 | if store_list is not None and len(store_list) > 0: |
|
| 1004 | for store in store_list: |
|
| 1005 | store_id = str(store['id']) |
|
| 1006 | meta_data_dict = energy_store_hourly[store_id].get(current_datetime_utc, None) |
|
| 1007 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 1008 | for energy_category_id, actual_value in meta_data_dict.items(): |
|
| 1009 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 1010 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 1011 | ||
| 1012 | if tenant_list is not None and len(tenant_list) > 0: |
|
| 1013 | for tenant in tenant_list: |
|
| 1014 | tenant_id = str(tenant['id']) |
|
| 1015 | meta_data_dict = energy_tenant_hourly[tenant_id].get(current_datetime_utc, None) |
|
| 1016 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 1017 | for energy_category_id, actual_value in meta_data_dict.items(): |
|
| 1018 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 1019 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 1020 | ||
| 1021 | if child_space_list is not None and len(child_space_list) > 0: |
|
| 1022 | for child_space in child_space_list: |
|
| 1023 | child_space_id = str(child_space['id']) |
|
| 1024 | meta_data_dict = energy_child_space_hourly[child_space_id].get(current_datetime_utc, None) |
|
| 1025 | if meta_data_dict is not None and len(meta_data_dict) > 0: |
|
| 1026 | for energy_category_id, actual_value in meta_data_dict.items(): |
|
| 1027 | aggregated_value['meta_data'][energy_category_id] = \ |
|
| 1028 | aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
|
| 1029 | ||
| 1030 | aggregated_values.append(aggregated_value) |
|
| 1031 | ||
| 1032 | current_datetime_utc += timedelta(minutes=config.minutes_to_count) |
|
| 1033 | ||
| 1034 | except Exception as e: |
|
| 1035 | error_string = "Error in step 21 of space_energy_input_category.worker " + str(e) |
|
| 1036 | if cursor_energy_db: |
|
| 1037 | cursor_energy_db.close() |
|
| 1038 | if cnx_energy_db: |
|
| 1039 | cnx_energy_db.close() |
|
| 1040 | print(error_string) |
|
| 1041 | return error_string |
|
| 1042 | ||
| 1043 | #################################################################################################################### |
|
| 1044 | # Step 22: save energy data to energy database |
|
| 1045 | #################################################################################################################### |
|
| 1046 | print("Step 22: save energy data to energy database") |
|
| 1047 | ||
| 1048 | if len(aggregated_values) > 0: |
|
| 1049 | try: |
|
| 1050 | add_values = (" INSERT INTO tbl_space_input_category_hourly " |
|
| 1051 | " (space_id, " |
|
| 1052 | " energy_category_id, " |
|
| 1053 | " start_datetime_utc, " |
|
| 1054 | " actual_value) " |
|
| 1055 | " VALUES ") |
|
| 1056 | ||
| 1057 | for aggregated_value in aggregated_values: |
|
| 1058 | for energy_category_id, actual_value in aggregated_value['meta_data'].items(): |
|
| 1059 | add_values += " (" + str(space['id']) + "," |
|
| 1060 | add_values += " " + str(energy_category_id) + "," |
|
| 1061 | add_values += "'" + aggregated_value['start_datetime_utc'].isoformat()[0:19] + "'," |
|
| 1062 | add_values += str(actual_value) + "), " |
|
| 1063 | print("add_values:" + add_values) |
|
| 1064 | # trim ", " at the end of string and then execute |
|
| 1065 | cursor_energy_db.execute(add_values[:-2]) |
|
| 1066 | cnx_energy_db.commit() |
|
| 1067 | ||
| 1068 | except Exception as e: |
|
| 1069 | error_string = "Error in step 22 of space_energy_input_category.worker " + str(e) |
|
| 1070 | print(error_string) |
|
| 1071 | return error_string |
|
| 1072 | finally: |
|
| 1073 | if cursor_energy_db: |
|
| 1074 | cursor_energy_db.close() |
|
| 1075 | if cnx_energy_db: |
|
| 1076 | cnx_energy_db.close() |
|
| 1077 | else: |
|
| 1078 | if cursor_energy_db: |
|
| 1079 | cursor_energy_db.close() |
|
| 1080 | if cnx_energy_db: |
|
| 1081 | cnx_energy_db.close() |
|
| 1082 | ||
