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import time |
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from datetime import datetime, timedelta |
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import mysql.connector |
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from openpyxl import load_workbook |
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from decimal import Decimal |
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import config |
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################################################################################################################ |
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# PROCEDURES: |
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# STEP 1: get all 'new' offline meter files |
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# STEP 2: for each new files, iterate all rows and read cell's value and store data to energy data list |
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# STEP 3: insert or update energy data to table offline meter hourly in energy database |
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# STEP 4: update file status to 'done' or 'error' |
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################################################################################################################ |
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def calculate_hourly(logger): |
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while True: |
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# outer loop to reconnect server if there is a connection error |
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################################################################################################################ |
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# STEP 1: get all 'new' offline meter files |
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################################################################################################################ |
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cnx = None |
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cursor = None |
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try: |
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cnx = mysql.connector.connect(**config.myems_historical_db) |
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cursor = cnx.cursor() |
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except Exception as e: |
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logger.error("Error in step 1.1 of offline meter.calculate_hourly " + str(e)) |
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if cursor: |
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cursor.close() |
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if cnx: |
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cnx.close() |
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# sleep several minutes and continue the outer loop to reconnect the database |
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print("Could not connect the MyEMS Historical Database, and go to sleep 60 seconds...") |
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time.sleep(60) |
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continue |
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print("Connected to MyEMS Historical Database") |
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print("Getting all new offline meter files") |
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try: |
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query = (" SELECT id, file_name, file_object " |
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" FROM tbl_offline_meter_files " |
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" WHERE status = 'new' " |
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" ORDER BY id ") |
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cursor.execute(query, ) |
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rows_files = cursor.fetchall() |
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except Exception as e: |
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logger.error("Error in step 1.2 of offline meter.calculate_hourly " + str(e)) |
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time.sleep(60) |
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continue |
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finally: |
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if cursor: |
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cursor.close() |
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if cnx: |
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cnx.close() |
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excel_file_list = list() |
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if rows_files is not None and len(rows_files) > 0: |
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for row_file in rows_files: |
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excel_file_list.append({"id": row_file[0], |
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"name": row_file[1], |
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"file_object": row_file[2]}) |
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else: |
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print("there isn't any new files found, and go to sleep 60 seconds...") |
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time.sleep(60) |
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continue |
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################################################################################################################ |
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# STEP 2: for each new files, dump file object to local file and then load workbook from the local file |
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################################################################################################################ |
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for excel_file in excel_file_list: |
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print("read data from offline meter file" + excel_file['name']) |
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is_valid_file = True |
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fw = None |
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try: |
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fw = open("myems-normalization.blob", 'wb') |
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fw.write(excel_file['file_object']) |
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fw.close() |
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except Exception as e: |
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logger.error("Error in step 2.1 of offline meter.calculate_hourly " + str(e)) |
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if fw: |
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fw.close() |
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# mark as invalid file |
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is_valid_file = False |
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fr = None |
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wb = None |
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try: |
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fr = open("myems-normalization.blob", 'rb') |
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wb = load_workbook(fr, data_only=True) |
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fr.close() |
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except Exception as e: |
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logger.error("Error in step 2.2 of offline meter.calculate_hourly " + str(e)) |
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if fr: |
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fr.close() |
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# mark as invalid file |
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is_valid_file = False |
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energy_data_list = list() |
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# grab the active worksheet |
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if is_valid_file: |
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ws = wb.active |
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# get timezone offset in minutes, this value will be returned to client |
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timezone_offset = int(config.utc_offset[1:3]) * 60 + int(config.utc_offset[4:6]) |
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if config.utc_offset[0] == '-': |
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timezone_offset = -timezone_offset |
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for row in ws.iter_rows(min_row=3, max_row=1024, min_col=1, max_col=34): |
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offline_meter_data = dict() |
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offline_meter_data['offline_meter_id'] = None |
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offline_meter_data['offline_meter_name'] = None |
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offline_meter_data['data'] = dict() |
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col_num = 0 |
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for cell in row: |
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col_num += 1 |
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print(cell.value) |
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if col_num == 1: |
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# get offline meter ID |
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if cell.value is not None: |
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offline_meter_data['offline_meter_id'] = cell.value |
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else: |
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break |
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elif col_num == 2: |
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# get offline meter name |
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if cell.value is None: |
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break |
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else: |
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offline_meter_data['offline_meter_name'] = cell.value |
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elif col_num > 3: |
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# get date of the cell |
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try: |
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start_datetime_local = datetime(year=ws['A2'].value, |
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month=ws['B2'].value, |
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day=col_num - 3) |
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except ValueError: |
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# invalid date and go to next cell in this row until reach max_col |
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continue |
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start_datetime_utc = start_datetime_local - timedelta(minutes=timezone_offset) |
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if cell.value is None: |
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# if the cell is empty then stop at that day |
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break |
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else: |
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offline_meter_data['data'][start_datetime_utc] = Decimal(cell.value) |
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if len(offline_meter_data['data']) > 0: |
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print("offline_meter_data:" + str(offline_meter_data)) |
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energy_data_list.append(offline_meter_data) |
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############################################################################################################ |
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# STEP 3: insert or update energy data to table offline meter hourly in energy database |
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############################################################################################################ |
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print("to valid offline meter id in excel file...") |
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if len(energy_data_list) == 0: |
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print("Could not find any offline meters in the file...") |
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print("and go to process the next file...") |
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is_valid_file = False |
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else: |
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try: |
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cnx = mysql.connector.connect(**config.myems_system_db) |
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cursor = cnx.cursor() |
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except Exception as e: |
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logger.error("Error in step 3.1 of offlinemeter.calculate_hourly " + str(e)) |
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if cursor: |
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cursor.close() |
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if cnx: |
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cnx.close() |
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time.sleep(60) |
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continue |
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try: |
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cursor.execute(" SELECT id, name, hourly_low_limit, hourly_high_limit" |
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" FROM tbl_offline_meters ") |
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rows_offline_meters = cursor.fetchall() |
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except Exception as e: |
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logger.error("Error in step 3.2 of offlinemeter.calculate_hourly " + str(e)) |
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time.sleep(60) |
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continue |
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finally: |
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if cursor: |
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cursor.close() |
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if cnx: |
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cnx.close() |
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if rows_offline_meters is None or len(rows_offline_meters) == 0: |
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print("Could not find any offline meters in the MyEMS System Database...") |
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time.sleep(60) |
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continue |
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else: |
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offline_meter_id_set = set() |
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for row_offline_meter in rows_offline_meters: |
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# valid offline meter id in excel file |
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offline_meter_id_set.add(row_offline_meter[0]) |
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for energy_data_item in energy_data_list: |
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if energy_data_item['offline_meter_id'] not in offline_meter_id_set: |
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is_valid_file = False |
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break |
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for row_offline_meter in rows_offline_meters: |
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if row_offline_meter[0] == energy_data_item['offline_meter_id']: |
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for key in energy_data_item['data']: |
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if row_offline_meter[2] > (energy_data_item['data'][key]/24): |
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is_valid_file = False |
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break |
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elif row_offline_meter[3] < (energy_data_item['data'][key]/24): |
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is_valid_file = False |
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break |
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break |
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if is_valid_file: |
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#################################################################################################### |
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# delete possibly exists offline meter hourly data in myems energy database, |
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# and then insert new offline meter hourly data |
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#################################################################################################### |
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try: |
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cnx = mysql.connector.connect(**config.myems_energy_db) |
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cursor = cnx.cursor() |
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except Exception as e: |
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logger.error("Error in step 3.2 of offlinemeter.calculate_hourly " + str(e)) |
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if cursor: |
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cursor.close() |
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if cnx: |
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cnx.close() |
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time.sleep(60) |
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continue |
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try: |
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for energy_data_item in energy_data_list: |
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offline_meter_id = energy_data_item['offline_meter_id'] |
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print(energy_data_item['data'].items()) |
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for start_datetime_utc, daily_value in energy_data_item['data'].items(): |
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end_datetime_utc = start_datetime_utc + timedelta(hours=24) |
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actual_value = \ |
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daily_value / (Decimal(24) * Decimal(60) / Decimal(config.minutes_to_count)) |
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cursor.execute(" DELETE FROM tbl_offline_meter_hourly " |
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" WHERE offline_meter_id = %s " |
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" AND start_datetime_utc >= %s " |
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" AND start_datetime_utc < %s ", |
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(offline_meter_id, |
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start_datetime_utc.isoformat()[0:19], |
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end_datetime_utc.isoformat()[0:19])) |
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cnx.commit() |
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# todo: check with hourly low limit and hourly high limit |
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add_values = (" INSERT INTO tbl_offline_meter_hourly " |
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" (offline_meter_id, start_datetime_utc, actual_value) " |
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" VALUES ") |
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while start_datetime_utc < end_datetime_utc: |
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add_values += " (" + str(offline_meter_id) + "," |
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add_values += "'" + start_datetime_utc.isoformat()[0:19] + "'," |
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add_values += str(actual_value) + "), " |
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start_datetime_utc += timedelta(minutes=config.minutes_to_count) |
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print("add_values:" + add_values) |
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# trim ", " at the end of string and then execute |
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cursor.execute(add_values[:-2]) |
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cnx.commit() |
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except Exception as e: |
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logger.error("Error in step 3.3 of offlinemeter.calculate_hourly " + str(e)) |
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time.sleep(60) |
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continue |
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finally: |
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if cursor: |
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cursor.close() |
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if cnx: |
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cnx.close() |
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############################################################################################################ |
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# STEP 4: update file status to 'done' or 'error' |
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############################################################################################################ |
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print("to update offline meter file status to done...") |
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try: |
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cnx = mysql.connector.connect(**config.myems_historical_db) |
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cursor = cnx.cursor() |
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except Exception as e: |
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logger.error("Error in step 4.1 of offlinemeter.calculate_hourly " + str(e)) |
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if cursor: |
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cursor.close() |
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if cnx: |
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cnx.close() |
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time.sleep(60) |
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continue |
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try: |
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update_row = (" UPDATE tbl_offline_meter_files " |
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" SET status = %s " |
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" WHERE id = %s ") |
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cursor.execute(update_row, ('done' if is_valid_file else 'error', excel_file['id'],)) |
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cnx.commit() |
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except Exception as e: |
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logger.error("Error in step 4.2 of offlinemeter.calculate_hourly " + str(e)) |
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time.sleep(60) |
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continue |
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finally: |
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if cursor: |
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cursor.close() |
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if cnx: |
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cnx.close() |
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# end of for excel_file in excel_file_list |
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print("go to sleep ...") |
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time.sleep(300) |
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print("wake from sleep, and go to work...") |
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# end of outer while |
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