implemented virtual point calculating in myems-normalization service
Merge branch 'develop'pull/43/MERGE
13621160019@163.com
commit
00eff6582c
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@ -1091,15 +1091,15 @@ Result in JSON
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| Name | Data Type | Description |
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|---------------|-----------|-------------------------------------------|
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| id | integer | Point ID |
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| name | string | Point name |
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| name | string | Point Name |
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| data_source | object | Data Source Object |
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| object_type | string | Object Type ('ENERGY_VALUE', 'ANALOG_VALUE, 'BINARY_VALUE') |
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| object_type | string | Object Type ('ENERGY_VALUE', 'ANALOG_VALUE', 'BINARY_VALUE') |
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| units | string | Units of Measure |
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| high_limit | float | High Limit of the Point Value |
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| low_limit | float | Low Limit of the Point Value |
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| ratio | float | Raw value will be multiplied by ratio value. It is not applicable to virtual point. | |
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| is_trend | boolean | Indicates that trend value will be saved | |
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| is_virtual | boolean | Indicates that it is a virtual point |
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| is_trend | boolean | Indicates that trend value will be saved |
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| is_virtual | boolean | Indicates a virtual point. It is only applicable to object type 'ANALOG_VALUE'|
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| address | json | Address structure varied by protocol |
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| | | Modbus TCP Structure |
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| ├slave_id | integer | Slave ID |
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@ -1112,6 +1112,9 @@ Result in JSON
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| ├object_id | integer | BACnet Object Instance Number |
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| ├property_name| string | BACnet Property Name ('presentValue') |
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| └property_array_index| integer/null | BACnet Property Array Index or None of Object Type is not Array |
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| | | Virtual Point Structure |
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| ├expression | string | Expression |
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| └substitutions| string | Substitutions |
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| description | string | Point description, allow null |
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* GET all Points
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@ -127,6 +127,9 @@ class PointCollection:
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not isinstance(new_values['data']['is_virtual'], bool):
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raise falcon.HTTPError(falcon.HTTP_400, title='API.BAD_REQUEST',
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description='API.INVALID_IS_VIRTUAL_VALUE')
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if new_values['data']['is_virtual'] is True and object_type != 'ANALOG_VALUE':
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raise falcon.HTTPError(falcon.HTTP_400, title='API.BAD_REQUEST',
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description='API.VIRTUAL_POINT_SHOULD_BE_ANALOG_VALUE')
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is_virtual = new_values['data']['is_virtual']
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if 'address' not in new_values['data'].keys() or \
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@ -456,6 +459,9 @@ class PointItem:
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not isinstance(new_values['data']['is_virtual'], bool):
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raise falcon.HTTPError(falcon.HTTP_400, title='API.BAD_REQUEST',
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description='API.INVALID_IS_VIRTUAL_VALUE')
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if new_values['data']['is_virtual'] is True and object_type != 'ANALOG_VALUE':
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raise falcon.HTTPError(falcon.HTTP_400, title='API.BAD_REQUEST',
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description='API.VIRTUAL_POINT_SHOULD_BE_ANALOG_VALUE')
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is_virtual = new_values['data']['is_virtual']
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if 'address' not in new_values['data'].keys() or \
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@ -4,6 +4,7 @@ from multiprocessing import Process
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import meter
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import offlinemeter
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import virtualmeter
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import virtualpoint
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def main():
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@ -25,8 +26,10 @@ def main():
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# calculate energy consumption in hourly period
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Process(target=meter.calculate_hourly, args=(logger,)).start()
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Process(target=virtualmeter.calculate_hourly, args=(logger,)).start()
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Process(target=offlinemeter.calculate_hourly, args=(logger,)).start()
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Process(target=virtualmeter.calculate_hourly, args=(logger,)).start()
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# calculate virtual point value
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Process(target=virtualpoint.calculate, args=(logger,)).start()
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if __name__ == '__main__':
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@ -168,16 +168,16 @@ def worker(virtual_meter):
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# Step 2: parse the expression and get all meters, virtual meters, and
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# offline meters associated with the expression
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############################################################################################################
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cnx_factory_db = None
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cursor_factory_db = None
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cnx_system_db = None
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cursor_system_db = None
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try:
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cnx_factory_db = mysql.connector.connect(**config.myems_system_db)
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cursor_factory_db = cnx_factory_db.cursor()
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cnx_system_db = mysql.connector.connect(**config.myems_system_db)
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cursor_system_db = cnx_system_db.cursor()
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except Exception as e:
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if cursor_factory_db:
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cursor_factory_db.close()
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if cnx_factory_db:
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cnx_factory_db.close()
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if cursor_system_db:
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cursor_system_db.close()
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if cnx_system_db:
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cnx_system_db.close()
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if cursor_energy_db:
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cursor_energy_db.close()
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if cnx_energy_db:
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@ -192,13 +192,13 @@ def worker(virtual_meter):
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# get all meters associated with the expression
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########################################################################################################
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cursor_factory_db.execute(" SELECT m.id as meter_id, v.name as variable_name "
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" FROM tbl_meters m, tbl_variables v "
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" WHERE m.id = v.meter_id "
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" AND v.meter_type = 'meter' "
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" AND v.expression_id = %s ",
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(virtual_meter['expression_id'], ))
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rows = cursor_factory_db.fetchall()
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cursor_system_db.execute(" SELECT m.id as meter_id, v.name as variable_name "
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" FROM tbl_meters m, tbl_variables v "
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" WHERE m.id = v.meter_id "
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" AND v.meter_type = 'meter' "
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" AND v.expression_id = %s ",
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(virtual_meter['expression_id'], ))
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rows = cursor_system_db.fetchall()
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if rows is not None and len(rows) > 0:
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for row in rows:
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meter_list_in_expression.append({"meter_id": row[0], "variable_name": row[1].lower()})
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@ -207,13 +207,13 @@ def worker(virtual_meter):
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# get all virtual meters associated with the expression
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########################################################################################################
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cursor_factory_db.execute(" SELECT m.id as virtual_meter_id, v.name as variable_name "
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" FROM tbl_virtual_meters m, tbl_variables v "
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" WHERE m.id = v.meter_id "
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" AND v.meter_type = 'virtual_meter' "
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" AND v.expression_id = %s ",
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(virtual_meter['expression_id'],))
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rows = cursor_factory_db.fetchall()
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cursor_system_db.execute(" SELECT m.id as virtual_meter_id, v.name as variable_name "
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" FROM tbl_virtual_meters m, tbl_variables v "
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" WHERE m.id = v.meter_id "
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" AND v.meter_type = 'virtual_meter' "
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" AND v.expression_id = %s ",
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(virtual_meter['expression_id'],))
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rows = cursor_system_db.fetchall()
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if rows is not None and len(rows) > 0:
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for row in rows:
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virtual_meter_list_in_expression.append({"virtual_meter_id": row[0],
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@ -223,13 +223,13 @@ def worker(virtual_meter):
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# get all offline meters associated with the expression
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########################################################################################################
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cursor_factory_db.execute(" SELECT m.id as offline_meter_id, v.name as variable_name "
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" FROM tbl_offline_meters m, tbl_variables v "
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" WHERE m.id = v.meter_id "
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" AND v.meter_type = 'offline_meter' "
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" AND v.expression_id = %s ",
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(virtual_meter['expression_id'],))
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rows = cursor_factory_db.fetchall()
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cursor_system_db.execute(" SELECT m.id as offline_meter_id, v.name as variable_name "
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" FROM tbl_offline_meters m, tbl_variables v "
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" WHERE m.id = v.meter_id "
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" AND v.meter_type = 'offline_meter' "
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" AND v.expression_id = %s ",
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(virtual_meter['expression_id'],))
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rows = cursor_system_db.fetchall()
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if rows is not None and len(rows) > 0:
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for row in rows:
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offline_meter_list_in_expression.append({"offline_meter_id": row[0],
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@ -241,10 +241,10 @@ def worker(virtual_meter):
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cnx_energy_db.close()
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return "Error in step 2.2 of virtual meter worker " + str(e) + " for '" + virtual_meter['name'] + "'"
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finally:
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if cursor_factory_db:
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cursor_factory_db.close()
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if cnx_factory_db:
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cnx_factory_db.close()
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if cursor_system_db:
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cursor_system_db.close()
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if cnx_system_db:
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cnx_system_db.close()
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############################################################################################################
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# Step 3: query energy consumption values from table meter hourly, virtual meter hourly
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@ -0,0 +1,301 @@
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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 sympy import sympify
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from multiprocessing import Pool
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import random
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import json
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import config
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########################################################################################################################
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# PROCEDURES:
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# Step 1: Query all virtual points
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# Step 2: Create multiprocessing pool to call worker in parallel
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########################################################################################################################
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def calculate(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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cnx_system_db = None
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cursor_system_db = None
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try:
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cnx_system_db = mysql.connector.connect(**config.myems_system_db)
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cursor_system_db = cnx_system_db.cursor(dictionary=True)
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except Exception as e:
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logger.error("Error in step 0 of virtual point calculate " + str(e))
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if cursor_system_db:
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cursor_system_db.close()
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if cnx_system_db:
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cnx_system_db.close()
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# sleep and continue the outer loop to reconnect the database
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time.sleep(60)
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continue
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print("Connected to MyEMS System Database")
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virtual_point_list = list()
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try:
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cursor_system_db.execute(" SELECT id, name, data_source_id, high_limit, low_limit, address "
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" FROM tbl_points "
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" WHERE is_virtual = TRUE AND object_type = 'ANALOG_VALUE' ")
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rows_virtual_points = cursor_system_db.fetchall()
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if rows_virtual_points is None or len(rows_virtual_points) == 0:
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# sleep several minutes and continue the outer loop to reconnect the database
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time.sleep(60)
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continue
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for row in rows_virtual_points:
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meta_result = {"id": row['id'],
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"name": row['name'],
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"data_source_id": row['data_source_id'],
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"high_limit": row['high_limit'],
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"low_limit": row['low_limit'],
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"address": row['address']}
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virtual_point_list.append(meta_result)
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except Exception as e:
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logger.error("Error in step 1 of virtual point calculate " + str(e))
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# sleep and continue the outer loop to reconnect the database
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time.sleep(60)
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continue
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finally:
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if cursor_system_db:
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cursor_system_db.close()
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if cnx_system_db:
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cnx_system_db.close()
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# shuffle the virtual point list for randomly calculating
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random.shuffle(virtual_point_list)
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print("Got all virtual points in MyEMS System Database")
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################################################################################################################
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# Step 2: Create multiprocessing pool to call worker in parallel
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################################################################################################################
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p = Pool(processes=config.pool_size)
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error_list = p.map(worker, virtual_point_list)
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p.close()
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p.join()
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for error in error_list:
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if error is not None and len(error) > 0:
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logger.error(error)
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print("go to sleep ...")
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time.sleep(60)
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print("wake from sleep, and continue to work...")
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########################################################################################################################
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# Step 1: get start datetime and end datetime
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# Step 2: parse the expression and get all points in substitutions
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# Step 3: query points value from historical database
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# Step 4: evaluate the equation with points values
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########################################################################################################################
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def worker(virtual_point):
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cnx_historical_db = None
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cursor_historical_db = None
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try:
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cnx_historical_db = mysql.connector.connect(**config.myems_historical_db)
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cursor_historical_db = cnx_historical_db.cursor()
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except Exception as e:
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if cursor_historical_db:
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cursor_historical_db.close()
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if cnx_historical_db:
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cnx_historical_db.close()
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return "Error in step 1.1 of virtual point worker " + str(e) + " for '" + virtual_point['name'] + "'"
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print("Start to process virtual point: " + "'" + virtual_point['name']+"'")
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####################################################################################################################
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# step 1: get start datetime and end datetime
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####################################################################################################################
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try:
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query = (" SELECT MAX(utc_date_time) "
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" FROM tbl_analog_value "
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" WHERE point_id = %s ")
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cursor_historical_db.execute(query, (virtual_point['id'],))
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row = cursor_historical_db.fetchone()
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except Exception as e:
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if cursor_historical_db:
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cursor_historical_db.close()
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if cnx_historical_db:
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cnx_historical_db.close()
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return "Error in step 1.2 of virtual point worker " + str(e) + " for '" + virtual_point['name'] + "'"
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start_datetime_utc = datetime.strptime(config.start_datetime_utc, '%Y-%m-%d %H:%M:%S')
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start_datetime_utc = start_datetime_utc.replace(minute=0, second=0, microsecond=0, tzinfo=None)
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if row is not None and len(row) > 0 and isinstance(row[0], datetime):
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# replace second and microsecond with 0
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# note: do not replace minute in case of calculating in half hourly
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start_datetime_utc = row[0].replace(second=0, microsecond=0, tzinfo=None)
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# start from the next time slot
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start_datetime_utc += timedelta(minutes=config.minutes_to_count)
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end_datetime_utc = datetime.utcnow().replace()
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end_datetime_utc = end_datetime_utc.replace(second=0, microsecond=0, tzinfo=None)
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if end_datetime_utc <= start_datetime_utc:
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if cursor_historical_db:
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cursor_historical_db.close()
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if cnx_historical_db:
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cnx_historical_db.close()
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return "it's too early to calculate" + " for '" + virtual_point['name'] + "'"
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print("start_datetime_utc: " + start_datetime_utc.isoformat()[0:19]
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+ "end_datetime_utc: " + end_datetime_utc.isoformat()[0:19])
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############################################################################################################
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# Step 2: parse the expression and get all points in substitutions
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############################################################################################################
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point_list = list()
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try:
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########################################################################################################
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# parse the expression and get all points in substitutions
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########################################################################################################
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address = json.loads(virtual_point['address'])
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# example: '{"expression": "x1-x2", "substitutions": {"x1":1,"x2":2}}'
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if 'expression' not in address.keys() \
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or 'substitutions' not in address.keys() \
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or len(address['expression']) == 0 \
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or len(address['substitutions']) == 0:
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return "Error in step 2.1 of virtual point worker for '" + virtual_point['name'] + "'"
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expression = address['expression']
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substitutions = address['substitutions']
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for variable_name, point_id in substitutions.items():
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point_list.append({"variable_name": variable_name, "point_id": point_id})
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except Exception as e:
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if cursor_historical_db:
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cursor_historical_db.close()
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if cnx_historical_db:
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cnx_historical_db.close()
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return "Error in step 2.2 of virtual point worker " + str(e) + " for '" + virtual_point['name'] + "'"
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############################################################################################################
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# Step 3: query points value from historical database
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############################################################################################################
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print("getting point values ...")
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point_values_dict = dict()
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if point_list is not None and len(point_list) > 0:
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try:
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for point in point_list:
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point_id = str(point['point_id'])
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query = (" SELECT utc_date_time, actual_value "
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" FROM tbl_analog_value "
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" WHERE point_id = %s AND utc_date_time >= %s AND utc_date_time < %s "
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" ORDER BY utc_date_time ")
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cursor_historical_db.execute(query, (point_id, start_datetime_utc, end_datetime_utc, ))
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rows = cursor_historical_db.fetchall()
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if rows is None or len(rows) == 0:
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point_values_dict[point_id] = None
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else:
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point_values_dict[point_id] = dict()
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for row in rows:
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point_values_dict[point_id][row[0]] = row[1]
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except Exception as e:
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if cursor_historical_db:
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cursor_historical_db.close()
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if cnx_historical_db:
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cnx_historical_db.close()
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return "Error in step 3.1 virtual point worker " + str(e) + " for '" + virtual_point['name'] + "'"
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############################################################################################################
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# Step 4: evaluate the equation with points values
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############################################################################################################
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print("getting date time set for all points...")
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utc_date_time_set = set()
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if point_values_dict is not None and len(point_values_dict) > 0:
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for point_id, point_values in point_values_dict.items():
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if point_values is not None and len(point_values) > 0:
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utc_date_time_set = utc_date_time_set.union(point_values.keys())
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print("evaluating the equation with SymPy...")
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normalized_values = list()
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############################################################################################################
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# Converting Strings to SymPy Expressions
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# The sympify function(that’s sympify, not to be confused with simplify) can be used to
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# convert strings into SymPy expressions.
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############################################################################################################
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try:
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expr = sympify(expression)
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print("the expression to be evaluated: " + str(expr))
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for utc_date_time in utc_date_time_set:
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meta_data = dict()
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meta_data['utc_date_time'] = utc_date_time
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####################################################################################################
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# create a dictionary of Symbol: point pairs
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####################################################################################################
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subs = dict()
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####################################################################################################
|
||||
# Evaluating the expression at current_datetime_utc
|
||||
####################################################################################################
|
||||
|
||||
if point_list is not None and len(point_list) > 0:
|
||||
for point in point_list:
|
||||
point_id = str(point['point_id'])
|
||||
actual_value = point_values_dict[point_id].get(utc_date_time, None)
|
||||
if actual_value is None:
|
||||
break
|
||||
subs[point['variable_name']] = actual_value
|
||||
|
||||
if len(subs) != len(point_list):
|
||||
continue
|
||||
|
||||
####################################################################################################
|
||||
# To numerically evaluate an expression with a Symbol at a point,
|
||||
# we might use subs followed by evalf,
|
||||
# but it is more efficient and numerically stable to pass the substitution to evalf
|
||||
# using the subs flag, which takes a dictionary of Symbol: point pairs.
|
||||
####################################################################################################
|
||||
|
||||
meta_data['actual_value'] = expr.evalf(subs=subs)
|
||||
normalized_values.append(meta_data)
|
||||
|
||||
except Exception as e:
|
||||
if cursor_historical_db:
|
||||
cursor_historical_db.close()
|
||||
if cnx_historical_db:
|
||||
cnx_historical_db.close()
|
||||
return "Error in step 4.1 virtual point worker " + str(e) + " for '" + virtual_point['name'] + "'"
|
||||
|
||||
print("saving virtual points values to historical database...")
|
||||
|
||||
if len(normalized_values) > 0:
|
||||
try:
|
||||
add_values = (" INSERT INTO tbl_analog_value "
|
||||
" (point_id, utc_date_time, actual_value) "
|
||||
" VALUES ")
|
||||
|
||||
for meta_data in normalized_values:
|
||||
add_values += " (" + str(virtual_point['id']) + ","
|
||||
add_values += "'" + meta_data['utc_date_time'].isoformat()[0:19] + "',"
|
||||
add_values += str(meta_data['actual_value']) + "), "
|
||||
print("add_values:" + add_values)
|
||||
# trim ", " at the end of string and then execute
|
||||
cursor_historical_db.execute(add_values[:-2])
|
||||
cnx_historical_db.commit()
|
||||
except Exception as e:
|
||||
if cursor_historical_db:
|
||||
cursor_historical_db.close()
|
||||
if cnx_historical_db:
|
||||
cnx_historical_db.close()
|
||||
return "Error in step 4.2 virtual point worker " + str(e) + " for '" + virtual_point['name'] + "'"
|
||||
|
||||
if cursor_historical_db:
|
||||
cursor_historical_db.close()
|
||||
if cnx_historical_db:
|
||||
cnx_historical_db.close()
|
||||
|
||||
return None
|
||||
Loading…
Reference in New Issue