def get_historical_BoM(site_pk, start_at): """ Get Historical Data from VRM to backfill any days """ i = Influx() count = 0 site = Sesh_Site.objects.get(pk=site_pk) site_id = site.vrm_site_id if not site_id: logger.info("skipping site %s has not vrm_site_id" % site) return 0 vh_client = VictronHistoricalAPI(site.vrm_account.vrm_user_id, site.vrm_account.vrm_password) #site_id is a tuple #print "getting data for siteid %s starting at %s"%(site.vrm_site_id,start_at) data = vh_client.get_data(site_id, start_at) logger.debug("Importing data for site:%s" % site) for row in data: try: parsed_date = datetime.strptime(row.get('Date Time'), '%Y-%m-%d %X') date = time_utils.localize(parsed_date, tz=site.time_zone) data_point = BoM_Data_Point( site=site, time=date, soc=row.get('Battery State of Charge (System)', 0), battery_voltage=row.get('Battery voltage', 0), AC_input=row.get('Input power 1', 0), AC_output=row.get('Output power 1', 0), AC_Load_in=row.get('Input current phase 1', 0), AC_Load_out=row.get('Output current phase 1', 0), inverter_state=row.get('VE.Bus Error', ''), pv_production=row.get('PV - AC-coupled on input L1', 0), # IF null need to put in 0 #TODO these need to be activated genset_state=0, relay_state=0, ) date = row.get('Date Time') with transaction.atomic(): data_point.save() send_to_influx(data_point, site, date, to_exclude=['time', 'inverter_state', 'id'], client=i, send_status=False) count = count + 1 if count % 100: logger.debug("imported %s points" % count) #print "saved %s BoM data points"%count except IntegrityError, e: logger.warning("data point already exist %s" % e) pass except ValueError, e: logger.warning("Invalid values in data point dropping %s" % (e)) pass
def get_aggregate_data(site, measurement, bucket_size='1h', clause=None, toSum=True, operator='mean', start='now'): """ Calculate aggregate values from Influx for provided measuruements """ i = Influx() result = [0] clause_opts = { 'negative': (lambda x: x[operator] < 0), 'positive': (lambda x: x[operator] > 0), 'zero': (lambda x: x[operator] == 0) } if clause and not clause in clause_opts.keys(): logger.error("unkown clause provided %s allowed %s" % (clause, clause_opts.keys())) return result #get measurement values from influx if not toSum: operator = 'min' aggr_results = i.get_measurement_bucket(measurement, bucket_size, 'site_name', site.site_name, operator=operator, start=start) logger.debug("influx results %s " % (aggr_results)) #we have mean values by the hour now aggregate them if aggr_results: agr_value = [] if clause: #if we have a cluase filter to apply aggr_results = filter(clause_opts[clause], aggr_results) if toSum: to_sum_vals = map(lambda x: x[operator], aggr_results) agr_value.append(sum(to_sum_vals)) result = agr_value else: result = aggr_results logger.debug("Aggregating %s %s agr:%s" % (measurement, aggr_results, agr_value)) else: message = "No Values returned for aggregate. Check Influx Connection." logger.warning(message) return result
def get_weather_data(days=7, historical=False): #TODO figure out way to get weather daya periodicall for forecast of 7 days #get all sites i = Influx() sites = Sesh_Site.objects.all() forecast_result = [] for site in sites: forecast_client = ForecastAPI(settings.FORECAST_KEY, site.position.latitude, site.position.longitude) if historical: #Get weather dates for an extended historical interval now = datetime.now() days_to_get_from = now - timedelta(days) days_arr = time_utils.get_days_interval_delta( days_to_get_from, now) forecast_result = forecast_client.get_historical_day_minimal( days_arr) else: forecast_result = forecast_client.get_n_day_minimal_solar(days) #we need to update values in the database for day in forecast_result.keys(): site_weather = Site_Weather_Data.objects.filter(site=site, date=day) #if forecast already exists update it if site_weather: for point in site_weather: point.condition = forecast_result[day]["stat"] point.cloud_cover = forecast_result[day]["cloudcover"] point.save() send_to_influx(point, site, day, to_exclude=['date'], send_status=False) else: #else create a new object w_data = Site_Weather_Data( site=site, date=day, temp=0, condition=forecast_result[day]["stat"], cloud_cover=forecast_result[day]["cloudcover"], sunrise=forecast_result[day]["sunrise"], sunset=forecast_result[day]["sunset"]) w_data.save() send_to_influx(w_data, site, day, to_exclude=['date'], send_status=False) return "updated weather for %s" % sites
def setUp(self): # Need this to create a Site self.VRM = VRM_Account.objects.create(vrm_user_id='*****@*****.**', vrm_password="******") # Setup Influx self._influx_db_name = 'test_db' self.i = Influx(database=self._influx_db_name) try: self.i.create_database(self._influx_db_name) #Generate random data points for 24h except: self.i.delete_database(self._influx_db_name) sleep(1) self.i.create_database(self._influx_db_name) pass # Setup Kapacitor self.kap = Kapacitor() self.template_id = 'test_template' self.task_id = 'test_task' self.dj_template_name = 'alert_template' self.dbrps = [{'db': self._influx_db_name, 'rp': 'autogen'}] self.location = Geoposition(52.5, 24.3) dt = timezone.make_aware(timezone.datetime(2015, 12, 11, 22, 0)) self.site = Sesh_Site.objects.create(site_name=u"Test_aggregate", comission_date=dt, location_city=u"kigali", location_country=u"rwanda", vrm_account=self.VRM, installed_kw=123.0, position=self.location, system_voltage=12, number_of_panels=12, vrm_site_id=213, battery_bank_capacity=12321, has_genset=True, has_grid=True) #self.no_points = create_test_data(self.site, # start = self.site.comission_date, # end = dt + timedelta( hours = 48), # interval = 30, # random = False) #create test user self.test_user = Sesh_User.objects.create_user("john doe", "*****@*****.**", "asdasd12345") #assign a user to the sites assign_perm("view_Sesh_Site", self.test_user, self.site)
def setUp(self): self.VRM = VRM_Account.objects.create(vrm_user_id='*****@*****.**', vrm_password="******") # Setup Influx self.i = Influx() self.i.create_database('test_db') self._influx_db_name = 'test_db' self.i = Influx(database=self._influx_db_name) self.no_points = 288 self.location = Geoposition(52.5, 24.3) self.site = Sesh_Site.objects.create(site_name=u"Test_aggregate", comission_date=timezone.datetime( 2015, 12, 11, 22, 0), location_city=u"kigali", location_country=u"rwanda", vrm_account=self.VRM, installed_kw=123.0, position=self.location, system_voltage=12, number_of_panels=12, vrm_site_id=213, battery_bank_capacity=12321, has_genset=True, has_grid=True, has_pv=True, has_batteries=True) self.test_user = Sesh_User.objects.create_user("john doe", "*****@*****.**", "asdasd12345") #assign a user to the sites try: self.i.create_database(self._influx_db_name) #Generate random data points for 24h self.no_points = create_test_data(self.site, val=None) except Exception, e: self.i.delete_database(self._influx_db_name) sleep(1) self.i.create_database(self._influx_db_name) print e pass
def setUp(self): self.VRM = VRM_Account.objects.create(vrm_user_id='*****@*****.**', vrm_password="******") self.location = Geoposition(52.5, 24.3) self._influx_db_name = 'test_db' self.i = Influx(database=self._influx_db_name) try: self.i.create_database(self._influx_db_name) #Generate random data points for 24h except: self.i.delete_database(self._influx_db_name) sleep(1) self.i.create_database(self._influx_db_name) pass self.site = Sesh_Site.objects.create(site_name=u"Test_aggregate", comission_date=timezone.datetime( 2015, 12, 11, 22, 0), location_city=u"kigali", location_country=u"rwanda", vrm_account=self.VRM, installed_kw=123.0, position=self.location, system_voltage=12, number_of_panels=12, vrm_site_id=213, battery_bank_capacity=12321, has_genset=True, has_grid=True) self.test_rmc_account = Sesh_RMC_Account.objects.create( site=self.site, api_key='lcda5c15ae5cdsac464zx8f49asc16a') timestamp = timezone.localtime(timezone.now()) - timedelta(minutes=60) #print "" #print timestamp #timestamp = timezone.now() self.i.insert_point(self.site, 'status', 1, time=timestamp) sleep(1) self.test_user = Sesh_User.objects.create_user(username="******", email="*****@*****.**", password="******") #assign a user to the sites assign_perm("view_Sesh_Site", self.test_user, self.site)
def setUp(self): self.VRM = VRM_Account.objects.create(vrm_user_id='*****@*****.**',vrm_password="******") self._influx_db_name = 'test_db' self.i = Influx(database=self._influx_db_name) try: self.i.create_database(self._influx_db_name) #Generate random data points for 24h except: self.i.delete_database(self._influx_db_name) sleep(1) self.i.create_database(self._influx_db_name) pass self.location = Geoposition(52.5,24.3) self.site = Sesh_Site.objects.create( site_name='test', comission_date=timezone.now(), location_city='Kigali', location_country='Rwanda', position=self.location, installed_kw=25, system_voltage=45, number_of_panels=45, battery_bank_capacity=450, ) #create sesh rmc account self.test_rmc_account = Sesh_RMC_Account.objects.create(site=self.site, api_key='lcda5c15ae5cdsac464zx8f49asc16a') #assign a user to the sites generate_auto_rules(self.site.pk) self.user = Sesh_User.objects.create_superuser(username='******',password='******',email='*****@*****.**') self.test_user = Sesh_User.objects.create_user(username='******', password='******', email='*****@*****.**')
def setUp(self): """ Initializing """ # Setup Influx self._influx_db_name = 'test_db' self.i = Influx(database=self._influx_db_name) try: self.i.create_database(self._influx_db_name) except: self.i.delete_database(self._influx_db_name) sleep(1) self.i.create_database(self._influx_db_name) pass self.client = Client() self.organisation = Sesh_Organisation.objects.create( name='test_organisation') self.user = Sesh_User.objects.create_user( username='******', password='******', email='*****@*****.**', organisation=self.organisation) self.location = Geoposition(1, 4) self.site = Sesh_Site.objects.create(site_name='test_site', organisation=self.organisation, comission_date=timezone.now(), location_city='', location_country='', installed_kw='13', position=self.location, system_voltage=24, number_of_panels=12, battery_bank_capacity=1200) self.status_card = Status_Card.objects.create(row1='AC_Load_in', row2='AC_Load_out', row3='AC_Voltage_in', row4='AC_Voltage_out') self.site.status_card = self.status_card self.site.save() assign_perm('view_Sesh_Site', self.user, self.site)
def setUp(self): self.VRM = VRM_Account.objects.create( vrm_user_id='*****@*****.**', vrm_password="******") # Setup Influx self._influx_db_name = 'test_db' self.i = Influx(database=self._influx_db_name) self.no_points = 288 try: self.i.create_database(self._influx_db_name) #Generate random data points for 24h except Exception, e: print e self.i.delete_database(self._influx_db_name) sleep(1) self.i.create_database(self._influx_db_name) pass
def setUp(self): self.db_name = 'test_db' self.Client = Influx() try: self.Client.create_database(self.db_name) except: self.Client.delete_database(self.db_name) sleep(1) self.Client.create_database(self.db_name) pass self.vrm = VRM_Account.objects.create(vrm_user_id='*****@*****.**', vrm_password='******') self.location = Geoposition(-1.5, 29.5) #create Sesh_Site self.site = Sesh_Site.objects.create(site_name='Mukuyu', comission_date=timezone.datetime( 2014, 12, 12, 12, 12), location_city='kigali', location_country='Rwanda', vrm_account=self.vrm, installed_kw=123.0, position=self.location, system_voltage=24, number_of_panels=12, vrm_site_id=213, battery_bank_capacity=1200, has_genset=True, has_grid=True) #creating Site_Weather_Data self.site_weather = Site_Weather_Data.objects.create( site=self.site, date=timezone.datetime(2016, 10, 10, 10, 10), temp=0, condition="none", cloud_cover=1, sunrise=timezone.now(), sunset=timezone.now()) Sesh_User.objects.create_superuser(username='******', password='******', email='*****@*****.**')
def send_to_influx(model_data, site, timestamp, to_exclude=[], client=None, send_status=True): """ Utility function to send data to influx """ try: if client: i = client else: i = Influx() model_data_dict = model_to_dict(model_data) if to_exclude: # Remove any value we wish not to be submitted # Generally used with datetime measurement for val in to_exclude: #if to_exclude in model_data_dict.keys(): model_data_dict.pop(val) #Add our status will be used for RMC_Status if send_status: model_data_dict['status'] = 1.0 status = i.send_object_measurements(model_data_dict, timestamp=timestamp, tags={ "site_id": site.id, "site_name": site.site_name }) except Exception, e: message = "Error sending to influx with exception %s in datapint %s" % ( e, model_data_dict) handle_task_failure(message=message, name='send_to_influx', exception=e, data=model_data)
def setUp(self): """ Initializing """ self.client = Client() self.location = Geoposition(52.5, 24.3) # Setup Influx self._influx_db_name = 'test_db' self.i = Influx(database=self._influx_db_name) try: self.i.create_database(self._influx_db_name) except: self.i.delete_database(self._influx_db_name) sleep(1) self.i.create_database(self._influx_db_name) pass self.site = Sesh_Site.objects.create( site_name=u"Test site", comission_date=timezone.datetime(2015, 12, 11, 22, 0), location_city=u"kigali", location_country=u"rwanda", installed_kw=123.0, position=self.location, system_voltage=24, number_of_panels=12, vrm_site_id=213, battery_bank_capacity=12321, has_genset=True, has_grid=True, ) self.test_user = Sesh_User.objects.create_user(username="******", email="*****@*****.**", password="******")
def create_test_data(site, start=None, end="now", interval=5, units='minutes' , val=50, db='test_db', data={}): """ data = {'R1':[0,0,0,..],'R2':[0,0,123,12,...]...} will not generate date but use fixed data set if val is not set random data will be generated if data is not existing """ _influx_db_name = db i = Influx(database=_influx_db_name) data_point_dates = generate_date_array(start=start, end=end, interval=interval, units=units) voltage_in = 220 voltage_out = 220 soc = val R1 = val R2 = val R3 = val R4 = val R5 = val count = 0 print "creating %s test data points"%len(data_point_dates) print "between %s and %s "%(data_point_dates[0],data_point_dates[len(data_point_dates)-1:]) # Simulate Grid outage for time_val in data_point_dates: if not val: try: soc = data.get('soc',[])[count] except: soc = get_random_int() try: R1 = data.get('R1',[])[count] except: R1 = voltage_in * get_random_binary() try: R2 = data.get('R2',[])[count] except: R2 = get_random_interval(100,500) try: R3 = data.get('R3',[])[count] except: R3 = get_random_interval(22,28) try: R4 = data.get('R4',[])[count] except: R4 = get_random_interval(100,500) try: R5 = data.get('R5',[])[count] except: R5 = get_random_interval(100,500) dp = Data_Point.objects.create( site=site, soc = soc , battery_voltage = R3, time=time_val, AC_Voltage_in = R1, AC_Voltage_out = voltage_out, AC_input = R4, AC_output = R5, AC_output_absolute = R2, AC_Load_in = R2, AC_Load_out = R4, pv_production = R5) # Also send ton influx dp_dict = model_to_dict(dp) dp_dict.pop('time') dp_dict.pop('inverter_state') dp_dict.pop('id') i.send_object_measurements(dp_dict,timestamp=time_val.isoformat(),tags={"site_name":site.site_name}) count = count + 1 # Count number of outages return len(data_point_dates)
def setUp(self): self._influx_db_name = 'test_db' self.i = Influx(database=self._influx_db_name) try: self.i.create_database(self._influx_db_name) #Generate random data points for 24h except: self.i.delete_database(self._influx_db_name) sleep(1) self.i.create_database(self._influx_db_name) pass self.VRM = VRM_Account.objects.create(vrm_user_id='*****@*****.**',vrm_password="******") self.location = Geoposition(52.5,24.3) self.site = Sesh_Site.objects.create(site_name=u"Test site", comission_date=timezone.datetime(2015, 12, 11, 22, 0), location_city=u"kigali", location_country=u"rwanda", vrm_account = self.VRM, installed_kw=123.0, position=self.location, system_voltage=24, number_of_panels=12, vrm_site_id=213, battery_bank_capacity=12321, has_genset=True, has_grid=True) # Creating permissions for group content_type = ContentType.objects.get_for_model(Sesh_Site) self.permission = Permission.objects.create(codename='can_manage_sesh_site', name='Can add Sesh Site', content_type=content_type) self.data_point = Data_Point.objects.create(site=self.site, soc=10, battery_voltage=20, time=timezone.now(), AC_input=0.0, AC_output=15.0, AC_Load_in=0.0, AC_Load_out=-0.7) #create sesh rmc account self.test_rmc_account = Sesh_RMC_Account(site=self.site, api_key='lcda5c15ae5cdsac464zx8f49asc16a') self.test_rmc_account.save() #create rmc status self.test_rmc_status = RMC_status.objects.create(site=self.site, ip_address='127.0.0.1', minutes_last_contact=100, signal_strength=27, data_sent_24h=12, time=datetime.now()) self.test_rmc_status.save() #create influx datapoint self.influx_data_point = insert_point(self.site, 'battery_voltage', 10) #create test user self.test_user = Sesh_User.objects.create_user(username="******", email="*****@*****.**", password="******", phone_number='250786688713', on_call=True, send_mail=True, send_sms=True) # Creating test group self.test_organisation = Sesh_Organisation.objects.create(name='test_organisation', send_slack=True, slack_token=settings.SLACK_TEST_KEY) # Creating test channels self.test_channels = Slack_Channel.objects.create(organisation=self.test_organisation, name='test_alerts_channel', is_alert_channel=True) #assign a user to the sites assign_perm("view_Sesh_Site",self.test_user,self.site) generate_auto_rules(self.site.pk) influx_rule = Alert_Rule.objects.create(check_field='battery_voltage', operator='lt', site=self.site, value=20) alert.alert_generator() self.new_influx_data_point = insert_point(self.site, 'battery_voltage', 24) sleep(2) # Added sleep to wait for sometime until the point is written to the db # Create data point that will silence alert self.new_data_point = Data_Point.objects.create(site=self.site, soc=50, battery_voltage=24, time=timezone.now(), AC_input=0.0, AC_output=15.0, AC_Load_in=0.0, AC_Load_out=-0.7) self.new_rmc_status = RMC_status.objects.create(site=self.site, ip_address='127.0.0.1', minutes_last_contact=1, signal_strength=27, data_sent_24h=12, time=datetime.now()) self.client = Client()
def setUp(self): """ Setting up the db """ # Adding an influx database used by the quick_status_icons functions used on the pages to render self.influx_db_name = 'test_db' self.i = Influx(database=self.influx_db_name) try: self.i.create_database(self.influx_db_name) except: # Database already exist self.i.delete_database(self.influx_db_name) sleep(1) self.i.create_database(self.influx_db_name) pass self.client = Client() self.organisation = Sesh_Organisation.objects.create( name="test_org", slack_token="secret") self.site = Sesh_Site.objects.create( site_name='test_site1', organisation=self.organisation, comission_date=timezone.now(), location_city='Kigali', location_country='Rwanda', position=Geoposition(12, 1), installed_kw=25, system_voltage=45, number_of_panels=45, battery_bank_capacity=450, ) self.site2 = Sesh_Site.objects.create( site_name='test_site2', organisation=self.organisation, comission_date=timezone.now(), location_city='Kigali', location_country='Rwanda', position=Geoposition(12, 1), installed_kw=25, system_voltage=45, number_of_panels=45, battery_bank_capacity=450, ) self.alert_rule = Alert_Rule.objects.create( site=self.site, check_field='battery_voltage', operator='lt', value='0', ) self.sesh_user = Sesh_User.objects.create_superuser( username='******', email='*****@*****.**', password='******', on_call=False, send_sms=False, send_mail=False)