With EMA entity and slope calculation optimisations
This commit is contained in:
@@ -880,6 +880,11 @@ class BaseThermostat(ClimateEntity, RestoreEntity):
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"""Return the unit of measurement."""
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return self._unit
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@property
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def ema_temperature(self) -> str:
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"""Return the EMA temperature."""
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return self._ema_temp
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@property
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def hvac_mode(self) -> HVACMode | None:
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"""Return current operation."""
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@@ -1671,7 +1676,7 @@ class BaseThermostat(ClimateEntity, RestoreEntity):
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for under in self._underlyings:
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await under.turn_off()
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async def _async_manage_window_auto(self):
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async def _async_manage_window_auto(self, in_cycle=False):
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"""The management of the window auto feature"""
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async def dearm_window_auto(_):
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@@ -1701,9 +1706,17 @@ class BaseThermostat(ClimateEntity, RestoreEntity):
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if not self._window_auto_algo:
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return
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slope = self._window_auto_algo.add_temp_measurement(
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temperature=self._ema_temp, datetime_measure=self._last_temperature_mesure
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)
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if in_cycle:
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slope = self._window_auto_algo.check_age_last_measurement(
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temperature=self._ema_temp,
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datetime_now=datetime.now(get_tz(self._hass)),
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)
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else:
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slope = self._window_auto_algo.add_temp_measurement(
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temperature=self._ema_temp,
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datetime_measure=self._last_temperature_mesure,
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)
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_LOGGER.debug(
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"%s - Window auto is on, check the alert. last slope is %.3f",
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self,
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@@ -2052,6 +2065,9 @@ class BaseThermostat(ClimateEntity, RestoreEntity):
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self._attr_preset_mode,
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)
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# check auto_window conditions
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await self._async_manage_window_auto(in_cycle=True)
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# Issue 56 in over_climate mode, if the underlying climate is not initialized, try to initialize it
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for under in self._underlyings:
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if not under.is_initialized:
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@@ -2095,9 +2111,6 @@ class BaseThermostat(ClimateEntity, RestoreEntity):
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force,
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)
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# calculate the smooth_temperature with EMA calculation
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await self._async_manage_window_auto()
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self.update_custom_attributes()
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return True
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@@ -13,9 +13,13 @@ from datetime import datetime
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_LOGGER = logging.getLogger(__name__)
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# To filter bad values
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MIN_DELTA_T_SEC = 15 # two temp mesure should be > 10 sec
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MIN_DELTA_T_SEC = 0 # two temp mesure should be > 0 sec
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MAX_SLOPE_VALUE = 2 # slope cannot be > 2 or < -2 -> else this is an aberrant point
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MAX_DURATION_SEC = 600 # a fake data point is added in the cycle if last measurement was older than 600 sec (10 min)
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MIN_NB_POINT = 4 # do not calculate slope until we have enough point
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class WindowOpenDetectionAlgorithm:
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"""The class that implements the algorithm listed above"""
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@@ -25,6 +29,7 @@ class WindowOpenDetectionAlgorithm:
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_last_slope: float
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_last_datetime: datetime
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_last_temperature: float
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_nb_point: int
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def __init__(self, alert_threshold, end_alert_threshold) -> None:
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"""Initalize a new algorithm with the both threshold"""
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@@ -32,6 +37,21 @@ class WindowOpenDetectionAlgorithm:
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self._end_alert_threshold = end_alert_threshold
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self._last_slope = None
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self._last_datetime = None
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self._nb_point = 0
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def check_age_last_measurement(self, temperature, datetime_now) -> float:
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""" " Check if last measurement is old and add
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a fake measurement point if this is the case
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"""
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if self._last_datetime is None:
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return self.add_temp_measurement(temperature, datetime_now)
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delta_t_sec = float((datetime_now - self._last_datetime).total_seconds())
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if delta_t_sec >= MAX_DURATION_SEC:
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return self.add_temp_measurement(temperature, datetime_now)
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else:
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# do nothing
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return self._last_slope
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def add_temp_measurement(
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self, temperature: float, datetime_measure: datetime
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@@ -43,6 +63,7 @@ class WindowOpenDetectionAlgorithm:
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_LOGGER.debug("First initialisation")
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self._last_datetime = datetime_measure
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self._last_temperature = temperature
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self._nb_point = self._nb_point + 1
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return None
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_LOGGER.debug(
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@@ -72,22 +93,25 @@ class WindowOpenDetectionAlgorithm:
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)
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return lspe
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# if self._last_slope is None:
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self._last_slope = round(new_slope, 4)
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# else:
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# self._last_slope = (0.5 * self._last_slope) + (0.5 * new_slope)
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if self._last_slope is None:
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self._last_slope = round(new_slope, 4)
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else:
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self._last_slope = round((0.2 * self._last_slope) + (0.8 * new_slope), 4)
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self._last_datetime = datetime_measure
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self._last_temperature = temperature
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self._nb_point = self._nb_point + 1
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_LOGGER.debug(
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"delta_t=%.3f delta_temp=%.3f new_slope=%.3f last_slope=%s slope=%.3f",
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"delta_t=%.3f delta_temp=%.3f new_slope=%.3f last_slope=%s slope=%.3f nb_point=%s",
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delta_t,
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delta_temp,
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new_slope,
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lspe,
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self._last_slope,
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self._nb_point,
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)
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return self._last_slope
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def is_window_open_detected(self) -> bool:
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@@ -95,22 +119,20 @@ class WindowOpenDetectionAlgorithm:
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if self._alert_threshold is None:
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return False
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return (
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self._last_slope < -self._alert_threshold
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if self._last_slope is not None
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else False
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)
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if self._nb_point < MIN_NB_POINT or self._last_slope is None:
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return False
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return self._last_slope < -self._alert_threshold
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def is_window_close_detected(self) -> bool:
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"""True if the last calculated slope is above (cause negative) the _end_alert_threshold"""
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if self._end_alert_threshold is None:
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return False
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return (
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self._last_slope >= self._end_alert_threshold
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if self._last_slope is not None
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else False
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)
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if self._nb_point < MIN_NB_POINT or self._last_slope is None:
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return False
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return self._last_slope >= self._end_alert_threshold
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@property
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def last_slope(self) -> float:
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@@ -51,6 +51,7 @@ async def async_setup_entry(
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LastTemperatureSensor(hass, unique_id, name, entry.data),
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LastExtTemperatureSensor(hass, unique_id, name, entry.data),
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TemperatureSlopeSensor(hass, unique_id, name, entry.data),
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EMATemperatureSensor(hass, unique_id, name, entry.data),
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]
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if entry.data.get(CONF_DEVICE_POWER):
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entities.append(EnergySensor(hass, unique_id, name, entry.data))
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@@ -542,3 +543,54 @@ class RegulatedTemperatureSensor(VersatileThermostatBaseEntity, SensorEntity):
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def suggested_display_precision(self) -> int | None:
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"""Return the suggested number of decimal digits for display."""
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return 1
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class EMATemperatureSensor(VersatileThermostatBaseEntity, SensorEntity):
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"""Representation of a Exponential Moving Average temp"""
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def __init__(self, hass: HomeAssistant, unique_id, name, entry_infos) -> None:
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"""Initialize the regulated temperature sensor"""
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super().__init__(hass, unique_id, entry_infos.get(CONF_NAME))
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self._attr_name = "EMA temperature"
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self._attr_unique_id = f"{self._device_name}_ema_temperature"
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@callback
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async def async_my_climate_changed(self, event: Event = None):
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"""Called when my climate have change"""
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_LOGGER.debug("%s - climate state change", self._attr_unique_id)
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if math.isnan(self.my_climate.ema_temperature) or math.isinf(
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self.my_climate.ema_temperature
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):
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raise ValueError(
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f"Sensor has illegal state {self.my_climate.ema_temperature}"
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)
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old_state = self._attr_native_value
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self._attr_native_value = self.my_climate.ema_temperature
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if old_state != self._attr_native_value:
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self.async_write_ha_state()
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return
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@property
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def icon(self) -> str | None:
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return "mdi:thermometer-lines"
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@property
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def device_class(self) -> SensorDeviceClass | None:
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return SensorDeviceClass.TEMPERATURE
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@property
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def state_class(self) -> SensorStateClass | None:
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return SensorStateClass.MEASUREMENT
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@property
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def native_unit_of_measurement(self) -> str | None:
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if not self.my_climate:
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return UnitOfTemperature.CELSIUS
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return self.my_climate.temperature_unit
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@property
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def suggested_display_precision(self) -> int | None:
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"""Return the suggested number of decimal digits for display."""
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return 2
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