Statistics sensor (#3513)

* Initial stats sensor

* Add total and tests

* Use deque, rename var, set default, and only update sensor
pull/3691/head
Fabian Affolter 2016-10-04 10:04:00 +02:00 committed by Paulus Schoutsen
parent 694983379f
commit 74b0e4cb45
2 changed files with 248 additions and 0 deletions

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"""
Support for statistics for sensor values.
For more details about this platform, please refer to the documentation at
https://home-assistant.io/components/sensor.statistics/
"""
import logging
import statistics
from collections import deque
import voluptuous as vol
from homeassistant.components.sensor import PLATFORM_SCHEMA
from homeassistant.const import (
CONF_NAME, CONF_ENTITY_ID, STATE_UNKNOWN, ATTR_UNIT_OF_MEASUREMENT)
import homeassistant.helpers.config_validation as cv
from homeassistant.helpers.entity import Entity
from homeassistant.helpers.event import track_state_change
_LOGGER = logging.getLogger(__name__)
ATTR_MIN_VALUE = 'min_value'
ATTR_MAX_VALUE = 'max_value'
ATTR_COUNT = 'count'
ATTR_MEAN = 'mean'
ATTR_MEDIAN = 'median'
ATTR_VARIANCE = 'variance'
ATTR_STANDARD_DEVIATION = 'standard_deviation'
ATTR_SAMPLING_SIZE = 'sampling_size'
ATTR_TOTAL = 'total'
CONF_SAMPLING_SIZE = 'sampling_size'
DEFAULT_NAME = 'Stats'
DEFAULT_SIZE = 20
ICON = 'mdi:calculator'
PLATFORM_SCHEMA = PLATFORM_SCHEMA.extend({
vol.Required(CONF_ENTITY_ID): cv.entity_id,
vol.Optional(CONF_NAME, default=DEFAULT_NAME): cv.string,
vol.Optional(CONF_SAMPLING_SIZE, default=DEFAULT_SIZE): cv.positive_int,
})
def setup_platform(hass, config, add_devices, discovery_info=None):
"""Setup the Statistics sensor."""
entity_id = config.get(CONF_ENTITY_ID)
name = config.get(CONF_NAME)
sampling_size = config.get(CONF_SAMPLING_SIZE)
add_devices([StatisticsSensor(hass, entity_id, name, sampling_size)])
# pylint: disable=too-many-instance-attributes
class StatisticsSensor(Entity):
"""Representation of a Statistics sensor."""
def __init__(self, hass, entity_id, name, sampling_size):
"""Initialize the Statistics sensor."""
self._hass = hass
self._entity_id = entity_id
self.is_binary = True if self._entity_id.split('.')[0] == \
'binary_sensor' else False
if not self.is_binary:
self._name = '{} {}'.format(name, ATTR_MEAN)
else:
self._name = '{} {}'.format(name, ATTR_COUNT)
self._sampling_size = sampling_size
self._unit_of_measurement = None
if self._sampling_size == 0:
self.states = deque()
else:
self.states = deque(maxlen=self._sampling_size)
self.median = self.mean = self.variance = self.stdev = 0
self.min = self.max = self.total = self.count = 0
self.update()
def calculate_sensor_state_listener(entity, old_state, new_state):
"""Called when the sensor changes state."""
self._unit_of_measurement = new_state.attributes.get(
ATTR_UNIT_OF_MEASUREMENT)
try:
self.states.append(float(new_state.state))
self.count = self.count + 1
except ValueError:
self.count = self.count + 1
self.update_ha_state(True)
track_state_change(hass, entity_id, calculate_sensor_state_listener)
@property
def name(self):
"""Return the name of the sensor."""
return self._name
@property
def state(self):
"""Return the state of the sensor."""
return self.mean if not self.is_binary else self.count
@property
def unit_of_measurement(self):
"""Return the unit the value is expressed in."""
return self._unit_of_measurement if not self.is_binary else None
@property
def should_poll(self):
"""No polling needed."""
return False
@property
def state_attributes(self):
"""Return the state attributes of the sensor."""
if not self.is_binary:
return {
ATTR_MEAN: self.mean,
ATTR_COUNT: self.count,
ATTR_MAX_VALUE: self.max,
ATTR_MEDIAN: self.median,
ATTR_MIN_VALUE: self.min,
ATTR_SAMPLING_SIZE: 'unlimited' if self._sampling_size is
0 else self._sampling_size,
ATTR_STANDARD_DEVIATION: self.stdev,
ATTR_TOTAL: self.total,
ATTR_VARIANCE: self.variance,
}
@property
def icon(self):
"""Return the icon to use in the frontend, if any."""
return ICON
def update(self):
"""Get the latest data and updates the states."""
if not self.is_binary:
try:
self.mean = round(statistics.mean(self.states), 2)
self.median = round(statistics.median(self.states), 2)
self.stdev = round(statistics.stdev(self.states), 2)
self.variance = round(statistics.variance(self.states), 2)
except statistics.StatisticsError as err:
_LOGGER.warning(err)
self.mean = self.median = STATE_UNKNOWN
self.stdev = self.variance = STATE_UNKNOWN
if self.states:
self.total = round(sum(self.states), 2)
self.min = min(self.states)
self.max = max(self.states)
else:
self.min = self.max = self.total = STATE_UNKNOWN

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"""The test for the statistics sensor platform."""
import unittest
import statistics
from homeassistant.bootstrap import setup_component
from homeassistant.const import (ATTR_UNIT_OF_MEASUREMENT, TEMP_CELSIUS)
from tests.common import get_test_home_assistant
class TestStatisticsSensor(unittest.TestCase):
"""Test the Statistics sensor."""
def setup_method(self, method):
"""Setup things to be run when tests are started."""
self.hass = get_test_home_assistant()
self.values = [17, 20, 15.2, 5, 3.8, 9.2, 6.7, 14, 6]
self.count = len(self.values)
self.min = min(self.values)
self.max = max(self.values)
self.total = sum(self.values)
self.mean = round(sum(self.values) / len(self.values), 2)
self.median = round(statistics.median(self.values), 2)
self.deviation = round(statistics.stdev(self.values), 2)
self.variance = round(statistics.variance(self.values), 2)
def teardown_method(self, method):
"""Stop everything that was started."""
self.hass.stop()
def test_binary_sensor_source(self):
"""Test if source is a sensor."""
values = [1, 0, 1, 0, 1, 0, 1]
assert setup_component(self.hass, 'sensor', {
'sensor': {
'platform': 'statistics',
'name': 'test',
'entity_id': 'binary_sensor.test_monitored',
}
})
for value in values:
self.hass.states.set('binary_sensor.test_monitored', value)
self.hass.block_till_done()
state = self.hass.states.get('sensor.test_count')
self.assertEqual(str(len(values)), state.state)
def test_sensor_source(self):
"""Test if source is a sensor."""
assert setup_component(self.hass, 'sensor', {
'sensor': {
'platform': 'statistics',
'name': 'test',
'entity_id': 'sensor.test_monitored',
}
})
for value in self.values:
self.hass.states.set('sensor.test_monitored', value,
{ATTR_UNIT_OF_MEASUREMENT: TEMP_CELSIUS})
self.hass.block_till_done()
state = self.hass.states.get('sensor.test_mean')
self.assertEqual(str(self.mean), state.state)
self.assertEqual(self.min, state.attributes.get('min_value'))
self.assertEqual(self.max, state.attributes.get('max_value'))
self.assertEqual(self.variance, state.attributes.get('variance'))
self.assertEqual(self.median, state.attributes.get('median'))
self.assertEqual(self.deviation,
state.attributes.get('standard_deviation'))
self.assertEqual(self.mean, state.attributes.get('mean'))
self.assertEqual(self.count, state.attributes.get('count'))
self.assertEqual(self.total, state.attributes.get('total'))
self.assertEqual('°C', state.attributes.get('unit_of_measurement'))
def test_sampling_size(self):
"""Test rotation."""
assert setup_component(self.hass, 'sensor', {
'sensor': {
'platform': 'statistics',
'name': 'test',
'entity_id': 'sensor.test_monitored',
'sampling_size': 5,
}
})
for value in self.values:
self.hass.states.set('sensor.test_monitored', value,
{ATTR_UNIT_OF_MEASUREMENT: TEMP_CELSIUS})
self.hass.block_till_done()
state = self.hass.states.get('sensor.test_mean')
self.assertEqual(3.8, state.attributes.get('min_value'))
self.assertEqual(14, state.attributes.get('max_value'))