mirror of
https://github.com/home-assistant/core.git
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Opencv (#7261)
* OpenCV * Fix * Type-o * Remove unused opencv camera component discovery.
This commit is contained in:
parent
70ad06d71c
commit
b321e0ef80
@ -77,6 +77,9 @@ omit =
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homeassistant/components/octoprint.py
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homeassistant/components/octoprint.py
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homeassistant/components/*/octoprint.py
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homeassistant/components/*/octoprint.py
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homeassistant/components/opencv.py
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homeassistant/components/*/opencv.py
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homeassistant/components/qwikswitch.py
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homeassistant/components/qwikswitch.py
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homeassistant/components/*/qwikswitch.py
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homeassistant/components/*/qwikswitch.py
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120
homeassistant/components/image_processing/opencv.py
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120
homeassistant/components/image_processing/opencv.py
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@ -0,0 +1,120 @@
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"""
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Component that performs OpenCV classification on images.
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For more details about this component, please refer to the documentation at
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https://home-assistant.io/components/image_processing.opencv/
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"""
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from datetime import timedelta
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import logging
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from homeassistant.core import split_entity_id
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from homeassistant.components.image_processing import (
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ImageProcessingEntity,
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PLATFORM_SCHEMA,
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)
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from homeassistant.components.opencv import (
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ATTR_MATCHES,
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CLASSIFIER_GROUP_CONFIG,
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CONF_CLASSIFIER,
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CONF_ENTITY_ID,
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CONF_NAME,
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process_image,
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)
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DEPENDENCIES = ['opencv']
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_LOGGER = logging.getLogger(__name__)
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DEFAULT_TIMEOUT = 10
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SCAN_INTERVAL = timedelta(seconds=2)
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PLATFORM_SCHEMA = PLATFORM_SCHEMA.extend(CLASSIFIER_GROUP_CONFIG)
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def _create_processor_from_config(hass, camera_entity, config):
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"""Create an OpenCV processor from configurtaion."""
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classifier_config = config[CONF_CLASSIFIER]
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name = '{} {}'.format(
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config[CONF_NAME],
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split_entity_id(camera_entity)[1].replace('_', ' '))
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processor = OpenCVImageProcessor(
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hass,
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camera_entity,
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name,
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classifier_config,
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)
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return processor
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def setup_platform(hass, config, add_devices, discovery_info=None):
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"""Set up the OpenCV image processing platform."""
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if discovery_info is None:
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return
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devices = []
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for camera_entity in discovery_info[CONF_ENTITY_ID]:
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devices.append(
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_create_processor_from_config(
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hass,
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camera_entity,
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discovery_info))
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add_devices(devices)
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class OpenCVImageProcessor(ImageProcessingEntity):
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"""Representation of an OpenCV image processor."""
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def __init__(self, hass, camera_entity, name, classifier_configs):
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"""Initialize the OpenCV entity."""
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self.hass = hass
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self._camera_entity = camera_entity
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self._name = name
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self._classifier_configs = classifier_configs
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self._matches = {}
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self._last_image = None
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@property
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def last_image(self):
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"""Return the last image."""
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return self._last_image
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@property
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def matches(self):
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"""Return the matches it found."""
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return self._matches
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@property
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def camera_entity(self):
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"""Return camera entity id from process pictures."""
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return self._camera_entity
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@property
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def name(self):
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"""Return the name of the image processor."""
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return self._name
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@property
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def state(self):
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"""Return the state of the entity."""
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total_matches = 0
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for group in self._matches.values():
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total_matches += len(group)
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return total_matches
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@property
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def state_attributes(self):
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"""Return device specific state attributes."""
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return {
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ATTR_MATCHES: self._matches
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}
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def process_image(self, image):
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"""Process the image."""
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self._last_image = image
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self._matches = process_image(image,
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self._classifier_configs,
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False)
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182
homeassistant/components/opencv.py
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182
homeassistant/components/opencv.py
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"""
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Support for OpenCV image/video processing.
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For more details about this component, please refer to the documentation at
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https://home-assistant.io/components/opencv/
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"""
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import asyncio
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import logging
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import os
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import voluptuous as vol
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from homeassistant.const import (
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CONF_NAME,
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CONF_ENTITY_ID,
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CONF_FILE_PATH
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)
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from homeassistant.helpers import (
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discovery,
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config_validation as cv,
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)
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REQUIREMENTS = ['opencv-python==3.2.0.6', 'numpy==1.12.0', 'urllib3==1.21']
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_LOGGER = logging.getLogger(__name__)
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ATTR_MATCHES = 'matches'
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BASE_PATH = os.path.realpath(__file__)
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CASCADE_URL = \
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'https://raw.githubusercontent.com/opencv/opencv/master/data/' +\
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'lbpcascades/lbpcascade_frontalface.xml'
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CONF_CLASSIFIER = 'classifier'
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CONF_COLOR = 'color'
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CONF_GROUPS = 'classifier_group'
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CONF_MIN_SIZE = 'min_size'
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CONF_NEIGHBORS = 'neighbors'
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CONF_SCALE = 'scale'
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DATA_CLASSIFIER_GROUPS = 'classifier_groups'
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DEFAULT_COLOR = (255, 255, 0)
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DEFAULT_CLASSIFIER_PATH = os.path.join(
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os.path.dirname(BASE_PATH),
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'lbp_frontalface.xml')
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DEFAULT_NAME = 'OpenCV'
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DEFAULT_MIN_SIZE = (30, 30)
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DEFAULT_NEIGHBORS = 4
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DEFAULT_SCALE = 1.1
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DOMAIN = 'opencv'
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CLASSIFIER_GROUP_CONFIG = {
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vol.Required(CONF_CLASSIFIER): vol.All(
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cv.ensure_list,
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[vol.Schema({
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vol.Optional(CONF_COLOR, default=DEFAULT_COLOR):
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vol.Schema((int, int, int)),
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vol.Optional(CONF_FILE_PATH, default=DEFAULT_CLASSIFIER_PATH):
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cv.isfile,
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vol.Optional(CONF_NAME, default=DEFAULT_NAME):
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cv.string,
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vol.Optional(CONF_MIN_SIZE, default=DEFAULT_MIN_SIZE):
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vol.Schema((int, int)),
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vol.Optional(CONF_NEIGHBORS, default=DEFAULT_NEIGHBORS):
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cv.positive_int,
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vol.Optional(CONF_SCALE, default=DEFAULT_SCALE):
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float
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})]),
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vol.Required(CONF_ENTITY_ID): cv.entity_ids,
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vol.Optional(CONF_NAME, default=DEFAULT_NAME): cv.string,
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}
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CLASSIFIER_GROUP_SCHEMA = vol.Schema(CLASSIFIER_GROUP_CONFIG)
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CONFIG_SCHEMA = vol.Schema({
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DOMAIN: vol.Schema({
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vol.Required(CONF_GROUPS): vol.All(
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cv.ensure_list,
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[CLASSIFIER_GROUP_SCHEMA]
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),
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})
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}, extra=vol.ALLOW_EXTRA)
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# NOTE:
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# pylint cannot find any of the members of cv2, using disable=no-member
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# to pass linting
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def cv_image_to_bytes(cv_image):
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"""Convert OpenCV image to bytes."""
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import cv2
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# pylint: disable=no-member
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encode_param = [int(cv2.IMWRITE_JPEG_QUALITY), 90]
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# pylint: disable=no-member
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success, data = cv2.imencode('.jpg', cv_image, encode_param)
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if success:
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return data.tobytes()
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return None
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def cv_image_from_bytes(image):
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"""Convert image bytes to OpenCV image."""
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import cv2
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import numpy
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# pylint: disable=no-member
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return cv2.imdecode(numpy.asarray(bytearray(image)), cv2.IMREAD_UNCHANGED)
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def process_image(image, classifier_group, is_camera):
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"""Process the image given a classifier group."""
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import cv2
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import numpy
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# pylint: disable=no-member
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cv_image = cv2.imdecode(numpy.asarray(bytearray(image)),
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cv2.IMREAD_UNCHANGED)
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group_matches = {}
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for classifier_config in classifier_group:
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classifier_path = classifier_config[CONF_FILE_PATH]
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classifier_name = classifier_config[CONF_NAME]
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color = classifier_config[CONF_COLOR]
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scale = classifier_config[CONF_SCALE]
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neighbors = classifier_config[CONF_NEIGHBORS]
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min_size = classifier_config[CONF_MIN_SIZE]
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# pylint: disable=no-member
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classifier = cv2.CascadeClassifier(classifier_path)
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detections = classifier.detectMultiScale(cv_image,
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scaleFactor=scale,
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minNeighbors=neighbors,
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minSize=min_size)
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regions = []
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# pylint: disable=invalid-name
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for (x, y, w, h) in detections:
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if is_camera:
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# pylint: disable=no-member
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cv2.rectangle(cv_image,
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(x, y),
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(x + w, y + h),
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color,
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2)
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else:
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regions.append((int(x), int(y), int(w), int(h)))
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group_matches[classifier_name] = regions
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if is_camera:
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return cv_image_to_bytes(cv_image)
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else:
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return group_matches
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@asyncio.coroutine
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def async_setup(hass, config):
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"""Set up the OpenCV platform entities."""
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_LOGGER.info('Async setup for opencv')
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if not os.path.isfile(DEFAULT_CLASSIFIER_PATH):
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_LOGGER.info('Downloading default classifier')
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import urllib3
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http = urllib3.PoolManager()
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request = http.request('GET', CASCADE_URL, preload_content=False)
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with open(DEFAULT_CLASSIFIER_PATH, 'wb') as out:
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while True:
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data = request.read(1028)
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if not data:
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break
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out.write(data)
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request.release_conn()
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for group in config[DOMAIN][CONF_GROUPS]:
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discovery.load_platform(hass, 'image_processing', DOMAIN, group)
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return True
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@ -408,12 +408,18 @@ netdisco==1.0.0rc3
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# homeassistant.components.sensor.neurio_energy
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# homeassistant.components.sensor.neurio_energy
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neurio==0.3.1
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neurio==0.3.1
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# homeassistant.components.opencv
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numpy==1.12.0
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# homeassistant.components.google
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# homeassistant.components.google
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oauth2client==4.0.0
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oauth2client==4.0.0
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# homeassistant.components.climate.oem
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# homeassistant.components.climate.oem
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oemthermostat==1.1
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oemthermostat==1.1
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# homeassistant.components.opencv
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opencv-python==3.2.0.6
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# homeassistant.components.sensor.openevse
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# homeassistant.components.sensor.openevse
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openevsewifi==0.4
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openevsewifi==0.4
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@ -802,6 +808,9 @@ uber_rides==0.4.1
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# homeassistant.components.sensor.ups
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# homeassistant.components.sensor.ups
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upsmychoice==1.0.2
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upsmychoice==1.0.2
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# homeassistant.components.opencv
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urllib3==1.21
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# homeassistant.components.camera.uvc
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# homeassistant.components.camera.uvc
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uvcclient==0.10.0
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uvcclient==0.10.0
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Block a user