mirror of https://github.com/home-assistant/core
227 lines
6.2 KiB
Python
227 lines
6.2 KiB
Python
"""Component that will help set the OpenALPR cloud for ALPR processing."""
|
|
|
|
from __future__ import annotations
|
|
|
|
import asyncio
|
|
from base64 import b64encode
|
|
from http import HTTPStatus
|
|
import logging
|
|
|
|
import aiohttp
|
|
import voluptuous as vol
|
|
|
|
from homeassistant.components.image_processing import (
|
|
ATTR_CONFIDENCE,
|
|
CONF_CONFIDENCE,
|
|
PLATFORM_SCHEMA as IMAGE_PROCESSING_PLATFORM_SCHEMA,
|
|
ImageProcessingDeviceClass,
|
|
ImageProcessingEntity,
|
|
)
|
|
from homeassistant.const import (
|
|
ATTR_ENTITY_ID,
|
|
CONF_API_KEY,
|
|
CONF_ENTITY_ID,
|
|
CONF_NAME,
|
|
CONF_REGION,
|
|
CONF_SOURCE,
|
|
)
|
|
from homeassistant.core import HomeAssistant, callback, split_entity_id
|
|
from homeassistant.helpers.aiohttp_client import async_get_clientsession
|
|
import homeassistant.helpers.config_validation as cv
|
|
from homeassistant.helpers.entity_platform import AddEntitiesCallback
|
|
from homeassistant.helpers.typing import ConfigType, DiscoveryInfoType
|
|
from homeassistant.util.async_ import run_callback_threadsafe
|
|
|
|
_LOGGER = logging.getLogger(__name__)
|
|
|
|
ATTR_PLATE = "plate"
|
|
ATTR_PLATES = "plates"
|
|
ATTR_VEHICLES = "vehicles"
|
|
|
|
EVENT_FOUND_PLATE = "image_processing.found_plate"
|
|
|
|
OPENALPR_API_URL = "https://api.openalpr.com/v1/recognize"
|
|
|
|
OPENALPR_REGIONS = [
|
|
"au",
|
|
"auwide",
|
|
"br",
|
|
"eu",
|
|
"fr",
|
|
"gb",
|
|
"kr",
|
|
"kr2",
|
|
"mx",
|
|
"sg",
|
|
"us",
|
|
"vn2",
|
|
]
|
|
|
|
PLATFORM_SCHEMA = IMAGE_PROCESSING_PLATFORM_SCHEMA.extend(
|
|
{
|
|
vol.Required(CONF_API_KEY): cv.string,
|
|
vol.Required(CONF_REGION): vol.All(vol.Lower, vol.In(OPENALPR_REGIONS)),
|
|
}
|
|
)
|
|
|
|
|
|
async def async_setup_platform(
|
|
hass: HomeAssistant,
|
|
config: ConfigType,
|
|
async_add_entities: AddEntitiesCallback,
|
|
discovery_info: DiscoveryInfoType | None = None,
|
|
) -> None:
|
|
"""Set up the OpenALPR cloud API platform."""
|
|
confidence = config[CONF_CONFIDENCE]
|
|
params = {
|
|
"secret_key": config[CONF_API_KEY],
|
|
"tasks": "plate",
|
|
"return_image": 0,
|
|
"country": config[CONF_REGION],
|
|
}
|
|
|
|
async_add_entities(
|
|
OpenAlprCloudEntity(
|
|
camera[CONF_ENTITY_ID], params, confidence, camera.get(CONF_NAME)
|
|
)
|
|
for camera in config[CONF_SOURCE]
|
|
)
|
|
|
|
|
|
class ImageProcessingAlprEntity(ImageProcessingEntity):
|
|
"""Base entity class for ALPR image processing."""
|
|
|
|
_attr_device_class = ImageProcessingDeviceClass.ALPR
|
|
|
|
def __init__(self) -> None:
|
|
"""Initialize base ALPR entity."""
|
|
self.plates: dict[str, float] = {}
|
|
self.vehicles = 0
|
|
|
|
@property
|
|
def state(self):
|
|
"""Return the state of the entity."""
|
|
confidence = 0
|
|
plate = None
|
|
|
|
# search high plate
|
|
for i_pl, i_co in self.plates.items():
|
|
if i_co > confidence:
|
|
confidence = i_co
|
|
plate = i_pl
|
|
return plate
|
|
|
|
@property
|
|
def extra_state_attributes(self):
|
|
"""Return device specific state attributes."""
|
|
return {ATTR_PLATES: self.plates, ATTR_VEHICLES: self.vehicles}
|
|
|
|
def process_plates(self, plates: dict[str, float], vehicles: int) -> None:
|
|
"""Send event with new plates and store data."""
|
|
run_callback_threadsafe(
|
|
self.hass.loop, self.async_process_plates, plates, vehicles
|
|
).result()
|
|
|
|
@callback
|
|
def async_process_plates(self, plates: dict[str, float], vehicles: int) -> None:
|
|
"""Send event with new plates and store data.
|
|
|
|
Plates are a dict in follow format:
|
|
{ '<plate>': confidence }
|
|
This method must be run in the event loop.
|
|
"""
|
|
plates = {
|
|
plate: confidence
|
|
for plate, confidence in plates.items()
|
|
if self.confidence is None or confidence >= self.confidence
|
|
}
|
|
new_plates = set(plates) - set(self.plates)
|
|
|
|
# Send events
|
|
for i_plate in new_plates:
|
|
self.hass.bus.async_fire(
|
|
EVENT_FOUND_PLATE,
|
|
{
|
|
ATTR_PLATE: i_plate,
|
|
ATTR_ENTITY_ID: self.entity_id,
|
|
ATTR_CONFIDENCE: plates.get(i_plate),
|
|
},
|
|
)
|
|
|
|
# Update entity store
|
|
self.plates = plates
|
|
self.vehicles = vehicles
|
|
|
|
|
|
class OpenAlprCloudEntity(ImageProcessingAlprEntity):
|
|
"""Representation of an OpenALPR cloud entity."""
|
|
|
|
def __init__(self, camera_entity, params, confidence, name=None):
|
|
"""Initialize OpenALPR cloud API."""
|
|
super().__init__()
|
|
|
|
self._params = params
|
|
self._camera = camera_entity
|
|
self._confidence = confidence
|
|
|
|
if name:
|
|
self._name = name
|
|
else:
|
|
self._name = f"OpenAlpr {split_entity_id(camera_entity)[1]}"
|
|
|
|
@property
|
|
def confidence(self):
|
|
"""Return minimum confidence for send events."""
|
|
return self._confidence
|
|
|
|
@property
|
|
def camera_entity(self):
|
|
"""Return camera entity id from process pictures."""
|
|
return self._camera
|
|
|
|
@property
|
|
def name(self):
|
|
"""Return the name of the entity."""
|
|
return self._name
|
|
|
|
async def async_process_image(self, image):
|
|
"""Process image.
|
|
|
|
This method is a coroutine.
|
|
"""
|
|
websession = async_get_clientsession(self.hass)
|
|
params = self._params.copy()
|
|
|
|
body = {"image_bytes": str(b64encode(image), "utf-8")}
|
|
|
|
try:
|
|
async with asyncio.timeout(self.timeout):
|
|
request = await websession.post(
|
|
OPENALPR_API_URL, params=params, data=body
|
|
)
|
|
|
|
data = await request.json()
|
|
|
|
if request.status != HTTPStatus.OK:
|
|
_LOGGER.error("Error %d -> %s", request.status, data.get("error"))
|
|
return
|
|
|
|
except (TimeoutError, aiohttp.ClientError):
|
|
_LOGGER.error("Timeout for OpenALPR API")
|
|
return
|
|
|
|
# Processing API data
|
|
vehicles = 0
|
|
result = {}
|
|
|
|
for row in data["plate"]["results"]:
|
|
vehicles += 1
|
|
|
|
for p_data in row["candidates"]:
|
|
try:
|
|
result.update({p_data["plate"]: float(p_data["confidence"])})
|
|
except ValueError:
|
|
continue
|
|
|
|
self.async_process_plates(result, vehicles)
|