mirror of
https://github.com/blakeblackshear/frigate.git
synced 2026-04-27 09:07:41 +03:00
Cleanup typing
This commit is contained in:
parent
e4a44ff8ff
commit
2c16e4f300
@ -54,7 +54,7 @@ class CameraState:
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self.ptz_autotracker_thread = ptz_autotracker_thread
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self.prev_enabled = self.camera_config.enabled
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def get_current_frame(self, draw_options: dict[str, Any] = {}):
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def get_current_frame(self, draw_options: dict[str, Any] = {}) -> np.ndarray:
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with self.current_frame_lock:
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frame_copy = np.copy(self._current_frame)
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frame_time = self.current_frame_time
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@ -272,7 +272,7 @@ class CameraState:
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def finished(self, obj_id):
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del self.tracked_objects[obj_id]
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def on(self, event_type: str, callback: Callable[[dict], None]):
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def on(self, event_type: str, callback: Callable[[str, TrackedObject, str]]):
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self.callbacks[event_type].append(callback)
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def update(
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@ -8,7 +8,7 @@ from .zmq_proxy import Publisher, Subscriber
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class EventUpdatePublisher(
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Publisher[tuple[EventTypeEnum, EventStateEnum, str, str, dict[str, Any]]]
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Publisher[tuple[EventTypeEnum, EventStateEnum, str | None, str, dict[str, Any]]]
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):
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"""Publishes events (objects, audio, manual)."""
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@ -19,7 +19,7 @@ class EventUpdatePublisher(
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def publish(
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self,
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payload: tuple[EventTypeEnum, EventStateEnum, str, str, dict[str, Any]],
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payload: tuple[EventTypeEnum, EventStateEnum, str | None, str, dict[str, Any]],
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sub_topic: str = "",
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) -> None:
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super().publish(payload, sub_topic)
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@ -70,7 +70,7 @@ class Publisher(Generic[T]):
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self.context.destroy()
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class Subscriber:
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class Subscriber(Generic[T]):
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"""Receives messages."""
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topic_base: str = ""
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@ -82,9 +82,7 @@ class Subscriber:
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self.socket.setsockopt_string(zmq.SUBSCRIBE, self.topic)
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self.socket.connect(SOCKET_SUB)
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def check_for_update(
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self, timeout: float | None = FAST_QUEUE_TIMEOUT
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) -> tuple[str, Any] | tuple[None, None] | None:
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def check_for_update(self, timeout: float | None = FAST_QUEUE_TIMEOUT) -> T | None:
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"""Returns message or None if no update."""
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try:
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has_update, _, _ = zmq.select([self.socket], [], [], timeout)
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@ -101,7 +99,5 @@ class Subscriber:
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self.socket.close()
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self.context.destroy()
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def _return_object(
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self, topic: str, payload: Optional[tuple[str, Any]]
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) -> tuple[str, Any] | tuple[None, None] | None:
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def _return_object(self, topic: str, payload: T | None) -> T | None:
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return payload
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@ -60,10 +60,10 @@ class PtzMotionEstimator:
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def motion_estimator(
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self,
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detections: list[dict[str, Any]],
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detections: list[tuple[Any, Any, Any, Any, Any, Any]],
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frame_name: str,
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frame_time: float,
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camera: str,
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camera: str | None,
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):
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# If we've just started up or returned to our preset, reset motion estimator for new tracking session
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if self.ptz_metrics.reset.is_set():
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@ -11,6 +11,6 @@ class ObjectTracker(ABC):
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@abstractmethod
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def match_and_update(
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self, frame_name: str, frame_time: float, detections: list[dict[str, Any]]
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self, frame_name: str, frame_time: float, detections: list[tuple[Any, Any, Any, Any, Any, Any]]
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) -> None:
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pass
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@ -13,7 +13,7 @@ from frigate.util.image import intersection_over_union
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class CentroidTracker(ObjectTracker):
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def __init__(self, config: DetectConfig):
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self.tracked_objects: dict[str, Any] = {}
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self.tracked_objects: dict[str, dict[str, Any]] = {}
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self.untracked_object_boxes: list[tuple[int, int, int, int]] = []
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self.disappeared: dict[str, Any] = {}
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self.positions: dict[str, Any] = {}
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@ -138,19 +138,19 @@ class CentroidTracker(ObjectTracker):
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self.deregister(id)
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def match_and_update(
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self, frame_name: str, frame_time: float, detections: list[dict[Any, Any]]
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self, frame_name: str, frame_time: float, detections: list[tuple[Any, Any, Any, Any, Any, Any]]
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) -> None:
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# group by name
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detection_groups = defaultdict(lambda: [])
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for obj in detections:
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detection_groups[obj[0]].append(
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for det in detections:
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detection_groups[det[0]].append(
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{
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"label": obj[0],
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"score": obj[1],
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"box": obj[2],
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"area": obj[3],
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"ratio": obj[4],
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"region": obj[5],
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"label": det[0],
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"score": det[1],
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"box": det[2],
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"area": det[3],
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"ratio": det[4],
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"region": det[5],
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"frame_time": frame_time,
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}
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)
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@ -13,6 +13,7 @@ from norfair import (
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draw_boxes,
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)
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from norfair.drawing.drawer import Drawer
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from norfair.tracker import TrackedObject
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from rich import print
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from rich.console import Console
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from rich.table import Table
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@ -43,7 +44,7 @@ MAX_STATIONARY_HISTORY = 10
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# - could be variable based on time since last_detection
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# - include estimated velocity in the distance (car driving by of a parked car)
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# - include some visual similarity factor in the distance for occlusions
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def distance(detection: np.array, estimate: np.array) -> float:
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def distance(detection: np.ndarray, estimate: np.ndarray) -> float:
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# ultimately, this should try and estimate distance in 3-dimensional space
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# consider change in location, width, and height
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@ -73,14 +74,16 @@ def distance(detection: np.array, estimate: np.array) -> float:
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change = np.append(distance, np.array([width_ratio, height_ratio]))
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# calculate euclidean distance of the change vector
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return np.linalg.norm(change)
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return float(np.linalg.norm(change))
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def frigate_distance(detection: Detection, tracked_object) -> float:
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def frigate_distance(detection: Detection, tracked_object: TrackedObject) -> float:
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return distance(detection.points, tracked_object.estimate)
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def histogram_distance(matched_not_init_trackers, unmatched_trackers):
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def histogram_distance(
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matched_not_init_trackers: TrackedObject, unmatched_trackers: TrackedObject
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) -> float:
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snd_embedding = unmatched_trackers.last_detection.embedding
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if snd_embedding is None:
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@ -110,17 +113,17 @@ class NorfairTracker(ObjectTracker):
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ptz_metrics: PTZMetrics,
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):
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self.frame_manager = SharedMemoryFrameManager()
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self.tracked_objects = {}
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self.tracked_objects: dict[str, dict[str, Any]] = {}
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self.untracked_object_boxes: list[list[int]] = []
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self.disappeared = {}
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self.positions = {}
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self.stationary_box_history: dict[str, list[list[int, int, int, int]]] = {}
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self.disappeared: dict[str, int] = {}
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self.positions: dict[str, dict[str, Any]] = {}
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self.stationary_box_history: dict[str, list[list[int]]] = {}
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self.camera_config = config
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self.detect_config = config.detect
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self.ptz_metrics = ptz_metrics
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self.ptz_motion_estimator = {}
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self.ptz_motion_estimator: PtzMotionEstimator | None = None
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self.camera_name = config.name
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self.track_id_map = {}
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self.track_id_map: dict[str, str] = {}
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# Define tracker configurations for static camera
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self.object_type_configs = {
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@ -169,7 +172,7 @@ class NorfairTracker(ObjectTracker):
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"distance_threshold": 3,
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}
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self.trackers = {}
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self.trackers: dict[str, dict[str, Tracker]] = {}
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# Handle static trackers
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for obj_type, tracker_config in self.object_type_configs.items():
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if obj_type in self.camera_config.objects.track:
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@ -216,7 +219,7 @@ class NorfairTracker(ObjectTracker):
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self.camera_config, self.ptz_metrics
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)
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def _create_tracker(self, obj_type, tracker_config):
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def _create_tracker(self, obj_type: str, tracker_config: dict[str, Any]) -> Tracker:
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"""Helper function to create a tracker with given configuration."""
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tracker_params = {
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"distance_function": tracker_config["distance_function"],
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@ -258,7 +261,7 @@ class NorfairTracker(ObjectTracker):
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return self.trackers[object_type][mode]
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return self.default_tracker[mode]
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def register(self, track_id, obj):
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def register(self, track_id: str, obj: dict[str, Any]) -> None:
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rand_id = "".join(random.choices(string.ascii_lowercase + string.digits, k=6))
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id = f"{obj['frame_time']}-{rand_id}"
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self.track_id_map[track_id] = id
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@ -297,7 +300,7 @@ class NorfairTracker(ObjectTracker):
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}
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self.stationary_box_history[id] = boxes
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def deregister(self, id, track_id):
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def deregister(self, id: str, track_id: str) -> None:
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obj = self.tracked_objects[id]
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del self.tracked_objects[id]
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@ -321,7 +324,7 @@ class NorfairTracker(ObjectTracker):
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# tracks the current position of the object based on the last N bounding boxes
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# returns False if the object has moved outside its previous position
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def update_position(self, id: str, box: list[int, int, int, int], stationary: bool):
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def update_position(self, id: str, box: list[int], stationary: bool) -> bool:
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xmin, ymin, xmax, ymax = box
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position = self.positions[id]
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self.stationary_box_history[id].append(box)
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@ -396,7 +399,7 @@ class NorfairTracker(ObjectTracker):
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return True
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def is_expired(self, id):
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def is_expired(self, id: str) -> bool:
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obj = self.tracked_objects[id]
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# get the max frames for this label type or the default
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max_frames = self.detect_config.stationary.max_frames.objects.get(
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@ -416,7 +419,7 @@ class NorfairTracker(ObjectTracker):
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return False
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def update(self, track_id, obj):
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def update(self, track_id: str, obj: dict[str, Any]) -> None:
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id = self.track_id_map[track_id]
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self.disappeared[id] = 0
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stationary = (
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@ -443,7 +446,7 @@ class NorfairTracker(ObjectTracker):
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self.tracked_objects[id].update(obj)
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def update_frame_times(self, frame_name: str, frame_time: float):
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def update_frame_times(self, frame_name: str, frame_time: float) -> None:
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# if the object was there in the last frame, assume it's still there
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detections = [
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(
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@ -460,10 +463,13 @@ class NorfairTracker(ObjectTracker):
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self.match_and_update(frame_name, frame_time, detections=detections)
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def match_and_update(
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self, frame_name: str, frame_time: float, detections: list[dict[str, Any]]
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):
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self,
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frame_name: str,
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frame_time: float,
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detections: list[tuple[Any, Any, Any, Any, Any, Any]],
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) -> None:
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# Group detections by object type
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detections_by_type = {}
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detections_by_type: dict[str, list[Detection]] = {}
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for obj in detections:
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label = obj[0]
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if label not in detections_by_type:
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@ -551,17 +557,17 @@ class NorfairTracker(ObjectTracker):
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estimate = (
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max(0, estimate[0]),
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max(0, estimate[1]),
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min(self.detect_config.width - 1, estimate[2]),
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min(self.detect_config.height - 1, estimate[3]),
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min(self.detect_config.width - 1, estimate[2]), # type: ignore[operator]
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min(self.detect_config.height - 1, estimate[3]), # type: ignore[operator]
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)
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obj = {
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new_obj = {
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**t.last_detection.data,
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"estimate": estimate,
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"estimate_velocity": t.estimate_velocity,
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}
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active_ids.append(t.global_id)
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if t.global_id not in self.track_id_map:
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self.register(t.global_id, obj)
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self.register(t.global_id, new_obj)
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# if there wasn't a detection in this frame, increment disappeared
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elif t.last_detection.data["frame_time"] != frame_time:
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id = self.track_id_map[t.global_id]
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@ -569,10 +575,10 @@ class NorfairTracker(ObjectTracker):
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# sometimes the estimate gets way off
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# only update if the upper left corner is actually upper left
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if estimate[0] < estimate[2] and estimate[1] < estimate[3]:
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self.tracked_objects[id]["estimate"] = obj["estimate"]
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self.tracked_objects[id]["estimate"] = new_obj["estimate"]
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# else update it
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else:
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self.update(t.global_id, obj)
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self.update(t.global_id, new_obj)
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# clear expired tracks
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expired_ids = [k for k in self.track_id_map.keys() if k not in active_ids]
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@ -585,7 +591,7 @@ class NorfairTracker(ObjectTracker):
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o[2] for o in detections if o[2] not in tracked_object_boxes
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]
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def print_objects_as_table(self, tracked_objects: Sequence):
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def print_objects_as_table(self, tracked_objects: Sequence) -> None:
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"""Used for helping in debugging"""
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print()
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console = Console()
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@ -605,13 +611,13 @@ class NorfairTracker(ObjectTracker):
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)
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console.print(table)
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def debug_draw(self, frame, frame_time):
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def debug_draw(self, frame: np.ndarray, frame_time: float) -> None:
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# Collect all tracked objects from each tracker
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all_tracked_objects = []
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# print a table to the console with norfair tracked object info
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if False:
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if len(self.trackers["license_plate"]["static"].tracked_objects) > 0:
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if len(self.trackers["license_plate"]["static"].tracked_objects) > 0: # type: ignore[unreachable]
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self.print_objects_as_table(
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self.trackers["license_plate"]["static"].tracked_objects
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)
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@ -662,7 +668,7 @@ class NorfairTracker(ObjectTracker):
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if False:
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# draw the current formatted time on the frame
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from datetime import datetime
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from datetime import datetime # type: ignore[unreachable]
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formatted_time = datetime.fromtimestamp(frame_time).strftime(
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"%m/%d/%Y %I:%M:%S %p"
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@ -6,6 +6,7 @@ import queue
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import threading
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from collections import defaultdict
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from enum import Enum
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from multiprocessing import Queue as MpQueue
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from multiprocessing.synchronize import Event as MpEvent
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from typing import Any
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@ -39,6 +40,7 @@ from frigate.const import (
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)
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from frigate.events.types import EventStateEnum, EventTypeEnum
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from frigate.models import Event, ReviewSegment, Timeline
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from frigate.ptz.autotrack import PtzAutoTrackerThread
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from frigate.track.tracked_object import TrackedObject
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from frigate.util.image import SharedMemoryFrameManager
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@ -56,10 +58,10 @@ class TrackedObjectProcessor(threading.Thread):
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self,
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config: FrigateConfig,
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dispatcher: Dispatcher,
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tracked_objects_queue,
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ptz_autotracker_thread,
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stop_event,
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):
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tracked_objects_queue: MpQueue,
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ptz_autotracker_thread: PtzAutoTrackerThread,
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stop_event: MpEvent,
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) -> None:
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super().__init__(name="detected_frames_processor")
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self.config = config
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self.dispatcher = dispatcher
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@ -98,8 +100,12 @@ class TrackedObjectProcessor(threading.Thread):
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# }
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# }
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# }
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self.zone_data = defaultdict(lambda: defaultdict(dict))
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self.active_zone_data = defaultdict(lambda: defaultdict(dict))
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self.zone_data: dict[str, dict[str, Any]] = defaultdict(
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lambda: defaultdict(dict)
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)
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self.active_zone_data: dict[str, dict[str, Any]] = defaultdict(
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lambda: defaultdict(dict)
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)
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for camera in self.config.cameras.keys():
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self.create_camera_state(camera)
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@ -107,7 +113,7 @@ class TrackedObjectProcessor(threading.Thread):
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def create_camera_state(self, camera: str) -> None:
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"""Creates a new camera state."""
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def start(camera: str, obj: TrackedObject, frame_name: str):
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def start(camera: str, obj: TrackedObject, frame_name: str) -> None:
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self.event_sender.publish(
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(
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EventTypeEnum.tracked_object,
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@ -118,7 +124,7 @@ class TrackedObjectProcessor(threading.Thread):
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)
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)
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def update(camera: str, obj: TrackedObject, frame_name: str):
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def update(camera: str, obj: TrackedObject, frame_name: str) -> None:
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obj.has_snapshot = self.should_save_snapshot(camera, obj)
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obj.has_clip = self.should_retain_recording(camera, obj)
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after = obj.to_dict()
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@ -139,10 +145,10 @@ class TrackedObjectProcessor(threading.Thread):
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)
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)
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def autotrack(camera: str, obj: TrackedObject, frame_name: str):
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def autotrack(camera: str, obj: TrackedObject, frame_name: str) -> None:
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self.ptz_autotracker_thread.ptz_autotracker.autotrack_object(camera, obj)
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def end(camera: str, obj: TrackedObject, frame_name: str):
|
||||
def end(camera: str, obj: TrackedObject, frame_name: str) -> None:
|
||||
# populate has_snapshot
|
||||
obj.has_snapshot = self.should_save_snapshot(camera, obj)
|
||||
obj.has_clip = self.should_retain_recording(camera, obj)
|
||||
@ -211,7 +217,7 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
|
||||
return False
|
||||
|
||||
def camera_activity(camera, activity):
|
||||
def camera_activity(camera: str, activity: dict[str, Any]) -> None:
|
||||
last_activity = self.camera_activity.get(camera)
|
||||
|
||||
if not last_activity or activity != last_activity:
|
||||
@ -229,7 +235,7 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
camera_state.on("camera_activity", camera_activity)
|
||||
self.camera_states[camera] = camera_state
|
||||
|
||||
def should_save_snapshot(self, camera, obj: TrackedObject):
|
||||
def should_save_snapshot(self, camera: str, obj: TrackedObject) -> bool:
|
||||
if obj.false_positive:
|
||||
return False
|
||||
|
||||
@ -252,7 +258,7 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
|
||||
return True
|
||||
|
||||
def should_retain_recording(self, camera: str, obj: TrackedObject):
|
||||
def should_retain_recording(self, camera: str, obj: TrackedObject) -> bool:
|
||||
if obj.false_positive:
|
||||
return False
|
||||
|
||||
@ -272,7 +278,7 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
|
||||
return True
|
||||
|
||||
def should_mqtt_snapshot(self, camera, obj: TrackedObject):
|
||||
def should_mqtt_snapshot(self, camera: str, obj: TrackedObject) -> bool:
|
||||
# object never changed position
|
||||
if obj.is_stationary():
|
||||
return False
|
||||
@ -287,7 +293,9 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
|
||||
return True
|
||||
|
||||
def update_mqtt_motion(self, camera, frame_time, motion_boxes):
|
||||
def update_mqtt_motion(
|
||||
self, camera: str, frame_time: float, motion_boxes: list
|
||||
) -> None:
|
||||
# publish if motion is currently being detected
|
||||
if motion_boxes:
|
||||
# only send ON if motion isn't already active
|
||||
@ -313,11 +321,15 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
# reset the last_motion so redundant `off` commands aren't sent
|
||||
self.last_motion_detected[camera] = 0
|
||||
|
||||
def get_best(self, camera, label):
|
||||
def get_best(self, camera: str, label: str) -> dict[str, Any]:
|
||||
# TODO: need a lock here
|
||||
camera_state = self.camera_states[camera]
|
||||
if label in camera_state.best_objects:
|
||||
best_obj = camera_state.best_objects[label]
|
||||
|
||||
if not best_obj.thumbnail_data:
|
||||
return {}
|
||||
|
||||
best = best_obj.thumbnail_data.copy()
|
||||
best["frame"] = camera_state.frame_cache.get(
|
||||
best_obj.thumbnail_data["frame_time"]
|
||||
@ -340,7 +352,7 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
|
||||
return self.camera_states[camera].get_current_frame(draw_options)
|
||||
|
||||
def get_current_frame_time(self, camera) -> int:
|
||||
def get_current_frame_time(self, camera: str) -> float:
|
||||
"""Returns the latest frame time for a given camera."""
|
||||
return self.camera_states[camera].current_frame_time
|
||||
|
||||
@ -348,7 +360,7 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
self, event_id: str, sub_label: str | None, score: float | None
|
||||
) -> None:
|
||||
"""Update sub label for given event id."""
|
||||
tracked_obj: TrackedObject = None
|
||||
tracked_obj: TrackedObject | None = None
|
||||
|
||||
for state in self.camera_states.values():
|
||||
tracked_obj = state.tracked_objects.get(event_id)
|
||||
@ -357,7 +369,7 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
break
|
||||
|
||||
try:
|
||||
event: Event = Event.get(Event.id == event_id)
|
||||
event: Event | None = Event.get(Event.id == event_id)
|
||||
except DoesNotExist:
|
||||
event = None
|
||||
|
||||
@ -368,7 +380,7 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
tracked_obj.obj_data["sub_label"] = (sub_label, score)
|
||||
|
||||
if event:
|
||||
event.sub_label = sub_label
|
||||
event.sub_label = sub_label # type: ignore[assignment]
|
||||
data = event.data
|
||||
if sub_label is None:
|
||||
data["sub_label_score"] = None
|
||||
@ -402,7 +414,7 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
objects_list = []
|
||||
sub_labels = set()
|
||||
events = Event.select(Event.id, Event.label, Event.sub_label).where(
|
||||
Event.id.in_(detection_ids)
|
||||
Event.id.in_(detection_ids) # type: ignore[call-arg, misc]
|
||||
)
|
||||
for det_event in events:
|
||||
if det_event.sub_label:
|
||||
@ -431,13 +443,11 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
f"Updated sub_label for event {event_id} in review segment {review_segment.id}"
|
||||
)
|
||||
|
||||
except ReviewSegment.DoesNotExist:
|
||||
except DoesNotExist:
|
||||
logger.debug(
|
||||
f"No review segment found with event ID {event_id} when updating sub_label"
|
||||
)
|
||||
|
||||
return True
|
||||
|
||||
def set_object_attribute(
|
||||
self,
|
||||
event_id: str,
|
||||
@ -446,7 +456,7 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
score: float | None,
|
||||
) -> None:
|
||||
"""Update attribute for given event id."""
|
||||
tracked_obj: TrackedObject = None
|
||||
tracked_obj: TrackedObject | None = None
|
||||
|
||||
for state in self.camera_states.values():
|
||||
tracked_obj = state.tracked_objects.get(event_id)
|
||||
@ -455,7 +465,7 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
break
|
||||
|
||||
try:
|
||||
event: Event = Event.get(Event.id == event_id)
|
||||
event: Event | None = Event.get(Event.id == event_id)
|
||||
except DoesNotExist:
|
||||
event = None
|
||||
|
||||
@ -478,8 +488,6 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
event.data = data
|
||||
event.save()
|
||||
|
||||
return True
|
||||
|
||||
def save_lpr_snapshot(self, payload: tuple) -> None:
|
||||
# save the snapshot image
|
||||
(frame, event_id, camera) = payload
|
||||
@ -638,7 +646,7 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
)
|
||||
self.ongoing_manual_events.pop(event_id)
|
||||
|
||||
def force_end_all_events(self, camera: str, camera_state: CameraState):
|
||||
def force_end_all_events(self, camera: str, camera_state: CameraState) -> None:
|
||||
"""Ends all active events on camera when disabling."""
|
||||
last_frame_name = camera_state.previous_frame_id
|
||||
for obj_id, obj in list(camera_state.tracked_objects.items()):
|
||||
@ -656,7 +664,7 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
{"enabled": False, "motion": 0, "objects": []},
|
||||
)
|
||||
|
||||
def run(self):
|
||||
def run(self) -> None:
|
||||
while not self.stop_event.is_set():
|
||||
# check for config updates
|
||||
updated_topics = self.camera_config_subscriber.check_for_updates()
|
||||
@ -698,11 +706,16 @@ class TrackedObjectProcessor(threading.Thread):
|
||||
|
||||
# check for sub label updates
|
||||
while True:
|
||||
(raw_topic, payload) = self.sub_label_subscriber.check_for_update(
|
||||
update = self.sub_label_subscriber.check_for_update(
|
||||
timeout=0
|
||||
)
|
||||
|
||||
if not raw_topic:
|
||||
if not update:
|
||||
break
|
||||
|
||||
(raw_topic, payload) = update
|
||||
|
||||
if not raw_topic or not payload:
|
||||
break
|
||||
|
||||
topic = str(raw_topic)
|
||||
|
||||
Loading…
Reference in New Issue
Block a user