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rework attributes to get scores
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parent
5e772c3625
commit
737c763354
@ -63,7 +63,9 @@ Message published for each changed event. The first message is published when th
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"stationary": false, // whether or not the object is considered stationary
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"stationary": false, // whether or not the object is considered stationary
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"motionless_count": 0, // number of frames the object has been motionless
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"motionless_count": 0, // number of frames the object has been motionless
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"position_changes": 2, // number of times the object has moved from a stationary position
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"position_changes": 2, // number of times the object has moved from a stationary position
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"attributes": [], // set of unique attributes that have been identified on the object
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"attributes": {
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"face": 0.64
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}, // attributes with top score that have been identified on the object at any point
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"current_attributes": [] // detailed data about the current attributes in this frame
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"current_attributes": [] // detailed data about the current attributes in this frame
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},
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},
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"after": {
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"after": {
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@ -90,13 +92,15 @@ Message published for each changed event. The first message is published when th
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"stationary": false, // whether or not the object is considered stationary
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"stationary": false, // whether or not the object is considered stationary
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"motionless_count": 0, // number of frames the object has been motionless
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"motionless_count": 0, // number of frames the object has been motionless
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"position_changes": 2, // number of times the object has changed position
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"position_changes": 2, // number of times the object has changed position
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"attributes": ["face"], // set of unique attributes that have been identified on the object
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"attributes": {
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"face": 0.86
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}, // attributes with top score that have been identified on the object at any point
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"current_attributes": [
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"current_attributes": [
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// detailed data about the current attributes in this frame
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// detailed data about the current attributes in this frame
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{
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{
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"label": "face",
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"label": "face",
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"box": [442, 506, 534, 524],
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"box": [442, 506, 534, 524],
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"score": 0.64
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"score": 0.86
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}
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}
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]
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]
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}
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}
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@ -199,7 +199,8 @@ class EventProcessor(threading.Thread):
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# only overwrite the sub_label in the database if it's set
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# only overwrite the sub_label in the database if it's set
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if event_data.get("sub_label") is not None:
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if event_data.get("sub_label") is not None:
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event[Event.sub_label] = event_data["sub_label"]
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event[Event.sub_label] = event_data["sub_label"][0]
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event[Event.data]["sub_label_score"] = event_data["sub_label"][1]
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(
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(
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Event.insert(event)
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Event.insert(event)
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@ -38,7 +38,9 @@ class Event(Model): # type: ignore[misc]
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IntegerField()
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IntegerField()
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) # TODO remove when columns can be dropped without rebuilding table
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) # TODO remove when columns can be dropped without rebuilding table
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retain_indefinitely = BooleanField(default=False)
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retain_indefinitely = BooleanField(default=False)
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ratio = FloatField(default=1.0)
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ratio = FloatField(
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default=1.0
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) # TODO remove when columns can be dropped without rebuilding table
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plus_id = CharField(max_length=30)
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plus_id = CharField(max_length=30)
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model_hash = CharField(max_length=32)
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model_hash = CharField(max_length=32)
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detector_type = CharField(max_length=32)
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detector_type = CharField(max_length=32)
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@ -112,7 +112,7 @@ class TrackedObject:
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self.zone_presence = {}
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self.zone_presence = {}
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self.current_zones = []
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self.current_zones = []
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self.entered_zones = []
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self.entered_zones = []
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self.attributes = set()
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self.attributes = defaultdict(float)
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self.false_positive = True
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self.false_positive = True
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self.has_clip = False
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self.has_clip = False
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self.has_snapshot = False
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self.has_snapshot = False
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@ -207,15 +207,15 @@ class TrackedObject:
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# maintain attributes
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# maintain attributes
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for attr in obj_data["attributes"]:
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for attr in obj_data["attributes"]:
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self.attributes.add(attr["label"])
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if self.attributes[attr["label"]] < attr["score"]:
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self.attributes[attr["label"]] = attr["score"]
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# populate the sub_label for car with first logo if it exists
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# populate the sub_label for car with highest scoring logo
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if self.obj_data["label"] == "car" and "sub_label" not in self.obj_data:
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if self.obj_data["label"] == "car":
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recognized_logos = self.attributes.intersection(
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recognized_logos = {k: self.attributes[k] for k in ["ups", "fedex", "amazon"] if k in self.attributes}
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set(["ups", "fedex", "amazon"])
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)
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if len(recognized_logos) > 0:
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if len(recognized_logos) > 0:
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self.obj_data["sub_label"] = recognized_logos.pop()
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max_logo = max(recognized_logos, key=recognized_logos.get)
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self.obj_data["sub_label"] = (max_logo, recognized_logos[max_logo])
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# check for significant change
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# check for significant change
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if not self.false_positive:
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if not self.false_positive:
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@ -274,7 +274,7 @@ class TrackedObject:
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"entered_zones": self.entered_zones.copy(),
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"entered_zones": self.entered_zones.copy(),
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"has_clip": self.has_clip,
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"has_clip": self.has_clip,
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"has_snapshot": self.has_snapshot,
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"has_snapshot": self.has_snapshot,
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"attributes": list(self.attributes),
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"attributes": self.attributes,
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"current_attributes": self.obj_data["attributes"],
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"current_attributes": self.obj_data["attributes"],
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}
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}
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