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feat(drone): add DroneCorrelator with TTL store and risk scoring
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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# utils/drone/correlator.py
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from __future__ import annotations
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import contextlib
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import hashlib
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import queue
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from datetime import datetime, timezone
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from utils.cleanup import DataStore, cleanup_manager
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from .models import DroneContact, RemoteIDObservation, RFObservation, RFSignal
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_CONTACT_TTL = 120.0
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_MAX_POSITION_HISTORY = 500
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def _contact_id_from_serial(serial: str) -> str:
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return hashlib.sha1(f"serial:{serial}".encode()).hexdigest()[:12]
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def _contact_id_from_rf(freq_hz: int, protocol: str) -> str:
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return hashlib.sha1(f"rf:{freq_hz}:{protocol}".encode()).hexdigest()[:12]
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def _compute_risk(contact: DroneContact) -> str:
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if not contact.compliant:
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return "high"
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if len(contact.detection_vectors) > 1:
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return "medium"
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if len(contact.rf_signals) >= 2:
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recent = sorted(contact.rf_signals, key=lambda s: s.timestamp)[-5:]
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if abs(recent[-1].rssi - recent[0].rssi) > 15:
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return "medium"
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return "low"
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class DroneCorrelator:
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def __init__(self, output_queue: queue.Queue) -> None:
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self._store: DataStore = DataStore(max_age_seconds=_CONTACT_TTL, name="drone_contacts")
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self._output_queue = output_queue
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cleanup_manager.register(self._store)
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def process(self, obs: RemoteIDObservation | RFObservation) -> None:
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now = datetime.now(timezone.utc)
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if isinstance(obs, RemoteIDObservation):
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contact_id = _contact_id_from_serial(obs.serial_number)
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contact: DroneContact = self._store.get(contact_id) or DroneContact(
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id=contact_id, first_seen=now, last_seen=now
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)
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contact.last_seen = now
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contact.serial_number = obs.serial_number
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contact.operator_id = obs.operator_id
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contact.position = (obs.lat, obs.lon)
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contact.altitude_m = obs.altitude_m
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contact.speed_ms = obs.speed_ms
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contact.heading = obs.heading
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contact.compliant = True
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contact.detection_vectors.add(f"REMOTE_ID_{obs.source}")
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contact.position_history.append((obs.lat, obs.lon, now))
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if len(contact.position_history) > _MAX_POSITION_HISTORY:
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contact.position_history = contact.position_history[-_MAX_POSITION_HISTORY:]
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else:
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contact_id = _contact_id_from_rf(obs.frequency_hz, obs.protocol)
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contact = self._store.get(contact_id) or DroneContact(id=contact_id, first_seen=now, last_seen=now)
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contact.last_seen = now
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contact.compliant = False
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contact.detection_vectors.add(obs.hardware)
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contact.rf_signals.append(
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RFSignal(
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frequency_hz=obs.frequency_hz,
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protocol=obs.protocol,
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rssi=obs.rssi,
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hardware=obs.hardware,
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timestamp=now,
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)
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)
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contact.confidence = min(len(contact.detection_vectors) / 4.0, 1.0)
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contact.risk_level = _compute_risk(contact)
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self._store.set(contact_id, contact)
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with contextlib.suppress(queue.Full):
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self._output_queue.put_nowait({"type": "contact", "data": contact.to_dict()})
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def get_all(self) -> list[dict]:
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return [c.to_dict() for c in self._store.values()]
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