from collections import deque from edge.models import Keypoint, BBox from edge.tracking import Track, TrackFrame from edge.detectors.fall import FallDetector, FallConfig def _standing_kps(): kps = [Keypoint(50, 150, 0.9) for _ in range(17)] kps[5] = Keypoint(40, 100, 0.9); kps[6] = Keypoint(60, 100, 0.9) kps[11] = Keypoint(40, 200, 0.9); kps[12] = Keypoint(60, 200, 0.9) kps[0] = Keypoint(50, 60, 0.9) # nose above hips return kps def _lying_kps(): kps = [Keypoint(150, 300, 0.9) for _ in range(17)] kps[5] = Keypoint(100, 300, 0.9); kps[6] = Keypoint(100, 310, 0.9) kps[11] = Keypoint(200, 300, 0.9); kps[12] = Keypoint(200, 310, 0.9) kps[0] = Keypoint(90, 320, 0.9) # nose below hips return kps def _track(): return Track(1, deque(maxlen=90)) def _feed(det, track, kps, bbox, t): track.frames.append(TrackFrame(t, bbox, kps)) return det.update(track, now=t) def test_standing_produces_no_event(): det = FallDetector(FallConfig()) tr = _track() sig, _ = _feed(det, tr, _standing_kps(), BBox(40, 60, 60, 210), t=0.0) assert sig is None def test_lying_confirmed_after_prone_seconds_emits_fall(): det = FallDetector(FallConfig(prone_confirm_s=1.0)) tr = _track() lying_box = BBox(90, 290, 210, 320) # 넓고 낮음 (aspect>1.25) _feed(det, tr, _lying_kps(), lying_box, t=0.0) sig, meta = _feed(det, tr, _lying_kps(), lying_box, t=1.5) # prone 1.5s > 1.0 assert sig == "fall" assert meta["torso_angle"] > 80 def test_front_fall_height_collapse_triggers_without_angle(): # 정면 낙상: 각도/종횡비 안 변해도 bbox 높이 급붕괴 det = FallDetector(FallConfig(prone_confirm_s=0.5)) tr = _track() tall = BBox(40, 60, 60, 210) # height 150 _feed(det, tr, _standing_kps(), tall, t=0.0) short = BBox(40, 180, 60, 210) # height 30 (붕괴 0.8) _feed(det, tr, _standing_kps(), short, t=0.2) sig, _ = _feed(det, tr, _standing_kps(), short, t=0.9) assert sig == "fall" def test_no_motion_after_fall_escalates(): det = FallDetector(FallConfig(prone_confirm_s=0.5, no_motion_s=1.0, motion_thr=0.05)) tr = _track() box = BBox(90, 290, 210, 320) _feed(det, tr, _lying_kps(), box, t=0.0) _feed(det, tr, _lying_kps(), box, t=0.6) # -> fall _feed(det, tr, _lying_kps(), box, t=1.0) # 미동 지속 sig, _ = _feed(det, tr, _lying_kps(), box, t=2.0) # 부동 >1.0s assert sig == "no_motion" def test_recovery_clears_state(): det = FallDetector(FallConfig(prone_confirm_s=0.5)) tr = _track() box = BBox(90, 290, 210, 320) _feed(det, tr, _lying_kps(), box, t=0.0) _feed(det, tr, _lying_kps(), box, t=0.6) # fall sig, _ = _feed(det, tr, _standing_kps(), BBox(40, 60, 60, 210), t=1.0) assert sig == "recover" def test_low_confidence_is_ignored(): det = FallDetector(FallConfig()) tr = _track() kps = [Keypoint(0, 0, 0.1) for _ in range(17)] # 전부 저신뢰 sig, _ = _feed(det, tr, kps, BBox(0, 0, 100, 30), t=0.0) assert sig is None