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def recommend(user_vec, all_video_vecs, top_k=5): sims = util.cos_sim(user_vec, all_video_vecs) # shape (1, N) idx = np.argsort(-sims.numpy())[0][:top_k] return idx

def score_frame(frame): # Sharpness sharpness = cv2.Laplacian(frame, cv2.CV_64F).var() # Emotion (returns dict of scores) emo = DeepFace.analyze(frame, actions=['emotion'], enforce_detection=False) happy_score = emo["dominant_emotion"] == "happy" return sharpness + (10 if happy_score else 0) Girlx ShowStars Aya Naina 02 Mp4

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