import math def cosine_similarity(a: list[float], b: list[float]) -> float: if not a or not b or len(a) != len(b): return -1.0 dot = sum(x * y for x, y in zip(a, b)) norm_a = math.sqrt(sum(x * x for x in a)) norm_b = math.sqrt(sum(y * y for y in b)) if norm_a == 0 or norm_b == 0: return -1.0 return dot / (norm_a * norm_b)