queries = self.transpose_qkv(np.dot(queries, self.W_q) + self.b_q)
keys = self.transpose_qkv(np.dot(keys, self.W_k) + self.b_k)
values = self.transpose_qkv(np.dot(values, self.W_v) + self.b_v)