diff --git a/function.py b/function.py index 69b1916..103d776 100644 --- a/function.py +++ b/function.py @@ -84,10 +84,17 @@ def load_data(filepath): with open(filepath, 'r') as file: for line in file: fields = line.strip().split() - if '?' in fields: - continue # 跳过包含缺失值的行 - data.append([float(x) for x in fields[:-1]]) - labels.append(int(fields[-1])) # 假设标签在最后一列 + # 检查是否有缺失值,并排除不符合行长度要求的数据 + if '?' in fields or len(fields) < 2: + continue + try: + # 假设特征在前面,标签在最后一列 + data.append([float(x) for x in fields[:-1]]) + labels.append(int(fields[-1])) + except ValueError: + # 如果无法转换为浮点数或整数,跳过该行 + continue + # 返回值需要是两个NumPy数组 return np.array(data), np.array(labels)