解决 AttributeError: module ‘keras.layers‘ has no attribute ‘regularizers‘

问题出现结果：

Traceback (most recent call last):
  File "C:UsersAdministratoranaconda3envsanalyselibrunpy.py", line 194, in _run_module_as_main
    return _run_code(code, main_globals, None,
  File "C:UsersAdministratoranaconda3envsanalyselibrunpy.py", line 87, in _run_code
    exec(code, run_globals)
  File "C:UsersAdministratorPycharmProjectspythonProject3venv8、MISCNN，BCICIV_2a_mat，73%，无8、MISCNN，BCICIV_2a_mat，73%，无SCNNtrain_example.py", line 102, in 
    model = MODELS[args.model](training_data[0].shape[1:], 4)
  File "C:UsersAdministratorPycharmProjectspythonProject3venv8、MISCNN，BCICIV_2a_mat，73%，无8、MISCNN，BCICIV_2a_mat，73%，无SCNNmodels.py", line 66, in BestSCNN
    kernel_regularizer=keras.layers.regularizers.l2(reg),
AttributeError: module 'keras.layers' has no attribute 'regularizers'

具体的代码：

    for i in range(temp_layers):
        conv = keras.layers.Conv2D(lunits[1], (temporal, 1), activation=activation,
                                   use_bias=False, name='temporal_conv_{0}'.format(i),
                                   kernel_regularizer=keras.layers.regularizers.l2(reg),
                                   data_format='channels_last')(conv)

解决方法：kernel_regularizer=keras.layers.regularizers.l2(reg) 中删除 layers