AttributeError：“模型”对象没有属性“名称”

Question

我是新手，当我遇到此错误时Keras，我正尝试使用构建text-classification CNN模型Python 3.6：

AttributeError: 'Model' object has no attribute 'name'

这是我编写的代码：

print("\nCreating Model...")

x1 = Input(shape=(seq_len1, 100), name='x1')

x2 = Input(shape=(seq_len2, 100), name='x2')

x1 = Reshape((seq_len1, embedding_dim, 1))(x1)

x2 = Reshape((seq_len2, embedding_dim, 1))(x2)

conv_0 = Conv2D(num_filters, kernel_size=(filter_sizes[0], 1), padding='valid', kernel_initializer='normal', activation='relu')

conv_1 = Conv2D(num_filters, kernel_size=(filter_sizes[1], 1), padding='valid', kernel_initializer='normal', activation='relu')

conv_2 = Conv2D(num_filters, kernel_size=(filter_sizes[2], 1), padding='valid', kernel_initializer='normal', activation='relu')

maxpool = MaxPool2D(pool_size=(2, 1), strides=(1,1), padding='valid')

output1 = conv_0(x1)

output1 = maxpool(output1)

output1 = conv_1(output1)

output1 = maxpool(output1)

output1 = conv_2(output1)

output1 = maxpool(output1)

.

.

# Same for output2

.

concatenated_tensor = Concatenate(axis=1)([output1, output2])

flatten = Flatten()(concatenated_tensor)

#dropout = Dropout(drop)(flatten)

output = Dense(units=1024, activation='relu')(flatten)

output = Dense(units=1024, activation='relu')(output)

output = Dense(units=1, activation='softmax')(output)

# this creates a model that includes

model = Model(inputs=[x1, x2], outputs=[output])

在最后一行遇到错误。请帮我解决这个问题

编辑 ：

Traceback (most recent call last):

  File "model.py", line 91, in <module>

    model = Model(inputs=[x1, x2], outputs=[out])

  File "/../../anaconda3/lib/python3.6/site-packages/keras/legacy/interfaces.py", line 91, in wrapper

    return func(*args, **kwargs)

  File "/../../anaconda3/lib/python3.6/site-packages/keras/engine/network.py", line 91, in __init__

    self._init_graph_network(*args, **kwargs)

  File "/../../anaconda3/lib/python3.6/site-packages/keras/engine/network.py", line 183, in _init_graph_network

    'The tensor that caused the issue was: ' +

AttributeError: 'Model' object has no attribute 'name'

Answer 1

x1和x2指向输入的“重塑”层，而不是输入层本身。

Answer 2

当我使用自定义的“ swish”激活功能时，同样的错误对我弹出。我可以使用此代码解决相同的问题class Swish(Activation):&nbsp; &nbsp; def __init__(self, activation, **kwargs):&nbsp; &nbsp; &nbsp; &nbsp; super(Swish, self).__init__(activation, **kwargs)&nbsp; &nbsp; &nbsp; &nbsp; self.__name__ = 'swish'def swish(x,beta=1):&nbsp; &nbsp; return (x*sigmoid(x*beta))get_custom_objects().update({'swish': Swish(swish)})