如何解决“模型尚未建立” Keras错误?

发布于 2025-02-13 07:08:27 字数 988 浏览 4 评论 0原文

我在使用CNN时遇到了此错误:

This model has not yet been built. Build the model first by calling `build()` or by calling the model on a batch of data.

我的代码在下面:

 from tensorflow.keras.models import Sequential
 from tensorflow.keras.layers import Dense,Dropout
 from tensorflow.keras.layers import Conv2D
 from tensorflow.keras.layers import Flatten
 from tensorflow.keras.layers import MaxPooling2D
 from tensorflow.keras.callbacks import TensorBoard

 model=Sequential()
 model.add(Conv2D(32,5,input_shape=(1,28,28),activation='relu',data_format='channels_last'))
 model.add(MaxPooling2D(pool_size=(2,2),strides=2))
 model.add(Flatten())
 model.add(Conv2D(64,5,input_shape=(1,28,28),activation='relu',data_format='channels_last'))
 model.add(MaxPooling2D(pool_size=2,strides=2))
 model.add(Flatten())
 model.add(Dense(units=32,activation='relu'))
 model.add(Dropout(0.4))
 model.add(Dense(units=1,activation='softmax'))

 model.summary()

I got this error while working with CNN:

This model has not yet been built. Build the model first by calling `build()` or by calling the model on a batch of data.

My code is below :

 from tensorflow.keras.models import Sequential
 from tensorflow.keras.layers import Dense,Dropout
 from tensorflow.keras.layers import Conv2D
 from tensorflow.keras.layers import Flatten
 from tensorflow.keras.layers import MaxPooling2D
 from tensorflow.keras.callbacks import TensorBoard

 model=Sequential()
 model.add(Conv2D(32,5,input_shape=(1,28,28),activation='relu',data_format='channels_last'))
 model.add(MaxPooling2D(pool_size=(2,2),strides=2))
 model.add(Flatten())
 model.add(Conv2D(64,5,input_shape=(1,28,28),activation='relu',data_format='channels_last'))
 model.add(MaxPooling2D(pool_size=2,strides=2))
 model.add(Flatten())
 model.add(Dense(units=32,activation='relu'))
 model.add(Dropout(0.4))
 model.add(Dense(units=1,activation='softmax'))

 model.summary()

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猥︴琐丶欲为 2025-02-20 07:08:27

根据错误,运行:

input_shape=(1,28,28)
model.build(input_shape)                
model.summary()

According to the error, run:

input_shape=(1,28,28)
model.build(input_shape)                
model.summary()
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