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CycleGan save error
Hi,
I'm running the Colab of CycleGan as is (https://colab.research.google.com/github/keras-team/keras-io/blob/master/examples/generative/ipynb/cyclegan.ipynb) and have the following error:
ValueError Traceback (most recent call last)
in () 42 tf.data.Dataset.zip((train_horses, train_zebras)), 43 epochs=1, ---> 44 callbacks=[plotter, model_checkpoint_callback], 45 ) 7 frames /usr/local/lib/python3.7/dist-packages/keras/saving/saving_utils.py in raise_model_input_error(model) 86 'set. Usually, input shapes are automatically determined from calling' 87 '
.fit()or.predict(). To manually set the shapes, call ' ---> 88 'model.build(input_shape).'.format(model)) 89 90ValueError: Model <main.CycleGan object at 0x7f1515ca2b50> cannot be saved because the input shapes have not been set. Usually, input shapes are automatically determined from calling
.fit()or.predict(). To manually set the shapes, callmodel.build(input_shape).
I tried different fixes but they just gave me different errors:
cycle_gan_model.compute_output_shape(input_shape=(None, 256, 256, 3))
cycle_gan_model.build((None, 256, 256, 3))
What can I do to fix it?
Thank you!
I solved the problem by adding a call method to the CycleGan class.
def call(self, inputs, training=None, mask=None):
return self.disc_X(inputs), self.disc_Y(inputs), self.gen_G(inputs), self.gen_F(inputs)
Then specify the input size like this.
cycle_gan_model.compute_output_shape(input_shape=(None, 256, 256, 3))
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