尝试重命名 tf.keras 上的预训练模型时出错

Question

I trained two models in order to ensemble them, when I try to load them with this code:

  from tensorflow.keras.models import load_model
  models=[]
  modelTemp=load_model('models/full.h5')
  modelTemp.name = "inception1"
  models.append(modelTemp)

error occur :

  AttributeError: Can't set the attribute "name", likely because it conflicts with an existing read-only @property of the object. Please choose a different name.

full error message:

---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
/usr/local/lib/python3.6/dist-packages/tensorflow/python/keras/engine/base_layer.py in __setattr__(self, name, value)
   1968       try:
-> 1969         super(tracking.AutoTrackable, self).__setattr__(name, value)
   1970       except AttributeError:

AttributeError: can't set attribute

During handling of the above exception, another exception occurred:

AttributeError                            Traceback (most recent call last)
2 frames
/usr/local/lib/python3.6/dist-packages/tensorflow/python/keras/engine/base_layer.py in __setattr__(self, name, value)
   1972             ('Can\'t set the attribute "{}", likely because it conflicts with '
   1973              'an existing read-only @property of the object. Please choose a '
-> 1974              'different name.').format(name))
   1975       return
   1976 

AttributeError: Can't set the attribute "name", likely because it conflicts with an existing read-only @property of the object. Please choose a different name.

Answer 1

根据StackOverflow上的这个问题，您需要使用：

modelTemp._name = 'inception'

Answer 2

I have answered the same topic here How to rename Pre-Trained model ? ValueError 'Trained Model' is not a valid scope name

Solution is:

model = load_model(r"C:\Master\Learning\Agri_Intelligence\Models\Model.h5")
model._name = "New_Model_Name"
model.save(r"C:\Master\Learning\Agri_Intelligence\Models\New_Model.h5")