FailedPreconditionError: Error while reading resource variable module.. while evaluating tensorflow pretrained model

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I have trained a binary image classifier through inception3. I am able to evaluate the model immediately after creating it. But if I save the model and reload it and then try to evaluate or predict, then I am getting the following error:

FailedPreconditionError: Error while reading resource variable module_16/InceptionV3/Mixed_6d/Branch_2/Conv2d_0c_1x7/BatchNorm/beta from Container: localhost. This could mean that the variable was uninitialized. Not found: Resource localhost/module_16/InceptionV3/Mixed_6d/Branch_2/Conv2d_0c_1x7/BatchNorm/beta/N10tensorflow3VarE does not exist.
 [[{{node lambda_2_8/module_16_apply_default/InceptionV3/InceptionV3/Mixed_6d/Branch_2/Conv2d_0c_1x7/BatchNorm/ReadVariableOp}}]]

Here is code snippet:

with tf.compat.v1.Session() as sess:
  sess.run(tf.global_variables_initializer())
  #sess.run(tf.local_variables_initializer())
  new_model = tf.keras.models.load_model('mymodel.h5')
  new_model.summary()
  eval_model=new_model.evaluate(image_test, label_test)
  eval_model

configuration: tensorflow 1.14.0-rc1,
Keras 2.2.4-tf

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