Spark version 3.4.0
Python 3.9.16
tensorflow 2.17.0

Hi,

I encountered an issue while building a VAE (Variational Autoencoder
<https://en.wikipedia.org/wiki/Variational_autoencoder>) model using the
following configuration: I am doing this work as part of imputation of
fraud data

   - Input dimension: 250
   - Latent dimension: 32
   - Method name: build_vae_model

This error occurred when calling build_vae_model within the impute_data_vae
module, leading to a failure with the following error description:

*Error:*
A KerasTensor cannot be used as input to a TensorFlow function. A
KerasTensor is a symbolic placeholder for a shape and dtype, used when
constructing Keras Functional models or Keras Functions. You can only use
it as input to a Keras layer or a Keras operation (from the namespaces
`keras.layers` and `keras.operations`). You are likely doing something like:

```

x = Input(...)

...

tf_fn(x)  # Invalid.

```

What you should do instead is wrap `tf_fn` in a layer:

```
class MyLayer(Layer):

    def call(self, x):

        return tf_fn(x)
x = MyLayer()(x)
```

As a next step, I will be adjusting the build_vae_model method to wrap the
TensorFlow function(s) inside appropriate Keras layers. It is becoming very
time consuming. If anyone has faced a similar issue or has recommendations
on the best practices for handling, I will appreciate it.

Thanks

Mich Talebzadeh,
Architect | Data Engineer | Data Science | Financial Crime
PhD <https://en.wikipedia.org/wiki/Doctor_of_Philosophy> Imperial College
London <https://en.wikipedia.org/wiki/Imperial_College_London>
London, United Kingdom


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<https://www.linkedin.com/in/mich-talebzadeh-ph-d-5205b2/>


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*Disclaimer:* The information provided is correct to the best of my
knowledge but of course cannot be guaranteed . It is essential to note
that, as with any advice, quote "one test result is worth one-thousand
expert opinions (Werner  <https://en.wikipedia.org/wiki/Wernher_von_Braun>Von
Braun <https://en.wikipedia.org/wiki/Wernher_von_Braun>)".

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