How can I debug incorrect label generation in VAE model

Question

With the help of code, can you tell me How I can debug incorrect label generation in the VAE model?

Answer 1

To debug incorrect label generation in a VAE model, verify the correctness of the input-label mapping, check the latent space representation, and ensure the decoder receives meaningful latent vectors.

Here is the code snippet you can refer to:

In the above code, we are using the following key points:

• Input-Label Mapping: Ensure inputs and labels are correctly paired and batched.
• Latent Space Inspection: Check if the latent space is well-formed (mean near zero, variance near one).
• Decoder Testing: Validate that the decoder processes latent vectors correctly and produces expected outputs.

Hence, by referring to the code above, you can debug incorrect label generation in the VAE model.