Improve training loop clarity and add safety checks#3
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…d autoencoder contributions
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Summary
This PR improves the readability and robustness of the training loop.
Changes
Motivation
These changes make the training pipeline easier to understand
for new contributors without affecting existing functionality.
Testing
No functional changes; training behavior remains unchanged.