[Feature]: Add a debug flag to print out all parameters of the model

[Fontanapink]

Feature Title

This should be a passable argument

Is your feature request related to a problem?

Right now, the methods print a lot of parameters because it was necessary during development.
We now need to remove them and only print if there is a debug flag

Describe the solution you'd like

No response

Additional Context

No response

Optional Labels

• HIGH priority
• LOW priority
• good first issue
• help wanted
• wontfix
• question/discussion