Foreword
While I was working on my last idea, I kept struggling with a problem. And every solution so far has been unsatisfactory. Now that I am starting to rethink, I am slowly moving in the right direction.
With a new formulation of the Prompt, I got better, but not good enough. So in the end I went one step back to the original idea
Problem Description
I wanted to create an image where one transparent bottle is all the time lying on the ground, on a table or on sand and so on. This was previously an impossible task, and the correct result was more of a coincidence.
What I am able to get is what you see in the next two images.


The bottle is standing and never lying as I wanted it to be. That is very unsatisfactory.
So far I tested a lot of Prompts with different formulation of different kind. Some examples are:
laying transparent bottle
transparent bottle laying
laying on its side transparent bottle
transparent bottle laying on its side
laying down transparent bottle
transparent bottle laying downI tried also changing the view angle and I tried also using rotation formulations. No success so far.
I failed also using different Negative Prompts.
Solution Approach
After failing the prompt for the second time, I went back to my original idea of building a suitable LoRA model.
Here are some new created images with the new LoRA model.



The LoRA model used can be found in my published models [1].
Learning Rate
The learning rate curve gives an indication that the newly created model will work. The maximum value for the loss is with a value of 0.030 low in comparison which I have seen before training my other models. Normally I have maximum value of round about 0.15 for the loss value.

The number of iterations is with 1500 moderate to the values I have had.
Conclusion
After different tries I have the lever arm to get what I want, a lying bottle. Now it is the work to make that in different scenarios possible.
Finally
Have a nice day. Have fun. Be inspired!
Reference
[1] https://civitai.com/models/826832/emptyglassbottleconcept


