[`Blip2`] Fix Blip-2 multi gpu (#21707)
* fix blip multi gpu
* fix
* final changes
* adapt suggestions
* fix failing slow test
* forward contrib credits from testing and suggestions
* reformat
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Co-authored-by: akkikiki <akkikiki@users.noreply.github.com>
