Update _convert_kohya_ss_state_dict to directly output the new naming conventions

[williamberman]

_convert_kohya_ss_state_dict outputs the legacy lora conventions when the additional layer was stored on the model without a formal separate module. We should update it to directly output the new naming convention with formal lora layers

See previous discussion: #4147 (comment)

[hackpk]

@williamberman Can I work on this??

[williamberman]

sure :)

[hackpk]

@williamberman Thanks I will be needing some help. I checked the discussion but couldn't understand much. Can you please tell me where to start ??

[Lorenzobattistela]

@williamberman I'd like to work on this. I checked the discussion and I do understand that we need to update output to new naming conventions. Where can i find these conventions? Thanks in advance

[amk16]

Hey is anyone working on this otherwise could I?

[AbhinavJangra29]

is anyone working on this ?

[sayakpaul]

It's done already. So, closing this