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* Initial commit * Implemented block lora - implemented block lora - updated docs - added tests * Finishing up * Reverted unrelated changes made by make style * Fixed typo * Fixed bug + Made text_encoder_2 scalable * Integrated some review feedback * Incorporated review feedback * Fix tests * Made every module configurable * Adapter to new lora test structure * Final cleanup * Some more final fixes - Included examples in `using_peft_for_inference.md` - Added hint that only attns are scaled - Removed NoneTypes - Added test to check mismatching lens of adapter names / weights raise error * Update using_peft_for_inference.md * Update using_peft_for_inference.md * Make style, quality, fix-copies * Updated tutorial;Warning if scale/adapter mismatch * floats are forwarded as-is; changed tutorial scale * make style, quality, fix-copies * Fixed typo in tutorial * Moved some warnings into `lora_loader_utils.py` * Moved scale/lora mismatch warnings back * Integrated final review suggestions * Empty commit to trigger CI * Reverted emoty commit to trigger CI --------- Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>