import ipdb from peft.tuners.tuners_utils import BaseTunerLayer from typing import List, Any, Optional, Type def module_active_adapters(module): if hasattr(module, 'active_adapters'): result = [i for i in module.active_adapters if i in module.scaling.keys()] else: result = [] return result class enable_lora: def __init__(self, lora_modules: List[BaseTunerLayer], enable_adapters: List) -> None: self.lora_modules: List[BaseTunerLayer] = [ each for each in lora_modules if isinstance(each, BaseTunerLayer) ] self.active_adapter_scales = [ { active_adapter: lora_module.scaling[active_adapter] for active_adapter in module_active_adapters(lora_module) } for lora_module in self.lora_modules ] self.enable_adapters = enable_adapters def __enter__(self) -> None: for lora_module in self.lora_modules: for active_adapter in module_active_adapters(lora_module): if active_adapter not in self.enable_adapters: lora_module.set_scale(active_adapter,0) def __exit__( self, exc_type: Optional[Type[BaseException]], exc_val: Optional[BaseException], exc_tb: Optional[Any], ) -> None: for i, lora_module in enumerate(self.lora_modules): for active_adapter in module_active_adapters(lora_module): lora_module.set_scale(active_adapter,self.active_adapter_scales[i][active_adapter])