in src/peft/tuners/ia3/model.py [0:0]
def _check_add_weighted_adapter(self, adapters: list[str]) -> tuple[str, str]:
"""
Helper function to check if the arguments to add_weighted_adapter are valid and compatible with the underlying
model.
"""
# Validate existence of adapters
for adapter in adapters:
if adapter not in self.peft_config:
raise ValueError(f"Adapter {adapter} does not exist")
# Check for conflicting modules_to_save
modules_to_save_wrappers = [module for module in self.modules() if isinstance(module, ModulesToSaveWrapper)]
if any(
sum(adapter in wrapper.modules_to_save for adapter in adapters) > 1 for wrapper in modules_to_save_wrappers
):
raise ValueError("Cannot add weighted adapters targeting the same module with modules_to_save.")
# Ensure all adapters have compatible target and feedforward module types
target_module_types = {type(self.peft_config[adapter].target_modules) for adapter in adapters}
feedforward_module_types = {type(self.peft_config[adapter].feedforward_modules) for adapter in adapters}
if len(target_module_types) > 1 or len(feedforward_module_types) > 1:
raise ValueError("All adapter configs should have the same type for target and feedforward modules.")
# Combine target and feedforward modules
if str in target_module_types:
new_target_modules = "|".join(f"({self.peft_config[adapter].target_modules})" for adapter in adapters)
else:
new_target_modules = set.union(*(self.peft_config[adapter].target_modules for adapter in adapters))
if str in feedforward_module_types:
new_feedforward_modules = "|".join(
f"({self.peft_config[adapter].feedforward_modules})" for adapter in adapters
)
else:
new_feedforward_modules = set.union(
*(self.peft_config[adapter].feedforward_modules for adapter in adapters)
)
return new_target_modules, new_feedforward_modules