code: def peft_state_dict(self) -> Dict[str, torch.Tensor]:
      if (self.lokr_w1 is None) and (
          (self.lokr_w1_a is None) or (self.lokr_w1_b is None)
      ):
          raise ValueError(
              "Either lokr_w1 or both lokr_w1_a and lokr_w1_b should be provided"
          )
  
      if (self.lokr_w2 is None) and (
          (self.lokr_w2_a is None) or (self.lokr_w2_b is None)
      ):
          raise ValueError(
              "Either lokr_w2 or both lokr_w2_a and lokr_w2_b should be provided"
          )
  
      state_dict = {}
  
      if self.lokr_w1 is not None:
          state_dict[
              f"base_model.model.{self.peft_key}.lokr_w1"
          ] = self.lokr_w1
      elif self.lokr_w1_a is not None:
          state_dict[
              f"base_model.model.{self.peft_key}.lokr_w1_a"
          ] = self.lokr_w1_a
          state_dict[
              f"base_model.model.{self.peft_key}.lokr_w1_b"
          ] = self.lokr_w1_b
  
      if self.lokr_w2 is not None:
          state_dict[
              f"base_model.model.{self.peft_key}.lokr_w2"
          ] = self.lokr_w2
      elif self.lokr_w2_a is not None:
          state_dict[
              f"base_model.model.{self.peft_key}.lokr_w2_a"
          ] = self.lokr_w2_a
          state_dict[
              f"base_model.model.{self.peft_key}.lokr_w2_b"
          ] = self.lokr_w2_b
  
      if self.lokr_t2 is not None:
          state_dict[
              f"base_model.model.{self.peft_key}.lokr_t2"
          ] = self.lokr_t2
  
      return state_dict
  
imports: import argparse
  import json
  import logging
  import os
  from collections import Counter
  from dataclasses import dataclass
  from operator import attrgetter
  from typing import Dict, List, Optional, Union
  import safetensors
  import torch
  import torch.nn
  from diffusers import UNet2DConditionModel
  from transformers import CLIPTextModel
  from peft import LoHaConfig, LoKrConfig, LoraConfig, PeftType, get_peft_model, set_peft_model_state_dict
  from peft.tuners.lokr.layer import factorization
label_desc: Use image node_id 1 for calling the LoKrInfo obj's underlying member method code with example usage: obj.peft_state_dict() and returns: state_dict