code: def rename_state_dict(state_dict):
      model_state_dict = {}
      for key, value in state_dict.items():
          for key_to_modify, new_key in KEYS_TO_MODIFY_MAPPING.items():
              if key_to_modify in key:
                  key = key.replace(key_to_modify, new_key)
          if KEYS_TO_REMOVE in key:
              continue
          model_state_dict[key] = value
      return model_state_dict
  
file_path: transformers/src/transformers/models/persimmon/convert_persimmon_weights_to_hf.py
imports: import argparse
  import os
  import warnings
  import flatdict
  import torch
  from transformers import LlamaTokenizer, PersimmonConfig, PersimmonForCausalLM
label_desc: Use image node_id 1 for calling a global function with example usage: rename_state_dict(state_dict) and returns: model_state_dict