code: def update_balance_profile(
      balance_dict,
      gate_top_k_idx,
      _gate_score_top_k,
      gate_context,
      layer_idx,
      num_expert,
      balance_strategy,
  ):
      # Fill in this function to conduct balance related jobs
      pass
  
imports: import torch
  import torch.nn.functional
label_desc: Use image node_id 2 for calling a global function with example usage: update_balance_profile(balance_dict, gate_top_k_idx, _gate_score_top_k, gate_context, layer_idx, num_expert, balance_strategy) without return types