code: def reset_parameters(self):
      self.conv1.reset_parameters()
      for conv in self.convs:
          conv.reset_parameters()
      self.lin1.reset_parameters()
      self.lin2.reset_parameters()
  
imports: import torch
  import torch.nn
  import torch.nn.functional
  import torch_geometric.transforms
  from torch_geometric.nn.conv import MessagePassing
  from torch_geometric.nn.glob import global_add_pool, global_mean_pool, global_max_pool
  from typing import List, Optional, Union, Callable
  from torch import Tensor
  from torch_scatter import scatter
  from torch_geometric.nn.models.basic_gnn import BasicGNN
  from torch_geometric.nn.models import MLP
  from torch_geometric.typing import Adj, OptPairTensor, OptTensor, Size
  from torch_sparse import SparseTensor, matmul
  from torch.nn import Linear, Sequential, ReLU, BatchNorm1d
  from torch_geometric.nn.inits import reset
label_desc: Use image node_id 2 for calling the GIN obj's underlying member method code with example usage: obj.reset_parameters() without return types