code: def __init__(self, out_channels: int):
      super().__init__()
      self.out_channels = out_channels
      self.lin = Linear(1, out_channels)
  
imports: import copy
  from typing import Callable, Dict, Tuple
  import torch
  from torch import Tensor
  from torch.nn import GRUCell, Linear
  from torch_geometric.nn.inits import zeros
  from torch_geometric.utils import scatter
  from torch_geometric.utils._scatter import scatter_argmax
label_desc: Use image node_id 1 to create a new TimeEncoder object from inherited base classes: torch.nn with example: obj = TimeEncoder(out_channels)