code: def from_hyper_parameter_and_encoder(
      self,
      hp: _typing.Mapping[str, _typing.Any],
      encoder: base_encoder.BaseEncoderMaintainer,
  ) -> "BaseDecoderMaintainer":
      duplicate = self.__class__(self.output_dimension, self.device)
      new_hp = dict(self.hyper_parameters)
      new_hp.update(hp)
      duplicate.hyper_parameters = new_hp
      duplicate.initialize(encoder)
      return duplicate
  
file_path: AutoGL/autogl/module/model/decoders/base_decoder.py
imports: import torch
  import typing
  from ...hpo import AutoModule
  from ..encoders import base_encoder
label_desc: Use image node_id 2 for calling the BaseDecoderMaintainer obj's underlying member method code with example usage: obj.from_hyper_parameter_and_encoder(hp, encoder) and returns: duplicate