code: def __init__(
      self,
      model_variable,
      total_classes,
      embed_dimension,
      datatype="float32",
      CPUPinn=False,
  ):
      self.model_variable = model_variable
      self.total_classes = total_classes
      self.embed_dimension = embed_dimension
      self.datatype = datatype
      self.CPUPinn = CPUPinn
  
imports: import numpy
  import cupy
  import torch
  import os
  from torch.utils.dlpack import to_dlpack
  from torch.utils.dlpack import from_dlpack
label_desc: Use image node_id 1 to create a new ModelFactory object from inherited base classes: _Common with example: obj = ModelFactory(model_variable, total_classes, embed_dimension, datatype, CPUPinn)