code: def __init__(self, embed_dim, *args, **kwargs):
      super().__init__(embed_dim=embed_dim, *args, **kwargs)
      self.embed_dim = embed_dim
  
imports: from contextlib import contextmanager
  import pytorch_lightning
  import torch
  import torch.nn.functional
  from nemo.collections.multimodal.modules.stable_diffusion.diffusionmodules.model import Decoder, Encoder
  from nemo.collections.multimodal.modules.stable_diffusion.distributions.distributions import DiagonalGaussianDistribution
  from nemo.collections.multimodal.parts.stable_diffusion.utils import instantiate_from_config
label_desc: Use image node_id 1 to create a new VQModelInterface object from inherited base classes: VQModel with example: obj = VQModelInterface(embed_dim)