code: def from_json_file(cls, json_path):
      """Creates a :class:`~pythae.config.BaseAEConfig` instance from a JSON config file. It
      builds automatically the correct config for any `pythae.models`.
  
      Args:
          json_path (str): The path to the json file containing all the parameters
  
      Returns:
          :class:`BaseAEConfig`: The created instance
      """
  
      config_dict = cls._dict_from_json(json_path)
      config_name = config_dict.pop("name")
  
      if config_name == "BaseAEConfig":
          from ..base import BaseAEConfig
  
          model_config = BaseAEConfig.from_json_file(json_path)
  
      elif config_name == "Adversarial_AE_Config":
          from ..adversarial_ae import Adversarial_AE_Config
  
          model_config = Adversarial_AE_Config.from_json_file(json_path)
  
      elif config_name == "AEConfig":
          from ..ae import AEConfig
  
          model_config = AEConfig.from_json_file(json_path)
  
      elif config_name == "BetaTCVAEConfig":
          from ..beta_tc_vae import BetaTCVAEConfig
  
          model_config = BetaTCVAEConfig.from_json_file(json_path)
  
      elif config_name == "BetaVAEConfig":
          from ..beta_vae import BetaVAEConfig
  
          model_config = BetaVAEConfig.from_json_file(json_path)
  
      elif config_name == "DisentangledBetaVAEConfig":
          from ..disentangled_beta_vae import DisentangledBetaVAEConfig
  
          model_config = DisentangledBetaVAEConfig.from_json_file(
              json_path
          )
  
      elif config_name == "FactorVAEConfig":
          from ..factor_vae import FactorVAEConfig
  
          model_config = FactorVAEConfig.from_json_file(json_path)
  
      elif config_name == "HVAEConfig":
          from ..hvae import HVAEConfig
  
          model_config = HVAEConfig.from_json_file(json_path)
  
      elif config_name == "INFOVAE_MMD_Config":
          from ..info_vae import INFOVAE_MMD_Config
  
          model_config = INFOVAE_MMD_Config.from_json_file(json_path)
  
      elif config_name == "IWAEConfig":
          from ..iwae import IWAEConfig
  
          model_config = IWAEConfig.from_json_file(json_path)
  
      elif config_name == "MSSSIM_VAEConfig":
          from ..msssim_vae import MSSSIM_VAEConfig
  
          model_config = MSSSIM_VAEConfig.from_json_file(json_path)
  
      elif config_name == "RAE_GP_Config":
          from ..rae_gp import RAE_GP_Config
  
          model_config = RAE_GP_Config.from_json_file(json_path)
  
      elif config_name == "RAE_L2_Config":
          from ..rae_l2 import RAE_L2_Config
  
          model_config = RAE_L2_Config.from_json_file(json_path)
  
      elif config_name == "RHVAEConfig":
          from ..rhvae import RHVAEConfig
  
          model_config = RHVAEConfig.from_json_file(json_path)
  
      elif config_name == "SVAEConfig":
          from ..svae import SVAEConfig
  
          model_config = SVAEConfig.from_json_file(json_path)
  
      elif config_name == "VAEConfig":
          from ..vae import VAEConfig
  
          model_config = VAEConfig.from_json_file(json_path)
  
      elif config_name == "VAEGANConfig":
          from ..vae_gan import VAEGANConfig
  
          model_config = VAEGANConfig.from_json_file(json_path)
  
      elif config_name == "VAE_IAF_Config":
          from ..vae_iaf import VAE_IAF_Config
  
          model_config = VAE_IAF_Config.from_json_file(json_path)
  
      elif config_name == "VAE_LinNF_Config":
          from ..vae_lin_nf import VAE_LinNF_Config
  
          model_config = VAE_LinNF_Config.from_json_file(json_path)
  
      elif config_name == "VAMPConfig":
          from ..vamp import VAMPConfig
  
          model_config = VAMPConfig.from_json_file(json_path)
  
      elif config_name == "VQVAEConfig":
          from ..vq_vae import VQVAEConfig
  
          model_config = VQVAEConfig.from_json_file(json_path)
  
      elif config_name == "WAE_MMD_Config":
          from ..wae_mmd import WAE_MMD_Config
  
          model_config = WAE_MMD_Config.from_json_file(json_path)
  
      elif config_name == "MAFConfig":
          from ..normalizing_flows import MAFConfig
  
          model_config = MAFConfig.from_json_file(json_path)
  
      elif config_name == "IAFConfig":
          from ..normalizing_flows import IAFConfig
  
          model_config = IAFConfig.from_json_file(json_path)
  
      elif config_name == "PlanarFlowConfig":
          from ..normalizing_flows import PlanarFlowConfig
  
          model_config = PlanarFlowConfig.from_json_file(json_path)
  
      elif config_name == "RadialFlowConfig":
          from ..normalizing_flows import RadialFlowConfig
  
          model_config = RadialFlowConfig.from_json_file(json_path)
  
      elif config_name == "MADEConfig":
          from ..normalizing_flows import MADEConfig
  
          model_config = MADEConfig.from_json_file(json_path)
  
      elif config_name == "PixelCNNConfig":
          from ..normalizing_flows import PixelCNNConfig
  
          model_config = PixelCNNConfig.from_json_file(json_path)
  
      elif config_name == "PoincareVAEConfig":
          from ..pvae import PoincareVAEConfig
  
          model_config = PoincareVAEConfig.from_json_file(json_path)
  
      elif config_name == "CIWAEConfig":
          from ..ciwae import CIWAEConfig
  
          model_config = CIWAEConfig.from_json_file(json_path)
  
      elif config_name == "MIWAEConfig":
          from ..miwae import MIWAEConfig
  
          model_config = MIWAEConfig.from_json_file(json_path)
  
      elif config_name == "PIWAEConfig":
          from ..piwae import PIWAEConfig
  
          model_config = PIWAEConfig.from_json_file(json_path)
  
      else:
          raise NameError(
              "Cannot reload automatically the model configuration... "
              f"The model name in the `model_config.json may be corrupted. Got `{config_name}`"
          )
  
      return model_config
  
imports: from pydantic.dataclasses import dataclass
  from pythae.config import BaseConfig
label_desc: Use image node_id 1 for calling the AutoConfig obj's underlying member method code with example usage: obj.from_json_file(cls, json_path) and returns: model_config