text: params={
      'img_size': [1,28,28],
      'nz': 32,
      'enc_layers': [64, 64, 64],
      'dec_kernel_size': [9,9,9,7,7,7,5,5,5,3,3,3],
      'dec_layers': [32,32,32,32,32,32,32,32,32,32,32,32],
      'latent_feature_map': 4,
      'batch_size': 50,
      'epochs': 1000,
      'test_nepoch': 5,
      'data_file': 'datasets/omniglot_data/omniglot.pt'
  }
  