class_docstr: Hybrid ASR-TTS model: a transparent wrapper for ASR model
  with frozen text-to-spectrogram pretrained model, which allows to use text-only data for training/finetuning
  Text-only data can be mixed with audio-text pairs
class_docstr_tok: ["Hybrid","ASR-TTS","model",":","a","transparent","wrapper","for","ASR","model","with","frozen","text-to-spectrogram","pretrained","model",",","which","allows","to","use","text-only","data","for","training\/finetuning","Text-only","data","can","be","mixed","with","audio-text","pairs"]
docstr: Setup multiple validation data for ASR model
docstr_tok: ["Setup","multiple","validation","data","for","ASR","model"]
code: def setup_multiple_validation_data(
      self, val_data_config: Union[DictConfig, Dict]
  ):
      """Setup multiple validation data for ASR model"""
      self.asr_model.setup_multiple_validation_data(val_data_config)
  
imports: import copy
  import itertools
  from dataclasses import dataclass
  from pathlib import Path
  from typing import Any, Dict, List, Optional, Tuple, Union, cast
  import torch
  from omegaconf import MISSING, DictConfig, OmegaConf, open_dict
  from pytorch_lightning import Trainer
  from torch.nn.utils.rnn import pad_sequence
  from nemo.collections.asr.data.audio_to_text_dali import DALIOutputs
  from nemo.collections.asr.data.audio_to_text_dataset import get_audio_to_text_bpe_dataset_from_config
  from nemo.collections.asr.data.text_to_text import TextOrAudioToTextBatch, TextToTextBatch, TextToTextDataset, TextToTextIterableDataset
  from nemo.collections.asr.models.asr_model import ASRModel
  from nemo.collections.asr.models.ctc_bpe_models import EncDecCTCModelBPE
  from nemo.collections.asr.models.hybrid_rnnt_ctc_bpe_models import EncDecHybridRNNTCTCBPEModel
  from nemo.collections.asr.models.rnnt_bpe_models import EncDecRNNTBPEModel
  from nemo.collections.asr.modules.conformer_encoder import ConformerEncoder
  from nemo.collections.asr.parts.preprocessing.features import clean_spectrogram_batch, normalize_batch
  from nemo.collections.asr.parts.submodules.batchnorm import replace_bn_with_fused_bn_all
  from nemo.collections.common.data import ConcatDataset, ConcatMapDataset
  from nemo.collections.tts.models import FastPitchModel, SpectrogramEnhancerModel
  from nemo.core.classes import Dataset, typecheck
  from nemo.core.classes.common import PretrainedModelInfo
  from nemo.utils import logging
  from nemo.utils.enum import PrettyStrEnum
  from nemo.utils.exceptions import NeMoBaseException
label_desc: Use image node_id 12 for calling the ASRWithTTSModel obj's underlying member method code with example usage: obj.setup_multiple_validation_data(val_data_config) without return types