code: def __init__(self, params):
      self.params = params
  
imports: import importlib
  from typing import Any, Dict, Optional, Tuple
  import tensorflow
  from tensorflow.signal import hann_window, inverse_stft, stft
  from ..utils.tensor import pad_and_partition, pad_and_reshape
label_desc: Use image node_id 1 to create a new InputProvider object from inherited base classes: object with example: obj = InputProvider(params)