code: def early_stopper(
      epochs=None,
      monitor="val_loss",
      mode="moderate",
      min_delta=None,
      patience=None,
  ):
      """EARLY STOP CALLBACK
  
      Helps prevent wasting time when loss is not becoming
      better. Offers two pre-determined settings 'moderate'
      and 'strict' and allows input of list with two values:
  
      `epochs` | int | The number of epochs for the permutation e.g. params['epochs']
      `monitor` | int | The metric to monitor for change
      `mode` | str | One of the presets `lazy`, `moderate`, `strict` or `None`
      `min_delta` | float | The limit for change at which point flag is raised
      `patience` | str | the number of epochs before termination from flag
  
      """
      if mode == "lazy":
          _es_out = EarlyStopping(
              monitor=monitor,
              min_delta=0,
              patience=int(epochs / 3),
              verbose=0,
              mode="auto",
          )
  
      if mode == "moderate":
          _es_out = EarlyStopping(
              monitor=monitor,
              min_delta=0,
              patience=int(epochs / 10),
              verbose=0,
              mode="auto",
          )
      elif mode == "strict":
          _es_out = EarlyStopping(
              monitor=monitor,
              min_delta=0,
              patience=2,
              verbose=0,
              mode="auto",
          )
      else:
          _es_out = EarlyStopping(
              monitor=monitor,
              min_delta=mode[0],
              patience=mode[1],
              verbose=0,
              mode="auto",
          )
      return _es_out
  
label_desc: Use image node_id 1 for calling a global function with example usage: early_stopper(epochs, monitor, mode, min_delta, patience) and returns: _es_out