code: def predict_step(self, batch, batch_idx, dataloader_idx: int = None):
      inputs = batch[0]
      return self.model(inputs)
  
imports: from os import path
  import torch
  import torchvision
  import torchvision.transforms
  from lightning.pytorch import LightningDataModule, LightningModule, cli_lightning_logo
  from lightning.pytorch.cli import LightningCLI
  from lightning.pytorch.profilers.pytorch import PyTorchProfiler
  from lightning.pytorch.utilities.model_helpers import get_torchvision_model
label_desc: Use image node_id 5 for calling the ModelToProfile obj's underlying member method code with example usage: obj.predict_step(batch, batch_idx, dataloader_idx) and returns: self