code: def __getitem__(self, idx):
      seed = idx + self.base_seed + self.epoch.get_value() * 32768
      torch.manual_seed(seed)
      random.seed(seed)
      np.random.seed(seed)
      return self.dataset[idx]
  
imports: import random
  import numpy
  import torch
  from PIL import Image, ImageFilter, ImageOps
  from torch.utils.data import Dataset
  from nemo.collections.multimodal.data.common.data_samplers import SharedEpoch
  from nemo.collections.vision.data.megatron.autoaugment import ImageNetPolicy
  from nemo.collections.vision.data.megatron.image_folder import ImageFolder
label_desc: Use image node_id 4 for calling the RandomSeedDataset obj's underlying member method code with example usage: obj.__getitem__(idx) and returns: self