code: def auto_augment_policy_originalr(hparams):
      # ImageNet policy from https://arxiv.org/abs/1805.09501 with research posterize variation
      policy = [
          [("PosterizeIncreasing", 0.4, 8), ("Rotate", 0.6, 9)],
          [("Solarize", 0.6, 5), ("AutoContrast", 0.6, 5)],
          [("Equalize", 0.8, 8), ("Equalize", 0.6, 3)],
          [
              ("PosterizeIncreasing", 0.6, 7),
              ("PosterizeIncreasing", 0.6, 6),
          ],
          [("Equalize", 0.4, 7), ("Solarize", 0.2, 4)],
          [("Equalize", 0.4, 4), ("Rotate", 0.8, 8)],
          [("Solarize", 0.6, 3), ("Equalize", 0.6, 7)],
          [("PosterizeIncreasing", 0.8, 5), ("Equalize", 1.0, 2)],
          [("Rotate", 0.2, 3), ("Solarize", 0.6, 8)],
          [("Equalize", 0.6, 8), ("PosterizeIncreasing", 0.4, 6)],
          [("Rotate", 0.8, 8), ("Color", 0.4, 0)],
          [("Rotate", 0.4, 9), ("Equalize", 0.6, 2)],
          [("Equalize", 0.0, 7), ("Equalize", 0.8, 8)],
          [("Invert", 0.6, 4), ("Equalize", 1.0, 8)],
          [("Color", 0.6, 4), ("Contrast", 1.0, 8)],
          [("Rotate", 0.8, 8), ("Color", 1.0, 2)],
          [("Color", 0.8, 8), ("Solarize", 0.8, 7)],
          [("Sharpness", 0.4, 7), ("Invert", 0.6, 8)],
          [("ShearX", 0.6, 5), ("Equalize", 1.0, 9)],
          [("Color", 0.4, 0), ("Equalize", 0.6, 3)],
          [("Equalize", 0.4, 7), ("Solarize", 0.2, 4)],
          [("Solarize", 0.6, 5), ("AutoContrast", 0.6, 5)],
          [("Invert", 0.6, 4), ("Equalize", 1.0, 8)],
          [("Color", 0.6, 4), ("Contrast", 1.0, 8)],
          [("Equalize", 0.8, 8), ("Equalize", 0.6, 3)],
      ]
      pc = [
          [AugmentOp(*a, hparams=hparams) for a in sp] for sp in policy
      ]
      return pc
  
imports: import math
  import random
  import re
  import numpy
  import PIL
  from classy_vision.dataset.transforms import register_transform
  from classy_vision.dataset.transforms.classy_transform import ClassyTransform
  from PIL import Image, ImageEnhance, ImageOps
label_desc: Use image node_id 36 for calling a global function with example usage: auto_augment_policy_originalr(hparams) and returns: pc