code: def __init__(self, f):
      self.f = f
  
imports: import collections
  import datasets
  import numpy
  from lm_eval.base import rf, Task
  from lm_eval.metrics import mean
label_desc: Use image node_id 1 to create a new each object  with example: obj = each(f)