code: def as_numpy_dtype(dtype):
      """Returns a `np.dtype` based on this `dtype`."""
      dtype = tf.as_dtype(dtype)
      if hasattr(dtype, "as_numpy_dtype"):
          return dtype.as_numpy_dtype
      return dtype
  
imports: import numpy
  import tensorflow.compat.v2
  from tensorflow.python.util import nest
label_desc: Use image node_id 2 for calling a global function with example usage: as_numpy_dtype(dtype) and returns: dtype, dtype