code: def tile(cls, op: "KMeansInertia"):
      if has_unknown_shape(*op.inputs):
          yield
      x = op.x
      x = yield from recursive_tile(x.rechunk({1: x.shape[1]}))
      sample_weight = yield from recursive_tile(
          op.sample_weight.rechunk({0: x.nsplits[0]})
      )
      labels = yield from recursive_tile(
          op.labels.rechunk({0: x.nsplits[0]})
      )
      centers = op.centers
      centers = yield from recursive_tile(
          centers.rechunk(centers.shape)
      )
  
      out_chunks = []
      for x_chunk, sample_weight_chunk, labels_chunk in zip(
          x.chunks, sample_weight.chunks, labels.chunks
      ):
          chunk_op = op.copy().reset_key()
          chunk_params = {
              "shape": (1,),
              "dtype": np.dtype(float),
              "order": TensorOrder.C_ORDER,
              "index": x_chunk.index,
          }
          out_chunk = chunk_op.new_chunk(
              [
                  x_chunk,
                  sample_weight_chunk,
                  centers.chunks[0],
                  labels_chunk,
              ],
              kws=[chunk_params],
          )
          out_chunks.append(out_chunk)
  
      new_op = op.copy()
      params = op.outputs[0].params
      params["shape"] = (x.chunk_shape[0],)
      params["chunks"] = out_chunks
      params["nsplits"] = ((1,) * x.chunk_shape[0],)
      out = new_op.new_tileable(op.inputs, kws=[params]).sum()
      out = yield from recursive_tile(out)
      return [out]
  
imports: import numpy
  from ...None import opcodes
  from ...None import tensor
  from ...core import OutputType, recursive_tile
  from ...serialization.serializables import KeyField
  from ...tensor.array_utils import as_same_device, device, sparse
  from ...tensor.core import TensorOrder
  from ...utils import has_unknown_shape
  from ..operands import LearnOperand, LearnOperandMixin
  from ._k_means_fast import _inertia_dense, _inertia_sparse, merge_update_chunks
label_desc: Use image node_id 8 for calling the KMeansInertia obj's underlying member method code with example usage: obj.tile(cls, op) and returns: list