code: def tile(cls, op: "KMeansRelocateEmptyClusters"):
      empty_clusters = yield from recursive_tile(
          op.empty_clusters.rechunk(op.empty_clusters.shape)
      )
      far_x = yield from recursive_tile(
          op.far_x.rechunk(op.far_x.shape)
      )
      far_labels = yield from recursive_tile(
          op.far_labels.rechunk(op.far_labels.shape)
      )
      far_sample_weight = yield from recursive_tile(
          op.far_sample_weights.rechunk(op.far_sample_weights.shape)
      )
      centers_new = yield from recursive_tile(
          op.centers_new.rechunk(op.centers_new.shape)
      )
      weight_in_clusters = yield from recursive_tile(
          op.weight_in_clusters.rechunk(op.weight_in_clusters.shape)
      )
  
      chunk_op = op.copy().reset_key()
      (
          out_centers_new_chunk,
          out_weight_in_clusters_chunk,
      ) = chunk_op.new_chunks(
          [
              empty_clusters.chunks[0],
              far_x.chunks[0],
              far_labels.chunks[0],
              far_sample_weight.chunks[0],
              centers_new.chunks[0],
              weight_in_clusters.chunks[0],
          ],
          kws=[
              centers_new.chunks[0].params,
              weight_in_clusters.chunks[0].params,
          ],
      )
  
      out_centers_new_params = centers_new.params
      out_centers_new_params["nsplits"] = centers_new.nsplits
      out_centers_new_params["chunks"] = [out_centers_new_chunk]
      out_weight_in_clusters_params = weight_in_clusters.params
      out_weight_in_clusters_params[
          "nsplits"
      ] = weight_in_clusters.nsplits
      out_weight_in_clusters_params["chunks"] = [
          out_weight_in_clusters_chunk
      ]
      new_op = op.copy()
      return new_op.new_tileables(
          op.inputs,
          kws=[out_centers_new_params, out_weight_in_clusters_params],
      )
  
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 12 for calling the KMeansRelocateEmptyClusters obj's underlying member method code with example usage: obj.tile(cls, op) and returns: new_op