code: def _get_ary_meta(ary):
      if isinstance(ary, (np.ndarray, cp.ndarray)):
          return ary.shape, ary.dtype
      elif isinstance(ary, cudf.DataFrame):
          return ary.shape, first(set(ary.dtypes))
      else:
          raise ValueError(
              "Expected dask.Dataframe "
              "or dask.Array, received %s" % type(ary)
          )
  
imports: import dask.dataframe
  from functools import reduce
  from toolz import first
  from dask.distributed import default_client
  from dask.distributed import wait
  from cuml.dask.common.part_utils import _extract_partitions
  from cuml.dask.common.dask_arr_utils import validate_dask_array
  from cuml.dask.common.dask_df_utils import to_dask_cudf
  from cuml.dask.common.utils import get_client
  from dask_cudf.core import Series
  from dask.dataframe import Series
  from dask.dataframe import DataFrame
  from cudf import Series
  from cuml.internals.safe_imports import gpu_only_import_from
  from collections import OrderedDict
  from cuml.internals.memory_utils import with_cupy_rmm
  from collections.abc import Sequence
  import dask.array
  from cuml.internals.safe_imports import cpu_only_import
  import cuml.internals.logger
  from cuml.internals.safe_imports import gpu_only_import
label_desc: Use image node_id 7 for calling a global function with example usage: _get_ary_meta(ary) and returns: ary,  ary, ary,  first