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from scanpy.neighbors import Neighbors
from anndata import AnnData
from typing import Union, Optional, Any, Mapping, Callable, NamedTuple, Generator, Tuple
from numpy.random import RandomState
import numpy as np

Metric = Callable[[np.ndarray, np.ndarray], float]
import scanpy.logging as logg
N_DCS = 15  # default number of diffusion components

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