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Version:
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# Licensed to Modin Development Team under one or more contributor license agreements.
# See the NOTICE file distributed with this work for additional information regarding
# copyright ownership. The Modin Development Team licenses this file to you under the
# Apache License, Version 2.0 (the "License"); you may not use this file except in
# compliance with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software distributed under
# the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF
# ANY KIND, either express or implied. See the License for the specific language
# governing permissions and limitations under the License.
"""Module houses builder class for TreeReduce operator."""
from .operator import Operator
class TreeReduce(Operator):
"""Builder class for TreeReduce operator."""
@classmethod
def call(cls, map_function, reduce_function, axis=None):
"""
Build TreeReduce operator.
Parameters
----------
map_function : callable(pandas.DataFrame) -> pandas.DataFrame
Source map function.
reduce_function : callable(pandas.DataFrame) -> pandas.Series
Source reduce function.
axis : int, optional
Specifies axis to apply function along.
Returns
-------
callable
Function that takes query compiler and executes passed functions
with TreeReduce algorithm.
"""
def caller(query_compiler, *args, **kwargs):
"""Execute TreeReduce function against passed query compiler."""
_axis = kwargs.get("axis") if axis is None else axis
return query_compiler.__constructor__(
query_compiler._modin_frame.tree_reduce(
cls.validate_axis(_axis),
lambda x: map_function(x, *args, **kwargs),
lambda y: reduce_function(y, *args, **kwargs),
)
)
return caller
@classmethod
# FIXME: `register` is an alias for `call` method. One of them should be removed.
def register(cls, map_function, reduce_function=None, **kwargs):
"""
Build TreeReduce function.
Parameters
----------
map_function : callable(pandas.DataFrame) -> [pandas.DataFrame, pandas.Series]
Source map function.
reduce_function : callable(pandas.DataFrame) -> pandas.Series, optional
Source reduce function. If not specified `map_function` will be used.
**kwargs : dict
Additional parameters to pass to the builder function.
Returns
-------
callable
Function that takes query compiler and executes passed functions
with TreeReduce algorithm.
"""
if reduce_function is None:
reduce_function = map_function
return cls.call(map_function, reduce_function, **kwargs)