Source code for xorbits.pandas.core

# Copyright 2022-2023 XProbe Inc.
#
# Licensed 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.

import pandas
from pandas.core.accessor import CachedAccessor
from pandas.util._decorators import doc

from ..core import Data, DataRef, DataType
from ..core.adapter import MarsDataFrame, MarsIndex, MarsSeries, to_mars
from ..core.data import register_cls_to_type
from ..core.utils.docstring import attach_module_callable_docstring
from .accessors import DatetimeAccessor, StringAccessor
from .indexing import DataFrameAt, DataFrameIat, DataFrameIloc, DataFrameLoc
from .plotting import PlotAccessor


class IndexingMixin:
    @property  # type: ignore
    @doc(DataFrameAt)
    def at(self):
        return DataFrameAt(self.data._mars_entity.at)

    @property  # type: ignore
    @doc(DataFrameIat)
    def iat(self):
        return DataFrameIat(self.data._mars_entity.iat)

    @property  # type: ignore
    @doc(DataFrameLoc)
    def loc(self):
        return DataFrameLoc(self.data._mars_entity.loc)

    @property  # type: ignore
    @doc(DataFrameIloc)
    def iloc(self):
        return DataFrameIloc(self.data._mars_entity.iloc)


[docs]@register_cls_to_type(data_type=DataType.dataframe) class DataFrame(DataRef, IndexingMixin): plot = CachedAccessor("plot", PlotAccessor)
[docs] def __init__(self, *args, **kwargs): data = Data( data_type=DataType.dataframe, mars_entity=MarsDataFrame(*to_mars(args), **to_mars(kwargs)), ) super().__init__(data)
attach_module_callable_docstring(DataFrame, pandas, pandas.DataFrame)
[docs]@register_cls_to_type(data_type=DataType.series) class Series(DataRef, IndexingMixin): str = CachedAccessor("str", StringAccessor) dt = CachedAccessor("dt", DatetimeAccessor) plot = CachedAccessor("plot", PlotAccessor)
[docs] def __init__(self, *args, **kwargs): data = Data( data_type=DataType.series, mars_entity=MarsSeries(*to_mars(args), **to_mars(kwargs)), ) super().__init__(data)
attach_module_callable_docstring(Series, pandas, pandas.Series)
[docs]@register_cls_to_type(data_type=DataType.index) class Index(DataRef):
[docs] def __init__(self, *args, **kwargs): data = Data( data_type=DataType.index, mars_entity=MarsIndex(*to_mars(args), **to_mars(kwargs)), ) super().__init__(data)
attach_module_callable_docstring(Index, pandas, pandas.Index)