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)