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propertiesdata.py
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propertiesdata.py
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from ..data import Data
from .properties import Properties
class PropertiesData(Properties):
"""Mixin class for a data array with descriptive properties.
.. versionadded:: (cfdm) 1.7.0
"""
def __new__(cls, *args, **kwargs):
"""Store component classes.
NOTE: If a child class requires a different component classes
than the ones defined here, then they must be redefined in the
child class.
"""
instance = super().__new__(cls)
instance._Data = Data
return instance
def __init__(
self,
properties=None,
data=None,
source=None,
copy=True,
_use_data=True,
):
"""**Initialisation**
:Parameters:
{{init properties: `dict`, optional}}
*Parameter example:*
``properties={'standard_name': 'altitude'}``
{{init data: data_like, optional}}
{{init source: optional}}
{{init copy: `bool`, optional}}
"""
super().__init__(properties=properties, source=source, copy=copy)
if source is not None:
if not _use_data:
data = None
else:
try:
data = source.get_data(None)
except AttributeError:
data = None
if _use_data and data is not None:
self.set_data(data, copy=copy)
def __array__(self, *dtype):
"""The numpy array interface.
.. versionadded:: (cfdm) 1.7.0
:Parameters:
dtype: optional
Typecode or data-type to which the array is cast.
:Returns:
`numpy.ndarray`
An independent numpy array of the data.
"""
data = self.get_data(None)
if data is not None:
return data.__array__(*dtype)
raise ValueError(f"{self.__class__.__name__} has no data")
def __data__(self):
"""Defines the data interface.
Returns the data, if any.
:Returns:
`Data`
**Examples**
>>> f = {{package}}.{{class}}()
>>> f.set_data([1, 2, 3])
>>> f.set_property('units', 'K')
>>> d = {{package}}.Data(f)
>>> d
<{{repr}}Data(3): [1, 2, 3] K>
"""
data = self.get_data(None)
if data is not None:
return data
raise ValueError(f"{self.__class__.__name__} has no data")
@property
def data(self):
"""Return the data.
``f.data`` is equivalent to ``f.get_data()``
Note that a `Data` instance is returned. Use its `array`
attribute to return the data as a `numpy` array.
The units, calendar and fill value properties are, if set,
inserted into the data.
.. versionadded:: (cfdm) 1.7.0
.. seealso:: `{{package}}.Data.array`, `del_data`, `get_data`,
`has_data`, `set_data`
:Returns:
`Data`
The data.
**Examples**
>>> f = {{package}}.{{class}}()
>>> f.set_data({{package}}.Data(numpy.arange(10.)))
>>> f.has_data()
True
>>> d = f.data
>>> d
<{{repr}}Data(10): [0.0, ..., 9.0]>
>>> f.data.shape
(10,)
"""
return self.get_data()
@property
def dtype(self):
"""Data-type of the data elements.
**Examples**
>>> d.dtype
dtype('float64')
>>> type(d.dtype)
<type 'numpy.dtype'>
"""
data = self.get_data(None, _units=False, _fill_value=False)
if data is not None:
return data.dtype
raise AttributeError(
f"{self.__class__.__name__} object has no attribute 'dtype'"
)
@property
def ndim(self):
"""The number of data dimensions.
Only dimensions that correspond to domain axis constructs are
included.
.. seealso:: `data`, `has_data`, `isscalar`, `shape`, `size`
**Examples**
>>> f.shape
(73, 96)
>>> f.ndim
2
>>> f.size
7008
>>> f.shape
(73, 1, 96)
>>> f.ndim
3
>>> f.size
7008
>>> f.shape
(73,)
>>> f.ndim
1
>>> f.size
73
>>> f.shape
()
>>> f.ndim
0
>>> f.size
1
"""
data = self.get_data(None, _units=False, _fill_value=False)
if data is not None:
return data.ndim
raise AttributeError(
f"{self.__class__.__name__} object has no attribute 'ndim'"
)
@property
def shape(self):
"""A tuple of the data array's dimension sizes.
Only dimensions that correspond to domain axis constructs are
included.
.. seealso:: `data`, `has_data`, `ndim`, `size`
**Examples**
>>> f.shape
(73, 96)
>>> f.ndim
2
>>> f.size
7008
>>> f.shape
(73, 1, 96)
>>> f.ndim
3
>>> f.size
7008
>>> f.shape
(73,)
>>> f.ndim
1
>>> f.size
73
>>> f.shape
()
>>> f.ndim
0
>>> f.size
1
"""
data = self.get_data(None, _units=False, _fill_value=False)
if data is not None:
return data.shape
raise AttributeError(
f"{self.__class__.__name__} object has no attribute 'shape'"
)
@property
def size(self):
"""The number elements in the data.
`size` is equal to the product of `shape`, that only includes
the sizes of dimensions that correspond to domain axis
constructs.
.. seealso:: `data`, `has_data`, `ndim`, `shape`
**Examples**
>>> f.shape
(73, 96)
>>> f.ndim
2
>>> f.size
7008
>>> f.shape
(73, 1, 96)
>>> f.ndim
3
>>> f.size
7008
>>> f.shape
(73,)
>>> f.ndim
1
>>> f.size
73
>>> f.shape
()
>>> f.ndim
0
>>> f.size
1
"""
data = self.get_data(None, _units=False, _fill_value=False)
if data is not None:
return data.size
raise AttributeError(
f"{self.__class__.__name__} object has no attribute 'size'"
)
def copy(self, data=True):
"""Return a deep copy.
``f.copy()`` is equivalent to ``copy.deepcopy(f)``.
Arrays within `Data` instances are copied with a
copy-on-write technique. This means that a copy takes up very
little extra memory, even when the original contains very large
data arrays, and the copy operation is fast.
.. versionadded:: (cfdm) 1.7.0
:Parameters:
data: `bool`, optional
If True (the default) then copy data, else the
data is not copied.
:Returns:
`{{class}}`
The deep copy.
**Examples**
>>> g = f.copy()
>>> g = f.copy(data=False)
>>> g.has_data()
False
"""
return type(self)(source=self, copy=True, _use_data=data)
def del_data(self, default=ValueError()):
"""Remove the data.
.. versionadded:: (cfdm) 1.7.0
.. seealso:: `data`, `get_data`, `has_data`, `set_data`
:Parameters:
default: optional
Return the value of the *default* parameter if data have
not been set.
{{default Exception}}
:Returns:
`Data`
The removed data.
**Examples**
>>> f = {{package}}.{{class}}()
>>> f.set_data([1, 2, 3])
>>> f.has_data()
True
>>> f.get_data()
<{{repr}}Data(3): [1, 2, 3]>
>>> f.data
<{{repr}}Data(3): [1, 2, 3]>
>>> f.del_data()
<{{repr}}Data(3): [1, 2, 3]>
>>> g = f.set_data([4, 5, 6], inplace=False)
>>> g.data
<{{repr}}Data(3): [4, 5, 6]>
>>> f.has_data()
False
>>> print(f.get_data(None))
None
>>> print(f.del_data(None))
None
"""
return self._del_component("data", default=default)
def get_data(self, default=ValueError(), _units=True, _fill_value=True):
"""Return the data.
Note that a `Data` instance is returned. Use its `array` attribute
to return the data as an independent `numpy` array.
The units, calendar and fill value properties are, if set,
inserted into the data.
.. versionadded:: (cfdm) 1.7.0
.. seealso:: `{{package}}.Data.array`, `data`, `del_data`,
`has_data`, `set_data`
:Parameters:
default: optional
Return the value of the *default* parameter if data have
not been set.
{{default Exception}}
:Returns:
`Data`
The data.
**Examples**
>>> f = {{package}}.{{class}}()
>>> f.set_data([1, 2, 3])
>>> f.has_data()
True
>>> f.get_data()
<{{repr}}Data(3): [1, 2, 3]>
>>> f.data
<{{repr}}Data(3): [1, 2, 3]>
>>> f.del_data()
<{{repr}}Data(3): [1, 2, 3]>
>>> g = f.set_data([4, 5, 6], inplace=False)
>>> g.data
<{{repr}}Data(3): [4, 5, 6]>
>>> f.has_data()
False
>>> print(f.get_data(None))
None
>>> print(f.del_data(None))
None
"""
data = self._get_component("data", None)
if data is None:
if default is None:
return
return self._default(
default, message=f"{self.__class__.__name__} has no data"
)
if _units:
# Copy the parent units and calendar to the data
units = self.get_property("units", None)
if units is not None:
data.set_units(units)
else:
data.del_units(default=None)
calendar = self.get_property("calendar", None)
if calendar is not None:
data.set_calendar(calendar)
else:
data.del_calendar(default=None)
if _fill_value:
# Copy the fill_value to the data
fill_value = self.get_property(
"missing_value", self.get_property("_FillValue", None)
)
if fill_value is not None:
data.set_fill_value(fill_value)
else:
data.del_fill_value(default=None)
return data
def has_bounds(self):
"""Whether or not there are cell bounds.
This is always False.
.. versionadded:: (cfdm) 1.7.4
.. seealso:: `has_data`
:Returns:
`bool`
Always False.
**Examples**
>>> f = {{package}}.{{class}}()
>>> f.has_bounds()
False
"""
return False
def has_data(self):
"""Whether or not the construct has data.
.. versionadded:: (cfdm) 1.7.0
.. seealso:: `data`, `del_data`, `get_data`, `set_data`
:Returns:
`bool`
True if data have been set, otherwise False.
**Examples**
>>> f = {{package}}.{{class}}()
>>> f.set_data([1, 2, 3])
>>> f.has_data()
True
>>> f.get_data()
<{{repr}}Data(3): [1, 2, 3]>
>>> f.data
<{{repr}}Data(3): [1, 2, 3]>
>>> f.del_data()
<{{repr}}Data(3): [1, 2, 3]>
>>> g = f.set_data([4, 5, 6], inplace=False)
>>> g.data
<{{repr}}Data(3): [4, 5, 6]>
>>> f.has_data()
False
>>> print(f.get_data(None))
None
>>> print(f.del_data(None))
None
"""
return self._has_component("data")
def set_data(self, data, copy=True, inplace=True):
"""Set the data.
The units, calendar and fill value of the incoming `Data` instance
are removed prior to insertion.
.. versionadded:: (cfdm) 1.7.0
.. seealso:: `data`, `del_data`, `get_data`, `has_data`
:Parameters:
data: data_like
The data to be inserted.
{{data_like}}
copy: `bool`, optional
If True (the default) then copy the data prior to
insertion, else the data is not copied.
{{inplace: `bool`, optional (default True)}}
.. versionadded:: (cfdm) 1.8.7.0
:Returns:
`None` or `{{class}}`
If the operation was in-place then `None` is returned,
otherwise return a new `{{class}}` instance containing the
new data.
**Examples**
>>> f = {{package}}.{{class}}()
>>> f.set_data([1, 2, 3])
>>> f.has_data()
True
>>> f.get_data()
<{{repr}}Data(3): [1, 2, 3]>
>>> f.data
<{{repr}}Data(3): [1, 2, 3]>
>>> f.del_data()
<{{repr}}Data(3): [1, 2, 3]>
>>> g = f.set_data([4, 5, 6], inplace=False)
>>> g.data
<{{repr}}Data(3): [4, 5, 6]>
>>> f.has_data()
False
>>> print(f.get_data(None))
None
>>> print(f.del_data(None))
None
"""
_Data = self._Data
if not isinstance(data, _Data):
data = _Data(data, copy=False)
if copy:
data = data.copy()
if inplace:
f = self
else:
f = self.copy(data=False)
f._set_component("data", data, copy=False)
if inplace:
return
return f