-
Notifications
You must be signed in to change notification settings - Fork 1
/
uttr.py
400 lines (290 loc) · 11 KB
/
uttr.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
#!/usr/bin/env python
# -*- coding: utf-8 -*-
# Copyright (c) 2020, Juan B Cabral and QuatroPe.
# License: BSD-3-Clause
# Full Text: https://github.com/quatrope/uttrs/blob/master/LICENSE
# =============================================================================
# DOCS
# =============================================================================
"""uttrs bridge between attrs and Astropy units [1]_.
uttrs seeks to interoperate Classes defined using attrs and Astropy units
in a simple manner with two main functionalities:
- ``uttr.ib`` which generates attributes sensitive to units.
- ``uttr.array_accessor`` which allows access to attributes linked to units,
and transform them into numpy arrays.
- ``uttr.s`` a class decorator to automatically add the `array_accessor`.
References
----------
.. [1] Price-Whelan, Adrian M., et al. "The Astropy project:
Building an open-science project and status of the v2. 0 core
package." The Astronomical Journal 156.3 (2018): 123.
"""
# =============================================================================
# IMPORTS
# =============================================================================
import astropy.units as u
import attr
# =============================================================================
# METADATA
# =============================================================================
__all__ = ["s", "ib", "attribute", "array_accessor"]
__version__ = "0.5"
# =============================================================================
# CONSTANTS AND METADATA
# =============================================================================
UTTR_METADATA = "_uttr_ucav"
# =============================================================================
# ATTRIBUTE IMPLEMENTATION
# =============================================================================
@attr.s(frozen=True)
class UnitConverterAndValidator:
"""Converter and validator of astropy.units for attrs.
Parameters
----------
unit : astropy.units.UnitBase
The base units for attribute default unit assignation and validation
of inputs.
"""
unit: u.UnitBase = attr.ib(
validator=attr.validators.instance_of(u.UnitBase)
)
def is_dimensionless(self, v):
"""Return true if v is dimensionless."""
return (
not isinstance(v, u.Quantity) or v.unit == u.dimensionless_unscaled
)
def to_array(self, v):
"""Convert the quantity to an array of the given unit."""
return v.to_value(self.unit)
def convert_if_dimensionless(self, value):
"""Assign a unit to a dimensionless object.
If the object already has a dimension it returns it without change
Examples
--------
>>> uc = UnitConverter(u.km)
>>> uc.convert_if_dimensionless(1) # dimensionless then convert
'<Quantity 1. km>'
>>> # the same object is returned
>>> uc.convert_if_dimensionless(1 * u.kpc)
'<Quantity 1. kpc>'
"""
if self.is_dimensionless(value) and value is not None:
return value * self.unit
return value
def validate_is_equivalent_unit(self, instance, attribute, value):
"""Validate that the unit equivalence with. the configured unit.
This method follows the suggested signature by attrs validators.
- the instance that’s being validated (aka self),
- the attribute that it’s validating, and finally
- the value that is passed for it.
Raises
------
ValueError:
If the value has a non-equivalent dimesion to unit.
"""
if self.is_dimensionless(value):
return
# creamos una solo escalar con la unidad del quantity
# y tratamos de convertir eso. Eso evita hacer la prueba
# con un array muy grande
unity = 1 * value.unit
try:
unity.to(self.unit)
except u.UnitConversionError:
unit, aname, ufound = self.unit, attribute.name, value.unit
raise ValueError(
f"Unit of attribute '{aname}' must be equivalent to '{unit}'."
f" Found '{ufound}'."
)
def attribute(unit: u.UnitBase = None, **kwargs):
"""Create a new attribute with converters and validators for a given unit.
Parameters
----------
unit : u.UnitBase or None
The unit to use in the converters and the attribute validator.
If it's None, the call is equivalent to ``attr.ib(**kwargs)``
kwargs :
Extra parameter of attr.ib()
Example
-------
>>> @attr.s()
... class Foo:
... p = unit_attribute(unit=(u.km / u.s))
>>>> Foo(p=[1, 2, 3])
Foo(p=<Quantity [1., 2., 3.] km / s>)
@attr.s()
>>> class Foo:
... p = unit_attribute(unit=(u.km / u.h))
>>> Foo(p=[1, 2, 3])
Foo(p=<Quantity [1., 2., 3.] km / h>)
>>> @attr.s()
... class Foo:
... p = unit_attribute(unit=(u.km / u.s))
>>> Foo(p=[1, 2, 3] * u.km / u.h)
Foo(p=<Quantity [1., 2., 3.] km / h>)
>>> Foo(p=[1, 2, 3] * u.kpc)
ValueError: Unit of attribute 'p' must be equivalent to 'km / s'.
Found 'kpc'.
"""
if unit is None: # si unit es None entonces uso attrib a la antigua
return attr.ib(**kwargs)
ucav = UnitConverterAndValidator(unit=unit)
# si ya habia validadores los saco o creo una nueva lista
# (puede ser solo una funcion asi que lo meto a una lista)
# para asignar mi validador de unidades
validator = kwargs.pop("validator", [])
if callable(validator):
validator = [validator]
validator.append(ucav.validate_is_equivalent_unit)
# si habia converters lo saco
# (puede ser solo una funcion asi que lo meto a una lista)
# y meto ahi mi conversor al final de todo
converter = kwargs.pop("converter", [])
if callable(converter):
converter = [converter]
converter.append(ucav.convert_if_dimensionless)
metadata = kwargs.pop("metadata", {})
metadata[UTTR_METADATA] = ucav
return attr.ib(
validator=validator, converter=converter, metadata=metadata, **kwargs
)
#: Equivalent to ``uttr.attribute`` to use like *attr.ib*.
ib = attribute
# =============================================================================
# ARRAY ACCESORS
# =============================================================================
class ArrayAccessor:
"""Automatic converter of the ``uttrs`` attributes in ``numpy.ndarray``.
Instances of ArrayAccessor (``arr_``) access to the attributes
(defined with uttrs) of the provided instance, and if they are of
``atropy.units.Quantity`` type it converts them into ``numpy.ndarray``.
If you try to access a attribute no defined by uttrs, an
``AttributeErrror`` is raised.
Examples
--------
>>> @attr.s()
... class Foo:
... quantity = uttr.ib(unit=u.km)
... array = attr.ib()
>>> foo = Foo(
... quantity=u.Quantity([1, 2]),
... array=np.array([1, 2]),
... )
>>> arr_ = ArrayAccessor(foo)
>>> arr_
ArrayAccessor(
Foo(quantity=<Quantity [1., 2.]>, array=array([1, 2]))
>>> arr_.quantity
array([1., 2., 3.])
>>> arr_.array
AttributeError("No uttr.Attribute 'array'")
"""
def __init__(self, instance):
self._instance = instance
# filter only the uttrs attributes
# the ones with the UTTR_METADATA
ifields_dict = attr.fields_dict(type(instance))
self._fields_dict = {
aname: attrib
for aname, attrib in ifields_dict.items()
if UTTR_METADATA in attrib.metadata
}
def __repr__(self):
"""repr(x) <==> x.__repr__()."""
return f"ArrayAccessor({repr(self._instance)})"
def __dir__(self):
"""dir(x) <==> x.__dir__()."""
return super().__dir__() + list(self._fields_dict)
def __getitem__(self, k):
"""x[k] <==> x.__getitem__(k)."""
try:
return self.__getattr__(k)
except AttributeError:
raise KeyError(k)
def __getattr__(self, a):
"""getattr(x, y) <==> x.__getattr__(y) <==> getattr(x, y)."""
fd = self._fields_dict
if a in fd:
v = getattr(self._instance, a)
if v is None:
return
ucav = fd[a].metadata[UTTR_METADATA]
arr = ucav.to_array(v)
return arr
raise AttributeError(f"No uttr.Attribute '{a}'")
def array_accessor():
"""Provide an ArrayAccessor attribute to an attrs based class.
This new attribute allows access to any other uttrs defined attribute or of
the class. It converts it to the default unit of the attribute
and afterward to a `numpy.ndarray`.
If you try to access an attribute no defined by uttrs, an
``AttributeErrror`` is raised.
Example
-------
>>> @attr.s()
... class Foo:
... q = uttr.ib(unit=u.kg)
... a = attr.ib()
... arr_ = array_accessor()
>>> foo = Foo(q=[1, 2, 3] * u.kg, a=np.array([1, 2, 3]))
>>> foo
Foo(q=<Quantity [1., 2., 3.] kg>, a=array([1, 2, 3]))
>>> foo.q
<Quantity [1., 2., 3.] kg>
>>> foo.arr_.q
array([1., 2., 3.])
>>> foo.a
array([1, 2, 3])
>>> foo.arr_.a
array([1, 2, 3])
"""
@property
def array_accessor_property(self):
return ArrayAccessor(instance=self)
return array_accessor_property
# =============================================================================
# CLASS DECORATOR
# =============================================================================
def s(maybe_cls=None, *, aaccessor="arr_", **kwargs):
r"""Class decorator to automatically add an array accessor to the class.
The behaviour is the same as
`attr.s <https://www.attrs.org/en/stable/api.html#attr.s>`_ function
but also automatically creates an ``uttrs.ArrayAccessor`` property with
defined by `aaccessor`.
Parameters
----------
aaccessor: str or None, default 'arr_`
Name of the array accessor property. If is None, no property is added.
maybe_cls: class or None, default None.
Same behavior of ``attr.s()`` maybe_cls parameter.
kwargs:
Same parameter as ``attr.s()``.
Examples
--------
The next two codes are equivalent
.. code-block:: python
import astropy.units as u
import uttr
@attr.s
class Foo:
attribute = uttr.ib(unit=u.K)
arr_ = uttr.array_accessor()
.. code-block:: python
import astropy.units as u
import uttr
@uttr.s
class Foo:
attribute = uttr.ib(unit=u.K)
"""
def wrap(cls):
if aaccessor is not None:
if hasattr(cls, aaccessor):
raise ValueError(
f"{cls} already has an attribute with name {aaccessor}"
)
setattr(cls, aaccessor, array_accessor())
attr_s = attr.s(**kwargs)
return attr_s(cls)
if maybe_cls is None:
return wrap
return wrap(maybe_cls)