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LSST Data Management Base Package
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configChoiceField.py
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1# This file is part of pex_config.
2#
3# Developed for the LSST Data Management System.
4# This product includes software developed by the LSST Project
5# (http://www.lsst.org).
6# See the COPYRIGHT file at the top-level directory of this distribution
7# for details of code ownership.
8#
9# This software is dual licensed under the GNU General Public License and also
10# under a 3-clause BSD license. Recipients may choose which of these licenses
11# to use; please see the files gpl-3.0.txt and/or bsd_license.txt,
12# respectively. If you choose the GPL option then the following text applies
13# (but note that there is still no warranty even if you opt for BSD instead):
14#
15# This program is free software: you can redistribute it and/or modify
16# it under the terms of the GNU General Public License as published by
17# the Free Software Foundation, either version 3 of the License, or
18# (at your option) any later version.
19#
20# This program is distributed in the hope that it will be useful,
21# but WITHOUT ANY WARRANTY; without even the implied warranty of
22# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
23# GNU General Public License for more details.
24#
25# You should have received a copy of the GNU General Public License
26# along with this program. If not, see <http://www.gnu.org/licenses/>.
27from __future__ import annotations
28
29__all__ = ["ConfigChoiceField"]
30
31import collections.abc
32import copy
33import weakref
34from typing import Any, ForwardRef, overload
35
36from .callStack import getCallStack, getStackFrame
37from .comparison import compareConfigs, compareScalars, getComparisonName
38from .config import Config, Field, FieldValidationError, UnexpectedProxyUsageError, _joinNamePath, _typeStr
39
40
41class SelectionSet(collections.abc.MutableSet):
42 """A mutable set class that tracks the selection of multi-select
43 `~lsst.pex.config.ConfigChoiceField` objects.
44
45 Parameters
46 ----------
47 dict_ : `ConfigInstanceDict`
48 The dictionary of instantiated configs.
49 value : `~typing.Any`
50 The selected key.
51 at : `list` of `~lsst.pex.config.callStack.StackFrame` or `None`, optional
52 The call stack when the selection was made.
53 label : `str`, optional
54 Label for history tracking.
55 setHistory : `bool`, optional
56 Add this even to the history, if `True`.
57
58 Notes
59 -----
60 This class allows a user of a multi-select
61 `~lsst.pex.config.ConfigChoiceField` to add or discard items from the set
62 of active configs. Each change to the selection is tracked in the field's
63 history.
64 """
65
66 def __init__(self, dict_, value, at=None, label="assignment", setHistory=True):
67 if at is None:
68 at = getCallStack()
69 self._dict = dict_
70 self._field = self._dict._field
71 self._config_ = weakref.ref(self._dict._config)
72 self.__history = self._config_config._history.setdefault(self._field.name, [])
73 if value is not None:
74 try:
75 for v in value:
76 if v not in self._dict:
77 # invoke __getitem__ to ensure it's present
78 self._dict.__getitem__(v, at=at)
79 except TypeError:
80 msg = f"Value {value} is of incorrect type {_typeStr(value)}. Sequence type expected"
82 self._set = set(value)
83 else:
84 self._set = set()
85
86 if setHistory:
87 self.__history.append(("Set selection to %s" % self, at, label))
88
89 @property
90 def _config(self) -> Config:
91 # Config Fields should never outlive their config class instance
92 # assert that as such here
93 assert self._config_() is not None
94 return self._config_()
95
96 def add(self, value, at=None):
97 """Add a value to the selected set.
98
99 Parameters
100 ----------
101 value : `~typing.Any`
102 The selected key.
103 at : `list` of `~lsst.pex.config.callStack.StackFrame` or `None`,\
104 optional
105 Stack frames for history recording.
106 """
107 if self._config_config._frozen:
108 raise FieldValidationError(self._field, self._config_config, "Cannot modify a frozen Config")
109
110 if at is None:
111 at = getCallStack()
112
113 if value not in self._dict:
114 # invoke __getitem__ to make sure it's present
115 self._dict.__getitem__(value, at=at)
116
117 self.__history.append(("added %s to selection" % value, at, "selection"))
118 self._set.add(value)
119
120 def discard(self, value, at=None):
121 """Discard a value from the selected set.
122
123 Parameters
124 ----------
125 value : `~typing.Any`
126 The selected key.
127 at : `list` of `~lsst.pex.config.callStack.StackFrame` or `None`,\
128 optional
129 Stack frames for history recording.
130 """
131 if self._config_config._frozen:
132 raise FieldValidationError(self._field, self._config_config, "Cannot modify a frozen Config")
133
134 if value not in self._dict:
135 return
136
137 if at is None:
138 at = getCallStack()
139
140 self.__history.append(("removed %s from selection" % value, at, "selection"))
141 self._set.discard(value)
142
143 def __len__(self):
144 return len(self._set)
145
146 def __iter__(self):
147 return iter(self._set)
148
149 def __contains__(self, value):
150 return value in self._set
151
152 def __repr__(self):
153 return repr(list(self._set))
154
155 def __str__(self):
156 return str(list(self._set))
157
158 def __reduce__(self):
160 f"Proxy container for config field {self._field.name} cannot "
161 "be pickled; it should be converted to a built-in container before "
162 "being assigned to other objects or variables."
163 )
164
165
166class ConfigInstanceDict(collections.abc.Mapping[str, Config]):
167 """Dictionary of instantiated configs, used to populate a
168 `~lsst.pex.config.ConfigChoiceField`.
169
170 Parameters
171 ----------
172 config : `lsst.pex.config.Config`
173 A configuration instance.
174 field : `lsst.pex.config.Field`-type
175 A configuration field. Note that the `lsst.pex.config.Field.fieldmap`
176 attribute must provide key-based access to configuration classes,
177 (that is, ``typemap[name]``).
178 """
179
180 def __init__(self, config, field):
181 collections.abc.Mapping.__init__(self)
182 self._dict = {}
183 self._selection = None
184 self._config = config
185 self._field = field
186 self._history_history = config._history.setdefault(field.name, [])
187 self.__doc__ = field.doc
188 self._typemap = None
189
190 @property
191 def types(self):
192 return self._typemap if self._typemap is not None else self._field.typemap
193
194 def __contains__(self, k):
195 return k in self.typestypes
196
197 def __len__(self):
198 return len(self.typestypes)
199
200 def __iter__(self):
201 return iter(self.typestypes)
202
203 def _setSelection(self, value, at=None, label="assignment"):
204 if self._config._frozen:
205 raise FieldValidationError(self._field, self._config, "Cannot modify a frozen Config")
206
207 if at is None:
208 at = getCallStack(1)
209
210 if value is None:
211 self._selection = None
212 elif self._field.multi:
213 self._selection = SelectionSet(self, value, setHistory=False)
214 else:
215 if value not in self._dict:
216 self.__getitem__(value, at=at) # just invoke __getitem__ to make sure it's present
217 self._selection = value
218 self._history_history.append((value, at, label))
219
220 def _getNames(self):
221 if not self._field.multi:
223 self._field, self._config, "Single-selection field has no attribute 'names'"
224 )
225 return self._selection
226
227 def _setNames(self, value):
228 if not self._field.multi:
230 self._field, self._config, "Single-selection field has no attribute 'names'"
231 )
232 self._setSelection(value)
233
234 def _delNames(self):
235 if not self._field.multi:
237 self._field, self._config, "Single-selection field has no attribute 'names'"
238 )
239 self._selection = None
240
241 def _getName(self):
242 if self._field.multi:
244 self._field, self._config, "Multi-selection field has no attribute 'name'"
245 )
246 return self._selection
247
248 def _setName(self, value):
249 if self._field.multi:
251 self._field, self._config, "Multi-selection field has no attribute 'name'"
252 )
253 self._setSelection(value)
254
255 def _delName(self):
256 if self._field.multi:
258 self._field, self._config, "Multi-selection field has no attribute 'name'"
259 )
260 self._selection = None
261
262 names = property(_getNames, _setNames, _delNames)
263 """List of names of active items in a multi-selection
264 ``ConfigInstanceDict``. Disabled in a single-selection ``_Registry``; use
265 the `name` attribute instead.
266 """
267
268 name = property(_getName, _setName, _delName)
269 """Name of the active item in a single-selection ``ConfigInstanceDict``.
270 Disabled in a multi-selection ``_Registry``; use the ``names`` attribute
271 instead.
272 """
273
274 def _getActive(self):
275 if self._selection is None:
276 return None
277
278 if self._field.multi:
279 return [self[c] for c in self._selection]
280 else:
281 return self[self._selection]
282
283 active = property(_getActive)
284 """The selected items.
285
286 For multi-selection, this is equivalent to: ``[self[name] for name in
287 self.names]``. For single-selection, this is equivalent to: ``self[name]``.
288 """
289
290 def __getitem__(self, k, at=None, label="default"):
291 try:
292 value = self._dict[k]
293 except KeyError:
294 try:
295 dtype = self.typestypes[k]
296 except Exception:
298 self._field, self._config, "Unknown key %r in Registry/ConfigChoiceField" % k
299 )
300 name = _joinNamePath(self._config._name, self._field.name, k)
301 if at is None:
302 at = getCallStack()
303 at.insert(0, dtype._source)
304 value = self._dict.setdefault(k, dtype(__name=name, __at=at, __label=label))
305 return value
306
307 def __setitem__(self, k, value, at=None, label="assignment"):
308 if self._config._frozen:
309 raise FieldValidationError(self._field, self._config, "Cannot modify a frozen Config")
310
311 try:
312 dtype = self.typestypes[k]
313 except Exception:
314 raise FieldValidationError(self._field, self._config, "Unknown key %r" % k)
315
316 if value != dtype and type(value) is not dtype:
317 msg = "Value {} at key {} is of incorrect type {}. Expected type {}".format(
318 value,
319 k,
320 _typeStr(value),
321 _typeStr(dtype),
322 )
323 raise FieldValidationError(self._field, self._config, msg)
324
325 if at is None:
326 at = getCallStack()
327 name = _joinNamePath(self._config._name, self._field.name, k)
328 oldValue = self._dict.get(k, None)
329 if oldValue is None:
330 if value == dtype:
331 self._dict[k] = value(__name=name, __at=at, __label=label)
332 else:
333 self._dict[k] = dtype(__name=name, __at=at, __label=label, **value._storage)
334 else:
335 if value == dtype:
336 value = value()
337 oldValue.update(__at=at, __label=label, **value._storage)
338
339 def _rename(self, fullname):
340 for k, v in self._dict.items():
341 v._rename(_joinNamePath(name=fullname, index=k))
342
343 def __setattr__(self, attr, value, at=None, label="assignment"):
344 if hasattr(getattr(self.__class____class__, attr, None), "__set__"):
345 # This allows properties to work.
346 object.__setattr__(self, attr, value)
347 elif attr in self.__dict__ or attr in [
348 "_history",
349 "_field",
350 "_config",
351 "_dict",
352 "_selection",
353 "__doc__",
354 "_typemap",
355 ]:
356 # This allows specific private attributes to work.
357 object.__setattr__(self, attr, value)
358 else:
359 # We throw everything else.
360 msg = f"{_typeStr(self._field)} has no attribute {attr}"
361 raise FieldValidationError(self._field, self._config, msg)
362
363 def freeze(self):
364 """Freeze the config.
365
366 Invoking this freeze method will create a local copy of the field
367 attribute's typemap. This decouples this instance dict from the
368 underlying objects type map ensuring that and subsequent changes to the
369 typemap will not be reflected in this instance (i.e imports adding
370 additional registry entries).
371 """
372 if self._typemap is None:
373 self._typemap = copy.deepcopy(self.typestypes)
374
375 def __reduce__(self):
377 f"Proxy container for config field {self._field.name} cannot "
378 "be pickled; it should be converted to a built-in container before "
379 "being assigned to other objects or variables."
380 )
381
382
383class ConfigChoiceField(Field[ConfigInstanceDict]):
384 """A configuration field (`~lsst.pex.config.Field` subclass) that allows a
385 user to choose from a set of `~lsst.pex.config.Config` types.
386
387 Parameters
388 ----------
389 doc : `str`
390 Documentation string for the field.
391 typemap : `dict`-like
392 A mapping between keys and `~lsst.pex.config.Config`-types as values.
393 See *Examples* for details.
394 default : `str`, optional
395 The default configuration name.
396 optional : `bool`, optional
397 When `False`, `lsst.pex.config.Config.validate` will fail if the
398 field's value is `None`.
399 multi : `bool`, optional
400 If `True`, the field allows multiple selections. In this case, set the
401 selections by assigning a sequence to the ``names`` attribute of the
402 field.
403
404 If `False`, the field allows only a single selection. In this case,
405 set the active config by assigning the config's key from the
406 ``typemap`` to the field's ``name`` attribute (see *Examples*).
407 deprecated : None or `str`, optional
408 A description of why this Field is deprecated, including removal date.
409 If not None, the string is appended to the docstring for this Field.
410
411 See Also
412 --------
413 ChoiceField
414 ConfigDictField
415 ConfigField
416 ConfigurableField
417 DictField
418 Field
419 ListField
420 RangeField
421 RegistryField
422
423 Notes
424 -----
425 ``ConfigChoiceField`` instances can allow either single selections or
426 multiple selections, depending on the ``multi`` parameter. For
427 single-selection fields, set the selection with the ``name`` attribute.
428 For multi-selection fields, set the selection though the ``names``
429 attribute.
430
431 This field is validated only against the active selection. If the
432 ``active`` attribute is `None` and the field is not optional, validation
433 will fail.
434
435 When saving a configuration with a ``ConfigChoiceField``, the entire set is
436 saved, as well as the active selection.
437
438 Examples
439 --------
440 While the ``typemap`` is shared by all instances of the field, each
441 instance of the field has its own instance of a particular sub-config type.
442
443 For example, ``AaaConfig`` is a config object
444
445 >>> from lsst.pex.config import Config, ConfigChoiceField, Field
446 >>> class AaaConfig(Config):
447 ... somefield = Field("doc", int)
448 ...
449
450 The ``MyConfig`` config has a ``ConfigChoiceField`` field called ``choice``
451 that maps the ``AaaConfig`` type to the ``"AAA"`` key:
452
453 >>> TYPEMAP = {"AAA", AaaConfig}
454 >>> class MyConfig(Config):
455 ... choice = ConfigChoiceField("doc for choice", TYPEMAP)
456 ...
457
458 Creating an instance of ``MyConfig``:
459
460 >>> instance = MyConfig()
461
462 Setting value of the field ``somefield`` on the "AAA" key of the ``choice``
463 field:
464
465 >>> instance.choice['AAA'].somefield = 5
466
467 **Selecting the active configuration**
468
469 Make the ``"AAA"`` key the active configuration value for the ``choice``
470 field:
471
472 >>> instance.choice = "AAA"
473
474 Alternatively, the last line can be written:
475
476 >>> instance.choice.name = "AAA"
477
478 (If the config instance allows multiple selections, you'd assign a sequence
479 to the ``names`` attribute instead.)
480
481 ``ConfigChoiceField`` instances also allow multiple values of the same
482 type:
483
484 >>> TYPEMAP["CCC"] = AaaConfig
485 >>> TYPEMAP["BBB"] = AaaConfig
486 """
487
488 instanceDictClass = ConfigInstanceDict
489
490 def __init__(self, doc, typemap, default=None, optional=False, multi=False, deprecated=None):
491 source = getStackFrame()
492 self._setup(
493 doc=doc,
494 dtype=self.instanceDictClass,
495 default=default,
496 check=None,
497 optional=optional,
498 source=source,
499 deprecated=deprecated,
500 )
501 self.typemap = typemap
502 self.multi = multi
503
504 def __class_getitem__(cls, params: tuple[type, ...] | type | ForwardRef):
505 raise ValueError("ConfigChoiceField does not support typing argument")
506
507 def _getOrMake(self, instance, label="default"):
508 instanceDict = instance._storage.get(self.namenamenamename)
509 if instanceDict is None:
510 at = getCallStack(1)
511 instanceDict = self.dtype(instance, self)
512 instanceDict.__doc__ = self.doc
513 instance._storage[self.namenamenamename] = instanceDict
514 history = instance._history.setdefault(self.namenamenamename, [])
515 history.append(("Initialized from defaults", at, label))
516
517 return instanceDict
518
519 @overload
521 self, instance: None, owner: Any = None, at: Any = None, label: str = "default"
522 ) -> ConfigChoiceField:
523 ...
524
525 @overload
527 self, instance: Config, owner: Any = None, at: Any = None, label: str = "default"
528 ) -> ConfigInstanceDict:
529 ...
530
531 def __get__(self, instance, owner=None, at=None, label="default"):
532 if instance is None or not isinstance(instance, Config):
533 return self
534 else:
535 return self._getOrMake(instance)
536
538 self, instance: Config, value: ConfigInstanceDict | None, at: Any = None, label: str = "assignment"
539 ) -> None:
540 if instance._frozen:
541 raise FieldValidationError(self, instance, "Cannot modify a frozen Config")
542 if at is None:
543 at = getCallStack()
544 instanceDict = self._getOrMake(instance)
545 if isinstance(value, self.instanceDictClass):
546 for k, v in value.items():
547 instanceDict.__setitem__(k, v, at=at, label=label)
548 instanceDict._setSelection(value._selection, at=at, label=label)
549
550 else:
551 instanceDict._setSelection(value, at=at, label=label)
552
553 def rename(self, instance):
554 instanceDict = self.__get____get____get____get____get____get__(instance)
555 fullname = _joinNamePath(instance._name, self.namenamenamename)
556 instanceDict._rename(fullname)
557
558 def validate(self, instance):
559 instanceDict = self.__get____get____get____get____get____get__(instance)
560 if instanceDict.active is None and not self.optional:
561 msg = "Required field cannot be None"
562 raise FieldValidationError(self, instance, msg)
563 elif instanceDict.active is not None:
564 if self.multi:
565 for a in instanceDict.active:
566 a.validate()
567 else:
568 instanceDict.active.validate()
569
570 def toDict(self, instance):
571 instanceDict = self.__get____get____get____get____get____get__(instance)
572
573 dict_ = {}
574 if self.multi:
575 dict_["names"] = instanceDict.names
576 else:
577 dict_["name"] = instanceDict.name
578
579 values = {}
580 for k, v in instanceDict.items():
581 values[k] = v.toDict()
582 dict_["values"] = values
583
584 return dict_
585
586 def freeze(self, instance):
587 instanceDict = self.__get____get____get____get____get____get__(instance)
588 instanceDict.freeze()
589 for v in instanceDict.values():
590 v.freeze()
591
592 def _collectImports(self, instance, imports):
593 instanceDict = self.__get____get____get____get____get____get__(instance)
594 for config in instanceDict.values():
595 config._collectImports()
596 imports |= config._imports
597
598 def save(self, outfile, instance):
599 instanceDict = self.__get____get____get____get____get____get__(instance)
600 fullname = _joinNamePath(instance._name, self.namenamenamename)
601 for v in instanceDict.values():
602 v._save(outfile)
603 if self.multi:
604 outfile.write(f"{fullname}.names={sorted(instanceDict.names)!r}\n")
605 else:
606 outfile.write(f"{fullname}.name={instanceDict.name!r}\n")
607
608 def __deepcopy__(self, memo):
609 """Customize deep-copying, because we always want a reference to the
610 original typemap.
611
612 WARNING: this must be overridden by subclasses if they change the
613 constructor signature!
614 """
615 other = type(self)(
616 doc=self.doc,
617 typemap=self.typemap,
618 default=copy.deepcopy(self.default),
619 optional=self.optional,
620 multi=self.multi,
621 )
622 other.source = self.source
623 return other
624
625 def _compare(self, instance1, instance2, shortcut, rtol, atol, output):
626 """Compare two fields for equality.
627
628 Used by `lsst.pex.ConfigChoiceField.compare`.
629
630 Parameters
631 ----------
632 instance1 : `lsst.pex.config.Config`
633 Left-hand side config instance to compare.
634 instance2 : `lsst.pex.config.Config`
635 Right-hand side config instance to compare.
636 shortcut : `bool`
637 If `True`, this function returns as soon as an inequality if found.
638 rtol : `float`
639 Relative tolerance for floating point comparisons.
640 atol : `float`
641 Absolute tolerance for floating point comparisons.
642 output : callable
643 A callable that takes a string, used (possibly repeatedly) to
644 report inequalities.
645
646 Returns
647 -------
648 isEqual : bool
649 `True` if the fields are equal, `False` otherwise.
650
651 Notes
652 -----
653 Only the selected configurations are compared, as the parameters of any
654 others do not matter.
655
656 Floating point comparisons are performed by `numpy.allclose`.
657 """
658 d1 = getattr(instance1, self.namenamenamename)
659 d2 = getattr(instance2, self.namenamenamename)
660 name = getComparisonName(
661 _joinNamePath(instance1._name, self.namenamenamename), _joinNamePath(instance2._name, self.namenamenamename)
662 )
663 if not compareScalars("selection for %s" % name, d1._selection, d2._selection, output=output):
664 return False
665 if d1._selection is None:
666 return True
667 if self.multi:
668 nested = [(k, d1[k], d2[k]) for k in d1._selection]
669 else:
670 nested = [(d1._selection, d1[d1._selection], d2[d1._selection])]
671 equal = True
672 for k, c1, c2 in nested:
673 result = compareConfigs(
674 f"{name}[{k!r}]", c1, c2, shortcut=shortcut, rtol=rtol, atol=atol, output=output
675 )
676 if not result and shortcut:
677 return False
678 equal = equal and result
679 return equal
std::vector< SchemaItem< Flag > > * items
__get__(self, instance, owner=None, at=None, label="default")
Definition config.py:728
FieldTypeVar __get__(self, Config instance, Any owner=None, Any at=None, str label="default")
Definition config.py:725
Field[FieldTypeVar] __get__(self, None instance, Any owner=None, Any at=None, str label="default")
Definition config.py:719
_setup(self, doc, dtype, default, check, optional, source, deprecated)
Definition config.py:497
__init__(self, doc, typemap, default=None, optional=False, multi=False, deprecated=None)
ConfigInstanceDict __get__(self, Config instance, Any owner=None, Any at=None, str label="default")
__get__(self, instance, owner=None, at=None, label="default")
__class_getitem__(cls, tuple[type,...]|type|ForwardRef params)
_compare(self, instance1, instance2, shortcut, rtol, atol, output)
None __set__(self, Config instance, ConfigInstanceDict|None value, Any at=None, str label="assignment")
ConfigChoiceField __get__(self, None instance, Any owner=None, Any at=None, str label="default")
__setattr__(self, attr, value, at=None, label="assignment")
__setitem__(self, k, value, at=None, label="assignment")
_setSelection(self, value, at=None, label="assignment")
__init__(self, dict_, value, at=None, label="assignment", setHistory=True)
daf::base::PropertySet * set
Definition fits.cc:931