File size: 33,626 Bytes
71687cf | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944 945 946 947 948 949 950 951 952 953 954 955 956 957 958 959 960 961 962 963 964 965 966 967 968 969 970 971 972 973 974 975 976 977 978 979 980 981 982 983 | """
This module provides serializable, validatable, type-enforcing domain objects and data
transfer objects. It has many of the same motivations as the python
`Marshmallow <http://marshmallow.readthedocs.org/en/latest/why.html>`_ package. It is most
similar to `Schematics <http://schematics.readthedocs.io/>`_.
========
Tutorial
========
Chapter 1: Entity and Field Basics
----------------------------------
>>> class Color(Enum):
... blue = 0
... black = 1
... red = 2
>>> class Car(Entity):
... weight = NumberField(required=False)
... wheels = IntField(default=4, validation=lambda x: 3 <= x <= 4)
... color = EnumField(Color)
>>> # create a new car object
>>> car = Car(color=Color.blue, weight=4242.46)
>>> car
Car(weight=4242.46, color=0)
>>> # it has 4 wheels, all by default
>>> car.wheels
4
>>> # but a car can't have 5 wheels!
>>> # the `validation=` field is a simple callable that returns a
>>> # boolean based on validity
>>> car.wheels = 5
Traceback (most recent call last):
ValidationError: Invalid value 5 for wheels
>>> # we can call .dump() on car, and just get back a standard
>>> # python dict actually, it's an ordereddict to match attribute
>>> # declaration order
>>> type(car.dump())
<class '...OrderedDict'>
>>> car.dump()
OrderedDict([('weight', 4242.46), ('wheels', 4), ('color', 0)])
>>> # and json too (note the order!)
>>> car.json()
'{"weight": 4242.46, "wheels": 4, "color": 0}'
>>> # green cars aren't allowed
>>> car.color = "green"
Traceback (most recent call last):
ValidationError: 'green' is not a valid Color
>>> # but black cars are!
>>> car.color = "black"
>>> car.color
<Color.black: 1>
>>> # car.color really is an enum, promise
>>> type(car.color)
<enum 'Color'>
>>> # enum assignment can be with any of (and preferentially)
>>> # (1) an enum literal,
>>> # (2) a valid enum value, or
>>> # (3) a valid enum name
>>> car.color = Color.blue; car.color.value
0
>>> car.color = 1; car.color.name
'black'
>>> # let's do a round-trip marshalling of this thing
>>> same_car = Car.from_json(car.json()) # or equally Car.from_json(json.dumps(car.dump()))
>>> same_car == car
True
>>> # actually, they're two different instances
>>> same_car is not car
True
>>> # this works too
>>> cloned_car = Car(**car.dump())
>>> cloned_car == car
True
>>> # while we're at it, these are all equivalent too
>>> car == Car.from_objects(car)
True
>>> car == Car.from_objects({"weight": 4242.46, "wheels": 4, "color": 1})
True
>>> car == Car.from_json('{"weight": 4242.46, "color": 1}')
True
>>> # .from_objects() even lets you stack and combine objects
>>> class DumbClass:
... color = 0
... wheels = 3
>>> Car.from_objects(DumbClass(), dict(weight=2222, color=1))
Car(weight=2222, wheels=3, color=0)
>>> # and also pass kwargs that override properties pulled
>>> # off any objects
>>> Car.from_objects(DumbClass(), {'weight': 2222, 'color': 1}, color=2, weight=33)
Car(weight=33, wheels=3, color=2)
Chapter 2: Entity and Field Composition
---------------------------------------
>>> # now let's get fancy
>>> # a ComposableField "nests" another valid Entity
>>> # a ListField's first argument is a "generic" type,
>>> # which can be a valid Entity, any python primitive
>>> # type, or a list of Entities/types
>>> class Fleet(Entity):
... boss_car = ComposableField(Car)
... cars = ListField(Car)
>>> # here's our fleet of company cars
>>> company_fleet = Fleet(boss_car=Car(color='red'), cars=[car, same_car, cloned_car])
>>> company_fleet.pretty_json() #doctest: +SKIP
{
"boss_car": {
"wheels": 4
"color": 2,
},
"cars": [
{
"weight": 4242.46,
"wheels": 4
"color": 1,
},
{
"weight": 4242.46,
"wheels": 4
"color": 1,
},
{
"weight": 4242.46,
"wheels": 4
"color": 1,
}
]
}
>>> # the boss' car is red of course (and it's still an Enum)
>>> company_fleet.boss_car.color.name
'red'
>>> # and there are three cars left for the employees
>>> len(company_fleet.cars)
3
Chapter 3: Immutability
-----------------------
>>> class ImmutableCar(ImmutableEntity):
... wheels = IntField(default=4, validation=lambda x: 3 <= x <= 4)
... color = EnumField(Color)
>>> icar = ImmutableCar.from_objects({'wheels': 3, 'color': 'blue'})
>>> icar
ImmutableCar(wheels=3, color=0)
>>> icar.wheels = 4
Traceback (most recent call last):
AttributeError: Assignment not allowed. ImmutableCar is immutable.
>>> class FixedWheelCar(Entity):
... wheels = IntField(default=4, immutable=True)
... color = EnumField(Color)
>>> fwcar = FixedWheelCar.from_objects(icar)
>>> fwcar.json()
'{"wheels": 3, "color": 0}'
>>> # repainting the car is easy
>>> fwcar.color = Color.red
>>> fwcar.color.name
'red'
>>> # can't really change the number of wheels though
>>> fwcar.wheels = 18
Traceback (most recent call last):
AttributeError: The wheels field is immutable.
Chapter X: The del and null Weeds
---------------------------------
>>> old_date = lambda: isoparse('1982-02-17')
>>> class CarBattery(Entity):
... # NOTE: default value can be a callable!
... first_charge = DateField(required=False) # default=None, nullable=False
... latest_charge = DateField(default=old_date, nullable=True) # required=True
... expiration = DateField(default=old_date, required=False, nullable=False)
>>> # starting point
>>> battery = CarBattery()
>>> battery
CarBattery()
>>> battery.json()
'{"latest_charge": "1982-02-17T00:00:00", "expiration": "1982-02-17T00:00:00"}'
>>> # first_charge is not assigned a default value. Once one is assigned, it can be deleted,
>>> # but it can't be made null.
>>> battery.first_charge = isoparse('2016-03-23')
>>> battery
CarBattery(first_charge=datetime.datetime(2016, 3, 23, 0, 0))
>>> battery.first_charge = None
Traceback (most recent call last):
ValidationError: Value for first_charge not given or invalid.
>>> del battery.first_charge
>>> battery
CarBattery()
>>> # latest_charge can be null, but it can't be deleted. The default value is a callable.
>>> del battery.latest_charge
Traceback (most recent call last):
AttributeError: The latest_charge field is required and cannot be deleted.
>>> battery.latest_charge = None
>>> battery.json()
'{"latest_charge": null, "expiration": "1982-02-17T00:00:00"}'
>>> # expiration is assigned by default, can't be made null, but can be deleted.
>>> battery.expiration
datetime.datetime(1982, 2, 17, 0, 0)
>>> battery.expiration = None
Traceback (most recent call last):
ValidationError: Value for expiration not given or invalid.
>>> del battery.expiration
>>> battery.json()
'{"latest_charge": null}'
"""
from collections.abc import Mapping, Sequence
from datetime import datetime
from enum import Enum
from functools import reduce
from logging import getLogger
from pathlib import Path
from boltons.timeutils import isoparse
from frozendict import deepfreeze, frozendict
from frozendict import getFreezeConversionMap as _getFreezeConversionMap
from frozendict import register as _register
from . import NULL
from .compat import odict
from ..common.compat import isiterable
from .collection import AttrDict
from .exceptions import Raise, ValidationError
from .ish import find_or_raise
from .type_coercion import maybecall
from ..common.serialize import json
from ..deprecations import deprecated
if Enum not in _getFreezeConversionMap():
# leave enums as is, deepfreeze will flatten it into a dict
# see https://github.com/Marco-Sulla/python-frozendict/issues/98
_register(Enum, lambda x : x)
del _getFreezeConversionMap
del _register
log = getLogger(__name__)
__all__ = [
"Entity", "ImmutableEntity", "Field",
"BooleanField", "BoolField", "IntegerField", "IntField",
"NumberField", "StringField", "DateField",
"EnumField", "ListField", "MapField", "ComposableField",
]
KEY_OVERRIDES_MAP = "__key_overrides__"
NOTES = """
Current deficiencies to schematics:
- no get_mock_object method
- no context-dependent serialization or MultilingualStringType
- name = StringType(serialized_name='person_name', alternate_names=['human_name'])
- name = StringType(serialize_when_none=False)
- more flexible validation error messages
- field validation can depend on other fields
- 'roles' containing denylists for .dump() and .json()
__roles__ = {
EntityRole.registered_name: Denylist('field1', 'field2'),
EntityRole.another_registered_name: Allowlist('field3', 'field4'),
}
TODO:
- alternate field names
- add dump_if_null field option
- add help/description parameter to Field
- consider leveraging slots
- collect all validation errors before raising
- Allow returning string error message for validation instead of False
- profile and optimize
- use boltons instead of dateutil
- correctly implement copy and deepcopy on fields and Entity, DictSafeMixin
http://stackoverflow.com/questions/1500718/what-is-the-right-way-to-override-the-copy-deepcopy-operations-on-an-object-in-p
Optional Field Properties:
- validation = None
- default = None
- required = True
- in_dump = True
- nullable = False
Behaviors:
- Nullable is a "hard" setting, in that the value is either always or never allowed to be None.
- What happens then if required=False and nullable=False?
- The object can be init'd without a value (though not with a None value).
getattr throws AttributeError
- Any assignment must be not None.
- Setting a value to None doesn't "unset" a value. (That's what del is for.) And you can't
del a value if required=True, nullable=False, default=None.
- If a field is not required, del does *not* "unmask" the default value. Instead, del
removes the value from the object entirely. To get back the default value, need to recreate
the object. Entity.from_objects(old_object)
- Disabling in_dump is a "hard" setting, in that with it disabled the field will never get
dumped. With it enabled, the field may or may not be dumped depending on its value and other
settings.
- Required is a "hard" setting, in that if True, a valid value or default must be provided. None
is only a valid value or default if nullable is True.
- In general, nullable means that None is a valid value.
- getattr returns None instead of raising Attribute error
- If in_dump, field is given with null value.
- If default is not None, assigning None clears a previous assignment. Future getattrs return
the default value.
- What does nullable mean with default=None and required=True? Does instantiation raise
an error if assignment not made on init? Can IntField(nullable=True) be init'd?
- If required=False and nullable=False, field will only be in dump if field!=None.
Also, getattr raises AttributeError.
- If required=False and nullable=True, field will be in dump if field==None.
- If in_dump is True, does default value get dumped:
- if no assignment, default exists
- if nullable, and assigned None
- How does optional validation work with nullable and assigning None?
- When does gettattr throw AttributeError, and when does it return None?
"""
class Field:
"""
Fields are doing something very similar to boxing and unboxing
of c#/java primitives. __set__ should take a "primitive" or "raw" value and create a "boxed"
or "programmatically usable" value of it. While __get__ should return the boxed value,
dump in turn should unbox the value into a primitive or raw value.
Arguments:
types_ (primitive literal or type or sequence of types):
default (any, callable, optional): If default is callable, it's guaranteed to return a
valid value at the time of Entity creation.
required (boolean, optional):
validation (callable, optional):
dump (boolean, optional):
"""
# Used to track order of field declarations. Supporting python 2.7, so can't rely
# on __prepare__. Strategy lifted from http://stackoverflow.com/a/4460034/2127762
_order_helper = 0
def __init__(self, default=NULL, required=True, validation=None,
in_dump=True, default_in_dump=True, nullable=False, immutable=False, aliases=()):
self._required = required
self._validation = validation
self._in_dump = in_dump
self._default_in_dump = default_in_dump
self._nullable = nullable
self._immutable = immutable
self._aliases = aliases
if default is NULL:
self._default = NULL
else:
self._default = default if callable(default) else self.box(None, None, default)
self.validate(None, self.box(None, None, maybecall(default)))
self._order_helper = Field._order_helper
Field._order_helper += 1
@property
def name(self):
try:
return self._name
except AttributeError:
log.error("The name attribute has not been set for this field. "
"Call set_name at class creation time.")
raise
def set_name(self, name):
self._name = name
return self
def __get__(self, instance, instance_type):
try:
if instance is None: # if calling from the class object
val = getattr(instance_type, KEY_OVERRIDES_MAP)[self.name]
else:
val = instance.__dict__[self.name]
except AttributeError:
log.error("The name attribute has not been set for this field.")
raise AttributeError("The name attribute has not been set for this field.")
except KeyError:
if self.default is NULL:
raise AttributeError(f"A value for {self.name} has not been set")
else:
val = maybecall(self.default) # default *can* be a callable
if val is None and not self.nullable:
# means the "tricky edge case" was activated in __delete__
raise AttributeError(f"The {self.name} field has been deleted.")
return self.unbox(instance, instance_type, val)
def __set__(self, instance, val):
if self.immutable and instance._initd:
raise AttributeError(f"The {self.name} field is immutable.")
# validate will raise an exception if invalid
# validate will return False if the value should be removed
instance.__dict__[self.name] = self.validate(
instance,
self.box(instance, instance.__class__, val),
)
def __delete__(self, instance):
if self.immutable and instance._initd:
raise AttributeError(f"The {self.name} field is immutable.")
elif self.required:
raise AttributeError(f"The {self.name} field is required and cannot be deleted.")
elif not self.nullable:
# tricky edge case
# given a field Field(default='some value', required=False, nullable=False)
# works together with Entity.dump() logic for selecting fields to include in dump
# `if value is not None or field.nullable`
instance.__dict__[self.name] = None
else:
instance.__dict__.pop(self.name, None)
def box(self, instance, instance_type, val):
return val
def unbox(self, instance, instance_type, val):
return val
def dump(self, instance, instance_type, val):
return val
def validate(self, instance, val):
"""
Returns:
True: if val is valid
Raises:
ValidationError
"""
# note here calling, but not assigning; could lead to unexpected behavior
if isinstance(val, self._type) and (self._validation is None or self._validation(val)):
return val
elif val is NULL and not self.required:
return val
elif val is None and self.nullable:
return val
else:
raise ValidationError(getattr(self, 'name', 'undefined name'), val)
@property
def required(self):
return self._required
@property
def type(self):
return self._type
@property
def default(self):
return self._default
@property
def in_dump(self):
return self._in_dump
@property
def default_in_dump(self):
return self._default_in_dump
@property
def nullable(self):
return self.is_nullable
@property
def is_nullable(self):
return self._nullable
@property
def immutable(self):
return self._immutable
class BooleanField(Field):
_type = bool
def box(self, instance, instance_type, val):
return None if val is None else bool(val)
BoolField = BooleanField
class IntegerField(Field):
_type = int
IntField = IntegerField
class NumberField(Field):
_type = (int, float, complex)
class StringField(Field):
_type = str
def box(self, instance, instance_type, val):
return str(val) if isinstance(val, NumberField._type) else val
class DateField(Field):
_type = datetime
def box(self, instance, instance_type, val):
try:
return isoparse(val) if isinstance(val, str) else val
except ValueError as e:
raise ValidationError(val, msg=e)
def dump(self, instance, instance_type, val):
return None if val is None else val.isoformat()
class EnumField(Field):
def __init__(self, enum_class, default=NULL, required=True, validation=None,
in_dump=True, default_in_dump=True, nullable=False, immutable=False, aliases=()):
if not issubclass(enum_class, Enum):
raise ValidationError(None, msg="enum_class must be an instance of Enum")
self._type = enum_class
super().__init__(
default, required, validation, in_dump, default_in_dump, nullable, immutable, aliases
)
def box(self, instance, instance_type, val):
if val is None:
# let the required/nullable logic handle validation for this case
return None
try:
# try to box using val as an Enum name
return self._type(val)
except ValueError as e1:
try:
# try to box using val as an Enum value
return self._type[val]
except KeyError:
raise ValidationError(val, msg=e1)
def dump(self, instance, instance_type, val):
return None if val in (None, NULL) else val.value
class ListField(Field):
_type = tuple
def __init__(self, element_type, default=NULL, required=True, validation=None,
in_dump=True, default_in_dump=True, nullable=False, immutable=False, aliases=()):
self._element_type = element_type
super().__init__(
default, required, validation, in_dump, default_in_dump, nullable, immutable, aliases
)
def box(self, instance, instance_type, val):
if val is None:
return None
elif isinstance(val, str):
raise ValidationError(
f"Attempted to assign a string to ListField {self.name}"
)
elif isiterable(val):
et = self._element_type
if isinstance(et, type) and issubclass(et, Entity):
return self._type(v if isinstance(v, et) else et(**v) for v in val)
else:
return deepfreeze(val) if self.immutable else self._type(val)
else:
raise ValidationError(
val, msg=f"Cannot assign a non-iterable value to {self.name}"
)
def unbox(self, instance, instance_type, val):
return self._type() if val is None and not self.nullable else val
def dump(self, instance, instance_type, val):
if isinstance(self._element_type, type) and issubclass(self._element_type, Entity):
return self._type(v.dump() for v in val)
else:
return val
def validate(self, instance, val):
val = super().validate(instance, val)
if val:
et = self._element_type
self._type(Raise(ValidationError(self.name, el, et)) for el in val
if not isinstance(el, et))
return val
class MutableListField(ListField):
_type = list
class MapField(Field):
_type = frozendict
def __init__(
self,
default=NULL,
required=True,
validation=None,
in_dump=True,
default_in_dump=True,
nullable=False,
immutable=True,
aliases=(),
):
super().__init__(
default, required, validation, in_dump, default_in_dump, nullable, immutable, aliases
)
def box(self, instance, instance_type, val):
# TODO: really need to make this recursive to make any lists or maps immutable
if val is None:
return self._type()
elif isiterable(val):
val = deepfreeze(val)
if not isinstance(val, Mapping):
raise ValidationError(
val, msg=f"Cannot assign a non-iterable value to {self.name}"
)
return val
else:
raise ValidationError(
val, msg=f"Cannot assign a non-iterable value to {self.name}"
)
class ComposableField(Field):
def __init__(self, field_class, default=NULL, required=True, validation=None,
in_dump=True, default_in_dump=True, nullable=False, immutable=False, aliases=()):
self._type = field_class
super().__init__(
default, required, validation, in_dump, default_in_dump, nullable, immutable, aliases
)
def box(self, instance, instance_type, val):
if val is None:
return None
if isinstance(val, self._type):
return val
else:
# assuming val is a dict now
try:
# if there is a key named 'self', have to rename it
if hasattr(val, 'pop'):
val['slf'] = val.pop('self')
except KeyError:
pass # no key of 'self', so no worries
if isinstance(val, self._type):
return val if isinstance(val, self._type) else self._type(**val)
elif isinstance(val, Mapping):
return self._type(**val)
elif isinstance(val, Sequence) and not isinstance(val, str):
return self._type(*val)
else:
return self._type(val)
def dump(self, instance, instance_type, val):
return None if val is None else val.dump()
class EntityType(type):
@staticmethod
def __get_entity_subclasses(bases):
try:
return [base for base in bases if issubclass(base, Entity) and base is not Entity]
except NameError:
# NameError: global name 'Entity' is not defined
return ()
def __new__(mcs, name, bases, dct):
# if we're about to mask a field that's already been created with something that's
# not a field, then assign it to an alternate variable name
non_field_keys = (
key
for key, value in dct.items()
if not isinstance(value, Field) and not key.startswith("__")
)
entity_subclasses = EntityType.__get_entity_subclasses(bases)
if entity_subclasses:
keys_to_override = [key for key in non_field_keys
if any(isinstance(base.__dict__.get(key), Field)
for base in entity_subclasses)]
dct[KEY_OVERRIDES_MAP] = {key: dct.pop(key) for key in keys_to_override}
else:
dct[KEY_OVERRIDES_MAP] = {}
return super().__new__(mcs, name, bases, dct)
def __init__(cls, name, bases, attr):
super().__init__(name, bases, attr)
fields = odict()
_field_sort_key = lambda x: x[1]._order_helper
for clz in reversed(type.mro(cls)):
clz_fields = (
(name, field.set_name(name))
for name, field in clz.__dict__.items()
if isinstance(field, Field)
)
fields.update(sorted(clz_fields, key=_field_sort_key))
cls.__fields__ = frozendict(fields)
if hasattr(cls, '__register__'):
cls.__register__()
def __call__(cls, *args, **kwargs):
instance = super().__call__(*args, **kwargs)
setattr(instance, f"_{cls.__name__}__initd", True)
return instance
@property
def fields(cls):
return cls.__fields__.keys()
class Entity(metaclass=EntityType):
__fields__ = odict()
_lazy_validate = False
def __init__(self, **kwargs):
for key, field in self.__fields__.items():
try:
setattr(self, key, kwargs[key])
except KeyError:
alias = next((ls for ls in field._aliases if ls in kwargs), None)
if alias is not None:
setattr(self, key, kwargs[alias])
elif key in getattr(self, KEY_OVERRIDES_MAP):
# handle case of fields inherited from subclass but overrode on class object
setattr(self, key, getattr(self, KEY_OVERRIDES_MAP)[key])
elif field.required and field.default is NULL:
raise ValidationError(
key,
msg="{} requires a {} field. Instantiated with "
"{}".format(self.__class__.__name__, key, kwargs),
)
except ValidationError:
if kwargs[key] is not None or field.required:
raise
if not self._lazy_validate:
self.validate()
@classmethod
def from_objects(cls, *objects, **override_fields):
"""Construct a new object of type ``cls`` from existing objects or dicts.
Allows the creation of new objects of concrete :class:`Entity` subclasses by
combining information from several sources. This can be any combination of
objects and dictionaries passed in as positional arguments. When looking for
the value of the fields of the :class:`Entity` subclass, the first object
that provides an attribute (or, in the case of a dict an entry) that has the
name of the field or one of its aliases will take precedence. Any keyword
arguments passed in will override this and take precedence.
Args:
cls(:class:`Entity` subclass): The class to create, usually determined by call, e.g. ``PrefixRecord.from_objects(...)``.
*objects(tuple(object or dict)): Any combination of objects and dicts in order of decending precedence.
**override_fields(dict(str, object)): Any individual fields overriding possible contents from ``*objects``.
"""
init_vars = {}
search_maps = tuple(AttrDict(o) if isinstance(o, dict) else o
for o in ((override_fields,) + objects))
for key, field in cls.__fields__.items():
try:
init_vars[key] = find_or_raise(key, search_maps, field._aliases)
except AttributeError:
pass
return cls(**init_vars)
@classmethod
def from_json(cls, json_str):
return cls(**json.loads(json_str))
@classmethod
def load(cls, data_dict):
return cls(**data_dict)
def validate(self):
# TODO: here, validate should only have to determine if the required keys are set
try:
reduce(
lambda _, name: getattr(self, name),
(name for name, field in self.__fields__.items() if field.required),
)
except TypeError as e:
if str(e) == "reduce() of empty sequence with no initial value":
pass
except AttributeError as e:
raise ValidationError(None, msg=e)
def __repr__(self):
def _valid(key):
# TODO: re-enable once aliases are implemented
# if key.startswith('_'):
# return False
if '__' in key:
return False
try:
getattr(self, key)
return True
except AttributeError:
return False
def _val(key):
val = getattr(self, key)
return repr(val.value) if isinstance(val, Enum) else repr(val)
def _sort_helper(key):
field = self.__fields__.get(key)
return field._order_helper if field is not None else -1
kwarg_str = ", ".join(
f"{key}={_val(key)}" for key in sorted(self.__dict__, key=_sort_helper) if _valid(key)
)
return f"{self.__class__.__name__}({kwarg_str})"
@classmethod
def __register__(cls):
pass
def json(self, indent=None, separators=None, **kwargs):
return json.dumps(self, indent=indent, separators=separators, **kwargs)
def pretty_json(self, indent=2, separators=(',', ': '), **kwargs):
return json.dumps(self, indent=indent, separators=separators, **kwargs)
def dump(self):
return odict((field.name, field.dump(self, self.__class__, value))
for field, value in ((field, getattr(self, field.name, NULL))
for field in self.__dump_fields())
if value is not NULL and not (value is field.default
and not field.default_in_dump))
@classmethod
def __dump_fields(cls):
if "__dump_fields_cache" not in cls.__dict__:
cls.__dump_fields_cache = tuple(
field for field in cls.__fields__.values() if field.in_dump
)
return cls.__dump_fields_cache
def __eq__(self, other):
if self.__class__ != other.__class__:
return False
rando_default = 19274656290 # need an arbitrary but definite value if field does not exist
return all(getattr(self, field, rando_default) == getattr(other, field, rando_default)
for field in self.__fields__)
def __hash__(self):
return sum(hash(getattr(self, field, None)) for field in self.__fields__)
@property
def _initd(self):
return getattr(self, f"_{self.__class__.__name__}__initd", None)
class ImmutableEntity(Entity):
def __setattr__(self, attribute, value):
if self._initd:
raise AttributeError(
f"Assignment not allowed. {self.__class__.__name__} is immutable."
)
super().__setattr__(attribute, value)
def __delattr__(self, item):
if self._initd:
raise AttributeError(f"Deletion not allowed. {self.__class__.__name__} is immutable.")
super().__delattr__(item)
class DictSafeMixin:
def __getitem__(self, item):
return getattr(self, item)
def __setitem__(self, key, value):
setattr(self, key, value)
def __delitem__(self, key):
delattr(self, key)
def get(self, item, default=None):
return getattr(self, item, default)
def __contains__(self, item):
value = getattr(self, item, None)
if value is None:
return False
field = self.__fields__[item]
if isinstance(field, (MapField, ListField)):
return len(value) > 0
return True
def __iter__(self):
for key in self.__fields__:
if key in self:
yield key
def items(self):
for key in self.__fields__:
if key in self:
yield key, getattr(self, key)
def copy(self):
return self.__class__(**self.dump())
def setdefault(self, key, default_value):
if key not in self:
setattr(self, key, default_value)
def update(self, E=None, **F):
# D.update([E, ]**F) -> None. Update D from dict/iterable E and F.
# If E present and has a .keys() method, does: for k in E: D[k] = E[k]
# If E present and lacks .keys() method, does: for (k, v) in E: D[k] = v
# In either case, this is followed by: for k in F: D[k] = F[k]
if E is not None:
try:
for k, v in E.items():
self[k] = v
except AttributeError:
for k, v in E:
self[k] = v
for k in F:
self[k] = F[k]
deprecated.constant(
"26.3",
"26.9",
"EntityEncoder",
json.CondaJSONEncoder,
addendum="Use `conda.common.serialize.json.CondaJSONEncoder` instead.",
)
|