Files
pydantic/pydantic/validators.py
T
Samuel Colvin 16263bafea None behaviour (#803)
* tweaks to None behaviour

* prevent sub_fields for Optional fields by default

* rewrite None validation

* rename whole > each_item on validators

* cleanup processing of the Json type

* fix schema coverage and cleanup

* tweak validate_model

* change and docs

* fix validators on optional fields

* coverage

* remove is_none_validator

* minor performance improvements to ErrorWrapper

* fix coverage

* fix PaymentCardNumber

* undo schema changes, fix

* tweak validators
2019-09-18 11:38:21 +01:00

560 lines
16 KiB
Python

import json
import re
import sys
from collections import OrderedDict
from datetime import date, datetime, time, timedelta
from decimal import Decimal, DecimalException
from enum import Enum, IntEnum
from ipaddress import IPv4Address, IPv4Interface, IPv4Network, IPv6Address, IPv6Interface, IPv6Network
from pathlib import Path
from typing import (
TYPE_CHECKING,
Any,
Callable,
Dict,
FrozenSet,
Generator,
List,
Optional,
Pattern,
Set,
Tuple,
Type,
TypeVar,
Union,
)
from uuid import UUID
from . import errors
from .datetime_parse import parse_date, parse_datetime, parse_duration, parse_time
from .typing import AnyCallable, AnyType, ForwardRef, display_as_type, get_class, is_callable_type, is_literal_type
from .utils import almost_equal_floats, change_exception, lenient_issubclass, sequence_like
if TYPE_CHECKING: # pragma: no cover
from .fields import Field
from .main import BaseConfig
from .types import ConstrainedDecimal, ConstrainedFloat, ConstrainedInt
ConstrainedNumber = Union[ConstrainedDecimal, ConstrainedFloat, ConstrainedInt]
AnyOrderedDict = OrderedDict[Any, Any]
Number = Union[int, float, Decimal]
StrBytes = Union[str, bytes]
def str_validator(v: Any) -> Optional[str]:
if isinstance(v, str):
if isinstance(v, Enum):
return v.value
else:
return v
elif isinstance(v, (float, int, Decimal)):
# is there anything else we want to add here? If you think so, create an issue.
return str(v)
elif isinstance(v, (bytes, bytearray)):
return v.decode()
else:
raise errors.StrError()
def strict_str_validator(v: Any) -> str:
if isinstance(v, str):
return v
raise errors.StrError()
def bytes_validator(v: Any) -> bytes:
if isinstance(v, bytes):
return v
elif isinstance(v, bytearray):
return bytes(v)
elif isinstance(v, str):
return v.encode()
elif isinstance(v, (float, int, Decimal)):
return str(v).encode()
else:
raise errors.BytesError()
BOOL_FALSE = {0, '0', 'off', 'f', 'false', 'n', 'no'}
BOOL_TRUE = {1, '1', 'on', 't', 'true', 'y', 'yes'}
def bool_validator(v: Any) -> bool:
if v is True or v is False:
return v
if isinstance(v, bytes):
v = v.decode()
if isinstance(v, str):
v = v.lower()
with change_exception(errors.BoolError, TypeError):
if v in BOOL_TRUE:
return True
if v in BOOL_FALSE:
return False
raise errors.BoolError()
def int_validator(v: Any) -> int:
if isinstance(v, int) and not (v is True or v is False):
return v
with change_exception(errors.IntegerError, TypeError, ValueError):
return int(v)
def strict_int_validator(v: Any) -> int:
if isinstance(v, int) and not (v is True or v is False):
return v
raise errors.IntegerError()
def float_validator(v: Any) -> float:
if isinstance(v, float):
return v
with change_exception(errors.FloatError, TypeError, ValueError):
return float(v)
def strict_float_validator(v: Any) -> float:
if isinstance(v, float):
return v
raise errors.FloatError()
def number_multiple_validator(v: 'Number', field: 'Field') -> 'Number':
field_type: ConstrainedNumber = field.type_ # type: ignore
if field_type.multiple_of is not None:
mod = float(v) / float(field_type.multiple_of) % 1
if not almost_equal_floats(mod, 0.0) and not almost_equal_floats(mod, 1.0):
raise errors.NumberNotMultipleError(multiple_of=field_type.multiple_of)
return v
def number_size_validator(v: 'Number', field: 'Field') -> 'Number':
field_type: ConstrainedNumber = field.type_ # type: ignore
if field_type.gt is not None and not v > field_type.gt:
raise errors.NumberNotGtError(limit_value=field_type.gt)
elif field_type.ge is not None and not v >= field_type.ge:
raise errors.NumberNotGeError(limit_value=field_type.ge)
if field_type.lt is not None and not v < field_type.lt:
raise errors.NumberNotLtError(limit_value=field_type.lt)
if field_type.le is not None and not v <= field_type.le:
raise errors.NumberNotLeError(limit_value=field_type.le)
return v
def constant_validator(v: 'Any', field: 'Field') -> 'Any':
"""Validate ``const`` fields.
The value provided for a ``const`` field must be equal to the default value
of the field. This is to support the keyword of the same name in JSON
Schema.
"""
if v != field.default:
raise errors.WrongConstantError(given=v, permitted=[field.default])
return v
def anystr_length_validator(v: 'StrBytes', config: 'BaseConfig') -> 'StrBytes':
v_len = len(v)
min_length = config.min_anystr_length
if min_length is not None and v_len < min_length:
raise errors.AnyStrMinLengthError(limit_value=min_length)
max_length = config.max_anystr_length
if max_length is not None and v_len > max_length:
raise errors.AnyStrMaxLengthError(limit_value=max_length)
return v
def anystr_strip_whitespace(v: 'StrBytes') -> 'StrBytes':
return v.strip()
def ordered_dict_validator(v: Any) -> 'AnyOrderedDict':
if isinstance(v, OrderedDict):
return v
with change_exception(errors.DictError, TypeError, ValueError):
return OrderedDict(v)
def dict_validator(v: Any) -> Dict[Any, Any]:
if isinstance(v, dict):
return v
with change_exception(errors.DictError, TypeError, ValueError):
return dict(v)
def list_validator(v: Any) -> List[Any]:
if isinstance(v, list):
return v
elif sequence_like(v):
return list(v)
else:
raise errors.ListError()
def tuple_validator(v: Any) -> Tuple[Any, ...]:
if isinstance(v, tuple):
return v
elif sequence_like(v):
return tuple(v)
else:
raise errors.TupleError()
def set_validator(v: Any) -> Set[Any]:
if isinstance(v, set):
return v
elif sequence_like(v):
return set(v)
else:
raise errors.SetError()
def frozenset_validator(v: Any) -> FrozenSet[Any]:
if isinstance(v, frozenset):
return v
elif sequence_like(v):
return frozenset(v)
else:
raise errors.FrozenSetError()
def enum_validator(v: Any, field: 'Field', config: 'BaseConfig') -> Enum:
try:
enum_v = field.type_(v)
except ValueError:
# field.type_ should be an enum, so will be iterable
raise errors.EnumError(enum_values=list(field.type_)) # type: ignore
return enum_v.value if config.use_enum_values else enum_v
def uuid_validator(v: Any, field: 'Field') -> UUID:
with change_exception(errors.UUIDError, ValueError):
if isinstance(v, str):
v = UUID(v)
elif isinstance(v, (bytes, bytearray)):
v = UUID(v.decode())
if not isinstance(v, UUID):
raise errors.UUIDError()
required_version = getattr(field.type_, '_required_version', None)
if required_version and v.version != required_version:
raise errors.UUIDVersionError(required_version=required_version)
return v
def decimal_validator(v: Any) -> Decimal:
if isinstance(v, Decimal):
return v
elif isinstance(v, (bytes, bytearray)):
v = v.decode()
v = str(v).strip()
with change_exception(errors.DecimalError, DecimalException):
v = Decimal(v)
if not v.is_finite():
raise errors.DecimalIsNotFiniteError()
return v
def ip_v4_address_validator(v: Any) -> IPv4Address:
if isinstance(v, IPv4Address):
return v
with change_exception(errors.IPv4AddressError, ValueError):
return IPv4Address(v)
def ip_v6_address_validator(v: Any) -> IPv6Address:
if isinstance(v, IPv6Address):
return v
with change_exception(errors.IPv6AddressError, ValueError):
return IPv6Address(v)
def ip_v4_network_validator(v: Any) -> IPv4Network:
"""
Assume IPv4Network initialised with a default ``strict`` argument
See more:
https://docs.python.org/library/ipaddress.html#ipaddress.IPv4Network
"""
if isinstance(v, IPv4Network):
return v
with change_exception(errors.IPv4NetworkError, ValueError):
return IPv4Network(v)
def ip_v6_network_validator(v: Any) -> IPv6Network:
"""
Assume IPv6Network initialised with a default ``strict`` argument
See more:
https://docs.python.org/library/ipaddress.html#ipaddress.IPv6Network
"""
if isinstance(v, IPv6Network):
return v
with change_exception(errors.IPv6NetworkError, ValueError):
return IPv6Network(v)
def ip_v4_interface_validator(v: Any) -> IPv4Interface:
if isinstance(v, IPv4Interface):
return v
with change_exception(errors.IPv4InterfaceError, ValueError):
return IPv4Interface(v)
def ip_v6_interface_validator(v: Any) -> IPv6Interface:
if isinstance(v, IPv6Interface):
return v
with change_exception(errors.IPv6InterfaceError, ValueError):
return IPv6Interface(v)
def path_validator(v: Any) -> Path:
if isinstance(v, Path):
return v
with change_exception(errors.PathError, TypeError):
return Path(v)
def path_exists_validator(v: Any) -> Path:
if not v.exists():
raise errors.PathNotExistsError(path=v)
return v
def callable_validator(v: Any) -> AnyCallable:
"""
Perform a simple check if the value is callable.
Note: complete matching of argument type hints and return types is not performed
"""
if callable(v):
return v
raise errors.CallableError(value=v)
def make_literal_validator(type_: Any) -> Callable[[Any], Any]:
if sys.version_info >= (3, 7):
permitted_choices = type_.__args__
else:
permitted_choices = type_.__values__
allowed_choices_set = set(permitted_choices)
def literal_validator(v: Any) -> Any:
if v not in allowed_choices_set:
raise errors.WrongConstantError(given=v, permitted=permitted_choices)
return v
return literal_validator
def constr_length_validator(v: 'StrBytes', field: 'Field', config: 'BaseConfig') -> 'StrBytes':
v_len = len(v)
min_length = field.type_.min_length or config.min_anystr_length # type: ignore
if min_length is not None and v_len < min_length:
raise errors.AnyStrMinLengthError(limit_value=min_length)
max_length = field.type_.max_length or config.max_anystr_length # type: ignore
if max_length is not None and v_len > max_length:
raise errors.AnyStrMaxLengthError(limit_value=max_length)
return v
def constr_strip_whitespace(v: 'StrBytes', field: 'Field', config: 'BaseConfig') -> 'StrBytes':
strip_whitespace = field.type_.strip_whitespace or config.anystr_strip_whitespace # type: ignore
if strip_whitespace:
v = v.strip()
return v
def validate_json(v: Any) -> Any:
try:
return json.loads(v)
except ValueError:
raise errors.JsonError()
except TypeError:
raise errors.JsonTypeError()
T = TypeVar('T')
def make_arbitrary_type_validator(type_: Type[T]) -> Callable[[T], T]:
def arbitrary_type_validator(v: Any) -> T:
if isinstance(v, type_):
return v
raise errors.ArbitraryTypeError(expected_arbitrary_type=type_)
return arbitrary_type_validator
def make_class_validator(type_: Type[T]) -> Callable[[Any], Type[T]]:
def class_validator(v: Any) -> Type[T]:
if lenient_issubclass(v, type_):
return v
raise errors.SubclassError(expected_class=type_)
return class_validator
def any_class_validator(v: Any) -> Type[T]:
if isinstance(v, type):
return v
raise errors.ClassError()
def pattern_validator(v: Any) -> Pattern[str]:
with change_exception(errors.PatternError, re.error):
return re.compile(v)
class IfConfig:
def __init__(self, validator: AnyCallable, *config_attr_names: str) -> None:
self.validator = validator
self.config_attr_names = config_attr_names
def check(self, config: Type['BaseConfig']) -> bool:
return any(getattr(config, name) not in {None, False} for name in self.config_attr_names)
pattern_validators = [str_validator, pattern_validator]
# order is important here, for example: bool is a subclass of int so has to come first, datetime before date same,
# IPv4Interface before IPv4Address, etc
_VALIDATORS: List[Tuple[AnyType, List[Any]]] = [
(IntEnum, [int_validator, enum_validator]),
(Enum, [enum_validator]),
(
str,
[
str_validator,
IfConfig(anystr_strip_whitespace, 'anystr_strip_whitespace'),
IfConfig(anystr_length_validator, 'min_anystr_length', 'max_anystr_length'),
],
),
(
bytes,
[
bytes_validator,
IfConfig(anystr_strip_whitespace, 'anystr_strip_whitespace'),
IfConfig(anystr_length_validator, 'min_anystr_length', 'max_anystr_length'),
],
),
(bool, [bool_validator]),
(int, [int_validator]),
(float, [float_validator]),
(Path, [path_validator]),
(datetime, [parse_datetime]),
(date, [parse_date]),
(time, [parse_time]),
(timedelta, [parse_duration]),
(OrderedDict, [ordered_dict_validator]),
(dict, [dict_validator]),
(list, [list_validator]),
(tuple, [tuple_validator]),
(set, [set_validator]),
(frozenset, [frozenset_validator]),
(UUID, [uuid_validator]),
(Decimal, [decimal_validator]),
(IPv4Interface, [ip_v4_interface_validator]),
(IPv6Interface, [ip_v6_interface_validator]),
(IPv4Address, [ip_v4_address_validator]),
(IPv6Address, [ip_v6_address_validator]),
(IPv4Network, [ip_v4_network_validator]),
(IPv6Network, [ip_v6_network_validator]),
]
def find_validators( # noqa: C901 (ignore complexity)
type_: AnyType, config: Type['BaseConfig']
) -> Generator[AnyCallable, None, None]:
if type_ is Any:
return
type_type = type(type_)
if type_type == ForwardRef or type_type == TypeVar:
return
if type_ is Pattern:
yield from pattern_validators
return
if is_callable_type(type_):
yield callable_validator
return
if is_literal_type(type_):
yield make_literal_validator(type_)
return
class_ = get_class(type_)
if class_ is not None:
if isinstance(class_, type):
yield make_class_validator(class_)
else:
yield any_class_validator
return
supertype = _find_supertype(type_)
if supertype is not None:
type_ = supertype
for val_type, validators in _VALIDATORS:
try:
if issubclass(type_, val_type):
for v in validators:
if isinstance(v, IfConfig):
if v.check(config):
yield v.validator
else:
yield v
return
except TypeError as e:
raise RuntimeError(f'error checking inheritance of {type_!r} (type: {display_as_type(type_)})') from e
if config.arbitrary_types_allowed:
yield make_arbitrary_type_validator(type_)
else:
raise RuntimeError(
f'no validator found for {type_} see `keep_untouched` or `arbitrary_types_allowed` in Config'
)
def _find_supertype(type_: AnyType) -> Optional[AnyType]:
if not _is_new_type(type_):
return None
supertype = type_.__supertype__
if _is_new_type(supertype):
supertype = _find_supertype(supertype)
return supertype
def _is_new_type(type_: AnyType) -> bool:
return hasattr(type_, '__name__') and hasattr(type_, '__supertype__')