You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
362 lines
14 KiB
362 lines
14 KiB
import warnings
|
|
from collections import ChainMap
|
|
from functools import partial, partialmethod, wraps
|
|
from itertools import chain
|
|
from types import FunctionType
|
|
from typing import TYPE_CHECKING, Any, Callable, Dict, Iterable, List, Optional, Set, Tuple, Type, Union, overload
|
|
|
|
from .errors import ConfigError
|
|
from .typing import AnyCallable
|
|
from .utils import ROOT_KEY, in_ipython
|
|
|
|
if TYPE_CHECKING:
|
|
from .typing import AnyClassMethod
|
|
|
|
|
|
class Validator:
|
|
__slots__ = 'func', 'pre', 'each_item', 'always', 'check_fields', 'skip_on_failure'
|
|
|
|
def __init__(
|
|
self,
|
|
func: AnyCallable,
|
|
pre: bool = False,
|
|
each_item: bool = False,
|
|
always: bool = False,
|
|
check_fields: bool = False,
|
|
skip_on_failure: bool = False,
|
|
):
|
|
self.func = func
|
|
self.pre = pre
|
|
self.each_item = each_item
|
|
self.always = always
|
|
self.check_fields = check_fields
|
|
self.skip_on_failure = skip_on_failure
|
|
|
|
|
|
if TYPE_CHECKING:
|
|
from inspect import Signature
|
|
|
|
from .config import BaseConfig
|
|
from .fields import ModelField
|
|
from .types import ModelOrDc
|
|
|
|
ValidatorCallable = Callable[[Optional[ModelOrDc], Any, Dict[str, Any], ModelField, Type[BaseConfig]], Any]
|
|
ValidatorsList = List[ValidatorCallable]
|
|
ValidatorListDict = Dict[str, List[Validator]]
|
|
|
|
_FUNCS: Set[str] = set()
|
|
VALIDATOR_CONFIG_KEY = '__validator_config__'
|
|
ROOT_VALIDATOR_CONFIG_KEY = '__root_validator_config__'
|
|
|
|
|
|
def validator(
|
|
*fields: str,
|
|
pre: bool = False,
|
|
each_item: bool = False,
|
|
always: bool = False,
|
|
check_fields: bool = True,
|
|
whole: Optional[bool] = None,
|
|
allow_reuse: bool = False,
|
|
) -> Callable[[AnyCallable], 'AnyClassMethod']:
|
|
"""
|
|
Decorate methods on the class indicating that they should be used to validate fields
|
|
:param fields: which field(s) the method should be called on
|
|
:param pre: whether or not this validator should be called before the standard validators (else after)
|
|
:param each_item: for complex objects (sets, lists etc.) whether to validate individual elements rather than the
|
|
whole object
|
|
:param always: whether this method and other validators should be called even if the value is missing
|
|
:param check_fields: whether to check that the fields actually exist on the model
|
|
:param allow_reuse: whether to track and raise an error if another validator refers to the decorated function
|
|
"""
|
|
if not fields:
|
|
raise ConfigError('validator with no fields specified')
|
|
elif isinstance(fields[0], FunctionType):
|
|
raise ConfigError(
|
|
"validators should be used with fields and keyword arguments, not bare. " # noqa: Q000
|
|
"E.g. usage should be `@validator('<field_name>', ...)`"
|
|
)
|
|
elif not all(isinstance(field, str) for field in fields):
|
|
raise ConfigError(
|
|
"validator fields should be passed as separate string args. " # noqa: Q000
|
|
"E.g. usage should be `@validator('<field_name_1>', '<field_name_2>', ...)`"
|
|
)
|
|
|
|
if whole is not None:
|
|
warnings.warn(
|
|
'The "whole" keyword argument is deprecated, use "each_item" (inverse meaning, default False) instead',
|
|
DeprecationWarning,
|
|
)
|
|
assert each_item is False, '"each_item" and "whole" conflict, remove "whole"'
|
|
each_item = not whole
|
|
|
|
def dec(f: AnyCallable) -> 'AnyClassMethod':
|
|
f_cls = _prepare_validator(f, allow_reuse)
|
|
setattr(
|
|
f_cls,
|
|
VALIDATOR_CONFIG_KEY,
|
|
(
|
|
fields,
|
|
Validator(func=f_cls.__func__, pre=pre, each_item=each_item, always=always, check_fields=check_fields),
|
|
),
|
|
)
|
|
return f_cls
|
|
|
|
return dec
|
|
|
|
|
|
@overload
|
|
def root_validator(_func: AnyCallable) -> 'AnyClassMethod':
|
|
...
|
|
|
|
|
|
@overload
|
|
def root_validator(
|
|
*, pre: bool = False, allow_reuse: bool = False, skip_on_failure: bool = False
|
|
) -> Callable[[AnyCallable], 'AnyClassMethod']:
|
|
...
|
|
|
|
|
|
def root_validator(
|
|
_func: Optional[AnyCallable] = None, *, pre: bool = False, allow_reuse: bool = False, skip_on_failure: bool = False
|
|
) -> Union['AnyClassMethod', Callable[[AnyCallable], 'AnyClassMethod']]:
|
|
"""
|
|
Decorate methods on a model indicating that they should be used to validate (and perhaps modify) data either
|
|
before or after standard model parsing/validation is performed.
|
|
"""
|
|
if _func:
|
|
f_cls = _prepare_validator(_func, allow_reuse)
|
|
setattr(
|
|
f_cls, ROOT_VALIDATOR_CONFIG_KEY, Validator(func=f_cls.__func__, pre=pre, skip_on_failure=skip_on_failure)
|
|
)
|
|
return f_cls
|
|
|
|
def dec(f: AnyCallable) -> 'AnyClassMethod':
|
|
f_cls = _prepare_validator(f, allow_reuse)
|
|
setattr(
|
|
f_cls, ROOT_VALIDATOR_CONFIG_KEY, Validator(func=f_cls.__func__, pre=pre, skip_on_failure=skip_on_failure)
|
|
)
|
|
return f_cls
|
|
|
|
return dec
|
|
|
|
|
|
def _prepare_validator(function: AnyCallable, allow_reuse: bool) -> 'AnyClassMethod':
|
|
"""
|
|
Avoid validators with duplicated names since without this, validators can be overwritten silently
|
|
which generally isn't the intended behaviour, don't run in ipython (see #312) or if allow_reuse is False.
|
|
"""
|
|
f_cls = function if isinstance(function, classmethod) else classmethod(function)
|
|
if not in_ipython() and not allow_reuse:
|
|
ref = (
|
|
getattr(f_cls.__func__, '__module__', '<No __module__>')
|
|
+ '.'
|
|
+ getattr(f_cls.__func__, '__qualname__', f'<No __qualname__: id:{id(f_cls.__func__)}>')
|
|
)
|
|
if ref in _FUNCS:
|
|
raise ConfigError(f'duplicate validator function "{ref}"; if this is intended, set `allow_reuse=True`')
|
|
_FUNCS.add(ref)
|
|
return f_cls
|
|
|
|
|
|
class ValidatorGroup:
|
|
def __init__(self, validators: 'ValidatorListDict') -> None:
|
|
self.validators = validators
|
|
self.used_validators = {'*'}
|
|
|
|
def get_validators(self, name: str) -> Optional[Dict[str, Validator]]:
|
|
self.used_validators.add(name)
|
|
validators = self.validators.get(name, [])
|
|
if name != ROOT_KEY:
|
|
validators += self.validators.get('*', [])
|
|
if validators:
|
|
return {getattr(v.func, '__name__', f'<No __name__: id:{id(v.func)}>'): v for v in validators}
|
|
else:
|
|
return None
|
|
|
|
def check_for_unused(self) -> None:
|
|
unused_validators = set(
|
|
chain.from_iterable(
|
|
(
|
|
getattr(v.func, '__name__', f'<No __name__: id:{id(v.func)}>')
|
|
for v in self.validators[f]
|
|
if v.check_fields
|
|
)
|
|
for f in (self.validators.keys() - self.used_validators)
|
|
)
|
|
)
|
|
if unused_validators:
|
|
fn = ', '.join(unused_validators)
|
|
raise ConfigError(
|
|
f"Validators defined with incorrect fields: {fn} " # noqa: Q000
|
|
f"(use check_fields=False if you're inheriting from the model and intended this)"
|
|
)
|
|
|
|
|
|
def extract_validators(namespace: Dict[str, Any]) -> Dict[str, List[Validator]]:
|
|
validators: Dict[str, List[Validator]] = {}
|
|
for var_name, value in namespace.items():
|
|
validator_config = getattr(value, VALIDATOR_CONFIG_KEY, None)
|
|
if validator_config:
|
|
fields, v = validator_config
|
|
for field in fields:
|
|
if field in validators:
|
|
validators[field].append(v)
|
|
else:
|
|
validators[field] = [v]
|
|
return validators
|
|
|
|
|
|
def extract_root_validators(namespace: Dict[str, Any]) -> Tuple[List[AnyCallable], List[Tuple[bool, AnyCallable]]]:
|
|
from inspect import signature
|
|
|
|
pre_validators: List[AnyCallable] = []
|
|
post_validators: List[Tuple[bool, AnyCallable]] = []
|
|
for name, value in namespace.items():
|
|
validator_config: Optional[Validator] = getattr(value, ROOT_VALIDATOR_CONFIG_KEY, None)
|
|
if validator_config:
|
|
sig = signature(validator_config.func)
|
|
args = list(sig.parameters.keys())
|
|
if args[0] == 'self':
|
|
raise ConfigError(
|
|
f'Invalid signature for root validator {name}: {sig}, "self" not permitted as first argument, '
|
|
f'should be: (cls, values).'
|
|
)
|
|
if len(args) != 2:
|
|
raise ConfigError(f'Invalid signature for root validator {name}: {sig}, should be: (cls, values).')
|
|
# check function signature
|
|
if validator_config.pre:
|
|
pre_validators.append(validator_config.func)
|
|
else:
|
|
post_validators.append((validator_config.skip_on_failure, validator_config.func))
|
|
return pre_validators, post_validators
|
|
|
|
|
|
def inherit_validators(base_validators: 'ValidatorListDict', validators: 'ValidatorListDict') -> 'ValidatorListDict':
|
|
for field, field_validators in base_validators.items():
|
|
if field not in validators:
|
|
validators[field] = []
|
|
validators[field] += field_validators
|
|
return validators
|
|
|
|
|
|
def make_generic_validator(validator: AnyCallable) -> 'ValidatorCallable':
|
|
"""
|
|
Make a generic function which calls a validator with the right arguments.
|
|
|
|
Unfortunately other approaches (eg. return a partial of a function that builds the arguments) is slow,
|
|
hence this laborious way of doing things.
|
|
|
|
It's done like this so validators don't all need **kwargs in their signature, eg. any combination of
|
|
the arguments "values", "fields" and/or "config" are permitted.
|
|
"""
|
|
from inspect import signature
|
|
|
|
if not isinstance(validator, (partial, partialmethod)):
|
|
# This should be the default case, so overhead is reduced
|
|
sig = signature(validator)
|
|
args = list(sig.parameters.keys())
|
|
else:
|
|
# Fix the generated argument lists of partial methods
|
|
sig = signature(validator.func)
|
|
args = [
|
|
k
|
|
for k in signature(validator.func).parameters.keys()
|
|
if k not in validator.args | validator.keywords.keys()
|
|
]
|
|
|
|
first_arg = args.pop(0)
|
|
if first_arg == 'self':
|
|
raise ConfigError(
|
|
f'Invalid signature for validator {validator}: {sig}, "self" not permitted as first argument, '
|
|
f'should be: (cls, value, values, config, field), "values", "config" and "field" are all optional.'
|
|
)
|
|
elif first_arg == 'cls':
|
|
# assume the second argument is value
|
|
return wraps(validator)(_generic_validator_cls(validator, sig, set(args[1:])))
|
|
else:
|
|
# assume the first argument was value which has already been removed
|
|
return wraps(validator)(_generic_validator_basic(validator, sig, set(args)))
|
|
|
|
|
|
def prep_validators(v_funcs: Iterable[AnyCallable]) -> 'ValidatorsList':
|
|
return [make_generic_validator(f) for f in v_funcs if f]
|
|
|
|
|
|
all_kwargs = {'values', 'field', 'config'}
|
|
|
|
|
|
def _generic_validator_cls(validator: AnyCallable, sig: 'Signature', args: Set[str]) -> 'ValidatorCallable':
|
|
# assume the first argument is value
|
|
has_kwargs = False
|
|
if 'kwargs' in args:
|
|
has_kwargs = True
|
|
args -= {'kwargs'}
|
|
|
|
if not args.issubset(all_kwargs):
|
|
raise ConfigError(
|
|
f'Invalid signature for validator {validator}: {sig}, should be: '
|
|
f'(cls, value, values, config, field), "values", "config" and "field" are all optional.'
|
|
)
|
|
|
|
if has_kwargs:
|
|
return lambda cls, v, values, field, config: validator(cls, v, values=values, field=field, config=config)
|
|
elif args == set():
|
|
return lambda cls, v, values, field, config: validator(cls, v)
|
|
elif args == {'values'}:
|
|
return lambda cls, v, values, field, config: validator(cls, v, values=values)
|
|
elif args == {'field'}:
|
|
return lambda cls, v, values, field, config: validator(cls, v, field=field)
|
|
elif args == {'config'}:
|
|
return lambda cls, v, values, field, config: validator(cls, v, config=config)
|
|
elif args == {'values', 'field'}:
|
|
return lambda cls, v, values, field, config: validator(cls, v, values=values, field=field)
|
|
elif args == {'values', 'config'}:
|
|
return lambda cls, v, values, field, config: validator(cls, v, values=values, config=config)
|
|
elif args == {'field', 'config'}:
|
|
return lambda cls, v, values, field, config: validator(cls, v, field=field, config=config)
|
|
else:
|
|
# args == {'values', 'field', 'config'}
|
|
return lambda cls, v, values, field, config: validator(cls, v, values=values, field=field, config=config)
|
|
|
|
|
|
def _generic_validator_basic(validator: AnyCallable, sig: 'Signature', args: Set[str]) -> 'ValidatorCallable':
|
|
has_kwargs = False
|
|
if 'kwargs' in args:
|
|
has_kwargs = True
|
|
args -= {'kwargs'}
|
|
|
|
if not args.issubset(all_kwargs):
|
|
raise ConfigError(
|
|
f'Invalid signature for validator {validator}: {sig}, should be: '
|
|
f'(value, values, config, field), "values", "config" and "field" are all optional.'
|
|
)
|
|
|
|
if has_kwargs:
|
|
return lambda cls, v, values, field, config: validator(v, values=values, field=field, config=config)
|
|
elif args == set():
|
|
return lambda cls, v, values, field, config: validator(v)
|
|
elif args == {'values'}:
|
|
return lambda cls, v, values, field, config: validator(v, values=values)
|
|
elif args == {'field'}:
|
|
return lambda cls, v, values, field, config: validator(v, field=field)
|
|
elif args == {'config'}:
|
|
return lambda cls, v, values, field, config: validator(v, config=config)
|
|
elif args == {'values', 'field'}:
|
|
return lambda cls, v, values, field, config: validator(v, values=values, field=field)
|
|
elif args == {'values', 'config'}:
|
|
return lambda cls, v, values, field, config: validator(v, values=values, config=config)
|
|
elif args == {'field', 'config'}:
|
|
return lambda cls, v, values, field, config: validator(v, field=field, config=config)
|
|
else:
|
|
# args == {'values', 'field', 'config'}
|
|
return lambda cls, v, values, field, config: validator(v, values=values, field=field, config=config)
|
|
|
|
|
|
def gather_all_validators(type_: 'ModelOrDc') -> Dict[str, 'AnyClassMethod']:
|
|
all_attributes = ChainMap(*[cls.__dict__ for cls in type_.__mro__]) # type: ignore[arg-type,var-annotated]
|
|
return {
|
|
k: v
|
|
for k, v in all_attributes.items()
|
|
if hasattr(v, VALIDATOR_CONFIG_KEY) or hasattr(v, ROOT_VALIDATOR_CONFIG_KEY)
|
|
}
|