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undefined.py
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import abc
import dataclasses
import functools
import inspect
import sys
from dataclasses import Field, fields
from typing import Any, Callable, Dict, Optional, Tuple, Union, Type, get_type_hints
from enum import Enum
from marshmallow.exceptions import ValidationError # type: ignore
from dataclasses_json.utils import CatchAllVar
KnownParameters = Dict[str, Any]
UnknownParameters = Dict[str, Any]
class _UndefinedParameterAction(abc.ABC):
@staticmethod
@abc.abstractmethod
def handle_from_dict(cls, kvs: Dict[Any, Any]) -> Dict[str, Any]:
"""
Return the parameters to initialize the class with.
"""
pass
@staticmethod
def handle_to_dict(obj, kvs: Dict[Any, Any]) -> Dict[Any, Any]:
"""
Return the parameters that will be written to the output dict
"""
return kvs
@staticmethod
def handle_dump(obj) -> Dict[Any, Any]:
"""
Return the parameters that will be added to the schema dump.
"""
return {}
@staticmethod
def create_init(obj) -> Callable:
return obj.__init__
@staticmethod
def _separate_defined_undefined_kvs(cls, kvs: Dict) -> \
Tuple[KnownParameters, UnknownParameters]:
"""
Returns a 2 dictionaries: defined and undefined parameters
"""
class_fields = fields(cls)
field_names = [field.name for field in class_fields]
unknown_given_parameters = {k: v for k, v in kvs.items() if
k not in field_names}
known_given_parameters = {k: v for k, v in kvs.items() if
k in field_names}
return known_given_parameters, unknown_given_parameters
class _RaiseUndefinedParameters(_UndefinedParameterAction):
"""
This action raises UndefinedParameterError if it encounters an undefined
parameter during initialization.
"""
@staticmethod
def handle_from_dict(cls, kvs: Dict) -> Dict[str, Any]:
known, unknown = \
_UndefinedParameterAction._separate_defined_undefined_kvs(
cls=cls, kvs=kvs)
if len(unknown) > 0:
raise UndefinedParameterError(
f"Received undefined initialization arguments {unknown}")
return known
CatchAll = Optional[CatchAllVar]
class _IgnoreUndefinedParameters(_UndefinedParameterAction):
"""
This action does nothing when it encounters undefined parameters.
The undefined parameters can not be retrieved after the class has been
created.
"""
@staticmethod
def handle_from_dict(cls, kvs: Dict) -> Dict[str, Any]:
known_given_parameters, _ = \
_UndefinedParameterAction._separate_defined_undefined_kvs(
cls=cls, kvs=kvs)
return known_given_parameters
@staticmethod
def create_init(obj) -> Callable:
original_init = obj.__init__
init_signature = inspect.signature(original_init)
@functools.wraps(obj.__init__)
def _ignore_init(self, *args, **kwargs):
known_kwargs, _ = \
_CatchAllUndefinedParameters._separate_defined_undefined_kvs(
obj, kwargs)
num_params_takeable = len(
init_signature.parameters) - 1 # don't count self
num_args_takeable = num_params_takeable - len(known_kwargs)
args = args[:num_args_takeable]
bound_parameters = init_signature.bind_partial(self, *args,
**known_kwargs)
bound_parameters.apply_defaults()
arguments = bound_parameters.arguments
arguments.pop("self", None)
final_parameters = \
_IgnoreUndefinedParameters.handle_from_dict(obj, arguments)
original_init(self, **final_parameters)
return _ignore_init
class _CatchAllUndefinedParameters(_UndefinedParameterAction):
"""
This class allows to add a field of type utils.CatchAll which acts as a
dictionary into which all
undefined parameters will be written.
These parameters are not affected by LetterCase.
If no undefined parameters are given, this dictionary will be empty.
"""
class _SentinelNoDefault:
pass
@staticmethod
def handle_from_dict(cls, kvs: Dict) -> Dict[str, Any]:
known, unknown = _UndefinedParameterAction \
._separate_defined_undefined_kvs(cls=cls, kvs=kvs)
catch_all_field = _CatchAllUndefinedParameters._get_catch_all_field(
cls=cls)
if catch_all_field.name in known:
already_parsed = isinstance(known[catch_all_field.name], dict)
default_value = _CatchAllUndefinedParameters._get_default(
catch_all_field=catch_all_field)
received_default = default_value == known[catch_all_field.name]
value_to_write: Any
if received_default and len(unknown) == 0:
value_to_write = default_value
elif received_default and len(unknown) > 0:
value_to_write = unknown
elif already_parsed:
# Did not receive default
value_to_write = known[catch_all_field.name]
if len(unknown) > 0:
value_to_write.update(unknown)
else:
error_message = f"Received input field with " \
f"same name as catch-all field: " \
f"'{catch_all_field.name}': " \
f"'{known[catch_all_field.name]}'"
raise UndefinedParameterError(error_message)
else:
value_to_write = unknown
known[catch_all_field.name] = value_to_write
return known
@staticmethod
def _get_default(catch_all_field: Field) -> Any:
# access to the default factory currently causes
# a false-positive mypy error (16. Dec 2019):
# https://github.com/python/mypy/issues/6910
# noinspection PyProtectedMember
has_default = not isinstance(catch_all_field.default,
dataclasses._MISSING_TYPE)
# noinspection PyProtectedMember
has_default_factory = not isinstance(catch_all_field.default_factory,
# type: ignore
dataclasses._MISSING_TYPE)
# TODO: black this for proper formatting
default_value: Union[
Type[_CatchAllUndefinedParameters._SentinelNoDefault], Any] = _CatchAllUndefinedParameters\
._SentinelNoDefault
if has_default:
default_value = catch_all_field.default
elif has_default_factory:
# This might be unwanted if the default factory constructs
# something expensive,
# because we have to construct it again just for this test
default_value = catch_all_field.default_factory() # type: ignore
return default_value
@staticmethod
def handle_to_dict(obj, kvs: Dict[Any, Any]) -> Dict[Any, Any]:
catch_all_field = \
_CatchAllUndefinedParameters._get_catch_all_field(obj)
undefined_parameters = kvs.pop(catch_all_field.name)
if isinstance(undefined_parameters, dict):
kvs.update(
undefined_parameters) # If desired handle letter case here
return kvs
@staticmethod
def handle_dump(obj) -> Dict[Any, Any]:
catch_all_field = _CatchAllUndefinedParameters._get_catch_all_field(
cls=obj)
return getattr(obj, catch_all_field.name)
@staticmethod
def create_init(obj) -> Callable:
original_init = obj.__init__
init_signature = inspect.signature(original_init)
@functools.wraps(obj.__init__)
def _catch_all_init(self, *args, **kwargs):
known_kwargs, unknown_kwargs = \
_CatchAllUndefinedParameters._separate_defined_undefined_kvs(
obj, kwargs)
num_params_takeable = len(
init_signature.parameters) - 1 # don't count self
if _CatchAllUndefinedParameters._get_catch_all_field(
obj).name not in known_kwargs:
num_params_takeable -= 1
num_args_takeable = num_params_takeable - len(known_kwargs)
args, unknown_args = args[:num_args_takeable], args[
num_args_takeable:]
bound_parameters = init_signature.bind_partial(self, *args,
**known_kwargs)
unknown_args = {f"_UNKNOWN{i}": v for i, v in
enumerate(unknown_args)}
arguments = bound_parameters.arguments
arguments.update(unknown_args)
arguments.update(unknown_kwargs)
arguments.pop("self", None)
final_parameters = _CatchAllUndefinedParameters.handle_from_dict(
obj, arguments)
original_init(self, **final_parameters)
return _catch_all_init
@staticmethod
def _get_catch_all_field(cls) -> Field:
cls_globals = vars(sys.modules[cls.__module__])
types = get_type_hints(cls, globalns=cls_globals)
catch_all_fields = list(
filter(lambda f: types[f.name] == Optional[CatchAllVar], fields(cls)))
number_of_catch_all_fields = len(catch_all_fields)
if number_of_catch_all_fields == 0:
raise UndefinedParameterError(
"No field of type dataclasses_json.CatchAll defined")
elif number_of_catch_all_fields > 1:
raise UndefinedParameterError(
f"Multiple catch-all fields supplied: "
f"{number_of_catch_all_fields}.")
else:
return catch_all_fields[0]
class Undefined(Enum):
"""
Choose the behavior what happens when an undefined parameter is encountered
during class initialization.
"""
INCLUDE = _CatchAllUndefinedParameters
RAISE = _RaiseUndefinedParameters
EXCLUDE = _IgnoreUndefinedParameters
class UndefinedParameterError(ValidationError):
"""
Raised when something has gone wrong handling undefined parameters.
"""
pass