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test_config.py
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from dataclasses import dataclass, field
from typing import Optional, Union
import pytest
from typing_extensions import Literal
from mashumaro import DataClassDictMixin
from mashumaro.config import TO_DICT_ADD_OMIT_NONE_FLAG, BaseConfig
from mashumaro.exceptions import ExtraKeysError, InvalidFieldValue
from mashumaro.types import Discriminator, SerializationStrategy
from .entities import (
MyDataClassWithOptional,
MyDataClassWithOptionalAndOmitNoneFlag,
MyNamedTuple,
MyNamedTupleWithDefaults,
MyUntypedNamedTuple,
MyUntypedNamedTupleWithDefaults,
TypedDictRequiredKeys,
)
@dataclass
class LazyCompilationDataClass(DataClassDictMixin):
x: int
class Config(BaseConfig):
lazy_compilation = True
def test_debug_true_option(mocker):
mocked_print = mocker.patch("builtins.print")
@dataclass
class _(DataClassDictMixin):
union: Union[int, str, MyNamedTuple]
typed_dict: TypedDictRequiredKeys
named_tuple: MyNamedTupleWithDefaults
literal: Literal[1, 2, 3]
class Config(BaseConfig):
debug = True
mocked_print.assert_called()
def test_config_without_base_config_base(mocker):
mocked_print = mocker.patch("builtins.print")
@dataclass
class _(DataClassDictMixin):
x: Union[int, str]
class Config:
debug = True
mocked_print.assert_called()
def test_debug_false_option(mocker):
mocked_print = mocker.patch("builtins.print")
@dataclass
class _(DataClassDictMixin):
x: Union[int, str]
class Config(BaseConfig):
debug = False
mocked_print.assert_not_called()
def test_omit_none_code_generation_flag():
@dataclass
class DataClass(DataClassDictMixin):
x: Optional[int] = None
class Config(BaseConfig):
code_generation_options = [TO_DICT_ADD_OMIT_NONE_FLAG]
assert DataClass().to_dict() == {"x": None}
assert DataClass().to_dict(omit_none=True) == {}
def test_no_omit_none_code_generation_flag():
@dataclass
class DataClass(DataClassDictMixin):
x: Optional[int] = None
assert DataClass().to_dict() == {"x": None}
with pytest.raises(TypeError):
DataClass().to_dict(omit_none=True)
def test_omit_none_flag_for_inner_class_without_it():
@dataclass
class DataClass(DataClassDictMixin):
x: Optional[MyDataClassWithOptional] = None
class Config(BaseConfig):
code_generation_options = [TO_DICT_ADD_OMIT_NONE_FLAG]
assert DataClass().to_dict() == {"x": None}
assert DataClass().to_dict(omit_none=True) == {}
empty_x = MyDataClassWithOptional()
assert DataClass(empty_x).to_dict() == {"x": {"a": None, "b": None}}
assert DataClass(empty_x).to_dict(omit_none=True) == {
"x": {"a": None, "b": None}
}
def test_omit_none_flag_for_inner_class_with_it():
@dataclass
class DataClass(DataClassDictMixin):
x: Optional[MyDataClassWithOptionalAndOmitNoneFlag] = None
class Config(BaseConfig):
code_generation_options = [TO_DICT_ADD_OMIT_NONE_FLAG]
assert DataClass().to_dict() == {"x": None}
assert DataClass().to_dict(omit_none=True) == {}
empty_x = MyDataClassWithOptionalAndOmitNoneFlag()
assert DataClass(empty_x).to_dict() == {"x": {"a": None, "b": None}}
assert DataClass(empty_x).to_dict(omit_none=True) == {"x": {}}
def test_passing_omit_none_into_union():
@dataclass
class DataClass(DataClassDictMixin):
a: Optional[int] = None
b: Optional[Union[int, MyDataClassWithOptionalAndOmitNoneFlag]] = None
class Config(BaseConfig):
code_generation_options = [TO_DICT_ADD_OMIT_NONE_FLAG]
instance = DataClass(b=MyDataClassWithOptionalAndOmitNoneFlag(a=1))
assert instance.to_dict(omit_none=True) == {"b": {"a": 1}}
def test_serialization_strategy():
class TestSerializationStrategy(SerializationStrategy):
def serialize(self, value):
return [value]
def deserialize(self, value):
return value[0]
@dataclass
class DataClass(DataClassDictMixin):
a: int
b: str
c: int
class Config(BaseConfig):
serialization_strategy = {
int: TestSerializationStrategy(),
str: {
"serialize": lambda v: [v],
"deserialize": lambda v: v[0],
},
}
obj = DataClass(a=123, b="abc", c=123)
assert DataClass.from_dict({"a": [123], "b": ["abc"], "c": [123]}) == obj
assert obj.to_dict() == {"a": [123], "b": ["abc"], "c": [123]}
def test_named_tuple_as_dict():
@dataclass
class DataClass(DataClassDictMixin):
mnp: MyNamedTuple
mnpwd: MyNamedTupleWithDefaults
munp: MyUntypedNamedTuple
class Config(BaseConfig):
namedtuple_as_dict = True
obj = DataClass(
mnp=MyNamedTuple(i=1, f=2.0),
mnpwd=MyNamedTupleWithDefaults(i=1, f=2.0),
munp=MyUntypedNamedTuple(i=1, f=2.0),
)
obj_dict = {
"mnp": {"i": 1, "f": 2.0},
"mnpwd": {"i": 1, "f": 2.0},
"munp": {"i": 1, "f": 2.0},
}
assert obj.to_dict() == obj_dict
assert DataClass.from_dict(obj_dict) == obj
def test_untyped_named_tuple_with_defaults_as_dict():
@dataclass
class DataClass(DataClassDictMixin):
munpwd: MyUntypedNamedTupleWithDefaults
class Config(BaseConfig):
namedtuple_as_dict = True
obj = DataClass(munpwd=MyUntypedNamedTupleWithDefaults(i=1, f=2.0))
assert obj.to_dict() == {"munpwd": {"i": 1, "f": 2.0}}
assert DataClass.from_dict({"munpwd": {"i": 1, "f": 2.0}}) == obj
def test_named_tuple_as_dict_and_as_list_engine():
@dataclass
class DataClass(DataClassDictMixin):
as_dict: MyNamedTuple
as_list: MyNamedTuple = field(
metadata={"serialize": "as_list", "deserialize": "as_list"}
)
class Config(BaseConfig):
namedtuple_as_dict = True
obj = DataClass(
as_dict=MyNamedTuple(i=1, f=2.0),
as_list=MyNamedTuple(i=1, f=2.0),
)
obj_dict = {
"as_dict": {"i": 1, "f": 2.0},
"as_list": [1, 2.0],
}
assert obj.to_dict() == obj_dict
assert DataClass.from_dict(obj_dict) == obj
def test_omit_none_code_generation_flag_with_omit_none_by_default():
@dataclass
class DataClass(DataClassDictMixin):
x: Optional[int] = None
class Config(BaseConfig):
code_generation_options = [TO_DICT_ADD_OMIT_NONE_FLAG]
omit_none = True
assert DataClass().to_dict() == {}
assert DataClass().to_dict(omit_none=True) == {}
assert DataClass().to_dict(omit_none=False) == {"x": None}
def test_lazy_compilation():
obj = LazyCompilationDataClass(42)
assert LazyCompilationDataClass.from_dict({"x": "42"}) == obj
assert obj.to_dict() == {"x": 42}
def test_sort_keys_with_mixin():
@dataclass
class SortedDataClass(DataClassDictMixin):
foo: int
bar: int
class Config(BaseConfig):
sort_keys = True
@dataclass
class UnSortedDataClass(DataClassDictMixin):
foo: int
bar: int
class Config(BaseConfig):
sort_keys = False
t = SortedDataClass(1, 2)
assert str(t.to_dict()) == "{'bar': 2, 'foo': 1}"
t = UnSortedDataClass(1, 2)
assert str(t.to_dict()) == "{'foo': 1, 'bar': 2}"
@dataclass
class SortedDataClass:
foo: int
bar: int
class Config(BaseConfig):
sort_keys = True
@dataclass
class UnSortedDataClass:
foo: int
bar: int
class Config(BaseConfig):
sort_keys = False
def test_sort_keys_plain_dataclass():
@dataclass
class RootSortedModel(DataClassDictMixin):
unsorted_sub: UnSortedDataClass
sorted_sub: SortedDataClass
class Config(BaseConfig):
sort_keys = True
@dataclass
class RootUnSortedModel(DataClassDictMixin):
unsorted_sub: UnSortedDataClass
sorted_sub: SortedDataClass
class Config(BaseConfig):
sort_keys = False
t = RootSortedModel(
unsorted_sub=UnSortedDataClass(1, 2),
sorted_sub=SortedDataClass(1, 2),
)
assert str(t.to_dict()) == (
"{'sorted_sub': {'bar': 2, 'foo': 1}, "
"'unsorted_sub': {'foo': 1, 'bar': 2}}"
)
t = RootUnSortedModel(
unsorted_sub=UnSortedDataClass(1, 2),
sorted_sub=SortedDataClass(1, 2),
)
assert str(t.to_dict()) == (
"{'unsorted_sub': {'foo': 1, 'bar': 2}, "
"'sorted_sub': {'bar': 2, 'foo': 1}}"
)
def test_forbid_extra_keys():
@dataclass
class ForbidKeysModel(DataClassDictMixin):
foo: int
class Config(BaseConfig):
forbid_extra_keys = True
# Test unpacking works
assert ForbidKeysModel.from_dict({"foo": 1}) == ForbidKeysModel(1)
# Test extra keys are forbidden
with pytest.raises(ExtraKeysError) as exc_info:
ForbidKeysModel.from_dict({"foo": 1, "bar": 2, "baz": 3})
assert exc_info.value.extra_keys == {"bar", "baz"}
assert exc_info.value.target_type == ForbidKeysModel
# Now with alias, but not allow_deserialization_not_by_alias
@dataclass
class ForbidKeysModel(DataClassDictMixin):
foo: int = field(metadata={"alias": "f"})
bar: int
class Config(BaseConfig):
forbid_extra_keys = True
aliases = {"bar": "b"}
# Test unpacking works
assert ForbidKeysModel.from_dict({"f": 1, "b": 2}) == ForbidKeysModel(1, 2)
# Test extra keys are forbidden
with pytest.raises(ExtraKeysError) as exc_info:
ForbidKeysModel.from_dict({"foo": 1, "bar": 2})
assert exc_info.value.extra_keys == {"foo", "bar"}
assert exc_info.value.target_type == ForbidKeysModel
# Now with alias, but allow_deserialization_not_by_alias
@dataclass
class ForbidKeysModel(DataClassDictMixin):
foo: int = field(metadata={"alias": "f"})
bar: int
class Config(BaseConfig):
forbid_extra_keys = True
aliases = {"bar": "b"}
allow_deserialization_not_by_alias = True
# Test unpacking works
assert ForbidKeysModel.from_dict({"f": 1, "bar": 2}) == ForbidKeysModel(
1, 2
)
# Test extra keys are forbidden
with pytest.raises(ExtraKeysError) as exc_info:
ForbidKeysModel.from_dict({"foo": 1, "b": 2, "baz": 3})
assert exc_info.value.extra_keys == {"baz"}
assert exc_info.value.target_type == ForbidKeysModel
def test_array_like():
@dataclass
class FooModel(DataClassDictMixin):
foo: int
class Config(BaseConfig):
array_like = True
# Test packing works
assert FooModel(1).to_dict() == (1,)
# Test unpacking works
assert FooModel.from_dict((1,)) == FooModel(1)
# Nested
@dataclass
class BarModel(DataClassDictMixin):
bar: str
inner: FooModel
class Config(BaseConfig):
array_like = True
# Test packing works
assert BarModel("bar", FooModel(1)).to_dict() == ("bar", (1,))
# Test unpacking works
assert BarModel.from_dict(("bar", (1,))) == BarModel("bar", FooModel(1))
@dataclass
class _VariantByBase(DataClassDictMixin):
class Config(BaseConfig):
discriminator = Discriminator(
field="__type",
include_subtypes=True,
variant_tagger_fn=lambda clz: clz.__name__,
)
forbid_extra_keys = True
@dataclass
class _VariantByField1(_VariantByBase):
x: Optional[str] = None
@dataclass
class _VariantByField2(_VariantByBase):
x: Optional[str] = None
@dataclass
class _VariantByField3(_VariantByBase):
x: Optional[str] = None
class Config(BaseConfig):
# add intermediate config to check if we're looking for the
# discriminator in the base class _VariantByBase to add the
# discriminator field to the list of allowed keys for _VariantByField4
# deserializable via _VariantByBase.from_dict
omit_none = True
@dataclass
class _VariantByField4(_VariantByField3):
class Config(BaseConfig):
forbid_extra_keys = True
@dataclass
class ForbidKeysModelWithDiscriminator(DataClassDictMixin):
inner: _VariantByBase
class Config(BaseConfig):
forbid_extra_keys = True
def test_forbid_extra_keys_with_discriminator():
# Test unpacking works
assert ForbidKeysModelWithDiscriminator.from_dict(
{"inner": {"x": "foo", "__type": "_VariantByField2"}}
) == ForbidKeysModelWithDiscriminator(_VariantByField2(x="foo"))
# Test extra keys are forbidden
with pytest.raises(InvalidFieldValue) as exc_info:
ForbidKeysModelWithDiscriminator.from_dict(
{"inner": {"x": "foo", "__type": "_VariantByField2", "bar": "baz"}}
)
root_exc = exc_info.value.__context__
assert isinstance(root_exc, ExtraKeysError)
assert root_exc.extra_keys == {"bar"}
assert root_exc.target_type == _VariantByField2
def test_forbid_extra_keys_with_discriminator_for_subclass():
assert _VariantByBase.from_dict(
{"x": "foo", "__type": "_VariantByField4"}
) == _VariantByField4("foo")
with pytest.raises(ExtraKeysError) as exc_info:
_VariantByBase.from_dict(
{"x": "foo", "__type": "_VariantByField4", "y": "bar"}
)
assert exc_info.value.extra_keys == {"y"}