django-rest-framework/tests/test_serializer.py

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import inspect
import pickle
import re
from collections import ChainMap
from collections.abc import Mapping
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import pytest
from django.db import models
from rest_framework import exceptions, fields, relations, serializers
from rest_framework.fields import Field
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from .models import (
ForeignKeyTarget, NestedForeignKeySource, NullableForeignKeySource
)
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from .utils import MockObject
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# Test serializer fields imports.
# -------------------------------
class TestFieldImports:
def is_field(self, name, value):
return (
isinstance(value, type) and
issubclass(value, Field) and
not name.startswith('_')
)
def test_fields(self):
msg = "Expected `fields.%s` to be imported in `serializers`"
field_classes = [
key for key, value
in inspect.getmembers(fields)
if self.is_field(key, value)
]
# sanity check
assert 'Field' in field_classes
assert 'BooleanField' in field_classes
for field in field_classes:
assert hasattr(serializers, field), msg % field
def test_relations(self):
msg = "Expected `relations.%s` to be imported in `serializers`"
field_classes = [
key for key, value
in inspect.getmembers(relations)
if self.is_field(key, value)
]
# sanity check
assert 'RelatedField' in field_classes
for field in field_classes:
assert hasattr(serializers, field), msg % field
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# Tests for core functionality.
# -----------------------------
class TestSerializer:
def setup(self):
class ExampleSerializer(serializers.Serializer):
char = serializers.CharField()
integer = serializers.IntegerField()
self.Serializer = ExampleSerializer
def test_valid_serializer(self):
serializer = self.Serializer(data={'char': 'abc', 'integer': 123})
assert serializer.is_valid()
assert serializer.validated_data == {'char': 'abc', 'integer': 123}
assert serializer.data == {'char': 'abc', 'integer': 123}
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assert serializer.errors == {}
def test_invalid_serializer(self):
serializer = self.Serializer(data={'char': 'abc'})
assert not serializer.is_valid()
assert serializer.validated_data == {}
assert serializer.data == {'char': 'abc'}
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assert serializer.errors == {'integer': ['This field is required.']}
def test_invalid_datatype(self):
serializer = self.Serializer(data=[{'char': 'abc'}])
assert not serializer.is_valid()
assert serializer.validated_data == {}
assert serializer.data == {}
assert serializer.errors == {'non_field_errors': ['Invalid data. Expected a dictionary, but got list.']}
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def test_partial_validation(self):
serializer = self.Serializer(data={'char': 'abc'}, partial=True)
assert serializer.is_valid()
assert serializer.validated_data == {'char': 'abc'}
assert serializer.errors == {}
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def test_empty_serializer(self):
serializer = self.Serializer()
assert serializer.data == {'char': '', 'integer': None}
def test_missing_attribute_during_serialization(self):
class MissingAttributes:
pass
instance = MissingAttributes()
serializer = self.Serializer(instance)
with pytest.raises(AttributeError):
serializer.data
def test_data_access_before_save_raises_error(self):
def create(validated_data):
return validated_data
serializer = self.Serializer(data={'char': 'abc', 'integer': 123})
serializer.create = create
assert serializer.is_valid()
assert serializer.data == {'char': 'abc', 'integer': 123}
with pytest.raises(AssertionError):
serializer.save()
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def test_validate_none_data(self):
data = None
serializer = self.Serializer(data=data)
assert not serializer.is_valid()
assert serializer.errors == {'non_field_errors': ['No data provided']}
def test_serialize_chainmap(self):
data = ChainMap({'char': 'abc'}, {'integer': 123})
serializer = self.Serializer(data=data)
assert serializer.is_valid()
assert serializer.validated_data == {'char': 'abc', 'integer': 123}
assert serializer.errors == {}
def test_serialize_custom_mapping(self):
class SinglePurposeMapping(Mapping):
def __getitem__(self, key):
return 'abc' if key == 'char' else 123
def __iter__(self):
yield 'char'
yield 'integer'
def __len__(self):
return 2
serializer = self.Serializer(data=SinglePurposeMapping())
assert serializer.is_valid()
assert serializer.validated_data == {'char': 'abc', 'integer': 123}
assert serializer.errors == {}
def test_custom_to_internal_value(self):
"""
to_internal_value() is expected to return a dict, but subclasses may
return application specific type.
"""
class Point:
def __init__(self, srid, x, y):
self.srid = srid
self.coords = (x, y)
# Declares a serializer that converts data into an object
class NestedPointSerializer(serializers.Serializer):
longitude = serializers.FloatField(source='x')
latitude = serializers.FloatField(source='y')
def to_internal_value(self, data):
kwargs = super().to_internal_value(data)
return Point(srid=4326, **kwargs)
serializer = NestedPointSerializer(data={'longitude': 6.958307, 'latitude': 50.941357})
assert serializer.is_valid()
assert isinstance(serializer.validated_data, Point)
assert serializer.validated_data.srid == 4326
assert serializer.validated_data.coords[0] == 6.958307
assert serializer.validated_data.coords[1] == 50.941357
assert serializer.errors == {}
def test_iterable_validators(self):
"""
Ensure `validators` parameter is compatible with reasonable iterables.
"""
data = {'char': 'abc', 'integer': 123}
for validators in ([], (), set()):
class ExampleSerializer(serializers.Serializer):
char = serializers.CharField(validators=validators)
integer = serializers.IntegerField()
serializer = ExampleSerializer(data=data)
assert serializer.is_valid()
assert serializer.validated_data == data
assert serializer.errors == {}
def raise_exception(value):
raise exceptions.ValidationError('Raised error')
for validators in ([raise_exception], (raise_exception,), {raise_exception}):
class ExampleSerializer(serializers.Serializer):
char = serializers.CharField(validators=validators)
integer = serializers.IntegerField()
serializer = ExampleSerializer(data=data)
assert not serializer.is_valid()
assert serializer.data == data
assert serializer.validated_data == {}
assert serializer.errors == {'char': [
exceptions.ErrorDetail(string='Raised error', code='invalid')
]}
class TestValidateMethod:
def test_non_field_error_validate_method(self):
class ExampleSerializer(serializers.Serializer):
char = serializers.CharField()
integer = serializers.IntegerField()
def validate(self, attrs):
raise serializers.ValidationError('Non field error')
serializer = ExampleSerializer(data={'char': 'abc', 'integer': 123})
assert not serializer.is_valid()
assert serializer.errors == {'non_field_errors': ['Non field error']}
def test_field_error_validate_method(self):
class ExampleSerializer(serializers.Serializer):
char = serializers.CharField()
integer = serializers.IntegerField()
def validate(self, attrs):
raise serializers.ValidationError({'char': 'Field error'})
serializer = ExampleSerializer(data={'char': 'abc', 'integer': 123})
assert not serializer.is_valid()
assert serializer.errors == {'char': ['Field error']}
class TestBaseSerializer:
def setup(self):
class ExampleSerializer(serializers.BaseSerializer):
def to_representation(self, obj):
return {
'id': obj['id'],
'email': obj['name'] + '@' + obj['domain']
}
def to_internal_value(self, data):
name, domain = str(data['email']).split('@')
return {
'id': int(data['id']),
'name': name,
'domain': domain,
}
self.Serializer = ExampleSerializer
def test_abstract_methods_raise_proper_errors(self):
serializer = serializers.BaseSerializer()
with pytest.raises(NotImplementedError):
serializer.to_internal_value(None)
with pytest.raises(NotImplementedError):
serializer.to_representation(None)
with pytest.raises(NotImplementedError):
serializer.update(None, None)
with pytest.raises(NotImplementedError):
serializer.create(None)
def test_access_to_data_attribute_before_validation_raises_error(self):
serializer = serializers.BaseSerializer(data={'foo': 'bar'})
with pytest.raises(AssertionError):
serializer.data
def test_access_to_errors_attribute_before_validation_raises_error(self):
serializer = serializers.BaseSerializer(data={'foo': 'bar'})
with pytest.raises(AssertionError):
serializer.errors
def test_access_to_validated_data_attribute_before_validation_raises_error(self):
serializer = serializers.BaseSerializer(data={'foo': 'bar'})
with pytest.raises(AssertionError):
serializer.validated_data
def test_serialize_instance(self):
instance = {'id': 1, 'name': 'tom', 'domain': 'example.com'}
serializer = self.Serializer(instance)
assert serializer.data == {'id': 1, 'email': 'tom@example.com'}
def test_serialize_list(self):
instances = [
{'id': 1, 'name': 'tom', 'domain': 'example.com'},
{'id': 2, 'name': 'ann', 'domain': 'example.com'},
]
serializer = self.Serializer(instances, many=True)
assert serializer.data == [
{'id': 1, 'email': 'tom@example.com'},
{'id': 2, 'email': 'ann@example.com'}
]
def test_validate_data(self):
data = {'id': 1, 'email': 'tom@example.com'}
serializer = self.Serializer(data=data)
assert serializer.is_valid()
assert serializer.validated_data == {
'id': 1,
'name': 'tom',
'domain': 'example.com'
}
def test_validate_list(self):
data = [
{'id': 1, 'email': 'tom@example.com'},
{'id': 2, 'email': 'ann@example.com'},
]
serializer = self.Serializer(data=data, many=True)
assert serializer.is_valid()
assert serializer.validated_data == [
{'id': 1, 'name': 'tom', 'domain': 'example.com'},
{'id': 2, 'name': 'ann', 'domain': 'example.com'}
]
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class TestStarredSource:
"""
Tests for `source='*'` argument, which is often used for complex field or
nested representations.
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For example:
nested_field = NestedField(source='*')
"""
data = {
'nested1': {'a': 1, 'b': 2},
'nested2': {'c': 3, 'd': 4}
}
def setup(self):
class NestedSerializer1(serializers.Serializer):
a = serializers.IntegerField()
b = serializers.IntegerField()
class NestedSerializer2(serializers.Serializer):
c = serializers.IntegerField()
d = serializers.IntegerField()
class NestedBaseSerializer(serializers.Serializer):
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nested1 = NestedSerializer1(source='*')
nested2 = NestedSerializer2(source='*')
# nullable nested serializer testing
class NullableNestedSerializer(serializers.Serializer):
nested = NestedSerializer1(source='*', allow_null=True)
# nullable custom field testing
class CustomField(serializers.Field):
def to_representation(self, instance):
return getattr(instance, 'foo', None)
def to_internal_value(self, data):
return {'foo': data}
class NullableFieldSerializer(serializers.Serializer):
field = CustomField(source='*', allow_null=True)
self.Serializer = NestedBaseSerializer
self.NullableNestedSerializer = NullableNestedSerializer
self.NullableFieldSerializer = NullableFieldSerializer
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def test_nested_validate(self):
"""
A nested representation is validated into a flat internal object.
"""
serializer = self.Serializer(data=self.data)
assert serializer.is_valid()
assert serializer.validated_data == {
'a': 1,
'b': 2,
'c': 3,
'd': 4
}
def test_nested_null_validate(self):
serializer = self.NullableNestedSerializer(data={'nested': None})
# validation should fail (but not error) since nested fields are required
assert not serializer.is_valid()
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def test_nested_serialize(self):
"""
An object can be serialized into a nested representation.
"""
instance = {'a': 1, 'b': 2, 'c': 3, 'd': 4}
serializer = self.Serializer(instance)
assert serializer.data == self.data
def test_field_validate(self):
serializer = self.NullableFieldSerializer(data={'field': 'bar'})
# validation should pass since no internal validation
assert serializer.is_valid()
assert serializer.validated_data == {'foo': 'bar'}
def test_field_null_validate(self):
serializer = self.NullableFieldSerializer(data={'field': None})
# validation should pass since no internal validation
assert serializer.is_valid()
assert serializer.validated_data == {'foo': None}
class TestIncorrectlyConfigured:
def test_incorrect_field_name(self):
class ExampleSerializer(serializers.Serializer):
incorrect_name = serializers.IntegerField()
class ExampleObject:
def __init__(self):
self.correct_name = 123
instance = ExampleObject()
serializer = ExampleSerializer(instance)
with pytest.raises(AttributeError) as exc_info:
serializer.data
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msg = str(exc_info.value)
assert msg.startswith(
"Got AttributeError when attempting to get a value for field `incorrect_name` on serializer `ExampleSerializer`.\n"
"The serializer field might be named incorrectly and not match any attribute or key on the `ExampleObject` instance.\n"
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"Original exception text was:"
)
class TestNotRequiredOutput:
def test_not_required_output_for_dict(self):
"""
'required=False' should allow a dictionary key to be missing in output.
"""
class ExampleSerializer(serializers.Serializer):
omitted = serializers.CharField(required=False)
included = serializers.CharField()
serializer = ExampleSerializer(data={'included': 'abc'})
serializer.is_valid()
assert serializer.data == {'included': 'abc'}
def test_not_required_output_for_object(self):
"""
'required=False' should allow an object attribute to be missing in output.
"""
class ExampleSerializer(serializers.Serializer):
omitted = serializers.CharField(required=False)
included = serializers.CharField()
def create(self, validated_data):
return MockObject(**validated_data)
serializer = ExampleSerializer(data={'included': 'abc'})
serializer.is_valid()
serializer.save()
assert serializer.data == {'included': 'abc'}
class TestDefaultOutput:
def setup(self):
class ExampleSerializer(serializers.Serializer):
has_default = serializers.CharField(default='x')
has_default_callable = serializers.CharField(default=lambda: 'y')
no_default = serializers.CharField()
self.Serializer = ExampleSerializer
def test_default_used_for_dict(self):
"""
'default="something"' should be used if dictionary key is missing from input.
"""
serializer = self.Serializer({'no_default': 'abc'})
assert serializer.data == {'has_default': 'x', 'has_default_callable': 'y', 'no_default': 'abc'}
def test_default_used_for_object(self):
"""
'default="something"' should be used if object attribute is missing from input.
"""
instance = MockObject(no_default='abc')
serializer = self.Serializer(instance)
assert serializer.data == {'has_default': 'x', 'has_default_callable': 'y', 'no_default': 'abc'}
def test_default_not_used_when_in_dict(self):
"""
'default="something"' should not be used if dictionary key is present in input.
"""
serializer = self.Serializer({'has_default': 'def', 'has_default_callable': 'ghi', 'no_default': 'abc'})
assert serializer.data == {'has_default': 'def', 'has_default_callable': 'ghi', 'no_default': 'abc'}
def test_default_not_used_when_in_object(self):
"""
'default="something"' should not be used if object attribute is present in input.
"""
instance = MockObject(has_default='def', has_default_callable='ghi', no_default='abc')
serializer = self.Serializer(instance)
assert serializer.data == {'has_default': 'def', 'has_default_callable': 'ghi', 'no_default': 'abc'}
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def test_default_for_dotted_source(self):
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"""
'default="something"' should be used when a traversed attribute is missing from input.
"""
class Serializer(serializers.Serializer):
traversed = serializers.CharField(default='x', source='traversed.attr')
assert Serializer({}).data == {'traversed': 'x'}
assert Serializer({'traversed': {}}).data == {'traversed': 'x'}
assert Serializer({'traversed': None}).data == {'traversed': 'x'}
assert Serializer({'traversed': {'attr': 'abc'}}).data == {'traversed': 'abc'}
def test_default_for_multiple_dotted_source(self):
class Serializer(serializers.Serializer):
c = serializers.CharField(default='x', source='a.b.c')
assert Serializer({}).data == {'c': 'x'}
assert Serializer({'a': {}}).data == {'c': 'x'}
assert Serializer({'a': None}).data == {'c': 'x'}
assert Serializer({'a': {'b': {}}}).data == {'c': 'x'}
assert Serializer({'a': {'b': None}}).data == {'c': 'x'}
assert Serializer({'a': {'b': {'c': 'abc'}}}).data == {'c': 'abc'}
# Same test using model objects to exercise both paths in
# rest_framework.fields.get_attribute() (#5880)
class ModelSerializer(serializers.Serializer):
target = serializers.CharField(default='x', source='target.target.name')
a = NestedForeignKeySource(name="Root Object", target=None)
assert ModelSerializer(a).data == {'target': 'x'}
b = NullableForeignKeySource(name="Intermediary Object", target=None)
a.target = b
assert ModelSerializer(a).data == {'target': 'x'}
c = ForeignKeyTarget(name="Target Object")
b.target = c
assert ModelSerializer(a).data == {'target': 'Target Object'}
def test_default_for_nested_serializer(self):
class NestedSerializer(serializers.Serializer):
a = serializers.CharField(default='1')
c = serializers.CharField(default='2', source='b.c')
class Serializer(serializers.Serializer):
nested = NestedSerializer()
assert Serializer({'nested': None}).data == {'nested': None}
assert Serializer({'nested': {}}).data == {'nested': {'a': '1', 'c': '2'}}
assert Serializer({'nested': {'a': '3', 'b': {}}}).data == {'nested': {'a': '3', 'c': '2'}}
assert Serializer({'nested': {'a': '3', 'b': {'c': '4'}}}).data == {'nested': {'a': '3', 'c': '4'}}
def test_default_for_allow_null(self):
"""
Without an explicit default, allow_null implies default=None when serializing. #5518 #5708
"""
class Serializer(serializers.Serializer):
foo = serializers.CharField()
bar = serializers.CharField(source='foo.bar', allow_null=True)
optional = serializers.CharField(required=False, allow_null=True)
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# allow_null=True should imply default=None when serializing:
assert Serializer({'foo': None}).data == {'foo': None, 'bar': None, 'optional': None, }
class TestCacheSerializerData:
def test_cache_serializer_data(self):
"""
Caching serializer data with pickle will drop the serializer info,
but does preserve the data itself.
"""
class ExampleSerializer(serializers.Serializer):
field1 = serializers.CharField()
field2 = serializers.CharField()
serializer = ExampleSerializer({'field1': 'a', 'field2': 'b'})
pickled = pickle.dumps(serializer.data)
data = pickle.loads(pickled)
assert data == {'field1': 'a', 'field2': 'b'}
class TestDefaultInclusions:
def setup(self):
class ExampleSerializer(serializers.Serializer):
char = serializers.CharField(default='abc')
integer = serializers.IntegerField()
self.Serializer = ExampleSerializer
def test_default_should_included_on_create(self):
serializer = self.Serializer(data={'integer': 456})
assert serializer.is_valid()
assert serializer.validated_data == {'char': 'abc', 'integer': 456}
assert serializer.errors == {}
def test_default_should_be_included_on_update(self):
instance = MockObject(char='def', integer=123)
serializer = self.Serializer(instance, data={'integer': 456})
assert serializer.is_valid()
assert serializer.validated_data == {'char': 'abc', 'integer': 456}
assert serializer.errors == {}
def test_default_should_not_be_included_on_partial_update(self):
instance = MockObject(char='def', integer=123)
serializer = self.Serializer(instance, data={'integer': 456}, partial=True)
assert serializer.is_valid()
assert serializer.validated_data == {'integer': 456}
assert serializer.errors == {}
class TestSerializerValidationWithCompiledRegexField:
def setup(self):
class ExampleSerializer(serializers.Serializer):
name = serializers.RegexField(re.compile(r'\d'), required=True)
self.Serializer = ExampleSerializer
def test_validation_success(self):
serializer = self.Serializer(data={'name': '2'})
assert serializer.is_valid()
assert serializer.validated_data == {'name': '2'}
assert serializer.errors == {}
class Test2555Regression:
def test_serializer_context(self):
class NestedSerializer(serializers.Serializer):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
# .context should not cache
self.context
class ParentSerializer(serializers.Serializer):
nested = NestedSerializer()
serializer = ParentSerializer(data={}, context={'foo': 'bar'})
assert serializer.context == {'foo': 'bar'}
assert serializer.fields['nested'].context == {'foo': 'bar'}
class Test4606Regression:
def setup(self):
class ExampleSerializer(serializers.Serializer):
name = serializers.CharField(required=True)
choices = serializers.CharField(required=True)
self.Serializer = ExampleSerializer
def test_4606_regression(self):
serializer = self.Serializer(data=[{"name": "liz"}], many=True)
with pytest.raises(serializers.ValidationError):
serializer.is_valid(raise_exception=True)
class TestDeclaredFieldInheritance:
def test_declared_field_disabling(self):
class Parent(serializers.Serializer):
f1 = serializers.CharField()
f2 = serializers.CharField()
class Child(Parent):
f1 = None
class Grandchild(Child):
pass
assert len(Parent._declared_fields) == 2
assert len(Child._declared_fields) == 1
assert len(Grandchild._declared_fields) == 1
def test_meta_field_disabling(self):
# Declaratively setting a field on a child class will *not* prevent
# the ModelSerializer from generating a default field.
class MyModel(models.Model):
f1 = models.CharField(max_length=10)
f2 = models.CharField(max_length=10)
class Parent(serializers.ModelSerializer):
class Meta:
model = MyModel
fields = ['f1', 'f2']
class Child(Parent):
f1 = None
class Grandchild(Child):
pass
assert len(Parent().get_fields()) == 2
assert len(Child().get_fields()) == 2
assert len(Grandchild().get_fields()) == 2