class Report(Document):
best_number_cluster: IntField()
cluster_name: EnumField(ClusterModel)
classification_model_name: EnumField(ClassificationModel)
pca: FloatField()
start_time = DateTimeField(default=datetime.utcnow)
end_time = DateTimeField(default=datetime.utcnow)
def test_wrong_choices(self):
with pytest.raises(ValueError, match="Invalid choices"):
EnumField(Status, choices=["my", "custom", "options"])
with pytest.raises(ValueError, match="Invalid choices"):
EnumField(Status, choices=[Color.RED])
with pytest.raises(ValueError, match="Invalid choices"):
EnumField(Status, choices=[Status.DONE, Color.RED])
class TextCovidSymptomAnnotation(EmbeddedDocument):
start = IntField(required=True)
length = IntField(required=True)
text = StringField(required=True)
confidence = FloatField(required=True)
condition = EnumField(Condition, required=True)
certainty = EnumField(Certainty, required=True)
def to_dict(self):
doc = self.to_mongo().to_dict()
return doc
class Identity(Document):
process = LazyReferenceField("Process")
name = StringField(required=True)
card_number = StringField()
type = EnumField(IdentityType, default=IdentityType.KNOWN, required=True)
status = EnumField(IdentityStatus,
default=IdentityStatus.TRACKING,
required=True)
matching_face_ids = ListField(EmbeddedDocumentField(MatchingFace))
clustering_face_ids = ListField(
ListField(EmbeddedDocumentField(ClusteringFace)))
created_at = DateTimeField(default=datetime.datetime.utcnow, required=True)
meta = {"collection": "identities"}
class MetricsReport(Document):
name: EnumField(MetricClustering)
best_value_cluster: IntField()
best_value_score: FloatField()
value: ListField(field=FloatField())
rank: ListField(field=IntField())
created_at = DateTimeField(default=datetime.utcnow)
class ClusterElement(Document):
cluster = LazyReferenceField("Cluster", required=True)
object = LazyReferenceField("Object", required=True)
ref_object = LazyReferenceField("Object")
type = EnumField(ClusterType, default=ClusterType.FACE, required=True)
created_at = DateTimeField(default=datetime.utcnow, required=True)
meta = {"collection": "cluster_elements"}
class TextLocationAnnotation(EmbeddedDocument):
start = IntField(required=True)
length = IntField(required=True)
text = StringField(required=True)
confidence = FloatField(required=True)
locationType = EnumField(LocationType, required=True)
def to_dict(self):
doc = self.to_mongo().to_dict()
return doc
def test_partial_choices(self):
partial = [Status.DONE]
enum_field = EnumField(Status, choices=partial)
assert enum_field.choices == partial
class FancyDoc(Document):
z = enum_field
FancyDoc(z=Status.DONE).validate()
with pytest.raises(ValidationError,
match=r"Value must be one of .*Status.DONE"):
FancyDoc(z=Status.NEW).validate()
class User(BaseDocument):
name = StringField()
last_name = StringField()
email = StringField(unique=True)
phone = IntField()
phone_prefix = StringField()
institution = StringField()
institution_role = StringField()
profession = StringField()
gender = StringField()
birthday = DateField()
role = EnumField(UserRoles)
is_deleted = BooleanField(default=False)
is_valid = BooleanField(default=False)
is_enabled = BooleanField(default=True)
notify_removal = BooleanField(default=True)
notify_simulation_done = BooleanField(default=True)
class ModelWithColor(Document):
color = EnumField(Color, default=Color.RED)
def test_user_is_informed_when_tries_to_set_choices(self):
with pytest.raises(ValueError,
match="'choices' can't be set on EnumField"):
EnumField(Status, choices=["my", "custom", "options"])
class ModelWithDefault(Document):
status = EnumField(Status, default=Status.DONE)
class ModelWithEnum(Document):
status = EnumField(Status)
class ModelWithFunkyColor(Document):
color = EnumField(FunkyColor)
def test_partial_choices(self):
partial = [Status.DONE]
assert EnumField(Status, choices=partial).choices == partial