mongoengine/docs/guide/validation.rst
2019-06-25 22:31:48 +02:00

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====================
Document Validation
====================
By design, mongoengine strictly validates the documents right before they are inserted in MongoDB
and make sure they are consistent with the fields defined in your models.
Mongoengine will not validate a document when an object is loaded from the DB into an instance
of your model but this operation will fail under some circumstances (e.g: if there is a field in
the document fetched from the database that is not defined in your model)
Builtin validation
=================
Mongoengine provides different fields that encapsulate the corresponding validation
out of the box. Validation runs when calling `.validate()` or `.save()`
.. code-block:: python
from mongoengine import Document, EmailField
class User(Document):
email = EmailField()
age = IntField(min_value=0, max_value=99)
user = User(email='invalid@', age=24)
user.validate() # raises ValidationError (Invalid email address: ['email'])
user.save() # raises ValidationError (Invalid email address: ['email'])
user2 = User(email='john.doe@garbage.com', age=1000)
user2.save() # raises ValidationError (Integer value is too large: ['age'])
Custom validation
=================
The following feature can be used to customize the validation:
* Field `validation` parameter
.. code-block:: python
def not_john_doe(name):
if name == 'John Doe':
raise ValidationError("John Doe is not a valid name")
class Person(Document):
full_name = StringField(validation=not_john_doe)
Person(full_name='Billy Doe').save()
Person(full_name='John Doe').save() # raises ValidationError (John Doe is not a valid name)
* Document `clean` method
Although not its primary use case, `clean` may be use to do validation that involves multiple fields.
Note that `clean` runs before the validation when you save a Document.
.. code-block:: python
class Person(Document):
first_name = StringField()
last_name = StringField()
def clean(self):
if self.first_name == 'John' and self.last_name == 'Doe':
raise ValidationError('John Doe is not a valid name')
Person(first_name='Billy', last_name='Doe').save()
Person(first_name='John', last_name='Doe').save() # raises ValidationError (John Doe is not a valid name)
* Adding custom Field classes
We recommend as much as possible to use the standard field but it is also possible
to subclass a Field and encapsulate some validation by overriding the `validate` method
.. code-block:: python
class AgeField(IntField):
def validate(self, value):
super(AgeField, self).validate(value) # let IntField.validate run first
if value == 60:
self.error('60 is not allowed')
class Person(Document):
age = AgeField(min_value=0, max_value=99)
Person(age=20).save() # passes
Person(age=1000).save() # raises ValidationError (Integer value is too large: ['age'])
Person(age=60).save() # raises ValidationError (Person:None) (60 is not allowed: ['age'])
.. note::
When overriding `validate`, use `self.error("your-custom-error")` instead of raising ValidationError explicitly,
it will provide a better context with the error message
Disabling validation
====================
We do not recommend to do this but if for some reason you need to disable the validation of a document
when you call `.save()`, you can use `.save(validate=False)`.
.. code-block:: python
class Person(Document):
age = IntField()
Person(age='garbage').save() # raises ValidationError (garbage could not be converted to int: ['age'])
Person(age='garbage').save(validate=False)
person = Person.objects.first()
assert person.age == 'garbage'