Add a documentation page for validation
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@ -10,6 +10,7 @@ User Guide
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defining-documents
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document-instances
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querying
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validation
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gridfs
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signals
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text-indexes
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@ -566,7 +566,8 @@ cannot use the `$` syntax in keyword arguments it has been mapped to `S`::
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['database', 'mongodb']
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From MongoDB version 2.6, push operator supports $position value which allows
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to push values with index.
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to push values with index::
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>>> post = BlogPost(title="Test", tags=["mongo"])
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>>> post.save()
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>>> post.update(push__tags__0=["database", "code"])
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116
docs/guide/validation.rst
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116
docs/guide/validation.rst
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@ -0,0 +1,116 @@
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====================
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Document Validation
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====================
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By design, mongoengine strictly validates the documents right before they are inserted in MongoDB
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and make sure they are consistent with the fields defined in your models.
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Mongoengine will not validate a document when an object is loaded from the DB into an instance
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of your model but this operation will fail under some circumstances (e.g: if there is a field in
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the document fetched from the database that is not defined in your model)
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Builtin validation
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=================
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Mongoengine provides different fields that encapsulate the corresponding validation
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out of the box. Validation runs when calling `.validate()` or `.save()`
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.. code-block:: python
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from mongoengine import Document, EmailField
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class User(Document):
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email = EmailField()
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age = IntField(min_value=0, max_value=99)
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user = User(email='invalid@', age=24)
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user.validate() # raises ValidationError (Invalid email address: ['email'])
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user.save() # raises ValidationError (Invalid email address: ['email'])
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user2 = User(email='john.doe@garbage.com', age=1000)
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user2.save() # raises ValidationError (Integer value is too large: ['age'])
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Custom validation
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=================
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The following feature can be used to customize the validation:
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* Field `validation` parameter
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.. code-block:: python
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def not_john_doe(name):
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if name == 'John Doe':
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raise ValidationError("John Doe is not a valid name")
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class Person(Document):
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full_name = StringField(validation=not_john_doe)
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Person(full_name='Billy Doe').save()
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Person(full_name='John Doe').save() # raises ValidationError (John Doe is not a valid name)
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* Document `clean` method
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Although not its primary use case, `clean` may be use to do validation that involves multiple fields.
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Note that `clean` runs before the validation when you save a Document.
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.. code-block:: python
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class Person(Document):
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first_name = StringField()
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last_name = StringField()
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def clean(self):
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if self.first_name == 'John' and self.last_name == 'Doe':
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raise ValidationError('John Doe is not a valid name')
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Person(first_name='Billy', last_name='Doe').save()
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Person(first_name='John', last_name='Doe').save() # raises ValidationError (John Doe is not a valid name)
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* Adding custom Field classes
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We recommend as much as possible to use the standard field but it is also possible
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to subclass a Field and encapsulate some validation by overriding the `validate` method
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.. code-block:: python
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class AgeField(IntField):
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def validate(self, value):
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super(AgeField, self).validate(value) # let IntField.validate run first
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if value == 60:
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self.error('60 is not allowed')
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class Person(Document):
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age = AgeField(min_value=0, max_value=99)
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Person(age=20).save() # passes
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Person(age=1000).save() # raises ValidationError (Integer value is too large: ['age'])
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Person(age=60).save() # raises ValidationError (Person:None) (60 is not allowed: ['age'])
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.. note::
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When overriding `validate`, use `self.error("your-custom-error")` instead of raising ValidationError explicitly,
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it will provide a better context with the error message
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Disabling validation
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====================
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We do not recommend to do this but if for some reason you need to disable the validation of a document
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when you call `.save()`, you can use `.save(validate=False)`.
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.. code-block:: python
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class Person(Document):
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age = IntField()
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Person(age='garbage').save() # raises ValidationError (garbage could not be converted to int: ['age'])
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Person(age='garbage').save(validate=False)
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person = Person.objects.first()
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assert person.age == 'garbage'
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