Added to the docs, mostly the user guide
This commit is contained in:
@@ -1,10 +1,11 @@
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==========
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User Guide
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==========
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.. _guide-connecting:
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Connecting to MongoDB
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---------------------
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=====================
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To connect to a running instance of :program:`mongod`, use the
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:func:`~mongoengine.connect` function. The first argument is the name of the
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database to connect to. If the database does not exist, it will be created. If
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@@ -22,7 +23,7 @@ provide :attr:`host` and :attr:`port` arguments to
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connect('project1', host='192.168.1.35', port=12345)
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Defining documents
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------------------
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==================
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In MongoDB, a **document** is roughly equivalent to a **row** in an RDBMS. When
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working with relational databases, rows are stored in **tables**, which have a
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strict **schema** that the rows follow. MongoDB stores documents in
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@@ -30,7 +31,7 @@ strict **schema** that the rows follow. MongoDB stores documents in
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is enforced at a database level.
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Defining a document's schema
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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----------------------------
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MongoEngine allows you to define schemata for documents as this helps to reduce
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coding errors, and allows for utility methods to be defined on fields which may
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be present.
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@@ -47,7 +48,7 @@ objects** as class attributes to the document class::
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date_modified = DateTimeField(default=datetime.now)
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Fields
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^^^^^^
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------
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By default, fields are not required. To make a field mandatory, set the
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:attr:`required` keyword argument of a field to ``True``. Fields also may have
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validation constraints available (such as :attr:`max_length` in the example
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@@ -60,12 +61,69 @@ are as follows:
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* :class:`~mongoengine.IntField`
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* :class:`~mongoengine.FloatField`
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* :class:`~mongoengine.DateTimeField`
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* :class:`~mongoengine.ListField`
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* :class:`~mongoengine.ObjectIdField`
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* :class:`~mongoengine.EmbeddedDocumentField`
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* :class:`~mongoengine.ReferenceField`
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List fields
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^^^^^^^^^^^
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MongoDB allows the storage of lists of items. To add a list of items to a
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:class:`~mongoengine.Document`, use the :class:`~mongoengine.ListField` field
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type. :class:`~mongoengine.ListField` takes another field object as its first
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argument, which specifies which type elements may be stored within the list::
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class Page(Document):
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tags = ListField(StringField(max_length=50))
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Embedded documents
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^^^^^^^^^^^^^^^^^^
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MongoDB has the ability to embed documents within other documents. Schemata may
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be defined for these embedded documents, just as they may be for regular
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documents. To create an embedded document, just define a document as usual, but
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inherit from :class:`~mongoengine.EmbeddedDocument` rather than
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:class:`~mongoengine.Document`::
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class Comment(EmbeddedDocument):
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content = StringField()
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To embed the document within another document, use the
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:class:`~mongoengine.EmbeddedDocumentField` field type, providing the embedded
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document class as the first argument::
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class Page(Document):
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comments = ListField(EmbeddedDocumentField(Comment))
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comment1 = Comment('Good work!')
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comment2 = Comment('Nice article!')
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page = Page(comments=[comment1, comment2])
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Reference fields
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^^^^^^^^^^^^^^^^
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References may be stored to other documents in the database using the
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:class:`~mongoengine.ReferenceField`. Pass in another document class as the
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first argument to the constructor, then simply assign document objects to the
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field::
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class User(Document):
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name = StringField()
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class Page(Document):
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content = StringField()
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author = ReferenceField(User)
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john = User(name="John Smith")
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john.save()
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post = Page(content="Test Page")
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post.author = john
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post.save()
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The :class:`User` object is automatically turned into a reference behind the
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scenes, and dereferenced when the :class:`Page` object is retrieved.
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Document collections
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^^^^^^^^^^^^^^^^^^^^
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--------------------
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Document classes that inherit **directly** from :class:`~mongoengine.Document`
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will have their own **collection** in the database. The name of the collection
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is by default the name of the class, coverted to lowercase (so in the example
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@@ -78,3 +136,175 @@ document class to use::
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class Page(Document):
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title = StringField(max_length=200, required=True)
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meta = {'collection': 'cmsPage'}
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Document inheritance
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--------------------
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To create a specialised type of a :class:`~mongoengine.Document` you have
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defined, you may subclass it and add any extra fields or methods you may need.
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As this is new class is not a direct subclass of
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:class:`~mongoengine.Document`, it will not be stored in its own collection; it
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will use the same collection as its superclass uses. This allows for more
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convenient and efficient retrieval of related documents::
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# Stored in a collection named 'page'
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class Page(Document):
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title = StringField(max_length=200, required=True)
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# Also stored in the collection named 'page'
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class DatedPage(Page):
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date = DateTimeField()
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Working with existing data
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^^^^^^^^^^^^^^^^^^^^^^^^^^
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To enable correct retrieval of documents involved in this kind of heirarchy,
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two extra attributes are stored on each document in the database: :attr:`_cls`
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and :attr:`_types`. These are hidden from the user through the MongoEngine
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interface, but may not be present if you are trying to use MongoEngine with
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an existing database. For this reason, you may disable this inheritance
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mechansim, removing the dependency of :attr:`_cls` and :attr:`_types`, enabling
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you to work with existing databases. To disable inheritance on a document
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class, set :attr:`allow_inheritance` to ``False`` in the :attr:`meta`
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dictionary::
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# Will work with data in an existing collection named 'cmsPage'
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class Page(Document):
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title = StringField(max_length=200, required=True)
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meta = {
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'collection': 'cmsPage',
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'allow_inheritance': False,
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}
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Documents instances
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===================
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To create a new document object, create an instance of the relevant document
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class, providing values for its fields as its constructor keyword arguments.
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You may provide values for any of the fields on the document, but only
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**required** fields are necessary at this stage::
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>>> page = Page(title="Test Page")
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>>> page.title
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'Test Page'
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You may also assign values to the document's fields using standard object
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attribute syntax::
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>>> page.title = "Example Page"
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>>> page.title
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'Example Page'
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Saving and deleting documents
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-----------------------------
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To save the document to the database, call the
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:meth:`~mongoengine.Document.save` method. If the document does not exist in
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the database, it will be created. If it does already exist, it will be
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updated.
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To delete a document, call the :meth:`~mongoengine.Document.delete` method.
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Note that this will only work if the document exists in the database and has a
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valide :attr:`id`.
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Document IDs
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------------
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Each document in the database has a unique id. This may be accessed through the
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:attr:`id` attribute on :class:`~mongoengine.Document` objects. Usually, the id
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will be generated automatically by the database server when the object is save,
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meaning that you may only access the :attr:`id` field once a document has been
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saved::
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>>> page = Page(title="Test Page")
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>>> page.id
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...
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AttributeError('_id')
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>>> page.save()
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>>> page.id
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ObjectId('123456789abcdef000000000')
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Alternatively, you may explicitly set the :attr:`id` before you save the
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document, but the id must be a valid PyMongo :class:`ObjectId`.
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Querying the database
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=====================
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:class:`~mongoengine.Document` classes have an :attr:`objects` attribute, which
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is used for accessing the objects in the database associated with the class.
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The :attr:`objects` attribute is actually a
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:class:`~mongoengine.queryset.QuerySetManager`, which creates and returns a new
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a new :class:`~mongoengine.queryset.QuerySet` object on access. The
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:class:`~mongoengine.queryset.QuerySet` object may may be iterated over to
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fetch documents from the database::
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# Prints out the names of all the users in the database
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for user in User.objects:
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print user.name
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Filtering queries
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-----------------
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The query may be filtered by calling the
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:class:`~mongoengine.queryset.QuerySet` object with field lookup keyword
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arguments. The keys in the keyword arguments correspond to fields on the
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:class:`~mongoengine.Document` you are querying::
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# This will return a QuerySet that will only iterate over users whose
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# 'country' field is set to 'uk'
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uk_users = User.objects(country='uk')
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Fields on embedded documents may also be referred to using field lookup syntax
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by using a double-underscore in place of the dot in object attribute access
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syntax::
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# This will return a QuerySet that will only iterate over pages that have
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# been written by a user whose 'country' field is set to 'uk'
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uk_pages = Page.objects(author__country='uk')
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Querying lists
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^^^^^^^^^^^^^^
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On most fields, this syntax will look up documents where the field specified
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matches the given value exactly, but when the field refers to a
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:class:`~mongoengine.ListField`, a single item may be provided, in which case
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lists that contain that item will be matched::
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class Page(Document):
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tags = ListField(StringField())
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# This will match all pages that have the word 'coding' as an item in the
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# 'tags' list
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Page.objects(tags='coding')
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Query operators
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---------------
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Operators other than equality may also be used in queries; just attach the
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operator name to a key with a double-underscore::
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# Only find users whose age is 18 or less
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young_users = Users.objects(age__lte=18)
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Available operators are as follows:
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* ``neq`` -- not equal to
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* ``lt`` -- less than
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* ``lte`` -- less than or equal to
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* ``gt`` -- greater than
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* ``gte`` -- greater than or equal to
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* ``in`` -- value is in list (a list of values should be provided)
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* ``nin`` -- value is not in list (a list of values should be provided)
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* ``mod`` -- ``value % x == y``, where ``x`` and ``y`` are two provided values
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* ``all`` -- every item in array is in list of values provided
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* ``size`` -- the size of the array is
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* ``exists`` -- value for field exists
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Limiting and skipping results
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-----------------------------
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Just as with traditional ORMs, you may limit the number of results returned, or
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skip a number or results in you query.
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:meth:`mongoengine.queryset.QuerySet.limit` and
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:meth:`mongoengine.queryset.QuerySet.skip` and methods are available on
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:meth:`mongoengine.queryset.QuerySet` objects, but the prefered syntax for
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achieving this is using array-slicing syntax::
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# Only the first 5 people
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users = User.objects[:5]
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# All except for the first 5 people
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users = User.objects[5:]
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# 5 users, starting from the 10th user found
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users = User.objects[10:15]
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