643 lines
28 KiB
Plaintext
643 lines
28 KiB
Plaintext
.. _howto-custom-model-fields:
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===========================
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Writing custom model fields
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===========================
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.. versionadded:: 1.0
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Introduction
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============
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The :ref:`model reference <topics-db-models>` documentation explains how to use
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Django's standard field classes -- :class:`~django.db.models.CharField`,
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:class:`~django.db.models.DateField`, etc. For many purposes, those classes are
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all you'll need. Sometimes, though, the Django version won't meet your precise
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requirements, or you'll want to use a field that is entirely different from
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those shipped with Django.
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Django's built-in field types don't cover every possible database column type --
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only the common types, such as ``VARCHAR`` and ``INTEGER``. For more obscure
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column types, such as geographic polygons or even user-created types such as
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`PostgreSQL custom types`_, you can define your own Django ``Field`` subclasses.
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.. _PostgreSQL custom types: http://www.postgresql.org/docs/8.2/interactive/sql-createtype.html
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Alternatively, you may have a complex Python object that can somehow be
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serialized to fit into a standard database column type. This is another case
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where a ``Field`` subclass will help you use your object with your models.
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Our example object
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------------------
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Creating custom fields requires a bit of attention to detail. To make things
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easier to follow, we'll use a consistent example throughout this document:
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wrapping a Python object representing the deal of cards in a hand of Bridge_.
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Don't worry, you don't have know how to play Bridge to follow this example.
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You only need to know that 52 cards are dealt out equally to four players, who
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are traditionally called *north*, *east*, *south* and *west*. Our class looks
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something like this::
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class Hand(object):
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def __init__(self, north, east, south, west):
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# Input parameters are lists of cards ('Ah', '9s', etc)
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self.north = north
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self.east = east
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self.south = south
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self.west = west
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# ... (other possibly useful methods omitted) ...
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.. _Bridge: http://en.wikipedia.org/wiki/Contract_bridge
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This is just an ordinary Python class, with nothing Django-specific about it.
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We'd like to be able to do things like this in our models (we assume the
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``hand`` attribute on the model is an instance of ``Hand``)::
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example = MyModel.objects.get(pk=1)
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print example.hand.north
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new_hand = Hand(north, east, south, west)
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example.hand = new_hand
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example.save()
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We assign to and retrieve from the ``hand`` attribute in our model just like
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any other Python class. The trick is to tell Django how to handle saving and
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loading such an object.
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In order to use the ``Hand`` class in our models, we **do not** have to change
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this class at all. This is ideal, because it means you can easily write
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model support for existing classes where you cannot change the source code.
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.. note::
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You might only be wanting to take advantage of custom database column
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types and deal with the data as standard Python types in your models;
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strings, or floats, for example. This case is similar to our ``Hand``
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example and we'll note any differences as we go along.
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Background theory
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=================
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Database storage
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----------------
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The simplest way to think of a model field is that it provides a way to take a
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normal Python object -- string, boolean, ``datetime``, or something more
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complex like ``Hand`` -- and convert it to and from a format that is useful
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when dealing with the database (and serialization, but, as we'll see later,
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that falls out fairly naturally once you have the database side under control).
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Fields in a model must somehow be converted to fit into an existing database
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column type. Different databases provide different sets of valid column types,
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but the rule is still the same: those are the only types you have to work
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with. Anything you want to store in the database must fit into one of
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those types.
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Normally, you're either writing a Django field to match a particular database
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column type, or there's a fairly straightforward way to convert your data to,
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say, a string.
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For our ``Hand`` example, we could convert the card data to a string of 104
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characters by concatenating all the cards together in a pre-determined order --
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say, all the *north* cards first, then the *east*, *south* and *west* cards. So
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``Hand`` objects can be saved to text or character columns in the database.
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What does a field class do?
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---------------------------
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All of Django's fields (and when we say *fields* in this document, we always
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mean model fields and not :ref:`form fields <ref-forms-fields>`) are subclasses
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of :class:`django.db.models.Field`. Most of the information that Django records
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about a field is common to all fields -- name, help text, uniqueness and so
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forth. Storing all that information is handled by ``Field``. We'll get into the
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precise details of what ``Field`` can do later on; for now, suffice it to say
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that everything descends from ``Field`` and then customizes key pieces of the
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class behavior.
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It's important to realize that a Django field class is not what is stored in
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your model attributes. The model attributes contain normal Python objects. The
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field classes you define in a model are actually stored in the ``Meta`` class
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when the model class is created (the precise details of how this is done are
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unimportant here). This is because the field classes aren't necessary when
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you're just creating and modifying attributes. Instead, they provide the
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machinery for converting between the attribute value and what is stored in the
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database or sent to the :ref:`serializer <topics-serialization>`.
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Keep this in mind when creating your own custom fields. The Django ``Field``
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subclass you write provides the machinery for converting between your Python
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instances and the database/serializer values in various ways (there are
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differences between storing a value and using a value for lookups, for
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example). If this sounds a bit tricky, don't worry -- it will become clearer in
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the examples below. Just remember that you will often end up creating two
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classes when you want a custom field:
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* The first class is the Python object that your users will manipulate.
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They will assign it to the model attribute, they will read from it for
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displaying purposes, things like that. This is the ``Hand`` class in our
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example.
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* The second class is the ``Field`` subclass. This is the class that knows
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how to convert your first class back and forth between its permanent
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storage form and the Python form.
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Writing a field subclass
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========================
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When planning your :class:`~django.db.models.Field` subclass, first give some
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thought to which existing :class:`~django.db.models.Field` class your new field
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is most similar to. Can you subclass an existing Django field and save yourself
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some work? If not, you should subclass the :class:`~django.db.models.Field`
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class, from which everything is descended.
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Initializing your new field is a matter of separating out any arguments that are
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specific to your case from the common arguments and passing the latter to the
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:meth:`~django.db.models.Field.__init__` method of
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:class:`~django.db.models.Field` (or your parent class).
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In our example, we'll call our field ``HandField``. (It's a good idea to call
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your :class:`~django.db.models.Field` subclass ``<Something>Field``, so it's
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easily identifiable as a :class:`~django.db.models.Field` subclass.) It doesn't
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behave like any existing field, so we'll subclass directly from
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:class:`~django.db.models.Field`::
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from django.db import models
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class HandField(models.Field):
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def __init__(self, *args, **kwargs):
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kwargs['max_length'] = 104
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super(HandField, self).__init__(*args, **kwargs)
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Our ``HandField`` accepts most of the standard field options (see the list
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below), but we ensure it has a fixed length, since it only needs to hold 52
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card values plus their suits; 104 characters in total.
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.. note::
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Many of Django's model fields accept options that they don't do anything
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with. For example, you can pass both
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:attr:`~django.db.models.Field.editable` and
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:attr:`~django.db.models.Field.auto_now` to a
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:class:`django.db.models.DateField` and it will simply ignore the
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:attr:`~django.db.models.Field.editable` parameter
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(:attr:`~django.db.models.Field.auto_now` being set implies
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``editable=False``). No error is raised in this case.
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This behavior simplifies the field classes, because they don't need to
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check for options that aren't necessary. They just pass all the options to
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the parent class and then don't use them later on. It's up to you whether
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you want your fields to be more strict about the options they select, or
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to use the simpler, more permissive behavior of the current fields.
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The :meth:`~django.db.models.Field.__init__` method takes the following
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parameters:
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* :attr:`~django.db.models.Field.verbose_name`
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* :attr:`~django.db.models.Field.name`
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* :attr:`~django.db.models.Field.primary_key`
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* :attr:`~django.db.models.Field.max_length`
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* :attr:`~django.db.models.Field.unique`
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* :attr:`~django.db.models.Field.blank`
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* :attr:`~django.db.models.Field.null`
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* :attr:`~django.db.models.Field.db_index`
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* :attr:`~django.db.models.Field.rel`: Used for related fields (like
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:class:`ForeignKey`). For advanced use only.
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* :attr:`~django.db.models.Field.default`
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* :attr:`~django.db.models.Field.editable`
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* :attr:`~django.db.models.Field.serialize`: If ``False``, the field will
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not be serialized when the model is passed to Django's :ref:`serializers
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<topics-serialization>`. Defaults to ``True``.
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* :attr:`~django.db.models.Field.unique_for_date`
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* :attr:`~django.db.models.Field.unique_for_month`
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* :attr:`~django.db.models.Field.unique_for_year`
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* :attr:`~django.db.models.Field.choices`
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* :attr:`~django.db.models.Field.help_text`
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* :attr:`~django.db.models.Field.db_column`
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* :attr:`~django.db.models.Field.db_tablespace`: Currently only used with
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the Oracle backend and only for index creation. You can usually ignore
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this option.
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* :attr:`~django.db.models.Field.auto_created`: True if the field was
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automatically created, as for the `OneToOneField` used by model
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inheritance. For advanced use only.
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All of the options without an explanation in the above list have the same
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meaning they do for normal Django fields. See the :ref:`field documentation
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<ref-models-fields>` for examples and details.
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The ``SubfieldBase`` metaclass
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------------------------------
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As we indicated in the introduction_, field subclasses are often needed for
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two reasons: either to take advantage of a custom database column type, or to
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handle complex Python types. Obviously, a combination of the two is also
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possible. If you're only working with custom database column types and your
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model fields appear in Python as standard Python types direct from the
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database backend, you don't need to worry about this section.
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If you're handling custom Python types, such as our ``Hand`` class, we need to
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make sure that when Django initializes an instance of our model and assigns a
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database value to our custom field attribute, we convert that value into the
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appropriate Python object. The details of how this happens internally are a
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little complex, but the code you need to write in your ``Field`` class is
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simple: make sure your field subclass uses a special metaclass:
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.. class:: django.db.models.SubfieldBase
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For example::
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class HandField(models.Field):
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__metaclass__ = models.SubfieldBase
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def __init__(self, *args, **kwargs):
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# ...
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This ensures that the :meth:`to_python` method, documented below, will always be
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called when the attribute is initialized.
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Useful methods
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--------------
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Once you've created your :class:`~django.db.models.Field` subclass and set up
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the ``__metaclass__``, you might consider overriding a few standard methods,
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depending on your field's behavior. The list of methods below is in
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approximately decreasing order of importance, so start from the top.
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Custom database types
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~~~~~~~~~~~~~~~~~~~~~
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.. method:: db_type(self)
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Returns the database column data type for the :class:`~django.db.models.Field`,
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taking into account the current :setting:`DATABASE_ENGINE` setting.
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Say you've created a PostgreSQL custom type called ``mytype``. You can use this
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field with Django by subclassing ``Field`` and implementing the :meth:`db_type`
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method, like so::
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from django.db import models
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class MytypeField(models.Field):
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def db_type(self):
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return 'mytype'
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Once you have ``MytypeField``, you can use it in any model, just like any other
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``Field`` type::
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class Person(models.Model):
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name = models.CharField(max_length=80)
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gender = models.CharField(max_length=1)
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something_else = MytypeField()
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If you aim to build a database-agnostic application, you should account for
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differences in database column types. For example, the date/time column type
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in PostgreSQL is called ``timestamp``, while the same column in MySQL is called
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``datetime``. The simplest way to handle this in a ``db_type()`` method is to
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import the Django settings module and check the :setting:`DATABASE_ENGINE` setting.
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For example::
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class MyDateField(models.Field):
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def db_type(self):
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from django.conf import settings
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if settings.DATABASE_ENGINE == 'mysql':
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return 'datetime'
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else:
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return 'timestamp'
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The :meth:`db_type` method is only called by Django when the framework
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constructs the ``CREATE TABLE`` statements for your application -- that is, when
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you first create your tables. It's not called at any other time, so it can
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afford to execute slightly complex code, such as the :setting:`DATABASE_ENGINE`
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check in the above example.
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Some database column types accept parameters, such as ``CHAR(25)``, where the
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parameter ``25`` represents the maximum column length. In cases like these,
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it's more flexible if the parameter is specified in the model rather than being
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hard-coded in the ``db_type()`` method. For example, it wouldn't make much
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sense to have a ``CharMaxlength25Field``, shown here::
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# This is a silly example of hard-coded parameters.
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class CharMaxlength25Field(models.Field):
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def db_type(self):
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return 'char(25)'
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# In the model:
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class MyModel(models.Model):
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# ...
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my_field = CharMaxlength25Field()
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The better way of doing this would be to make the parameter specifiable at run
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time -- i.e., when the class is instantiated. To do that, just implement
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:meth:`django.db.models.Field.__init__`, like so::
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# This is a much more flexible example.
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class BetterCharField(models.Field):
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def __init__(self, max_length, *args, **kwargs):
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self.max_length = max_length
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super(BetterCharField, self).__init__(*args, **kwargs)
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def db_type(self):
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return 'char(%s)' % self.max_length
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# In the model:
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class MyModel(models.Model):
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# ...
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my_field = BetterCharField(25)
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Finally, if your column requires truly complex SQL setup, return ``None`` from
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:meth:`db_type`. This will cause Django's SQL creation code to skip over this
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field. You are then responsible for creating the column in the right table in
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some other way, of course, but this gives you a way to tell Django to get out of
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the way.
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Converting database values to Python objects
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. method:: to_python(self, value)
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Converts a value as returned by your database (or a serializer) to a Python
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object.
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The default implementation simply returns ``value``, for the common case in
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which the database backend already returns data in the correct format (as a
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Python string, for example).
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If your custom :class:`~django.db.models.Field` class deals with data structures
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that are more complex than strings, dates, integers or floats, then you'll need
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to override this method. As a general rule, the method should deal gracefully
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with any of the following arguments:
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* An instance of the correct type (e.g., ``Hand`` in our ongoing example).
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* A string (e.g., from a deserializer).
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* Whatever the database returns for the column type you're using.
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In our ``HandField`` class, we're storing the data as a VARCHAR field in the
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database, so we need to be able to process strings and ``Hand`` instances in
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:meth:`to_python`::
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import re
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class HandField(models.Field):
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# ...
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def to_python(self, value):
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if isinstance(value, Hand):
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return value
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# The string case.
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p1 = re.compile('.{26}')
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p2 = re.compile('..')
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args = [p2.findall(x) for x in p1.findall(value)]
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return Hand(*args)
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Notice that we always return a ``Hand`` instance from this method. That's the
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Python object type we want to store in the model's attribute.
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**Remember:** If your custom field needs the :meth:`to_python` method to be
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called when it is created, you should be using `The SubfieldBase metaclass`_
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mentioned earlier. Otherwise :meth:`to_python` won't be called automatically.
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Converting Python objects to database values
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. method:: get_db_prep_value(self, value)
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This is the reverse of :meth:`to_python` when working with the database backends
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(as opposed to serialization). The ``value`` parameter is the current value of
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the model's attribute (a field has no reference to its containing model, so it
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cannot retrieve the value itself), and the method should return data in a format
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that can be used as a parameter in a query for the database backend.
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For example::
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class HandField(models.Field):
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# ...
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def get_db_prep_value(self, value):
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return ''.join([''.join(l) for l in (value.north,
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value.east, value.south, value.west)])
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.. method:: get_db_prep_save(self, value)
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Same as the above, but called when the Field value must be *saved* to the
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database. As the default implementation just calls ``get_db_prep_value``, you
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shouldn't need to implement this method unless your custom field needs a
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special conversion when being saved that is not the same as the conversion used
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for normal query parameters (which is implemented by ``get_db_prep_value``).
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Preprocessing values before saving
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. method:: pre_save(self, model_instance, add)
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This method is called just prior to :meth:`get_db_prep_save` and should return
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the value of the appropriate attribute from ``model_instance`` for this field.
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The attribute name is in ``self.attname`` (this is set up by
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:class:`~django.db.models.Field`). If the model is being saved to the database
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for the first time, the ``add`` parameter will be ``True``, otherwise it will be
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``False``.
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You only need to override this method if you want to preprocess the value
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somehow, just before saving. For example, Django's
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:class:`~django.db.models.DateTimeField` uses this method to set the attribute
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correctly in the case of :attr:`~django.db.models.Field.auto_now` or
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:attr:`~django.db.models.Field.auto_now_add`.
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If you do override this method, you must return the value of the attribute at
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the end. You should also update the model's attribute if you make any changes
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to the value so that code holding references to the model will always see the
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correct value.
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Preparing values for use in database lookups
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. method:: get_db_prep_lookup(self, lookup_type, value)
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Prepares the ``value`` for passing to the database when used in a lookup (a
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``WHERE`` constraint in SQL). The ``lookup_type`` will be one of the valid
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Django filter lookups: ``exact``, ``iexact``, ``contains``, ``icontains``,
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``gt``, ``gte``, ``lt``, ``lte``, ``in``, ``startswith``, ``istartswith``,
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``endswith``, ``iendswith``, ``range``, ``year``, ``month``, ``day``,
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``isnull``, ``search``, ``regex``, and ``iregex``.
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Your method must be prepared to handle all of these ``lookup_type`` values and
|
|
should raise either a ``ValueError`` if the ``value`` is of the wrong sort (a
|
|
list when you were expecting an object, for example) or a ``TypeError`` if
|
|
your field does not support that type of lookup. For many fields, you can get
|
|
by with handling the lookup types that need special handling for your field
|
|
and pass the rest to the :meth:`get_db_prep_lookup` method of the parent class.
|
|
|
|
If you needed to implement ``get_db_prep_save()``, you will usually need to
|
|
implement ``get_db_prep_lookup()``. If you don't, ``get_db_prep_value`` will be
|
|
called by the default implementation, to manage ``exact``, ``gt``, ``gte``,
|
|
``lt``, ``lte``, ``in`` and ``range`` lookups.
|
|
|
|
You may also want to implement this method to limit the lookup types that could
|
|
be used with your custom field type.
|
|
|
|
Note that, for ``range`` and ``in`` lookups, ``get_db_prep_lookup`` will receive
|
|
a list of objects (presumably of the right type) and will need to convert them
|
|
to a list of things of the right type for passing to the database. Most of the
|
|
time, you can reuse ``get_db_prep_value()``, or at least factor out some common
|
|
pieces.
|
|
|
|
For example, the following code implements ``get_db_prep_lookup`` to limit the
|
|
accepted lookup types to ``exact`` and ``in``::
|
|
|
|
class HandField(models.Field):
|
|
# ...
|
|
|
|
def get_db_prep_lookup(self, lookup_type, value):
|
|
# We only handle 'exact' and 'in'. All others are errors.
|
|
if lookup_type == 'exact':
|
|
return [self.get_db_prep_value(value)]
|
|
elif lookup_type == 'in':
|
|
return [self.get_db_prep_value(v) for v in value]
|
|
else:
|
|
raise TypeError('Lookup type %r not supported.' % lookup_type)
|
|
|
|
Specifying the form field for a model field
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. method:: formfield(self, form_class=forms.CharField, **kwargs)
|
|
|
|
Returns the default form field to use when this field is displayed in a model.
|
|
This method is called by the :class:`~django.forms.ModelForm` helper.
|
|
|
|
All of the ``kwargs`` dictionary is passed directly to the form field's
|
|
:meth:`~django.forms.Field__init__` method. Normally, all you need to do is
|
|
set up a good default for the ``form_class`` argument and then delegate further
|
|
handling to the parent class. This might require you to write a custom form
|
|
field (and even a form widget). See the :ref:`forms documentation
|
|
<topics-forms-index>` for information about this, and take a look at the code in
|
|
:mod:`django.contrib.localflavor` for some examples of custom widgets.
|
|
|
|
Continuing our ongoing example, we can write the :meth:`formfield` method as::
|
|
|
|
class HandField(models.Field):
|
|
# ...
|
|
|
|
def formfield(self, **kwargs):
|
|
# This is a fairly standard way to set up some defaults
|
|
# while letting the caller override them.
|
|
defaults = {'form_class': MyFormField}
|
|
defaults.update(kwargs)
|
|
return super(HandField, self).formfield(**defaults)
|
|
|
|
This assumes we've imported a ``MyFormField`` field class (which has its own
|
|
default widget). This document doesn't cover the details of writing custom form
|
|
fields.
|
|
|
|
.. _helper functions: ../forms/#generating-forms-for-models
|
|
.. _forms documentation: ../forms/
|
|
|
|
Emulating built-in field types
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. method:: get_internal_type(self)
|
|
|
|
Returns a string giving the name of the :class:`~django.db.models.Field`
|
|
subclass we are emulating at the database level. This is used to determine the
|
|
type of database column for simple cases.
|
|
|
|
If you have created a :meth:`db_type` method, you don't need to worry about
|
|
:meth:`get_internal_type` -- it won't be used much. Sometimes, though, your
|
|
database storage is similar in type to some other field, so you can use that
|
|
other field's logic to create the right column.
|
|
|
|
For example::
|
|
|
|
class HandField(models.Field):
|
|
# ...
|
|
|
|
def get_internal_type(self):
|
|
return 'CharField'
|
|
|
|
No matter which database backend we are using, this will mean that ``syncdb``
|
|
and other SQL commands create the right column type for storing a string.
|
|
|
|
If :meth:`get_internal_type` returns a string that is not known to Django for
|
|
the database backend you are using -- that is, it doesn't appear in
|
|
``django.db.backends.<db_name>.creation.DATA_TYPES`` -- the string will still be
|
|
used by the serializer, but the default :meth:`db_type` method will return
|
|
``None``. See the documentation of :meth:`db_type` for reasons why this might be
|
|
useful. Putting a descriptive string in as the type of the field for the
|
|
serializer is a useful idea if you're ever going to be using the serializer
|
|
output in some other place, outside of Django.
|
|
|
|
Converting field data for serialization
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. method:: value_to_string(self, obj)
|
|
|
|
This method is used by the serializers to convert the field into a string for
|
|
output. Calling :meth:`Field._get_val_from_obj(obj)` is the best way to get the
|
|
value to serialize. For example, since our ``HandField`` uses strings for its
|
|
data storage anyway, we can reuse some existing conversion code::
|
|
|
|
class HandField(models.Field):
|
|
# ...
|
|
|
|
def value_to_string(self, obj):
|
|
value = self._get_val_from_obj(obj)
|
|
return self.get_db_prep_value(value)
|
|
|
|
Some general advice
|
|
--------------------
|
|
|
|
Writing a custom field can be a tricky process, particularly if you're doing
|
|
complex conversions between your Python types and your database and
|
|
serialization formats. Here are a couple of tips to make things go more
|
|
smoothly:
|
|
|
|
1. Look at the existing Django fields (in
|
|
:file:`django/db/models/fields/__init__.py`) for inspiration. Try to find
|
|
a field that's similar to what you want and extend it a little bit,
|
|
instead of creating an entirely new field from scratch.
|
|
|
|
2. Put a :meth:`__str__` or :meth:`__unicode__` method on the class you're
|
|
wrapping up as a field. There are a lot of places where the default
|
|
behavior of the field code is to call
|
|
:func:`~django.utils.encoding.force_unicode` on the value. (In our
|
|
examples in this document, ``value`` would be a ``Hand`` instance, not a
|
|
``HandField``). So if your :meth:`__unicode__` method automatically
|
|
converts to the string form of your Python object, you can save yourself
|
|
a lot of work.
|
|
|
|
|
|
Writing a ``FileField`` subclass
|
|
=================================
|
|
|
|
In addition to the above methods, fields that deal with files have a few other
|
|
special requirements which must be taken into account. The majority of the
|
|
mechanics provided by ``FileField``, such as controlling database storage and
|
|
retrieval, can remain unchanged, leaving subclasses to deal with the challenge
|
|
of supporting a particular type of file.
|
|
|
|
Django provides a ``File`` class, which is used as a proxy to the file's
|
|
contents and operations. This can be subclassed to customize how the file is
|
|
accessed, and what methods are available. It lives at
|
|
``django.db.models.fields.files``, and its default behavior is explained in the
|
|
:ref:`file documentation <ref-files-file>`.
|
|
|
|
Once a subclass of ``File`` is created, the new ``FileField`` subclass must be
|
|
told to use it. To do so, simply assign the new ``File`` subclass to the special
|
|
``attr_class`` attribute of the ``FileField`` subclass.
|
|
|
|
A few suggestions
|
|
------------------
|
|
|
|
In addition to the above details, there are a few guidelines which can greatly
|
|
improve the efficiency and readability of the field's code.
|
|
|
|
1. The source for Django's own ``ImageField`` (in
|
|
``django/db/models/fields/files.py``) is a great example of how to
|
|
subclass ``FileField`` to support a particular type of file, as it
|
|
incorporates all of the techniques described above.
|
|
|
|
2. Cache file attributes wherever possible. Since files may be stored in
|
|
remote storage systems, retrieving them may cost extra time, or even
|
|
money, that isn't always necessary. Once a file is retrieved to obtain
|
|
some data about its content, cache as much of that data as possible to
|
|
reduce the number of times the file must be retrieved on subsequent
|
|
calls for that information.
|