author | Nishanth Amuluru <nishanth@fossee.in> |
Sat, 08 Jan 2011 11:20:57 +0530 | |
changeset 307 | c6bca38c1cbf |
permissions | -rw-r--r-- |
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Serializing Django objects |
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========================== |
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Django's serialization framework provides a mechanism for "translating" Django |
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objects into other formats. Usually these other formats will be text-based and |
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used for sending Django objects over a wire, but it's possible for a |
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serializer to handle any format (text-based or not). |
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.. seealso:: |
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If you just want to get some data from your tables into a serialized |
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form, you could use the :djadmin:`dumpdata` management command. |
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Serializing data |
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---------------- |
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At the highest level, serializing data is a very simple operation:: |
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from django.core import serializers |
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data = serializers.serialize("xml", SomeModel.objects.all()) |
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The arguments to the ``serialize`` function are the format to serialize the data |
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to (see `Serialization formats`_) and a :class:`~django.db.models.QuerySet` to |
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serialize. (Actually, the second argument can be any iterator that yields Django |
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objects, but it'll almost always be a QuerySet). |
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You can also use a serializer object directly:: |
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XMLSerializer = serializers.get_serializer("xml") |
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xml_serializer = XMLSerializer() |
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xml_serializer.serialize(queryset) |
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data = xml_serializer.getvalue() |
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This is useful if you want to serialize data directly to a file-like object |
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(which includes an :class:`~django.http.HttpResponse`):: |
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out = open("file.xml", "w") |
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xml_serializer.serialize(SomeModel.objects.all(), stream=out) |
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Subset of fields |
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~~~~~~~~~~~~~~~~ |
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If you only want a subset of fields to be serialized, you can |
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specify a ``fields`` argument to the serializer:: |
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from django.core import serializers |
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data = serializers.serialize('xml', SomeModel.objects.all(), fields=('name','size')) |
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In this example, only the ``name`` and ``size`` attributes of each model will |
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be serialized. |
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.. note:: |
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Depending on your model, you may find that it is not possible to |
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deserialize a model that only serializes a subset of its fields. If a |
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serialized object doesn't specify all the fields that are required by a |
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model, the deserializer will not be able to save deserialized instances. |
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Inherited Models |
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~~~~~~~~~~~~~~~~ |
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If you have a model that is defined using an :ref:`abstract base class |
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<abstract-base-classes>`, you don't have to do anything special to serialize |
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that model. Just call the serializer on the object (or objects) that you want to |
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serialize, and the output will be a complete representation of the serialized |
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object. |
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However, if you have a model that uses :ref:`multi-table inheritance |
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<multi-table-inheritance>`, you also need to serialize all of the base classes |
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for the model. This is because only the fields that are locally defined on the |
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model will be serialized. For example, consider the following models:: |
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class Place(models.Model): |
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name = models.CharField(max_length=50) |
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class Restaurant(Place): |
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serves_hot_dogs = models.BooleanField() |
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If you only serialize the Restaurant model:: |
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data = serializers.serialize('xml', Restaurant.objects.all()) |
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the fields on the serialized output will only contain the `serves_hot_dogs` |
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attribute. The `name` attribute of the base class will be ignored. |
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In order to fully serialize your Restaurant instances, you will need to |
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serialize the Place models as well:: |
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all_objects = list(Restaurant.objects.all()) + list(Place.objects.all()) |
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data = serializers.serialize('xml', all_objects) |
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Deserializing data |
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------------------ |
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Deserializing data is also a fairly simple operation:: |
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for obj in serializers.deserialize("xml", data): |
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do_something_with(obj) |
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As you can see, the ``deserialize`` function takes the same format argument as |
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``serialize``, a string or stream of data, and returns an iterator. |
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However, here it gets slightly complicated. The objects returned by the |
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``deserialize`` iterator *aren't* simple Django objects. Instead, they are |
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special ``DeserializedObject`` instances that wrap a created -- but unsaved -- |
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object and any associated relationship data. |
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Calling ``DeserializedObject.save()`` saves the object to the database. |
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This ensures that deserializing is a non-destructive operation even if the |
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data in your serialized representation doesn't match what's currently in the |
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database. Usually, working with these ``DeserializedObject`` instances looks |
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something like:: |
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for deserialized_object in serializers.deserialize("xml", data): |
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if object_should_be_saved(deserialized_object): |
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deserialized_object.save() |
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119 |
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In other words, the usual use is to examine the deserialized objects to make |
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sure that they are "appropriate" for saving before doing so. Of course, if you |
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trust your data source you could just save the object and move on. |
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123 |
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The Django object itself can be inspected as ``deserialized_object.object``. |
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125 |
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126 |
.. _serialization-formats: |
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127 |
|
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128 |
Serialization formats |
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--------------------- |
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130 |
|
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131 |
Django supports a number of serialization formats, some of which require you |
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132 |
to install third-party Python modules: |
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133 |
|
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134 |
========== ============================================================== |
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135 |
Identifier Information |
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136 |
========== ============================================================== |
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``xml`` Serializes to and from a simple XML dialect. |
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138 |
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``json`` Serializes to and from JSON_ (using a version of simplejson_ |
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140 |
bundled with Django). |
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141 |
|
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``yaml`` Serializes to YAML (YAML Ain't a Markup Language). This |
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serializer is only available if PyYAML_ is installed. |
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144 |
========== ============================================================== |
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145 |
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146 |
.. _json: http://json.org/ |
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.. _simplejson: http://undefined.org/python/#simplejson |
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.. _PyYAML: http://www.pyyaml.org/ |
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149 |
|
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150 |
Notes for specific serialization formats |
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151 |
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
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152 |
|
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153 |
json |
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154 |
^^^^ |
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155 |
|
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156 |
If you're using UTF-8 (or any other non-ASCII encoding) data with the JSON |
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serializer, you must pass ``ensure_ascii=False`` as a parameter to the |
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158 |
``serialize()`` call. Otherwise, the output won't be encoded correctly. |
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159 |
|
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160 |
For example:: |
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161 |
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json_serializer = serializers.get_serializer("json")() |
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json_serializer.serialize(queryset, ensure_ascii=False, stream=response) |
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164 |
|
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165 |
The Django source code includes the simplejson_ module. However, if you're |
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using Python 2.6 or later (which includes a builtin version of the module), Django will |
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use the builtin ``json`` module automatically. If you have a system installed |
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168 |
version that includes the C-based speedup extension, or your system version is |
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169 |
more recent than the version shipped with Django (currently, 2.0.7), the |
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system version will be used instead of the version included with Django. |
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171 |
|
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172 |
Be aware that if you're serializing using that module directly, not all Django |
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173 |
output can be passed unmodified to simplejson. In particular, :ref:`lazy |
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174 |
translation objects <lazy-translations>` need a `special encoder`_ written for |
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175 |
them. Something like this will work:: |
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176 |
|
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177 |
from django.utils.functional import Promise |
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178 |
from django.utils.encoding import force_unicode |
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179 |
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180 |
class LazyEncoder(simplejson.JSONEncoder): |
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181 |
def default(self, obj): |
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182 |
if isinstance(obj, Promise): |
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183 |
return force_unicode(obj) |
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184 |
return super(LazyEncoder, self).default(obj) |
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185 |
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.. _special encoder: http://svn.red-bean.com/bob/simplejson/tags/simplejson-1.7/docs/index.html |
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187 |
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188 |
.. _topics-serialization-natural-keys: |
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189 |
|
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190 |
Natural keys |
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191 |
------------ |
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192 |
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193 |
.. versionadded:: 1.2 |
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194 |
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195 |
The ability to use natural keys when serializing/deserializing data was |
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196 |
added in the 1.2 release. |
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197 |
|
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198 |
The default serialization strategy for foreign keys and many-to-many |
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199 |
relations is to serialize the value of the primary key(s) of the |
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200 |
objects in the relation. This strategy works well for most types of |
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201 |
object, but it can cause difficulty in some circumstances. |
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202 |
|
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203 |
Consider the case of a list of objects that have foreign key on |
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204 |
:class:`ContentType`. If you're going to serialize an object that |
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205 |
refers to a content type, you need to have a way to refer to that |
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206 |
content type. Content Types are automatically created by Django as |
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207 |
part of the database synchronization process, so you don't need to |
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208 |
include content types in a fixture or other serialized data. As a |
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209 |
result, the primary key of any given content type isn't easy to |
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predict - it will depend on how and when :djadmin:`syncdb` was |
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211 |
executed to create the content types. |
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212 |
|
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213 |
There is also the matter of convenience. An integer id isn't always |
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214 |
the most convenient way to refer to an object; sometimes, a |
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215 |
more natural reference would be helpful. |
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216 |
|
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217 |
It is for these reasons that Django provides *natural keys*. A natural |
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key is a tuple of values that can be used to uniquely identify an |
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219 |
object instance without using the primary key value. |
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220 |
|
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221 |
Deserialization of natural keys |
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222 |
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
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223 |
|
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224 |
Consider the following two models:: |
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225 |
|
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226 |
from django.db import models |
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227 |
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228 |
class Person(models.Model): |
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229 |
first_name = models.CharField(max_length=100) |
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last_name = models.CharField(max_length=100) |
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231 |
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birthdate = models.DateField() |
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233 |
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234 |
class Meta: |
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235 |
unique_together = (('first_name', 'last_name'),) |
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|
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class Book(models.Model): |
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name = models.CharField(max_length=100) |
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author = models.ForeignKey(Person) |
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|
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241 |
Ordinarily, serialized data for ``Book`` would use an integer to refer to |
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the author. For example, in JSON, a Book might be serialized as:: |
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243 |
|
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... |
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{ |
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"pk": 1, |
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"model": "store.book", |
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"fields": { |
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"name": "Mostly Harmless", |
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"author": 42 |
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251 |
} |
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} |
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253 |
... |
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254 |
|
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255 |
This isn't a particularly natural way to refer to an author. It |
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256 |
requires that you know the primary key value for the author; it also |
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257 |
requires that this primary key value is stable and predictable. |
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258 |
|
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However, if we add natural key handling to Person, the fixture becomes |
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260 |
much more humane. To add natural key handling, you define a default |
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261 |
Manager for Person with a ``get_by_natural_key()`` method. In the case |
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of a Person, a good natural key might be the pair of first and last |
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263 |
name:: |
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264 |
|
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from django.db import models |
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266 |
|
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class PersonManager(models.Manager): |
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268 |
def get_by_natural_key(self, first_name, last_name): |
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return self.get(first_name=first_name, last_name=last_name) |
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270 |
|
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class Person(models.Model): |
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objects = PersonManager() |
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273 |
|
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first_name = models.CharField(max_length=100) |
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last_name = models.CharField(max_length=100) |
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276 |
|
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birthdate = models.DateField() |
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278 |
|
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279 |
class Meta: |
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unique_together = (('first_name', 'last_name'),) |
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281 |
|
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282 |
Now books can use that natural key to refer to ``Person`` objects:: |
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283 |
|
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284 |
... |
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285 |
{ |
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286 |
"pk": 1, |
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287 |
"model": "store.book", |
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288 |
"fields": { |
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289 |
"name": "Mostly Harmless", |
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290 |
"author": ["Douglas", "Adams"] |
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291 |
} |
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292 |
} |
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293 |
... |
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294 |
|
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295 |
When you try to load this serialized data, Django will use the |
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296 |
``get_by_natural_key()`` method to resolve ``["Douglas", "Adams"]`` |
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297 |
into the primary key of an actual ``Person`` object. |
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298 |
|
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299 |
.. note:: |
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300 |
|
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301 |
Whatever fields you use for a natural key must be able to uniquely |
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302 |
identify an object. This will usually mean that your model will |
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303 |
have a uniqueness clause (either unique=True on a single field, or |
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304 |
``unique_together`` over multiple fields) for the field or fields |
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305 |
in your natural key. However, uniqueness doesn't need to be |
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306 |
enforced at the database level. If you are certain that a set of |
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307 |
fields will be effectively unique, you can still use those fields |
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308 |
as a natural key. |
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309 |
|
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310 |
Serialization of natural keys |
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311 |
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
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312 |
|
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313 |
So how do you get Django to emit a natural key when serializing an object? |
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314 |
Firstly, you need to add another method -- this time to the model itself:: |
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315 |
|
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316 |
class Person(models.Model): |
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317 |
objects = PersonManager() |
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318 |
|
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319 |
first_name = models.CharField(max_length=100) |
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320 |
last_name = models.CharField(max_length=100) |
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321 |
|
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322 |
birthdate = models.DateField() |
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323 |
|
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324 |
def natural_key(self): |
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325 |
return (self.first_name, self.last_name) |
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326 |
|
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327 |
class Meta: |
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328 |
unique_together = (('first_name', 'last_name'),) |
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329 |
|
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330 |
That method should always return a natural key tuple -- in this |
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331 |
example, ``(first name, last name)``. Then, when you call |
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332 |
``serializers.serialize()``, you provide a ``use_natural_keys=True`` |
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333 |
argument:: |
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334 |
|
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335 |
>>> serializers.serialize('json', [book1, book2], indent=2, use_natural_keys=True) |
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336 |
|
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337 |
When ``use_natural_keys=True`` is specified, Django will use the |
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338 |
``natural_key()`` method to serialize any reference to objects of the |
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339 |
type that defines the method. |
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340 |
|
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341 |
If you are using :djadmin:`dumpdata` to generate serialized data, you |
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342 |
use the `--natural` command line flag to generate natural keys. |
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343 |
|
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344 |
.. note:: |
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345 |
|
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346 |
You don't need to define both ``natural_key()`` and |
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347 |
``get_by_natural_key()``. If you don't want Django to output |
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348 |
natural keys during serialization, but you want to retain the |
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349 |
ability to load natural keys, then you can opt to not implement |
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350 |
the ``natural_key()`` method. |
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351 |
|
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352 |
Conversely, if (for some strange reason) you want Django to output |
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353 |
natural keys during serialization, but *not* be able to load those |
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354 |
key values, just don't define the ``get_by_natural_key()`` method. |
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355 |
|
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356 |
Dependencies during serialization |
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357 |
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
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358 |
|
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359 |
Since natural keys rely on database lookups to resolve references, it |
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360 |
is important that data exists before it is referenced. You can't make |
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361 |
a `forward reference` with natural keys - the data you are referencing |
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362 |
must exist before you include a natural key reference to that data. |
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363 |
|
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364 |
To accommodate this limitation, calls to :djadmin:`dumpdata` that use |
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365 |
the :djadminopt:`--natural` option will serialize any model with a |
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366 |
``natural_key()`` method before it serializes normal key objects. |
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367 |
|
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368 |
However, this may not always be enough. If your natural key refers to |
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369 |
another object (by using a foreign key or natural key to another object |
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370 |
as part of a natural key), then you need to be able to ensure that |
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371 |
the objects on which a natural key depends occur in the serialized data |
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372 |
before the natural key requires them. |
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373 |
|
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374 |
To control this ordering, you can define dependencies on your |
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375 |
``natural_key()`` methods. You do this by setting a ``dependencies`` |
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376 |
attribute on the ``natural_key()`` method itself. |
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377 |
|
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378 |
For example, consider the ``Permission`` model in ``contrib.auth``. |
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379 |
The following is a simplified version of the ``Permission`` model:: |
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380 |
|
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381 |
class Permission(models.Model): |
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382 |
name = models.CharField(max_length=50) |
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content_type = models.ForeignKey(ContentType) |
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384 |
codename = models.CharField(max_length=100) |
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385 |
# ... |
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386 |
def natural_key(self): |
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387 |
return (self.codename,) + self.content_type.natural_key() |
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388 |
|
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389 |
The natural key for a ``Permission`` is a combination of the codename for the |
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390 |
``Permission``, and the ``ContentType`` to which the ``Permission`` applies. This means |
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391 |
that ``ContentType`` must be serialized before ``Permission``. To define this |
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392 |
dependency, we add one extra line:: |
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393 |
|
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394 |
class Permission(models.Model): |
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395 |
# ... |
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396 |
def natural_key(self): |
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397 |
return (self.codename,) + self.content_type.natural_key() |
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398 |
natural_key.dependencies = ['contenttypes.contenttype'] |
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399 |
|
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400 |
This definition ensures that ``ContentType`` models are serialized before |
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401 |
``Permission`` models. In turn, any object referencing ``Permission`` will |
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402 |
be serialized after both ``ContentType`` and ``Permission``. |