serialization.txt 22 KB

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  1. ==========================
  2. Serializing Django objects
  3. ==========================
  4. Django's serialization framework provides a mechanism for "translating" Django
  5. models into other formats. Usually these other formats will be text-based and
  6. used for sending Django data over a wire, but it's possible for a
  7. serializer to handle any format (text-based or not).
  8. .. seealso::
  9. If you just want to get some data from your tables into a serialized
  10. form, you could use the :djadmin:`dumpdata` management command.
  11. Serializing data
  12. ================
  13. At the highest level, serializing data is a very simple operation::
  14. from django.core import serializers
  15. data = serializers.serialize("xml", SomeModel.objects.all())
  16. The arguments to the ``serialize`` function are the format to serialize the data
  17. to (see `Serialization formats`_) and a
  18. :class:`~django.db.models.query.QuerySet` to serialize. (Actually, the second
  19. argument can be any iterator that yields Django model instances, but it'll
  20. almost always be a QuerySet).
  21. .. function:: django.core.serializers.get_serializer(format)
  22. You can also use a serializer object directly::
  23. XMLSerializer = serializers.get_serializer("xml")
  24. xml_serializer = XMLSerializer()
  25. xml_serializer.serialize(queryset)
  26. data = xml_serializer.getvalue()
  27. This is useful if you want to serialize data directly to a file-like object
  28. (which includes an :class:`~django.http.HttpResponse`)::
  29. with open("file.xml", "w") as out:
  30. xml_serializer.serialize(SomeModel.objects.all(), stream=out)
  31. .. note::
  32. Calling :func:`~django.core.serializers.get_serializer` with an unknown
  33. :ref:`format <serialization-formats>` will raise a
  34. ``django.core.serializers.SerializerDoesNotExist`` exception.
  35. .. _subset-of-fields:
  36. Subset of fields
  37. ----------------
  38. If you only want a subset of fields to be serialized, you can
  39. specify a ``fields`` argument to the serializer::
  40. from django.core import serializers
  41. data = serializers.serialize('xml', SomeModel.objects.all(), fields=('name','size'))
  42. In this example, only the ``name`` and ``size`` attributes of each model will
  43. be serialized. The primary key is always serialized as the ``pk`` element in the
  44. resulting output; it never appears in the ``fields`` part.
  45. .. note::
  46. Depending on your model, you may find that it is not possible to
  47. deserialize a model that only serializes a subset of its fields. If a
  48. serialized object doesn't specify all the fields that are required by a
  49. model, the deserializer will not be able to save deserialized instances.
  50. Inherited models
  51. ----------------
  52. If you have a model that is defined using an :ref:`abstract base class
  53. <abstract-base-classes>`, you don't have to do anything special to serialize
  54. that model. Just call the serializer on the object (or objects) that you want to
  55. serialize, and the output will be a complete representation of the serialized
  56. object.
  57. However, if you have a model that uses :ref:`multi-table inheritance
  58. <multi-table-inheritance>`, you also need to serialize all of the base classes
  59. for the model. This is because only the fields that are locally defined on the
  60. model will be serialized. For example, consider the following models::
  61. class Place(models.Model):
  62. name = models.CharField(max_length=50)
  63. class Restaurant(Place):
  64. serves_hot_dogs = models.BooleanField(default=False)
  65. If you only serialize the Restaurant model::
  66. data = serializers.serialize('xml', Restaurant.objects.all())
  67. the fields on the serialized output will only contain the ``serves_hot_dogs``
  68. attribute. The ``name`` attribute of the base class will be ignored.
  69. In order to fully serialize your ``Restaurant`` instances, you will need to
  70. serialize the ``Place`` models as well::
  71. all_objects = [*Restaurant.objects.all(), *Place.objects.all()]
  72. data = serializers.serialize('xml', all_objects)
  73. Deserializing data
  74. ==================
  75. Deserializing data is also a fairly simple operation::
  76. for obj in serializers.deserialize("xml", data):
  77. do_something_with(obj)
  78. As you can see, the ``deserialize`` function takes the same format argument as
  79. ``serialize``, a string or stream of data, and returns an iterator.
  80. However, here it gets slightly complicated. The objects returned by the
  81. ``deserialize`` iterator *aren't* simple Django objects. Instead, they are
  82. special ``DeserializedObject`` instances that wrap a created -- but unsaved --
  83. object and any associated relationship data.
  84. Calling ``DeserializedObject.save()`` saves the object to the database.
  85. .. note::
  86. If the ``pk`` attribute in the serialized data doesn't exist or is
  87. null, a new instance will be saved to the database.
  88. This ensures that deserializing is a non-destructive operation even if the
  89. data in your serialized representation doesn't match what's currently in the
  90. database. Usually, working with these ``DeserializedObject`` instances looks
  91. something like::
  92. for deserialized_object in serializers.deserialize("xml", data):
  93. if object_should_be_saved(deserialized_object):
  94. deserialized_object.save()
  95. In other words, the usual use is to examine the deserialized objects to make
  96. sure that they are "appropriate" for saving before doing so. Of course, if you
  97. trust your data source you could just save the object and move on.
  98. The Django object itself can be inspected as ``deserialized_object.object``.
  99. If fields in the serialized data do not exist on a model, a
  100. ``DeserializationError`` will be raised unless the ``ignorenonexistent``
  101. argument is passed in as ``True``::
  102. serializers.deserialize("xml", data, ignorenonexistent=True)
  103. .. _serialization-formats:
  104. Serialization formats
  105. =====================
  106. Django supports a number of serialization formats, some of which require you
  107. to install third-party Python modules:
  108. ========== ==============================================================
  109. Identifier Information
  110. ========== ==============================================================
  111. ``xml`` Serializes to and from a simple XML dialect.
  112. ``json`` Serializes to and from JSON_.
  113. ``yaml`` Serializes to YAML (YAML Ain't a Markup Language). This
  114. serializer is only available if PyYAML_ is installed.
  115. ========== ==============================================================
  116. .. _json: https://json.org/
  117. .. _PyYAML: https://www.pyyaml.org/
  118. XML
  119. ---
  120. The basic XML serialization format is quite simple::
  121. <?xml version="1.0" encoding="utf-8"?>
  122. <django-objects version="1.0">
  123. <object pk="123" model="sessions.session">
  124. <field type="DateTimeField" name="expire_date">2013-01-16T08:16:59.844560+00:00</field>
  125. <!-- ... -->
  126. </object>
  127. </django-objects>
  128. The whole collection of objects that is either serialized or deserialized is
  129. represented by a ``<django-objects>``-tag which contains multiple
  130. ``<object>``-elements. Each such object has two attributes: "pk" and "model",
  131. the latter being represented by the name of the app ("sessions") and the
  132. lowercase name of the model ("session") separated by a dot.
  133. Each field of the object is serialized as a ``<field>``-element sporting the
  134. fields "type" and "name". The text content of the element represents the value
  135. that should be stored.
  136. Foreign keys and other relational fields are treated a little bit differently::
  137. <object pk="27" model="auth.permission">
  138. <!-- ... -->
  139. <field to="contenttypes.contenttype" name="content_type" rel="ManyToOneRel">9</field>
  140. <!-- ... -->
  141. </object>
  142. In this example we specify that the ``auth.Permission`` object with the PK 27
  143. has a foreign key to the ``contenttypes.ContentType`` instance with the PK 9.
  144. ManyToMany-relations are exported for the model that binds them. For instance,
  145. the ``auth.User`` model has such a relation to the ``auth.Permission`` model::
  146. <object pk="1" model="auth.user">
  147. <!-- ... -->
  148. <field to="auth.permission" name="user_permissions" rel="ManyToManyRel">
  149. <object pk="46"></object>
  150. <object pk="47"></object>
  151. </field>
  152. </object>
  153. This example links the given user with the permission models with PKs 46 and 47.
  154. .. admonition:: Control characters
  155. If the content to be serialized contains control characters that are not
  156. accepted in the XML 1.0 standard, the serialization will fail with a
  157. :exc:`ValueError` exception. Read also the W3C's explanation of `HTML,
  158. XHTML, XML and Control Codes
  159. <https://www.w3.org/International/questions/qa-controls>`_.
  160. .. _serialization-formats-json:
  161. JSON
  162. ----
  163. When staying with the same example data as before it would be serialized as
  164. JSON in the following way::
  165. [
  166. {
  167. "pk": "4b678b301dfd8a4e0dad910de3ae245b",
  168. "model": "sessions.session",
  169. "fields": {
  170. "expire_date": "2013-01-16T08:16:59.844Z",
  171. ...
  172. }
  173. }
  174. ]
  175. The formatting here is a bit simpler than with XML. The whole collection
  176. is just represented as an array and the objects are represented by JSON objects
  177. with three properties: "pk", "model" and "fields". "fields" is again an object
  178. containing each field's name and value as property and property-value
  179. respectively.
  180. Foreign keys just have the PK of the linked object as property value.
  181. ManyToMany-relations are serialized for the model that defines them and are
  182. represented as a list of PKs.
  183. Be aware that not all Django output can be passed unmodified to :mod:`json`.
  184. For example, if you have some custom type in an object to be serialized, you'll
  185. have to write a custom :mod:`json` encoder for it. Something like this will
  186. work::
  187. from django.core.serializers.json import DjangoJSONEncoder
  188. class LazyEncoder(DjangoJSONEncoder):
  189. def default(self, obj):
  190. if isinstance(obj, YourCustomType):
  191. return str(obj)
  192. return super().default(obj)
  193. You can then pass ``cls=LazyEncoder`` to the ``serializers.serialize()``
  194. function::
  195. from django.core.serializers import serialize
  196. serialize('json', SomeModel.objects.all(), cls=LazyEncoder)
  197. Also note that GeoDjango provides a :doc:`customized GeoJSON serializer
  198. </ref/contrib/gis/serializers>`.
  199. ``DjangoJSONEncoder``
  200. ~~~~~~~~~~~~~~~~~~~~~
  201. .. class:: django.core.serializers.json.DjangoJSONEncoder
  202. The JSON serializer uses ``DjangoJSONEncoder`` for encoding. A subclass of
  203. :class:`~json.JSONEncoder`, it handles these additional types:
  204. :class:`~datetime.datetime`
  205. A string of the form ``YYYY-MM-DDTHH:mm:ss.sssZ`` or
  206. ``YYYY-MM-DDTHH:mm:ss.sss+HH:MM`` as defined in `ECMA-262`_.
  207. :class:`~datetime.date`
  208. A string of the form ``YYYY-MM-DD`` as defined in `ECMA-262`_.
  209. :class:`~datetime.time`
  210. A string of the form ``HH:MM:ss.sss`` as defined in `ECMA-262`_.
  211. :class:`~datetime.timedelta`
  212. A string representing a duration as defined in ISO-8601. For example,
  213. ``timedelta(days=1, hours=2, seconds=3.4)`` is represented as
  214. ``'P1DT02H00M03.400000S'``.
  215. :class:`~decimal.Decimal`, ``Promise`` (``django.utils.functional.lazy()`` objects), :class:`~uuid.UUID`
  216. A string representation of the object.
  217. .. _ecma-262: https://www.ecma-international.org/ecma-262/5.1/#sec-15.9.1.15
  218. YAML
  219. ----
  220. YAML serialization looks quite similar to JSON. The object list is serialized
  221. as a sequence mappings with the keys "pk", "model" and "fields". Each field is
  222. again a mapping with the key being name of the field and the value the value::
  223. - fields: {expire_date: !!timestamp '2013-01-16 08:16:59.844560+00:00'}
  224. model: sessions.session
  225. pk: 4b678b301dfd8a4e0dad910de3ae245b
  226. Referential fields are again just represented by the PK or sequence of PKs.
  227. .. _topics-serialization-natural-keys:
  228. Natural keys
  229. ============
  230. The default serialization strategy for foreign keys and many-to-many relations
  231. is to serialize the value of the primary key(s) of the objects in the relation.
  232. This strategy works well for most objects, but it can cause difficulty in some
  233. circumstances.
  234. Consider the case of a list of objects that have a foreign key referencing
  235. :class:`~django.contrib.contenttypes.models.ContentType`. If you're going to
  236. serialize an object that refers to a content type, then you need to have a way
  237. to refer to that content type to begin with. Since ``ContentType`` objects are
  238. automatically created by Django during the database synchronization process,
  239. the primary key of a given content type isn't easy to predict; it will
  240. depend on how and when :djadmin:`migrate` was executed. This is true for all
  241. models which automatically generate objects, notably including
  242. :class:`~django.contrib.auth.models.Permission`,
  243. :class:`~django.contrib.auth.models.Group`, and
  244. :class:`~django.contrib.auth.models.User`.
  245. .. warning::
  246. You should never include automatically generated objects in a fixture or
  247. other serialized data. By chance, the primary keys in the fixture
  248. may match those in the database and loading the fixture will
  249. have no effect. In the more likely case that they don't match, the fixture
  250. loading will fail with an :class:`~django.db.IntegrityError`.
  251. There is also the matter of convenience. An integer id isn't always
  252. the most convenient way to refer to an object; sometimes, a
  253. more natural reference would be helpful.
  254. It is for these reasons that Django provides *natural keys*. A natural
  255. key is a tuple of values that can be used to uniquely identify an
  256. object instance without using the primary key value.
  257. Deserialization of natural keys
  258. -------------------------------
  259. Consider the following two models::
  260. from django.db import models
  261. class Person(models.Model):
  262. first_name = models.CharField(max_length=100)
  263. last_name = models.CharField(max_length=100)
  264. birthdate = models.DateField()
  265. class Meta:
  266. unique_together = (('first_name', 'last_name'),)
  267. class Book(models.Model):
  268. name = models.CharField(max_length=100)
  269. author = models.ForeignKey(Person, on_delete=models.CASCADE)
  270. Ordinarily, serialized data for ``Book`` would use an integer to refer to
  271. the author. For example, in JSON, a Book might be serialized as::
  272. ...
  273. {
  274. "pk": 1,
  275. "model": "store.book",
  276. "fields": {
  277. "name": "Mostly Harmless",
  278. "author": 42
  279. }
  280. }
  281. ...
  282. This isn't a particularly natural way to refer to an author. It
  283. requires that you know the primary key value for the author; it also
  284. requires that this primary key value is stable and predictable.
  285. However, if we add natural key handling to Person, the fixture becomes
  286. much more humane. To add natural key handling, you define a default
  287. Manager for Person with a ``get_by_natural_key()`` method. In the case
  288. of a Person, a good natural key might be the pair of first and last
  289. name::
  290. from django.db import models
  291. class PersonManager(models.Manager):
  292. def get_by_natural_key(self, first_name, last_name):
  293. return self.get(first_name=first_name, last_name=last_name)
  294. class Person(models.Model):
  295. objects = PersonManager()
  296. first_name = models.CharField(max_length=100)
  297. last_name = models.CharField(max_length=100)
  298. birthdate = models.DateField()
  299. class Meta:
  300. unique_together = (('first_name', 'last_name'),)
  301. Now books can use that natural key to refer to ``Person`` objects::
  302. ...
  303. {
  304. "pk": 1,
  305. "model": "store.book",
  306. "fields": {
  307. "name": "Mostly Harmless",
  308. "author": ["Douglas", "Adams"]
  309. }
  310. }
  311. ...
  312. When you try to load this serialized data, Django will use the
  313. ``get_by_natural_key()`` method to resolve ``["Douglas", "Adams"]``
  314. into the primary key of an actual ``Person`` object.
  315. .. note::
  316. Whatever fields you use for a natural key must be able to uniquely
  317. identify an object. This will usually mean that your model will
  318. have a uniqueness clause (either unique=True on a single field, or
  319. ``unique_together`` over multiple fields) for the field or fields
  320. in your natural key. However, uniqueness doesn't need to be
  321. enforced at the database level. If you are certain that a set of
  322. fields will be effectively unique, you can still use those fields
  323. as a natural key.
  324. Deserialization of objects with no primary key will always check whether the
  325. model's manager has a ``get_by_natural_key()`` method and if so, use it to
  326. populate the deserialized object's primary key.
  327. Serialization of natural keys
  328. -----------------------------
  329. So how do you get Django to emit a natural key when serializing an object?
  330. Firstly, you need to add another method -- this time to the model itself::
  331. class Person(models.Model):
  332. objects = PersonManager()
  333. first_name = models.CharField(max_length=100)
  334. last_name = models.CharField(max_length=100)
  335. birthdate = models.DateField()
  336. def natural_key(self):
  337. return (self.first_name, self.last_name)
  338. class Meta:
  339. unique_together = (('first_name', 'last_name'),)
  340. That method should always return a natural key tuple -- in this
  341. example, ``(first name, last name)``. Then, when you call
  342. ``serializers.serialize()``, you provide ``use_natural_foreign_keys=True``
  343. or ``use_natural_primary_keys=True`` arguments::
  344. >>> serializers.serialize('json', [book1, book2], indent=2,
  345. ... use_natural_foreign_keys=True, use_natural_primary_keys=True)
  346. When ``use_natural_foreign_keys=True`` is specified, Django will use the
  347. ``natural_key()`` method to serialize any foreign key reference to objects
  348. of the type that defines the method.
  349. When ``use_natural_primary_keys=True`` is specified, Django will not provide the
  350. primary key in the serialized data of this object since it can be calculated
  351. during deserialization::
  352. ...
  353. {
  354. "model": "store.person",
  355. "fields": {
  356. "first_name": "Douglas",
  357. "last_name": "Adams",
  358. "birth_date": "1952-03-11",
  359. }
  360. }
  361. ...
  362. This can be useful when you need to load serialized data into an existing
  363. database and you cannot guarantee that the serialized primary key value is not
  364. already in use, and do not need to ensure that deserialized objects retain the
  365. same primary keys.
  366. If you are using :djadmin:`dumpdata` to generate serialized data, use the
  367. :option:`dumpdata --natural-foreign` and :option:`dumpdata --natural-primary`
  368. command line flags to generate natural keys.
  369. .. note::
  370. You don't need to define both ``natural_key()`` and
  371. ``get_by_natural_key()``. If you don't want Django to output
  372. natural keys during serialization, but you want to retain the
  373. ability to load natural keys, then you can opt to not implement
  374. the ``natural_key()`` method.
  375. Conversely, if (for some strange reason) you want Django to output
  376. natural keys during serialization, but *not* be able to load those
  377. key values, just don't define the ``get_by_natural_key()`` method.
  378. .. _natural-keys-and-forward-references:
  379. Natural keys and forward references
  380. -----------------------------------
  381. .. versionadded:: 2.2
  382. Sometimes when you use :ref:`natural foreign keys
  383. <topics-serialization-natural-keys>` you'll need to deserialize data where
  384. an object has a foreign key referencing another object that hasn't yet been
  385. deserialized. This is called a "forward reference".
  386. For instance, suppose you have the following objects in your fixture::
  387. ...
  388. {
  389. "model": "store.book",
  390. "fields": {
  391. "name": "Mostly Harmless",
  392. "author": ["Douglas", "Adams"]
  393. }
  394. },
  395. ...
  396. {
  397. "model": "store.person",
  398. "fields": {
  399. "first_name": "Douglas",
  400. "last_name": "Adams"
  401. }
  402. },
  403. ...
  404. In order to handle this situation, you need to pass
  405. ``handle_forward_references=True`` to ``serializers.deserialize()``. This will
  406. set the ``deferred_fields`` attribute on the ``DeserializedObject`` instances.
  407. You'll need to keep track of ``DeserializedObject`` instances where this
  408. attribute isn't ``None`` and later call ``save_deferred_fields()`` on them.
  409. Typical usage looks like this::
  410. objs_with_deferred_fields = []
  411. for obj in serializers.deserialize('xml', data, handle_forward_references=True):
  412. obj.save()
  413. if obj.deferred_fields is not None:
  414. objs_with_deferred_fields.append(obj)
  415. for obj in objs_with_deferred_fields:
  416. obj.save_deferred_fields()
  417. For this to work, the ``ForeignKey`` on the referencing model must have
  418. ``null=True``.
  419. Dependencies during serialization
  420. ---------------------------------
  421. It's often possible to avoid explicitly having to handle forward references by
  422. taking care with the ordering of objects within a fixture.
  423. To help with this, calls to :djadmin:`dumpdata` that use the :option:`dumpdata
  424. --natural-foreign` option will serialize any model with a ``natural_key()``
  425. method before serializing standard primary key objects.
  426. However, this may not always be enough. If your natural key refers to
  427. another object (by using a foreign key or natural key to another object
  428. as part of a natural key), then you need to be able to ensure that
  429. the objects on which a natural key depends occur in the serialized data
  430. before the natural key requires them.
  431. To control this ordering, you can define dependencies on your
  432. ``natural_key()`` methods. You do this by setting a ``dependencies``
  433. attribute on the ``natural_key()`` method itself.
  434. For example, let's add a natural key to the ``Book`` model from the
  435. example above::
  436. class Book(models.Model):
  437. name = models.CharField(max_length=100)
  438. author = models.ForeignKey(Person, on_delete=models.CASCADE)
  439. def natural_key(self):
  440. return (self.name,) + self.author.natural_key()
  441. The natural key for a ``Book`` is a combination of its name and its
  442. author. This means that ``Person`` must be serialized before ``Book``.
  443. To define this dependency, we add one extra line::
  444. def natural_key(self):
  445. return (self.name,) + self.author.natural_key()
  446. natural_key.dependencies = ['example_app.person']
  447. This definition ensures that all ``Person`` objects are serialized before
  448. any ``Book`` objects. In turn, any object referencing ``Book`` will be
  449. serialized after both ``Person`` and ``Book`` have been serialized.