Reference ========= .. currentmodule:: factory This section offers an in-depth description of factory_boy features. For internals and customization points, please refer to the :doc:`internals` section. The :class:`Factory` class -------------------------- .. class:: Factory The :class:`Factory` class is the base of factory_boy features. It accepts a few specific attributes (must be specified on class declaration): .. attribute:: FACTORY_FOR This required attribute describes the class of objects to generate. It may only be absent if the factory has been marked abstract through :attr:`ABSTRACT_FACTORY`. .. attribute:: ABSTRACT_FACTORY This attribute indicates that the :class:`Factory` subclass should not be used to generate objects, but instead provides some extra defaults. .. attribute:: FACTORY_ARG_PARAMETERS Some factories require non-keyword arguments to their :meth:`~object.__init__`. They should be listed, in order, in the :attr:`FACTORY_ARG_PARAMETERS` attribute: .. code-block:: python class UserFactory(factory.Factory): FACTORY_FOR = User FACTORY_ARG_PARAMETERS = ('login', 'email') login = 'john' email = factory.LazyAttribute(lambda o: '%s@example.com' % o.login) firstname = "John" .. code-block:: pycon >>> UserFactory() >>> User('john', 'john@example.com', firstname="John") # actual call **Base functions:** The :class:`Factory` class provides a few methods for getting objects; the usual way being to simply call the class: .. code-block:: pycon >>> UserFactory() # Calls UserFactory.create() >>> UserFactory(login='john') # Calls UserFactory.create(login='john') Under the hood, factory_boy will define the :class:`Factory` :meth:`~object.__new__` method to call the default :ref:`strategy ` of the :class:`Factory`. A specific strategy for getting instance can be selected by calling the adequate method: .. classmethod:: build(cls, **kwargs) Provides a new object, using the 'build' strategy. .. classmethod:: build_batch(cls, size, **kwargs) Provides a list of :obj:`size` instances from the :class:`Factory`, through the 'build' strategy. .. classmethod:: create(cls, **kwargs) Provides a new object, using the 'create' strategy. .. classmethod:: create_batch(cls, size, **kwargs) Provides a list of :obj:`size` instances from the :class:`Factory`, through the 'create' strategy. .. classmethod:: stub(cls, **kwargs) Provides a new stub .. classmethod:: stub_batch(cls, size, **kwargs) Provides a list of :obj:`size` stubs from the :class:`Factory`. .. classmethod:: generate(cls, strategy, **kwargs) Provide a new instance, with the provided :obj:`strategy`. .. classmethod:: generate_batch(cls, strategy, size, **kwargs) Provides a list of :obj:`size` instances using the specified strategy. .. classmethod:: simple_generate(cls, create, **kwargs) Provide a new instance, either built (``create=False``) or created (``create=True``). .. classmethod:: simple_generate_batch(cls, create, size, **kwargs) Provides a list of :obj:`size` instances, either built or created according to :obj:`create`. **Extension points:** A :class:`Factory` subclass may override a couple of class methods to adapt its behaviour: .. classmethod:: _adjust_kwargs(cls, **kwargs) .. OHAI_VIM** The :meth:`_adjust_kwargs` extension point allows for late fields tuning. It is called once keyword arguments have been resolved and post-generation items removed, but before the :attr:`FACTORY_ARG_PARAMETERS` extraction phase. .. code-block:: python class UserFactory(factory.Factory): @classmethod def _adjust_kwargs(cls, **kwargs): # Ensure ``lastname`` is upper-case. kwargs['lastname'] = kwargs['lastname'].upper() return kwargs .. OHAI_VIM** .. classmethod:: _setup_next_sequence(cls) This method will compute the first value to use for the sequence counter of this factory. It is called when the first instance of the factory (or one of its subclasses) is created. Subclasses may fetch the next free ID from the database, for instance. .. classmethod:: _build(cls, target_class, *args, **kwargs) .. OHAI_VIM* This class method is called whenever a new instance needs to be built. It receives the target class (provided to :attr:`FACTORY_FOR`), and the positional and keyword arguments to use for the class once all has been computed. Subclasses may override this for custom APIs. .. classmethod:: _create(cls, target_class, *args, **kwargs) .. OHAI_VIM* The :meth:`_create` method is called whenever an instance needs to be created. It receives the same arguments as :meth:`_build`. Subclasses may override this for specific persistence backends: .. code-block:: python class BaseBackendFactory(factory.Factory): ABSTRACT_FACTORY = True def _create(cls, target_class, *args, **kwargs): obj = target_class(*args, **kwargs) obj.save() return obj .. OHAI_VIM* .. classmethod:: _after_postgeneration(cls, obj, create, results=None) :arg object obj: The object just generated :arg bool create: Whether the object was 'built' or 'created' :arg dict results: Map of post-generation declaration name to call result The :meth:`_after_postgeneration` is called once post-generation declarations have been handled. Its arguments allow to handle specifically some post-generation return values, for instance. .. _strategies: Strategies """""""""" factory_boy supports two main strategies for generating instances, plus stubs. .. data:: BUILD_STRATEGY The 'build' strategy is used when an instance should be created, but not persisted to any datastore. It is usually a simple call to the :meth:`~object.__init__` method of the :attr:`~Factory.FACTORY_FOR` class. .. data:: CREATE_STRATEGY The 'create' strategy builds and saves an instance into its appropriate datastore. This is the default strategy of factory_boy; it would typically instantiate an object, then save it: .. code-block:: pycon >>> obj = self._associated_class(*args, **kwargs) >>> obj.save() >>> return obj .. OHAI_VIM* .. function:: use_strategy(strategy) *Decorator* Change the default strategy of the decorated :class:`Factory` to the chosen :obj:`strategy`: .. code-block:: python @use_strategy(factory.BUILD_STRATEGY) class UserBuildingFactory(UserFactory): pass .. data:: STUB_STRATEGY The 'stub' strategy is an exception in the factory_boy world: it doesn't return an instance of the :attr:`~Factory.FACTORY_FOR` class, and actually doesn't require one to be present. Instead, it returns an instance of :class:`StubObject` whose attributes have been set according to the declarations. .. class:: StubObject(object) A plain, stupid object. No method, no helpers, simply a bunch of attributes. It is typically instantiated, then has its attributes set: .. code-block:: pycon >>> obj = StubObject() >>> obj.x = 1 >>> obj.y = 2 .. class:: StubFactory(Factory) An :attr:`abstract ` :class:`Factory`, with a default strategy set to :data:`STUB_STRATEGY`. .. _declarations: Declarations ------------ LazyAttribute """"""""""""" .. class:: LazyAttribute(method_to_call) The :class:`LazyAttribute` is a simple yet extremely powerful building brick for extending a :class:`Factory`. It takes as argument a method to call (usually a lambda); that method should accept the object being built as sole argument, and return a value. .. code-block:: python class UserFactory(factory.Factory): FACTORY_FOR = User username = 'john' email = factory.LazyAttribute(lambda o: '%s@example.com' % o.username) .. code-block:: pycon >>> u = UserFactory() >>> u.email 'john@example.com' >>> u = UserFactory(username='leo') >>> u.email 'leo@example.com' Decorator ~~~~~~~~~ .. function:: lazy_attribute If a simple lambda isn't enough, you may use the :meth:`lazy_attribute` decorator instead. This decorates an instance method that should take a single argument, ``self``; the name of the method will be used as the name of the attribute to fill with the return value of the method: .. code-block:: python class UserFactory(factory.Factory) FACTORY_FOR = User name = u"Jean" @factory.lazy_attribute def email(self): # Convert to plain ascii text clean_name = (unicodedata.normalize('NFKD', self.name) .encode('ascii', 'ignore') .decode('utf8')) return u'%s@example.com' % clean_name .. code-block:: pycon >>> joel = UserFactory(name=u"Joël") >>> joel.email u'joel@example.com' Sequence """""""" .. class:: Sequence(lambda, type=int) If a field should be unique, and thus different for all built instances, use a :class:`Sequence`. This declaration takes a single argument, a function accepting a single parameter - the current sequence counter - and returning the related value. .. note:: An extra kwarg argument, ``type``, may be provided. This feature is deprecated in 1.3.0 and will be removed in 2.0.0. .. code-block:: python class UserFactory(factory.Factory) FACTORY_FOR = User phone = factory.Sequence(lambda n: '123-555-%04d' % n) .. code-block:: pycon >>> UserFactory().phone '123-555-0001' >>> UserFactory().phone '123-555-0002' Decorator ~~~~~~~~~ .. function:: sequence As with :meth:`lazy_attribute`, a decorator is available for complex situations. :meth:`sequence` decorates an instance method, whose ``self`` method will actually be the sequence counter - this might be confusing: .. code-block:: python class UserFactory(factory.Factory) FACTORY_FOR = User @factory.sequence def phone(n): a = n // 10000 b = n % 10000 return '%03d-555-%04d' % (a, b) .. code-block:: pycon >>> UserFactory().phone '000-555-9999' >>> UserFactory().phone '001-555-0000' Sharing ~~~~~~~ The sequence counter is shared across all :class:`Sequence` attributes of the :class:`Factory`: .. code-block:: python class UserFactory(factory.Factory): FACTORY_FOR = User phone = factory.Sequence(lambda n: '%04d' % n) office = factory.Sequence(lambda n: 'A23-B%03d' % n) .. code-block:: pycon >>> u = UserFactory() >>> u.phone, u.office '0041', 'A23-B041' >>> u2 = UserFactory() >>> u2.phone, u2.office '0042', 'A23-B042' Inheritance ~~~~~~~~~~~ When a :class:`Factory` inherits from another :class:`Factory`, their sequence counter is shared: .. code-block:: python class UserFactory(factory.Factory): FACTORY_FOR = User phone = factory.Sequence(lambda n: '123-555-%04d' % n) class EmployeeFactory(UserFactory): office_phone = factory.Sequence(lambda n: '%04d' % n) .. code-block:: pycon >>> u = UserFactory() >>> u.phone '123-555-0001' >>> e = EmployeeFactory() >>> e.phone, e.office_phone '123-555-0002', '0002' >>> u2 = UserFactory() >>> u2.phone '123-555-0003' LazyAttributeSequence """"""""""""""""""""" .. class:: LazyAttributeSequence(method_to_call) The :class:`LazyAttributeSequence` declaration merges features of :class:`Sequence` and :class:`LazyAttribute`. It takes a single argument, a function whose two parameters are, in order: * The object being built * The sequence counter .. code-block:: python class UserFactory(factory.Factory): FACTORY_FOR = User login = 'john' email = factory.LazyAttributeSequence(lambda o, n: '%s@s%d.example.com' % (o.login, n)) .. code-block:: pycon >>> UserFactory().email 'john@s1.example.com' >>> UserFactory(login='jack').email 'jack@s2.example.com' Decorator ~~~~~~~~~ .. function:: lazy_attribute_sequence(method_to_call) As for :meth:`lazy_attribute` and :meth:`sequence`, the :meth:`lazy_attribute_sequence` handles more complex cases: .. code-block:: python class UserFactory(factory.Factory): FACTORY_FOR = User login = 'john' @lazy_attribute_sequence def email(self, n): bucket = n % 10 return '%s@s%d.example.com' % (self.login, bucket) SubFactory """""""""" .. class:: SubFactory(sub_factory, **kwargs) .. OHAI_VIM** This attribute declaration calls another :class:`Factory` subclass, selecting the same build strategy and collecting extra kwargs in the process. The :class:`SubFactory` attribute should be called with: * A :class:`Factory` subclass as first argument, or the fully qualified import path to that :class:`Factory` (see :ref:`Circular imports `) * An optional set of keyword arguments that should be passed when calling that factory Definition ~~~~~~~~~~ .. code-block:: python # A standard factory class UserFactory(factory.Factory): FACTORY_FOR = User # Various fields first_name = 'John' last_name = factory.Sequence(lambda n: 'D%se' % ('o' * n)) # De, Doe, Dooe, Doooe, ... email = factory.LazyAttribute(lambda o: '%s.%s@example.org' % (o.first_name.lower(), o.last_name.lower())) # A factory for an object with a 'User' field class CompanyFactory(factory.Factory): FACTORY_FOR = Company name = factory.Sequence(lambda n: 'FactoryBoyz' + 'z' * n) # Let's use our UserFactory to create that user, and override its first name. owner = factory.SubFactory(UserFactory, first_name='Jack') Calling ~~~~~~~ The wrapping factory will call of the inner factory: .. code-block:: pycon >>> c = CompanyFactory() >>> c # Notice that the first_name was overridden >>> c.owner >>> c.owner.email jack.de@example.org Fields of the :class:`~factory.SubFactory` may be overridden from the external factory: .. code-block:: pycon >>> c = CompanyFactory(owner__first_name='Henry') >>> c.owner # Notice that the updated first_name was propagated to the email LazyAttribute. >>> c.owner.email henry.doe@example.org # It is also possible to override other fields of the SubFactory >>> c = CompanyFactory(owner__last_name='Jones') >>> c.owner >>> c.owner.email henry.jones@example.org Strategies ~~~~~~~~~~ The strategy chosen for the external factory will be propagated to all subfactories: .. code-block:: pycon >>> c = CompanyFactory() >>> c.pk # Saved to the database 3 >>> c.owner.pk # Saved to the database 8 >>> c = CompanyFactory.build() >>> c.pk # Not saved None >>> c.owner.pk # Not saved either None .. _subfactory-circular: Circular imports ~~~~~~~~~~~~~~~~ Some factories may rely on each other in a circular manner. This issue can be handled by passing the absolute import path to the target :class:`Factory` to the :class:`SubFactory`. .. versionadded:: 1.3.0 .. code-block:: python class UserFactory(factory.Factory): FACTORY_FOR = User username = 'john' main_group = factory.SubFactory('users.factories.GroupFactory') class GroupFactory(factory.Factory): FACTORY_FOR = Group name = "MyGroup" owner = factory.SubFactory(UserFactory) Obviously, such circular relationships require careful handling of loops: .. code-block:: pycon >>> owner = UserFactory(main_group=None) >>> UserFactory(main_group__owner=owner) .. class:: CircularSubFactory(module_name, symbol_name, **kwargs) .. OHAI_VIM** Lazily imports ``module_name.symbol_name`` at the first call. .. deprecated:: 1.3.0 Merged into :class:`SubFactory`; will be removed in 2.0.0. Replace ``factory.CircularSubFactory('some.module', 'Symbol', **kwargs)`` with ``factory.SubFactory('some.module.Symbol', **kwargs)`` SelfAttribute """"""""""""" .. class:: SelfAttribute(dotted_path_to_attribute) Some fields should reference another field of the object being constructed, or an attribute thereof. This is performed by the :class:`~factory.SelfAttribute` declaration. That declaration takes a single argument, a dot-delimited path to the attribute to fetch: .. code-block:: python class UserFactory(factory.Factory) FACTORY_FOR = User birthdate = factory.Sequence(lambda n: datetime.date(2000, 1, 1) + datetime.timedelta(days=n)) birthmonth = factory.SelfAttribute('birthdate.month') .. code-block:: pycon >>> u = UserFactory() >>> u.birthdate date(2000, 3, 15) >>> u.birthmonth 3 Parents ~~~~~~~ When used in conjunction with :class:`~factory.SubFactory`, the :class:`~factory.SelfAttribute` gains an "upward" semantic through the double-dot notation, as used in Python imports. ``factory.SelfAttribute('..country.language')`` means "Select the ``language`` of the ``country`` of the :class:`~factory.Factory` calling me". .. code-block:: python class UserFactory(factory.Factory): FACTORY_FOR = User language = 'en' class CompanyFactory(factory.Factory): FACTORY_FOR = Company country = factory.SubFactory(CountryFactory) owner = factory.SubFactory(UserFactory, language=factory.SelfAttribute('..country.language')) .. code-block:: pycon >>> company = CompanyFactory() >>> company.country.language 'fr' >>> company.owner.language 'fr' Obviously, this "follow parents" hability also handles overriding some attributes on call: .. code-block:: pycon >>> company = CompanyFactory(country=china) >>> company.owner.language 'cn' Iterator """""""" .. class:: Iterator(iterable, cycle=True, getter=None) The :class:`Iterator` declaration takes succesive values from the given iterable. When it is exhausted, it starts again from zero (unless ``cycle=False``). .. attribute:: cycle The ``cycle`` argument is only useful for advanced cases, where the provided iterable has no end (as wishing to cycle it means storing values in memory...). .. versionadded:: 1.3.0 The ``cycle`` argument is available as of v1.3.0; previous versions had a behaviour equivalent to ``cycle=False``. .. attribute:: getter A custom function called on each value returned by the iterable. See the :ref:`iterator-getter` section for details. .. versionadded:: 1.3.0 Each call to the factory will receive the next value from the iterable: .. code-block:: python class UserFactory(factory.Factory) lang = factory.Iterator(['en', 'fr', 'es', 'it', 'de']) .. code-block:: pycon >>> UserFactory().lang 'en' >>> UserFactory().lang 'fr' When a value is passed in for the argument, the iterator will *not* be advanced: .. code-block:: pycon >>> UserFactory().lang 'en' >>> UserFactory(lang='cn').lang 'cn' >>> UserFactory().lang 'fr' .. _iterator-getter: Getter ~~~~~~ Some situations may reuse an existing iterable, using only some component. This is handled by the :attr:`~Iterator.getter` attribute: this is a function that accepts as sole parameter a value from the iterable, and returns an adequate value. .. code-block:: python class UserFactory(factory.Factory): FACTORY_FOR = User # CATEGORY_CHOICES is a list of (key, title) tuples category = factory.Iterator(User.CATEGORY_CHOICES, getter=lambda c: c[0]) Decorator ~~~~~~~~~ .. function:: iterator(func) When generating items of the iterator gets too complex for a simple list comprehension, use the :func:`iterator` decorator: .. warning:: The decorated function takes **no** argument, notably no ``self`` parameter. .. code-block:: python class UserFactory(factory.Factory): FACTORY_FOR = User @factory.iterator def name(): with open('test/data/names.dat', 'r') as f: for line in f: yield line InfiniteIterator ~~~~~~~~~~~~~~~~ .. class:: InfiniteIterator(iterable) Equivalent to ``factory.Iterator(iterable)``. .. deprecated:: 1.3.0 Merged into :class:`Iterator`; will be removed in v2.0.0. Replace ``factory.InfiniteIterator(iterable)`` with ``factory.Iterator(iterable)``. .. function:: infinite_iterator(function) Equivalent to ``factory.iterator(func)``. .. deprecated:: 1.3.0 Merged into :func:`iterator`; will be removed in v2.0.0. Replace ``@factory.infinite_iterator`` with ``@factory.iterator``. post-building hooks """"""""""""""""""" Some objects expect additional method calls or complex processing for proper definition. For instance, a ``User`` may need to have a related ``Profile``, where the ``Profile`` is built from the ``User`` object. To support this pattern, factory_boy provides the following tools: - :class:`PostGeneration`: this class allows calling a given function with the generated object as argument - :func:`post_generation`: decorator performing the same functions as :class:`PostGeneration` - :class:`RelatedFactory`: this builds or creates a given factory *after* building/creating the first Factory. RelatedFactory """""""""""""" .. class:: RelatedFactory(factory, name='', **kwargs) .. OHAI_VIM** A :class:`RelatedFactory` behaves mostly like a :class:`SubFactory`, with the main difference that the related :class:`Factory` will be generated *after* the base :class:`Factory`. .. attribute:: factory As for :class:`SubFactory`, the :attr:`factory` argument can be: - A :class:`Factory` subclass - Or the fully qualified path to a :class:`Factory` subclass (see :ref:`subfactory-circular` for details) .. attribute:: name The generated object (where the :class:`RelatedFactory` attribute will set) may be passed to the related factory if the :attr:`name` parameter is set. It will be passed as a keyword argument, using the :attr:`name` value as keyword: .. code-block:: python class CityFactory(factory.Factory): FACTORY_FOR = City capital_of = None name = "Toronto" class CountryFactory(factory.Factory): FACTORY_FOR = Country lang = 'fr' capital_city = factory.RelatedFactory(CityFactory, 'capital_of', name="Paris") .. code-block:: pycon >>> france = CountryFactory() >>> City.objects.get(capital_of=france) Extra kwargs may be passed to the related factory, through the usual ``ATTR__SUBATTR`` syntax: .. code-block:: pycon >>> england = CountryFactory(lang='en', capital_city__name="London") >>> City.objects.get(capital_of=england) PostGeneration """""""""""""" .. class:: PostGeneration(callable) The :class:`PostGeneration` declaration performs actions once the target object has been generated. Its sole argument is a callable, that will be called once the base object has been generated. .. note:: Previous versions of factory_boy supported an extra ``extract_prefix`` argument, to use an alternate argument prefix. This feature is deprecated in 1.3.0 and will be removed in 2.0.0. Once the base object has been generated, the provided callable will be called as ``callable(obj, create, extracted, **kwargs)``, where: - ``obj`` is the base object previously generated - ``create`` is a boolean indicating which strategy was used - ``extracted`` is ``None`` unless a value was passed in for the :class:`PostGeneration` declaration at :class:`Factory` declaration time - ``kwargs`` are any extra parameters passed as ``attr__key=value`` when calling the :class:`Factory`: .. code-block:: python class UserFactory(factory.Factory): FACTORY_FOR = User login = 'john' make_mbox = factory.PostGeneration( lambda obj, create, extracted, **kwargs: os.makedirs(obj.login)) .. OHAI_VIM** Decorator ~~~~~~~~~ .. function:: post_generation(extract_prefix=None) A decorator is also provided, decorating a single method accepting the same ``obj``, ``created``, ``extracted`` and keyword arguments as :class:`PostGeneration`. .. code-block:: python class UserFactory(factory.Factory): FACTORY_FOR = User login = 'john' @factory.post_generation def mbox(self, create, extracted, **kwargs): if not create: return path = extracted or os.path.join('/tmp/mbox/', self.login) os.path.makedirs(path) return path .. OHAI_VIM** .. code-block:: pycon >>> UserFactory.build() # Nothing was created >>> UserFactory.create() # Creates dir /tmp/mbox/john >>> UserFactory.create(login='jack') # Creates dir /tmp/mbox/jack >>> UserFactory.create(mbox='/tmp/alt') # Creates dir /tmp/alt PostGenerationMethodCall """""""""""""""""""""""" .. class:: PostGenerationMethodCall(method_name, extract_prefix=None, *args, **kwargs) .. OHAI_VIM* The :class:`PostGenerationMethodCall` declaration will call a method on the generated object just after it being called. Its sole argument is the name of the method to call. Extra arguments and keyword arguments for the target method may also be provided. Once the object has been generated, the method will be called, with the arguments provided in the :class:`PostGenerationMethodCall` declaration, and keyword arguments taken from the combination of :class:`PostGenerationMethodCall` declaration and prefix-based values: .. code-block:: python class UserFactory(factory.Factory): FACTORY_FOR = User password = factory.PostGenerationMethodCall('set_password', password='') .. code-block:: pycon >>> UserFactory() # Calls user.set_password(password='') >>> UserFactory(password='test') # Calls user.set_password(password='test') >>> UserFactory(password__disabled=True) # Calls user.set_password(password='', disabled=True) Module-level functions ---------------------- Beyond the :class:`Factory` class and the various :ref:`declarations` classes and methods, factory_boy exposes a few module-level functions, mostly useful for lightweight factory generation. Lightweight factory declaration """"""""""""""""""""""""""""""" .. function:: make_factory(klass, **kwargs) .. OHAI_VIM** The :func:`make_factory` function takes a class, declarations as keyword arguments, and generates a new :class:`Factory` for that class accordingly: .. code-block:: python UserFactory = make_factory(User, login='john', email=factory.LazyAttribute(lambda u: '%s@example.com' % u.login), ) # This is equivalent to: class UserFactory(factory.Factory): FACTORY_FOR = User login = 'john' email = factory.LazyAttribute(lambda u: '%s@example.com' % u.login) Instance building """"""""""""""""" The :mod:`factory` module provides a bunch of shortcuts for creating a factory and extracting instances from them: .. function:: build(klass, **kwargs) .. function:: build_batch(klass, size, **kwargs) Create a factory for :obj:`klass` using declarations passed in kwargs; return an instance built from that factory, or a list of :obj:`size` instances (for :func:`build_batch`). :param class klass: Class of the instance to build :param int size: Number of instances to build :param kwargs: Declarations to use for the generated factory .. function:: create(klass, **kwargs) .. function:: create_batch(klass, size, **kwargs) Create a factory for :obj:`klass` using declarations passed in kwargs; return an instance created from that factory, or a list of :obj:`size` instances (for :func:`create_batch`). :param class klass: Class of the instance to create :param int size: Number of instances to create :param kwargs: Declarations to use for the generated factory .. function:: stub(klass, **kwargs) .. function:: stub_batch(klass, size, **kwargs) Create a factory for :obj:`klass` using declarations passed in kwargs; return an instance stubbed from that factory, or a list of :obj:`size` instances (for :func:`stub_batch`). :param class klass: Class of the instance to stub :param int size: Number of instances to stub :param kwargs: Declarations to use for the generated factory .. function:: generate(klass, strategy, **kwargs) .. function:: generate_batch(klass, strategy, size, **kwargs) Create a factory for :obj:`klass` using declarations passed in kwargs; return an instance generated from that factory with the :obj:`strategy` strategy, or a list of :obj:`size` instances (for :func:`generate_batch`). :param class klass: Class of the instance to generate :param str strategy: The strategy to use :param int size: Number of instances to generate :param kwargs: Declarations to use for the generated factory .. function:: simple_generate(klass, create, **kwargs) .. function:: simple_generate_batch(klass, create, size, **kwargs) Create a factory for :obj:`klass` using declarations passed in kwargs; return an instance generated from that factory according to the :obj:`create` flag, or a list of :obj:`size` instances (for :func:`simple_generate_batch`). :param class klass: Class of the instance to generate :param bool create: Whether to build (``False``) or create (``True``) instances :param int size: Number of instances to generate :param kwargs: Declarations to use for the generated factory