| =========================== | |
| Getting Started with Mock | |
| =========================== | |
| .. _getting-started: | |
| .. index:: Getting Started | |
| .. testsetup:: | |
| class SomeClass(object): | |
| static_method = None | |
| class_method = None | |
| attribute = None | |
| sys.modules['package'] = package = Mock(name='package') | |
| sys.modules['package.module'] = module = package.module | |
| sys.modules['module'] = package.module | |
| Using Mock | |
| ========== | |
| Mock Patching Methods | |
| --------------------- | |
| Common uses for :class:`Mock` objects include: | |
| * Patching methods | |
| * Recording method calls on objects | |
| You might want to replace a method on an object to check that | |
| it is called with the correct arguments by another part of the system: | |
| .. doctest:: | |
| >>> real = SomeClass() | |
| >>> real.method = MagicMock(name='method') | |
| >>> real.method(3, 4, 5, key='value') | |
| <MagicMock name='method()' id='...'> | |
| Once our mock has been used (`real.method` in this example) it has methods | |
| and attributes that allow you to make assertions about how it has been used. | |
| .. note:: | |
| In most of these examples the :class:`Mock` and :class:`MagicMock` classes | |
| are interchangeable. As the `MagicMock` is the more capable class it makes | |
| a sensible one to use by default. | |
| Once the mock has been called its :attr:`~Mock.called` attribute is set to | |
| `True`. More importantly we can use the :meth:`~Mock.assert_called_with` or | |
| :meth:`~Mock.assert_called_once_with` method to check that it was called with | |
| the correct arguments. | |
| This example tests that calling `ProductionClass().method` results in a call to | |
| the `something` method: | |
| .. doctest:: | |
| >>> from mock import MagicMock | |
| >>> class ProductionClass(object): | |
| ... def method(self): | |
| ... self.something(1, 2, 3) | |
| ... def something(self, a, b, c): | |
| ... pass | |
| ... | |
| >>> real = ProductionClass() | |
| >>> real.something = MagicMock() | |
| >>> real.method() | |
| >>> real.something.assert_called_once_with(1, 2, 3) | |
| Mock for Method Calls on an Object | |
| ---------------------------------- | |
| In the last example we patched a method directly on an object to check that it | |
| was called correctly. Another common use case is to pass an object into a | |
| method (or some part of the system under test) and then check that it is used | |
| in the correct way. | |
| The simple `ProductionClass` below has a `closer` method. If it is called with | |
| an object then it calls `close` on it. | |
| .. doctest:: | |
| >>> class ProductionClass(object): | |
| ... def closer(self, something): | |
| ... something.close() | |
| ... | |
| So to test it we need to pass in an object with a `close` method and check | |
| that it was called correctly. | |
| .. doctest:: | |
| >>> real = ProductionClass() | |
| >>> mock = Mock() | |
| >>> real.closer(mock) | |
| >>> mock.close.assert_called_with() | |
| We don't have to do any work to provide the 'close' method on our mock. | |
| Accessing close creates it. So, if 'close' hasn't already been called then | |
| accessing it in the test will create it, but :meth:`~Mock.assert_called_with` | |
| will raise a failure exception. | |
| Mocking Classes | |
| --------------- | |
| A common use case is to mock out classes instantiated by your code under test. | |
| When you patch a class, then that class is replaced with a mock. Instances | |
| are created by *calling the class*. This means you access the "mock instance" | |
| by looking at the return value of the mocked class. | |
| In the example below we have a function `some_function` that instantiates `Foo` | |
| and calls a method on it. The call to `patch` replaces the class `Foo` with a | |
| mock. The `Foo` instance is the result of calling the mock, so it is configured | |
| by modifying the mock :attr:`~Mock.return_value`. | |
| .. doctest:: | |
| >>> def some_function(): | |
| ... instance = module.Foo() | |
| ... return instance.method() | |
| ... | |
| >>> with patch('module.Foo') as mock: | |
| ... instance = mock.return_value | |
| ... instance.method.return_value = 'the result' | |
| ... result = some_function() | |
| ... assert result == 'the result' | |
| Naming your mocks | |
| ----------------- | |
| It can be useful to give your mocks a name. The name is shown in the repr of | |
| the mock and can be helpful when the mock appears in test failure messages. The | |
| name is also propagated to attributes or methods of the mock: | |
| .. doctest:: | |
| >>> mock = MagicMock(name='foo') | |
| >>> mock | |
| <MagicMock name='foo' id='...'> | |
| >>> mock.method | |
| <MagicMock name='foo.method' id='...'> | |
| Tracking all Calls | |
| ------------------ | |
| Often you want to track more than a single call to a method. The | |
| :attr:`~Mock.mock_calls` attribute records all calls | |
| to child attributes of the mock - and also to their children. | |
| .. doctest:: | |
| >>> mock = MagicMock() | |
| >>> mock.method() | |
| <MagicMock name='mock.method()' id='...'> | |
| >>> mock.attribute.method(10, x=53) | |
| <MagicMock name='mock.attribute.method()' id='...'> | |
| >>> mock.mock_calls | |
| [call.method(), call.attribute.method(10, x=53)] | |
| If you make an assertion about `mock_calls` and any unexpected methods | |
| have been called, then the assertion will fail. This is useful because as well | |
| as asserting that the calls you expected have been made, you are also checking | |
| that they were made in the right order and with no additional calls: | |
| You use the :data:`call` object to construct lists for comparing with | |
| `mock_calls`: | |
| .. doctest:: | |
| >>> expected = [call.method(), call.attribute.method(10, x=53)] | |
| >>> mock.mock_calls == expected | |
| True | |
| Setting Return Values and Attributes | |
| ------------------------------------ | |
| Setting the return values on a mock object is trivially easy: | |
| .. doctest:: | |
| >>> mock = Mock() | |
| >>> mock.return_value = 3 | |
| >>> mock() | |
| 3 | |
| Of course you can do the same for methods on the mock: | |
| .. doctest:: | |
| >>> mock = Mock() | |
| >>> mock.method.return_value = 3 | |
| >>> mock.method() | |
| 3 | |
| The return value can also be set in the constructor: | |
| .. doctest:: | |
| >>> mock = Mock(return_value=3) | |
| >>> mock() | |
| 3 | |
| If you need an attribute setting on your mock, just do it: | |
| .. doctest:: | |
| >>> mock = Mock() | |
| >>> mock.x = 3 | |
| >>> mock.x | |
| 3 | |
| Sometimes you want to mock up a more complex situation, like for example | |
| `mock.connection.cursor().execute("SELECT 1")`. If we wanted this call to | |
| return a list, then we have to configure the result of the nested call. | |
| We can use :data:`call` to construct the set of calls in a "chained call" like | |
| this for easy assertion afterwards: | |
| .. doctest:: | |
| >>> mock = Mock() | |
| >>> cursor = mock.connection.cursor.return_value | |
| >>> cursor.execute.return_value = ['foo'] | |
| >>> mock.connection.cursor().execute("SELECT 1") | |
| ['foo'] | |
| >>> expected = call.connection.cursor().execute("SELECT 1").call_list() | |
| >>> mock.mock_calls | |
| [call.connection.cursor(), call.connection.cursor().execute('SELECT 1')] | |
| >>> mock.mock_calls == expected | |
| True | |
| It is the call to `.call_list()` that turns our call object into a list of | |
| calls representing the chained calls. | |
| Raising exceptions with mocks | |
| ----------------------------- | |
| A useful attribute is :attr:`~Mock.side_effect`. If you set this to an | |
| exception class or instance then the exception will be raised when the mock | |
| is called. | |
| .. doctest:: | |
| >>> mock = Mock(side_effect=Exception('Boom!')) | |
| >>> mock() | |
| Traceback (most recent call last): | |
| ... | |
| Exception: Boom! | |
| Side effect functions and iterables | |
| ----------------------------------- | |
| `side_effect` can also be set to a function or an iterable. The use case for | |
| `side_effect` as an iterable is where your mock is going to be called several | |
| times, and you want each call to return a different value. When you set | |
| `side_effect` to an iterable every call to the mock returns the next value | |
| from the iterable: | |
| .. doctest:: | |
| >>> mock = MagicMock(side_effect=[4, 5, 6]) | |
| >>> mock() | |
| 4 | |
| >>> mock() | |
| 5 | |
| >>> mock() | |
| 6 | |
| For more advanced use cases, like dynamically varying the return values | |
| depending on what the mock is called with, `side_effect` can be a function. | |
| The function will be called with the same arguments as the mock. Whatever the | |
| function returns is what the call returns: | |
| .. doctest:: | |
| >>> vals = {(1, 2): 1, (2, 3): 2} | |
| >>> def side_effect(*args): | |
| ... return vals[args] | |
| ... | |
| >>> mock = MagicMock(side_effect=side_effect) | |
| >>> mock(1, 2) | |
| 1 | |
| >>> mock(2, 3) | |
| 2 | |
| Creating a Mock from an Existing Object | |
| --------------------------------------- | |
| One problem with over use of mocking is that it couples your tests to the | |
| implementation of your mocks rather than your real code. Suppose you have a | |
| class that implements `some_method`. In a test for another class, you | |
| provide a mock of this object that *also* provides `some_method`. If later | |
| you refactor the first class, so that it no longer has `some_method` - then | |
| your tests will continue to pass even though your code is now broken! | |
| `Mock` allows you to provide an object as a specification for the mock, | |
| using the `spec` keyword argument. Accessing methods / attributes on the | |
| mock that don't exist on your specification object will immediately raise an | |
| attribute error. If you change the implementation of your specification, then | |
| tests that use that class will start failing immediately without you having to | |
| instantiate the class in those tests. | |
| .. doctest:: | |
| >>> mock = Mock(spec=SomeClass) | |
| >>> mock.old_method() | |
| Traceback (most recent call last): | |
| ... | |
| AttributeError: object has no attribute 'old_method' | |
| If you want a stronger form of specification that prevents the setting | |
| of arbitrary attributes as well as the getting of them then you can use | |
| `spec_set` instead of `spec`. | |
| Patch Decorators | |
| ================ | |
| .. note:: | |
| With `patch` it matters that you patch objects in the namespace where they | |
| are looked up. This is normally straightforward, but for a quick guide | |
| read :ref:`where to patch <where-to-patch>`. | |
| A common need in tests is to patch a class attribute or a module attribute, | |
| for example patching a builtin or patching a class in a module to test that it | |
| is instantiated. Modules and classes are effectively global, so patching on | |
| them has to be undone after the test or the patch will persist into other | |
| tests and cause hard to diagnose problems. | |
| mock provides three convenient decorators for this: `patch`, `patch.object` and | |
| `patch.dict`. `patch` takes a single string, of the form | |
| `package.module.Class.attribute` to specify the attribute you are patching. It | |
| also optionally takes a value that you want the attribute (or class or | |
| whatever) to be replaced with. 'patch.object' takes an object and the name of | |
| the attribute you would like patched, plus optionally the value to patch it | |
| with. | |
| `patch.object`: | |
| .. doctest:: | |
| >>> original = SomeClass.attribute | |
| >>> @patch.object(SomeClass, 'attribute', sentinel.attribute) | |
| ... def test(): | |
| ... assert SomeClass.attribute == sentinel.attribute | |
| ... | |
| >>> test() | |
| >>> assert SomeClass.attribute == original | |
| >>> @patch('package.module.attribute', sentinel.attribute) | |
| ... def test(): | |
| ... from package.module import attribute | |
| ... assert attribute is sentinel.attribute | |
| ... | |
| >>> test() | |
| If you are patching a module (including `__builtin__`) then use `patch` | |
| instead of `patch.object`: | |
| .. doctest:: | |
| >>> mock = MagicMock(return_value = sentinel.file_handle) | |
| >>> with patch('__builtin__.open', mock): | |
| ... handle = open('filename', 'r') | |
| ... | |
| >>> mock.assert_called_with('filename', 'r') | |
| >>> assert handle == sentinel.file_handle, "incorrect file handle returned" | |
| The module name can be 'dotted', in the form `package.module` if needed: | |
| .. doctest:: | |
| >>> @patch('package.module.ClassName.attribute', sentinel.attribute) | |
| ... def test(): | |
| ... from package.module import ClassName | |
| ... assert ClassName.attribute == sentinel.attribute | |
| ... | |
| >>> test() | |
| A nice pattern is to actually decorate test methods themselves: | |
| .. doctest:: | |
| >>> class MyTest(unittest2.TestCase): | |
| ... @patch.object(SomeClass, 'attribute', sentinel.attribute) | |
| ... def test_something(self): | |
| ... self.assertEqual(SomeClass.attribute, sentinel.attribute) | |
| ... | |
| >>> original = SomeClass.attribute | |
| >>> MyTest('test_something').test_something() | |
| >>> assert SomeClass.attribute == original | |
| If you want to patch with a Mock, you can use `patch` with only one argument | |
| (or `patch.object` with two arguments). The mock will be created for you and | |
| passed into the test function / method: | |
| .. doctest:: | |
| >>> class MyTest(unittest2.TestCase): | |
| ... @patch.object(SomeClass, 'static_method') | |
| ... def test_something(self, mock_method): | |
| ... SomeClass.static_method() | |
| ... mock_method.assert_called_with() | |
| ... | |
| >>> MyTest('test_something').test_something() | |
| You can stack up multiple patch decorators using this pattern: | |
| .. doctest:: | |
| >>> class MyTest(unittest2.TestCase): | |
| ... @patch('package.module.ClassName1') | |
| ... @patch('package.module.ClassName2') | |
| ... def test_something(self, MockClass2, MockClass1): | |
| ... self.assertTrue(package.module.ClassName1 is MockClass1) | |
| ... self.assertTrue(package.module.ClassName2 is MockClass2) | |
| ... | |
| >>> MyTest('test_something').test_something() | |
| When you nest patch decorators the mocks are passed in to the decorated | |
| function in the same order they applied (the normal *python* order that | |
| decorators are applied). This means from the bottom up, so in the example | |
| above the mock for `test_module.ClassName2` is passed in first. | |
| There is also :func:`patch.dict` for setting values in a dictionary just | |
| during a scope and restoring the dictionary to its original state when the test | |
| ends: | |
| .. doctest:: | |
| >>> foo = {'key': 'value'} | |
| >>> original = foo.copy() | |
| >>> with patch.dict(foo, {'newkey': 'newvalue'}, clear=True): | |
| ... assert foo == {'newkey': 'newvalue'} | |
| ... | |
| >>> assert foo == original | |
| `patch`, `patch.object` and `patch.dict` can all be used as context managers. | |
| Where you use `patch` to create a mock for you, you can get a reference to the | |
| mock using the "as" form of the with statement: | |
| .. doctest:: | |
| >>> class ProductionClass(object): | |
| ... def method(self): | |
| ... pass | |
| ... | |
| >>> with patch.object(ProductionClass, 'method') as mock_method: | |
| ... mock_method.return_value = None | |
| ... real = ProductionClass() | |
| ... real.method(1, 2, 3) | |
| ... | |
| >>> mock_method.assert_called_with(1, 2, 3) | |
| As an alternative `patch`, `patch.object` and `patch.dict` can be used as | |
| class decorators. When used in this way it is the same as applying the | |
| decorator indvidually to every method whose name starts with "test". | |
| For some more advanced examples, see the :ref:`further-examples` page. |