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[doc] improve/expand the Parametrization section (#7156)
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@ -494,17 +494,21 @@ Often, there is a need to run the same test multiple times, but with different a
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.. code-block:: python
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# test_this1.py
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import unittest
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from parameterized import parameterized
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class TestMathUnitTest(unittest.TestCase):
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@parameterized.expand([
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("negative", -1.5, -2.0),
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("integer", 1, 1.0),
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("large fraction", 1.6, 1),
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])
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def test_floor(self, name, input, expected):
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assert_equal(math.floor(input), expected)
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@parameterized.expand([
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("negative", -1.5, -2.0),
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("integer", 1, 1.0),
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("large fraction", 1.6, 1),
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])
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def test_floor(self, name, input, expected):
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assert_equal(math.floor(input), expected)
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Now this test will be run three times, and you could run just the ``negative`` and ``integer`` sets of params with:
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Now, by default this test will be run 3 times, each time with the last 3 arguments of ``test_floor`` being assigned the corresponding arguments in the parameter list.
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and you could run just the ``negative`` and ``integer`` sets of params with:
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.. code-block:: bash
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@ -512,11 +516,75 @@ Now this test will be run three times, and you could run just the ``negative`` a
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or all but ``negative`` sub-tests, with:
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.. code-block:: bash
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pytest -k "not negative" tests/test_mytest.py
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Besides using the ``-k`` filter that was just mentioned, you can find out the exact name of each sub-test and run any or all of them using their exact names.
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.. code-block:: bash
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pytest test_this1.py --collect-only -q
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and it will list:
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.. code-block:: bash
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test_this1.py::TestMathUnitTest::test_floor_0_negative
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test_this1.py::TestMathUnitTest::test_floor_1_integer
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test_this1.py::TestMathUnitTest::test_floor_2_large_fraction
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So now you can run just 2 specific sub-tests:
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.. code-block:: bash
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pytest test_this1.py::TestMathUnitTest::test_floor_0_negative test_this1.py::TestMathUnitTest::test_floor_1_integer
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The module `parameterized <https://pypi.org/project/parameterized/>`__ which is already in the developer dependencies of ``transformers`` works for both: ``unittests`` and ``pytest`` tests.
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If, however, the test is not a ``unittest``, you may use ``pytest.mark.parametrize`` (or you may see it being used in some existing tests, mostly under ``examples``).
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Here is the same example, this time using ``pytest``'s ``parametrize`` marker:
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.. code-block:: python
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# test_this2.py
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import pytest
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@pytest.mark.parametrize(
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"name, input, expected",
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[
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("negative", -1.5, -2.0),
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("integer", 1, 1.0),
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("large fraction", 1.6, 1),
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],
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)
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def test_floor(name, input, expected):
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assert_equal(math.floor(input), expected)
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Same as with ``parameterized``, with ``pytest.mark.parametrize`` you can have a fine control over which sub-tests are run, if the ``-k`` filter doesn't do the job. Except, this parametrization function creates a slightly different set of names for the sub-tests. Here is what they look like:
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.. code-block:: bash
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pytest test_this2.py --collect-only -q
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and it will list:
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.. code-block:: bash
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test_this2.py::test_floor[integer-1-1.0]
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test_this2.py::test_floor[negative--1.5--2.0]
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test_this2.py::test_floor[large fraction-1.6-1]
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So now you can run just the specific test:
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.. code-block:: bash
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pytest test_this2.py::test_floor[negative--1.5--2.0] test_this2.py::test_floor[integer-1-1.0]
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as in the previous example.
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Temporary files and directories
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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