Parameterized
Parameterized testing with any Python test framework
Install / Use
/learn @wolever/ParameterizedREADME
Parameterized testing with any Python test framework
.. image:: https://img.shields.io/pypi/v/parameterized :alt: PyPI :target: https://pypi.org/project/parameterized/
.. image:: https://img.shields.io/pypi/dm/parameterized :alt: PyPI - Downloads :target: https://pypi.org/project/parameterized/
.. image:: https://circleci.com/gh/wolever/parameterized.svg?style=svg :alt: Circle CI :target: https://circleci.com/gh/wolever/parameterized
Parameterized testing in Python sucks.
parameterized fixes that. For everything. Parameterized testing for nose,
parameterized testing for py.test, parameterized testing for unittest.
.. code:: python
test_math.py
from nose.tools import assert_equal from parameterized import parameterized, parameterized_class
import unittest import math
@parameterized([ (2, 2, 4), (2, 3, 8), (1, 9, 1), (0, 9, 0), ]) def test_pow(base, exponent, expected): assert_equal(math.pow(base, exponent), expected)
class TestMathUnitTest(unittest.TestCase): @parameterized.expand([ ("negative", -1.5, -2.0), ("integer", 1, 1.0), ("large fraction", 1.6, 1), ]) def test_floor(self, name, input, expected): assert_equal(math.floor(input), expected)
@parameterized_class(('a', 'b', 'expected_sum', 'expected_product'), [ (1, 2, 3, 2), (5, 5, 10, 25), ]) class TestMathClass(unittest.TestCase): def test_add(self): assert_equal(self.a + self.b, self.expected_sum)
def test_multiply(self):
assert_equal(self.a * self.b, self.expected_product)
@parameterized_class([ { "a": 3, "expected": 2 }, { "b": 5, "expected": -4 }, ]) class TestMathClassDict(unittest.TestCase): a = 1 b = 1
def test_subtract(self):
assert_equal(self.a - self.b, self.expected)
With nose (and nose2)::
$ nosetests -v test_math.py
test_floor_0_negative (test_math.TestMathUnitTest) ... ok
test_floor_1_integer (test_math.TestMathUnitTest) ... ok
test_floor_2_large_fraction (test_math.TestMathUnitTest) ... ok
test_math.test_pow(2, 2, 4, {}) ... ok
test_math.test_pow(2, 3, 8, {}) ... ok
test_math.test_pow(1, 9, 1, {}) ... ok
test_math.test_pow(0, 9, 0, {}) ... ok
test_add (test_math.TestMathClass_0) ... ok
test_multiply (test_math.TestMathClass_0) ... ok
test_add (test_math.TestMathClass_1) ... ok
test_multiply (test_math.TestMathClass_1) ... ok
test_subtract (test_math.TestMathClassDict_0) ... ok
----------------------------------------------------------------------
Ran 12 tests in 0.015s
OK
As the package name suggests, nose is best supported and will be used for all further examples.
With py.test (version 2.0 and above)::
$ py.test -v test_math.py
============================= test session starts ==============================
platform darwin -- Python 3.6.1, pytest-3.1.3, py-1.4.34, pluggy-0.4.0
collecting ... collected 13 items
test_math.py::test_pow::[0] PASSED
test_math.py::test_pow::[1] PASSED
test_math.py::test_pow::[2] PASSED
test_math.py::test_pow::[3] PASSED
test_math.py::TestMathUnitTest::test_floor_0_negative PASSED
test_math.py::TestMathUnitTest::test_floor_1_integer PASSED
test_math.py::TestMathUnitTest::test_floor_2_large_fraction PASSED
test_math.py::TestMathClass_0::test_add PASSED
test_math.py::TestMathClass_0::test_multiply PASSED
test_math.py::TestMathClass_1::test_add PASSED
test_math.py::TestMathClass_1::test_multiply PASSED
test_math.py::TestMathClassDict_0::test_subtract PASSED
==================== 12 passed, 4 warnings in 0.16 seconds =====================
With unittest (and unittest2)::
$ python -m unittest -v test_math
test_floor_0_negative (test_math.TestMathUnitTest) ... ok
test_floor_1_integer (test_math.TestMathUnitTest) ... ok
test_floor_2_large_fraction (test_math.TestMathUnitTest) ... ok
test_add (test_math.TestMathClass_0) ... ok
test_multiply (test_math.TestMathClass_0) ... ok
test_add (test_math.TestMathClass_1) ... ok
test_multiply (test_math.TestMathClass_1) ... ok
test_subtract (test_math.TestMathClassDict_0) ... ok
----------------------------------------------------------------------
Ran 8 tests in 0.001s
OK
(note: because unittest does not support test decorators, only tests created
with @parameterized.expand will be executed)
With green::
$ green test_math.py -vvv
test_math
TestMathClass_1
. test_method_a
. test_method_b
TestMathClass_2
. test_method_a
. test_method_b
TestMathClass_3
. test_method_a
. test_method_b
TestMathUnitTest
. test_floor_0_negative
. test_floor_1_integer
. test_floor_2_large_fraction
TestMathClass_0
. test_add
. test_multiply
TestMathClass_1
. test_add
. test_multiply
TestMathClassDict_0
. test_subtract
Ran 12 tests in 0.121s
OK (passes=9)
Installation
::
$ pip install parameterized
Compatibility
Yes__ (mostly).
__ https://app.circleci.com/pipelines/github/wolever/parameterized?branch=master
.. list-table:: :header-rows: 1 :stub-columns: 1
-
- Py3.7
- Py3.8
- Py3.9
- Py3.10
- Py3.11
- PyPy3
@mock.patch
-
- nose
- yes
- yes
- yes
- yes
- no§
- no§
- yes
-
- nose2
- yes
- yes
- yes
- yes
- yes
- yes
- yes
-
- py.test 2
- no*
- no*
- no*
- no*
- no*
- no*
- no*
-
- py.test 3
- yes
- yes
- yes
- yes
- no*
- no*
- yes
-
- py.test 4
- no**
- no**
- no**
- no**
- no**
- no**
- no**
-
- py.test fixtures
- no†
- no†
- no†
- no†
- no†
- no†
- no†
-
- | unittest
| (
@parameterized.expand) - yes
- yes
- yes
- yes
- yes
- yes
- yes
- | unittest
| (
-
- | unittest2
| (
@parameterized.expand) - yes
- yes
- yes
- yes
- no§
- no§
- yes
- | unittest2
| (
§: nose and unittest2 - both of which were last updated in 2015 - sadly do not appear to support Python 3.10 or 3.11.
*: py.test 2 does not appear to work under Python 3 (#71), and
py.test 3 does not appear to work under Python 3.10 or 3.11 (#154).
**: py.test 4 is not yet supported (but coming!) in issue #34__
†: py.test fixture support is documented in issue #81__
__ https://github.com/wolever/parameterized/issues/71 __ https://github.com/wolever/parameterized/issues/154 __ https://github.com/wolever/parameterized/issues/34 __ https://github.com/wolever/parameterized/issues/81
Dependencies
(this section left intentionally blank)
Exhaustive Usage Examples
The @parameterized and @parameterized.expand decorators accept a list
or iterable of tuples or param(...), or a callable which returns a list or
iterable:
.. code:: python
from parameterized import parameterized, param
# A list of tuples
@parameterized([
(2, 3, 5),
(3, 5, 8),
])
def test_add(a, b, expected):
assert_equal(a + b, expected)
# A list of params
@parameterized([
param("10", 10),
param("10", 16, base=16),
])
def test_int(str_val, expected, base=10):
assert_equal(int(str_val, base=base), expected)
# An iterable of params
@parameterized(
param.explicit(*json.loads(line))
for line in open("testcases.jsons")
)
def test_from_json_file(...):
...
# A callable which returns a list of tuples
def load_test_cases():
return [
("test1", ),
("test2", ),
]
@parameterized(load_test_cases)
def test_from_function(name):
...
.. **
Note that, when using an iterator or a generator, all the items will be loaded into memory before the start of the test run (we do this explicitly to ensure that generators are exhausted exactly once in multi-process or multi-threaded testing environments).
The @parameterized decorator can be used test class methods, and standalone
functions:
.. code:: python
from parameterized import parameterized
class AddTest(object):
@parameterized([
(2, 3, 5),
])
def test_add(self, a, b, expected):
assert_equal(a + b, expected)
@parameterized([
(2, 3, 5),
])
def test_add(a, b, expected):
assert_equal(a + b, expected)
And @parameterized.expand can be used to generate test methods in
situations where test generators cannot be used (for example, when the test
class is a subclass of unittest.TestCase):
.. code:: python
import unittest
from parameterized import parameterized
class AddTestCase(unittest.TestCase):
@parameterized.expand([
("2 and 3", 2, 3, 5),
("3 and 5", 3, 5, 8),
])
def test_add(self, _, a, b, expected):
assert_equal(a + b, expected)
Will create the test cases::
$ nosetests example.py
test_add_0_2_and_3 (example.AddTestCase) ... ok
test_add_1_3_and_5 (example.AddTestCase) ... ok
----------------------------------------------------------------------
Ran 2 tests in 0.001s
OK
Note that @parameterized.expand works by creating new methods on the test
class. If the first parameter is a string, that string will be added to the end
of the method name. For example, the test case above will generate the methods
test_add_0_2_and_3 and test_add_1_3_and_5.
The names of the test cases generated b
Related Skills
node-connect
344.4kDiagnose OpenClaw node connection and pairing failures for Android, iOS, and macOS companion apps
frontend-design
99.2kCreate distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.
openai-whisper-api
344.4kTranscribe audio via OpenAI Audio Transcriptions API (Whisper).
qqbot-media
344.4kQQBot 富媒体收发能力。使用 <qqmedia> 标签,系统根据文件扩展名自动识别类型(图片/语音/视频/文件)。
