def test_sklearn_import():
"""
Tests scikit-learn import in the module header.
Tests ``sklearn`` import in the
:mod:`fatf.utils.data.feature_selection.sklearn` module.
"""
# When present
assert 'fatf.utils.data.feature_selection.sklearn' in sys.modules
with futi.module_import_tester('sklearn', when_missing=False):
importlib.reload(fatf.utils.data.feature_selection.sklearn)
assert 'fatf.utils.data.feature_selection.sklearn' in sys.modules
# When missing
assert 'fatf.utils.data.feature_selection.sklearn' in sys.modules
warning_msg = (
'scikit-learn (sklearn) Python module is not installed on your '
'system. You must install it in order to use '
'fatf.utils.data.feature_selection.sklearn functionality. '
'One possibility is to install scikit-learn alongside this package '
'via machine learning dependencies with: pip install fatf[ml].')
with futi.module_import_tester('sklearn', when_missing=True):
with pytest.warns(ImportWarning) as warning:
importlib.reload(fatf.utils.data.feature_selection.sklearn)
assert len(warning) == 1
assert str(warning[0].message) == warning_msg
assert 'fatf.utils.data.feature_selection.sklearn' in sys.modules
def test_import_when_installed():
"""
Tests importing :mod:`fatf.vis` module with matplotlib_ installed.
.. _matplotlib: https://matplotlib.org/
"""
assert 'fatf.vis' in sys.modules
with futi.module_import_tester('matplotlib', when_missing=False):
importlib.reload(fatf.vis)
assert 'fatf.vis' in sys.modules
def test_import_when_installed():
"""
Tests importing :mod:`fatf.transparency.sklearn` with sklearn_ installed.
.. _sklearn: https://scikit-learn.org/
"""
assert 'fatf.transparency.sklearn' in sys.modules
with futi.module_import_tester('sklearn', when_missing=False):
importlib.reload(fatf.transparency.sklearn)
assert 'fatf.transparency.sklearn' in sys.modules
def test_import_when_missing():
"""
Tests importing :mod:`fatf.utils.testing.vis` module sans matplotlib.
"""
assert 'fatf.utils.testing.vis' in sys.modules
warning_msg = ('Visualisation testing helper functions require matplotlib '
'Python module, which is not installed on your system.')
with futi.module_import_tester('matplotlib', when_missing=True):
with pytest.warns(ImportWarning) as w:
importlib.reload(futv)
assert len(w) == 1
assert str(w[0].message) == warning_msg
assert 'fatf.utils.testing.vis' in sys.modules
def test_import_when_missing():
"""
Tests importing :mod:`fatf.utils.testing.vis` module sans matplotlib.
"""
assert 'fatf.utils.testing.vis' in sys.modules
exception_msg = ('Visualisation testing helper functions require '
'matplotlib Python module, which is not installed '
'on your system.')
with futi.module_import_tester('matplotlib', when_missing=True):
with pytest.raises(ImportError) as excinfo:
importlib.reload(futv)
assert str(excinfo.value) == exception_msg
assert 'fatf.utils.testing.vis' in sys.modules
def test_import_when_missing():
"""
Tests importing :mod:`fatf.transparency.lime` module when LIME is missing.
"""
assert 'fatf.transparency.lime' in sys.modules
warning_msg = (
'Lime package is not installed on your system. You must install it in '
'order to use the fatf.transparency.lime module. One possibility is '
'to install LIME alongside this package with: pip install fatf[lime].')
with futi.module_import_tester('lime', when_missing=True):
with pytest.warns(ImportWarning) as w:
importlib.reload(ftl)
assert len(w) == 1
assert str(w[0].message) == warning_msg
assert 'fatf.transparency.lime' in sys.modules
def test_import_when_missing():
"""
Tests importing :mod:`fatf.vis` module with matplotlib_ missing.
.. _matplotlib: https://matplotlib.org/
"""
assert 'fatf.vis' in sys.modules
warning_msg = (
'matplotlib Python module is not installed on your system. '
'You must install it in order to use fatf.vis functionality. '
'One possibility is to install matplotlib alongside this package via '
'visualisation dependencies with: pip install fatf[vis].')
with futi.module_import_tester('matplotlib', when_missing=True):
with pytest.warns(ImportWarning) as w:
importlib.reload(fatf.vis)
assert str(w[0].message) == warning_msg
assert 'fatf.vis' in sys.modules
def test_import_when_missing():
"""
Tests importing :mod:`fatf.vis` module with matplotlib_ missing.
.. _matplotlib: https://matplotlib.org/
"""
assert 'fatf.vis' in sys.modules
exception_msg = (
'matplotlib Python module is not installed on your system. '
'You must install it in order to use fatf.vis functionality. '
'One possibility is to install matplotlib alongside this package via '
'visualisation dependencies with: pip install fat-forensics[vis].')
with futi.module_import_tester('matplotlib', when_missing=True):
with pytest.raises(ImportError) as exin:
importlib.reload(fatf.vis)
assert str(exin.value) == exception_msg
assert 'fatf.vis' in sys.modules
def test_import_when_missing():
"""
Tests importing :mod:`fatf.transparency.sklearn` with sklearn_ missing.
.. _sklearn: https://scikit-learn.org/
"""
assert 'fatf.transparency.sklearn' in sys.modules
warning_msg = (
'scikit-learn (sklearn) Python module is not installed on your '
'system. You must install it in order to use '
'fatf.transparency.sklearn functionality. '
'One possibility is to install scikit-learn alongside this package '
'via machine learning dependencies with: pip install fatf[ml].')
with futi.module_import_tester('sklearn', when_missing=True):
with pytest.warns(ImportWarning) as warning:
importlib.reload(fatf.transparency.sklearn)
assert str(warning[0].message) == warning_msg
assert 'fatf.transparency.sklearn' in sys.modules
def test_module_import_tester():
"""
Tests importing modules in various contexts.
"""
# When the module is installed and we test assuming that it is installed.
# Import should succeed.
import pytest
importlib.reload(pytest)
with futi.module_import_tester('pytest', when_missing=True):
# Import should fail.
with pytest.raises(ImportError) as excinfo:
importlib.reload(pytest)
assert 'module pytest not in sys.modules' in str(excinfo.value)
with pytest.raises(ImportError) as excinfo:
import pytest
assert 'No module named \'pytest\'' in str(excinfo.value)
# import should succeed.
import pytest
importlib.reload(pytest)
# When the module is installed and we pretend that it is NOT installed.
# Import should succeed.
import pytest
importlib.reload(pytest)
with futi.module_import_tester('existing_module', when_missing=False):
# Import should succeed.
importlib.reload(sys)
import pytest
# Import should succeed.
import pytest
importlib.reload(pytest)
missing_mod = 'gibberish_module_42'
missing_mod_exception = 'No module named \'{}\''.format(missing_mod)
# When the module is NOT installed and we test assuming that it is there.
# Import should fail.
with pytest.raises(ImportError) as excinfo:
import gibberish_module_42
assert missing_mod_exception in str(excinfo.value)
with pytest.raises(ImportError) as excinfo:
importlib.import_module(missing_mod)
assert missing_mod_exception in str(excinfo.value)
with futi.module_import_tester(missing_mod, when_missing=True):
# Import should fail.
with pytest.raises(ImportError) as excinfo:
import gibberish_module_42
assert missing_mod_exception in str(excinfo.value)
with pytest.raises(ImportError) as excinfo:
importlib.import_module(missing_mod)
assert missing_mod_exception in str(excinfo.value)
# Import should fail.
with pytest.raises(ImportError) as excinfo:
import gibberish_module_42
assert missing_mod_exception in str(excinfo.value)
with pytest.raises(ImportError) as excinfo:
importlib.import_module(missing_mod)
assert missing_mod_exception in str(excinfo.value)
# When the module is NOT installed and we assume that it is NOT installed.
# Import should fail.
with pytest.raises(ImportError) as excinfo:
import gibberish_module_42
assert missing_mod_exception in str(excinfo.value)
with pytest.raises(ImportError) as excinfo:
importlib.import_module(missing_mod)
assert missing_mod_exception in str(excinfo.value)
with futi.module_import_tester(missing_mod, when_missing=False):
# Import should succeed.
import gibberish_module_42
with futi.module_import_tester(missing_mod, when_missing=False):
# Import should succeed.
importlib.import_module(missing_mod)
# Import should fail.
with pytest.raises(ImportError) as excinfo:
import gibberish_module_42
assert missing_mod_exception in str(excinfo.value)
with pytest.raises(ImportError) as excinfo:
importlib.import_module(missing_mod)
assert missing_mod_exception in str(excinfo.value)
