| """ |
| Testing utilities. |
| """ |
|
|
| import os |
| import platform |
| import re |
| import struct |
| import sys |
| import functools |
| import inspect |
| from tempfile import NamedTemporaryFile |
|
|
| import numpy as np |
| from numpy import testing |
| from numpy.testing import ( |
| TestCase, |
| assert_, |
| assert_warns, |
| assert_no_warnings, |
| assert_equal, |
| assert_almost_equal, |
| assert_array_equal, |
| assert_allclose, |
| assert_array_almost_equal, |
| assert_array_almost_equal_nulp, |
| assert_array_less, |
| ) |
|
|
| from .. import data, io |
| from ..data._fetchers import _fetch |
| from ..util import img_as_uint, img_as_float, img_as_int, img_as_ubyte |
| from ._warnings import expected_warnings |
| from ._dependency_checks import is_wasm |
|
|
| import pytest |
|
|
|
|
| skipif = pytest.mark.skipif |
| xfail = pytest.mark.xfail |
| parametrize = pytest.mark.parametrize |
| raises = pytest.raises |
| fixture = pytest.fixture |
|
|
| SKIP_RE = re.compile(r"(\s*>>>.*?)(\s*)#\s*skip\s+if\s+(.*)$") |
|
|
| |
| |
| |
| arch32 = struct.calcsize("P") * 8 == 32 |
|
|
|
|
| def assert_less(a, b, msg=None): |
| message = f"{a!r} is not lower than {b!r}" |
| if msg is not None: |
| message += ": " + msg |
| assert a < b, message |
|
|
|
|
| def assert_greater(a, b, msg=None): |
| message = f"{a!r} is not greater than {b!r}" |
| if msg is not None: |
| message += ": " + msg |
| assert a > b, message |
|
|
|
|
| def doctest_skip_parser(func): |
| """Decorator replaces custom skip test markup in doctests |
| |
| Say a function has a docstring:: |
| |
| >>> something, HAVE_AMODULE, HAVE_BMODULE = 0, False, False |
| >>> something # skip if not HAVE_AMODULE |
| 0 |
| >>> something # skip if HAVE_BMODULE |
| 0 |
| |
| This decorator will evaluate the expression after ``skip if``. If this |
| evaluates to True, then the comment is replaced by ``# doctest: +SKIP``. If |
| False, then the comment is just removed. The expression is evaluated in the |
| ``globals`` scope of `func`. |
| |
| For example, if the module global ``HAVE_AMODULE`` is False, and module |
| global ``HAVE_BMODULE`` is False, the returned function will have docstring:: |
| |
| >>> something # doctest: +SKIP |
| >>> something + else # doctest: +SKIP |
| >>> something # doctest: +SKIP |
| |
| """ |
| lines = func.__doc__.split('\n') |
| new_lines = [] |
| for line in lines: |
| match = SKIP_RE.match(line) |
| if match is None: |
| new_lines.append(line) |
| continue |
| code, space, expr = match.groups() |
|
|
| try: |
| |
| if eval(expr, func.__globals__): |
| code = code + space + "# doctest: +SKIP" |
| except AttributeError: |
| |
| if eval(expr, func.__init__.__globals__): |
| code = code + space + "# doctest: +SKIP" |
|
|
| new_lines.append(code) |
| func.__doc__ = "\n".join(new_lines) |
| return func |
|
|
|
|
| def roundtrip(image, plugin, suffix): |
| """Save and read an image using a specified plugin""" |
| if '.' not in suffix: |
| suffix = '.' + suffix |
| with NamedTemporaryFile(suffix=suffix, delete=False) as temp_file: |
| fname = temp_file.name |
| io.imsave(fname, image, plugin=plugin) |
| new = io.imread(fname, plugin=plugin) |
| try: |
| os.remove(fname) |
| except Exception: |
| pass |
| return new |
|
|
|
|
| def color_check(plugin, fmt='png'): |
| """Check roundtrip behavior for color images. |
| |
| All major input types should be handled as ubytes and read |
| back correctly. |
| """ |
| img = img_as_ubyte(data.chelsea()) |
| r1 = roundtrip(img, plugin, fmt) |
| testing.assert_allclose(img, r1) |
|
|
| img2 = img > 128 |
| r2 = roundtrip(img2, plugin, fmt) |
| testing.assert_allclose(img2, r2.astype(bool)) |
|
|
| img3 = img_as_float(img) |
| r3 = roundtrip(img3, plugin, fmt) |
| testing.assert_allclose(r3, img) |
|
|
| img4 = img_as_int(img) |
| if fmt.lower() in (('tif', 'tiff')): |
| img4 -= 100 |
| r4 = roundtrip(img4, plugin, fmt) |
| testing.assert_allclose(r4, img4) |
| else: |
| r4 = roundtrip(img4, plugin, fmt) |
| testing.assert_allclose(r4, img_as_ubyte(img4)) |
|
|
| img5 = img_as_uint(img) |
| r5 = roundtrip(img5, plugin, fmt) |
| testing.assert_allclose(r5, img) |
|
|
|
|
| def mono_check(plugin, fmt='png'): |
| """Check the roundtrip behavior for images that support most types. |
| |
| All major input types should be handled. |
| """ |
|
|
| img = img_as_ubyte(data.moon()) |
| r1 = roundtrip(img, plugin, fmt) |
| testing.assert_allclose(img, r1) |
|
|
| img2 = img > 128 |
| r2 = roundtrip(img2, plugin, fmt) |
| testing.assert_allclose(img2, r2.astype(bool)) |
|
|
| img3 = img_as_float(img) |
| r3 = roundtrip(img3, plugin, fmt) |
| if r3.dtype.kind == 'f': |
| testing.assert_allclose(img3, r3) |
| else: |
| testing.assert_allclose(r3, img_as_uint(img)) |
|
|
| img4 = img_as_int(img) |
| if fmt.lower() in (('tif', 'tiff')): |
| img4 -= 100 |
| r4 = roundtrip(img4, plugin, fmt) |
| testing.assert_allclose(r4, img4) |
| else: |
| r4 = roundtrip(img4, plugin, fmt) |
| testing.assert_allclose(r4, img_as_uint(img4)) |
|
|
| img5 = img_as_uint(img) |
| r5 = roundtrip(img5, plugin, fmt) |
| testing.assert_allclose(r5, img5) |
|
|
|
|
| def fetch(data_filename, prefix=None): |
| """Attempt to fetch data, but if unavailable, skip the tests. |
| |
| Parameters |
| ---------- |
| data_filename : str |
| File path in the scikit-image repo tree, e.g., |
| 'restoration/camera_rl.npy', possibly pointing to a remote location. |
| |
| prefix : str, optional |
| If None, `data_filename` is prefixed by 'src/skimage' |
| If 'tests', `data_filename` is prefixed by 'tests/skimage'. |
| |
| Returns |
| ------- |
| file_path : str |
| Path of the local file, possibly pointing to a remote location. |
| |
| """ |
| try: |
| return _fetch(data_filename, prefix=prefix) |
| except (ConnectionError, ModuleNotFoundError): |
| pytest.skip(f'Unable to download {data_filename}', allow_module_level=True) |
|
|
|
|
| |
| |
| def run_in_parallel(workers=2, warnings_matching=None): |
| """Decorator to run the same function multiple times in parallel. |
| |
| This decorator is useful to ensure that separate threads execute |
| concurrently and correctly while releasing the GIL. |
| |
| It is currently skipped when running on WASM-based platforms, as |
| the threading module is not supported. |
| |
| Parameters |
| ---------- |
| workers : int, optional |
| The number of times the function is run in parallel. |
| warnings_matching : list or None |
| This parameter is passed on to `expected_warnings` so as not to have |
| race conditions with the warnings filters. A single |
| `expected_warnings` context manager is used for all threads. |
| If None, then no warnings are checked. |
| |
| """ |
|
|
| assert workers > 0 |
|
|
| def wrapper(func): |
| if is_wasm: |
| |
| return func |
|
|
| import threading |
|
|
| @functools.wraps(func) |
| def inner(*args, **kwargs): |
| with expected_warnings(warnings_matching): |
| threads = [] |
| for i in range(workers - 1): |
| thread = threading.Thread(target=func, args=args, kwargs=kwargs) |
| threads.append(thread) |
| for thread in threads: |
| thread.start() |
|
|
| func(*args, **kwargs) |
|
|
| for thread in threads: |
| thread.join() |
|
|
| return inner |
|
|
| return wrapper |
|
|
|
|
| def assert_stacklevel(warnings, *, offset=-1): |
| """Assert correct stacklevel of captured warnings. |
| |
| When scikit-image raises warnings, the stacklevel should ideally be set |
| so that the origin of the warnings will point to the public function |
| that was called by the user and not necessarily the very place where the |
| warnings were emitted (which may be inside some internal function). |
| This utility function helps with checking that |
| the stacklevel was set correctly on warnings captured by `pytest.warns`. |
| |
| Parameters |
| ---------- |
| warnings : collections.abc.Iterable[warning.WarningMessage] |
| Warnings that were captured by `pytest.warns`. |
| offset : int, optional |
| Offset from the line this function is called to the line were the |
| warning is supposed to originate from. For multiline calls, the |
| first line is relevant. Defaults to -1 which corresponds to the line |
| right above the one where this function is called. |
| |
| Raises |
| ------ |
| AssertionError |
| If a warning in `warnings` does not match the expected line number or |
| file name. |
| |
| Examples |
| -------- |
| >>> def test_something(): |
| ... with pytest.warns(UserWarning, match="some message") as record: |
| ... something_raising_a_warning() |
| ... assert_stacklevel(record) |
| ... |
| >>> def test_another_thing(): |
| ... with pytest.warns(UserWarning, match="some message") as record: |
| ... iam_raising_many_warnings( |
| ... "A long argument that forces the call to wrap." |
| ... ) |
| ... assert_stacklevel(record, offset=-3) |
| """ |
| __tracebackhide__ = True |
|
|
| frame = inspect.stack()[1].frame |
| line_number = frame.f_lineno + offset |
| filename = frame.f_code.co_filename |
| expected = f"{filename}:{line_number}" |
| for warning in warnings: |
| actual = f"{warning.filename}:{warning.lineno}" |
| msg = ( |
| "Warning with wrong stacklevel:\n" |
| f" Expected: {expected}\n" |
| f" Actual: {actual}\n" |
| f" {warning.category.__name__}: {warning.message}" |
| ) |
| assert actual == expected, msg |
|
|