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9.92 kB
| """ | |
| 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+(.*)$") | |
| # true if python is running in 32bit mode | |
| # Calculate the size of a void * pointer in bits | |
| # https://docs.python.org/3/library/struct.html | |
| 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: | |
| # Works as a function decorator | |
| if eval(expr, func.__globals__): | |
| code = code + space + "# doctest: +SKIP" | |
| except AttributeError: | |
| # Works as a class decorator | |
| 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) | |
| # Ref: about the lack of threading support in WASM, please see | |
| # https://github.com/pyodide/pyodide/issues/237 | |
| 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: | |
| # Threading isn't supported on WASM, return early | |
| return func | |
| import threading | |
| 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 # Hide traceback for py.test | |
| frame = inspect.stack()[1].frame # 0 is current frame, 1 is outer 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 | |