Files
scikit-image/skimage/_shared/testing.py
T
2014-10-09 20:18:43 -05:00

166 lines
4.4 KiB
Python

"""Testing utilities."""
import os
import re
from tempfile import NamedTemporaryFile
from skimage import (
data, io, img_as_uint, img_as_float, img_as_int, img_as_ubyte)
from numpy import testing
import numpy as np
SKIP_RE = re.compile("(\s*>>>.*?)(\s*)#\s*skip\s+if\s+(.*)$")
def _assert_less(a, b, msg=None):
message = "%r is not lower than %r" % (a, b)
if msg is not None:
message += ": " + msg
assert a < b, message
def _assert_greater(a, b, msg=None):
message = "%r is not greater than %r" % (a, b)
if msg is not None:
message += ": " + msg
assert a > b, message
try:
from nose.tools import assert_less
except ImportError:
assert_less = _assert_less
try:
from nose.tools import assert_greater
except ImportError:
assert_greater = _assert_greater
def doctest_skip_parser(func):
""" Decorator replaces custom skip test markup in doctests
Say a function has a docstring::
>>> something # skip if not HAVE_AMODULE
>>> something + else
>>> something # skip if HAVE_BMODULE
This decorator will evaluate the expresssion 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
>>> something
"""
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(img, plugin, suffix):
"""Save and read an image using a specified plugin"""
if not '.' in suffix:
suffix = '.' + suffix
temp_file = NamedTemporaryFile(suffix=suffix, delete=False)
temp_file.close()
fname = temp_file.name
io.imsave(fname, img, plugin=plugin)
new = io.imread(fname, plugin=plugin)
try:
os.remove(fname)
except Exception:
pass
return new
def ubyte_check(plugin, fmt='png'):
"""Check roundtrip behavior for images that can only be saved as uint8
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.astype(np.uint8), r2)
img3 = img_as_float(img)
r3 = roundtrip(img3, plugin, fmt)
testing.assert_allclose(r3, img)
img4 = img_as_int(img)
r4 = roundtrip(img4, plugin, fmt)
testing.assert_allclose(r4, img)
img5 = img_as_uint(img)
r5 = roundtrip(img5, plugin, fmt)
testing.assert_allclose(r5, img)
def full_range_check(plugin, fmt='png'):
"""Check the roundtrip behavior for images that support most types.
All major input types should be handled, except bool is treated
as ubyte and float can treated as uint16 or float.
"""
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.astype(np.uint8), r2)
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)
r4 = roundtrip(img4, plugin, fmt)
testing.assert_allclose(r4, img4)
img5 = img_as_uint(img)
r5 = roundtrip(img5, plugin, fmt)
testing.assert_allclose(r5, img5)
if __name__ == '__main__':
ubyte_check('pil')
full_range_check('pil')
ubyte_check('pil', 'bmp')
full_range_check('pil', 'tiff')