Mercurial > hg > vamp-build-and-test
diff DEPENDENCIES/mingw32/Python27/Lib/site-packages/numpy/ma/testutils.py @ 87:2a2c65a20a8b
Add Python libs and headers
author | Chris Cannam |
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date | Wed, 25 Feb 2015 14:05:22 +0000 |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/DEPENDENCIES/mingw32/Python27/Lib/site-packages/numpy/ma/testutils.py Wed Feb 25 14:05:22 2015 +0000 @@ -0,0 +1,240 @@ +"""Miscellaneous functions for testing masked arrays and subclasses + +:author: Pierre Gerard-Marchant +:contact: pierregm_at_uga_dot_edu +:version: $Id: testutils.py 3529 2007-11-13 08:01:14Z jarrod.millman $ + +""" +from __future__ import division, absolute_import, print_function + +__author__ = "Pierre GF Gerard-Marchant ($Author: jarrod.millman $)" +__version__ = "1.0" +__revision__ = "$Revision: 3529 $" +__date__ = "$Date: 2007-11-13 10:01:14 +0200 (Tue, 13 Nov 2007) $" + + +import operator + +import numpy as np +from numpy import ndarray, float_ +import numpy.core.umath as umath +from numpy.testing import * +import numpy.testing.utils as utils + +from .core import mask_or, getmask, masked_array, nomask, masked, filled, \ + equal, less + +#------------------------------------------------------------------------------ +def approx (a, b, fill_value=True, rtol=1e-5, atol=1e-8): + """Returns true if all components of a and b are equal subject to given tolerances. + +If fill_value is True, masked values considered equal. Otherwise, masked values +are considered unequal. +The relative error rtol should be positive and << 1.0 +The absolute error atol comes into play for those elements of b that are very +small or zero; it says how small a must be also. + """ + m = mask_or(getmask(a), getmask(b)) + d1 = filled(a) + d2 = filled(b) + if d1.dtype.char == "O" or d2.dtype.char == "O": + return np.equal(d1, d2).ravel() + x = filled(masked_array(d1, copy=False, mask=m), fill_value).astype(float_) + y = filled(masked_array(d2, copy=False, mask=m), 1).astype(float_) + d = np.less_equal(umath.absolute(x - y), atol + rtol * umath.absolute(y)) + return d.ravel() + + +def almost(a, b, decimal=6, fill_value=True): + """Returns True if a and b are equal up to decimal places. +If fill_value is True, masked values considered equal. Otherwise, masked values +are considered unequal. + """ + m = mask_or(getmask(a), getmask(b)) + d1 = filled(a) + d2 = filled(b) + if d1.dtype.char == "O" or d2.dtype.char == "O": + return np.equal(d1, d2).ravel() + x = filled(masked_array(d1, copy=False, mask=m), fill_value).astype(float_) + y = filled(masked_array(d2, copy=False, mask=m), 1).astype(float_) + d = np.around(np.abs(x - y), decimal) <= 10.0 ** (-decimal) + return d.ravel() + + +#................................................ +def _assert_equal_on_sequences(actual, desired, err_msg=''): + "Asserts the equality of two non-array sequences." + assert_equal(len(actual), len(desired), err_msg) + for k in range(len(desired)): + assert_equal(actual[k], desired[k], 'item=%r\n%s' % (k, err_msg)) + return + +def assert_equal_records(a, b): + """Asserts that two records are equal. Pretty crude for now.""" + assert_equal(a.dtype, b.dtype) + for f in a.dtype.names: + (af, bf) = (operator.getitem(a, f), operator.getitem(b, f)) + if not (af is masked) and not (bf is masked): + assert_equal(operator.getitem(a, f), operator.getitem(b, f)) + return + + +def assert_equal(actual, desired, err_msg=''): + "Asserts that two items are equal." + # Case #1: dictionary ..... + if isinstance(desired, dict): + if not isinstance(actual, dict): + raise AssertionError(repr(type(actual))) + assert_equal(len(actual), len(desired), err_msg) + for k, i in desired.items(): + if not k in actual: + raise AssertionError("%s not in %s" % (k, actual)) + assert_equal(actual[k], desired[k], 'key=%r\n%s' % (k, err_msg)) + return + # Case #2: lists ..... + if isinstance(desired, (list, tuple)) and isinstance(actual, (list, tuple)): + return _assert_equal_on_sequences(actual, desired, err_msg='') + if not (isinstance(actual, ndarray) or isinstance(desired, ndarray)): + msg = build_err_msg([actual, desired], err_msg,) + if not desired == actual: + raise AssertionError(msg) + return + # Case #4. arrays or equivalent + if ((actual is masked) and not (desired is masked)) or \ + ((desired is masked) and not (actual is masked)): + msg = build_err_msg([actual, desired], + err_msg, header='', names=('x', 'y')) + raise ValueError(msg) + actual = np.array(actual, copy=False, subok=True) + desired = np.array(desired, copy=False, subok=True) + (actual_dtype, desired_dtype) = (actual.dtype, desired.dtype) + if actual_dtype.char == "S" and desired_dtype.char == "S": + return _assert_equal_on_sequences(actual.tolist(), + desired.tolist(), + err_msg='') +# elif actual_dtype.char in "OV" and desired_dtype.char in "OV": +# if (actual_dtype != desired_dtype) and actual_dtype: +# msg = build_err_msg([actual_dtype, desired_dtype], +# err_msg, header='', names=('actual', 'desired')) +# raise ValueError(msg) +# return _assert_equal_on_sequences(actual.tolist(), +# desired.tolist(), +# err_msg='') + return assert_array_equal(actual, desired, err_msg) + + +def fail_if_equal(actual, desired, err_msg='',): + """Raises an assertion error if two items are equal. + """ + if isinstance(desired, dict): + if not isinstance(actual, dict): + raise AssertionError(repr(type(actual))) + fail_if_equal(len(actual), len(desired), err_msg) + for k, i in desired.items(): + if not k in actual: + raise AssertionError(repr(k)) + fail_if_equal(actual[k], desired[k], 'key=%r\n%s' % (k, err_msg)) + return + if isinstance(desired, (list, tuple)) and isinstance(actual, (list, tuple)): + fail_if_equal(len(actual), len(desired), err_msg) + for k in range(len(desired)): + fail_if_equal(actual[k], desired[k], 'item=%r\n%s' % (k, err_msg)) + return + if isinstance(actual, np.ndarray) or isinstance(desired, np.ndarray): + return fail_if_array_equal(actual, desired, err_msg) + msg = build_err_msg([actual, desired], err_msg) + if not desired != actual: + raise AssertionError(msg) + +assert_not_equal = fail_if_equal + + +def assert_almost_equal(actual, desired, decimal=7, err_msg='', verbose=True): + """Asserts that two items are almost equal. + The test is equivalent to abs(desired-actual) < 0.5 * 10**(-decimal) + """ + if isinstance(actual, np.ndarray) or isinstance(desired, np.ndarray): + return assert_array_almost_equal(actual, desired, decimal=decimal, + err_msg=err_msg, verbose=verbose) + msg = build_err_msg([actual, desired], + err_msg=err_msg, verbose=verbose) + if not round(abs(desired - actual), decimal) == 0: + raise AssertionError(msg) + + +assert_close = assert_almost_equal + + +def assert_array_compare(comparison, x, y, err_msg='', verbose=True, header='', + fill_value=True): + """Asserts that a comparison relation between two masked arrays is satisfied + elementwise.""" + # Fill the data first +# xf = filled(x) +# yf = filled(y) + # Allocate a common mask and refill + m = mask_or(getmask(x), getmask(y)) + x = masked_array(x, copy=False, mask=m, keep_mask=False, subok=False) + y = masked_array(y, copy=False, mask=m, keep_mask=False, subok=False) + if ((x is masked) and not (y is masked)) or \ + ((y is masked) and not (x is masked)): + msg = build_err_msg([x, y], err_msg=err_msg, verbose=verbose, + header=header, names=('x', 'y')) + raise ValueError(msg) + # OK, now run the basic tests on filled versions + return utils.assert_array_compare(comparison, + x.filled(fill_value), + y.filled(fill_value), + err_msg=err_msg, + verbose=verbose, header=header) + + +def assert_array_equal(x, y, err_msg='', verbose=True): + """Checks the elementwise equality of two masked arrays.""" + assert_array_compare(operator.__eq__, x, y, + err_msg=err_msg, verbose=verbose, + header='Arrays are not equal') + + +def fail_if_array_equal(x, y, err_msg='', verbose=True): + "Raises an assertion error if two masked arrays are not equal (elementwise)." + def compare(x, y): + return (not np.alltrue(approx(x, y))) + assert_array_compare(compare, x, y, err_msg=err_msg, verbose=verbose, + header='Arrays are not equal') + + +def assert_array_approx_equal(x, y, decimal=6, err_msg='', verbose=True): + """Checks the elementwise equality of two masked arrays, up to a given + number of decimals.""" + def compare(x, y): + "Returns the result of the loose comparison between x and y)." + return approx(x, y, rtol=10. ** -decimal) + assert_array_compare(compare, x, y, err_msg=err_msg, verbose=verbose, + header='Arrays are not almost equal') + + +def assert_array_almost_equal(x, y, decimal=6, err_msg='', verbose=True): + """Checks the elementwise equality of two masked arrays, up to a given + number of decimals.""" + def compare(x, y): + "Returns the result of the loose comparison between x and y)." + return almost(x, y, decimal) + assert_array_compare(compare, x, y, err_msg=err_msg, verbose=verbose, + header='Arrays are not almost equal') + + +def assert_array_less(x, y, err_msg='', verbose=True): + "Checks that x is smaller than y elementwise." + assert_array_compare(operator.__lt__, x, y, + err_msg=err_msg, verbose=verbose, + header='Arrays are not less-ordered') + + +def assert_mask_equal(m1, m2, err_msg=''): + """Asserts the equality of two masks.""" + if m1 is nomask: + assert_(m2 is nomask) + if m2 is nomask: + assert_(m1 is nomask) + assert_array_equal(m1, m2, err_msg=err_msg)