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| 1 | +# emacs: -*- mode: python; py-indent-offset: 4; indent-tabs-mode: nil -*- |
| 2 | +# vi: set ft=python sts=4 ts=4 sw=4 et: |
| 3 | +# |
| 4 | +# Copyright The NiPreps Developers <[email protected]> |
| 5 | +# |
| 6 | +# Licensed under the Apache License, Version 2.0 (the "License"); |
| 7 | +# you may not use this file except in compliance with the License. |
| 8 | +# You may obtain a copy of the License at |
| 9 | +# |
| 10 | +# http://www.apache.org/licenses/LICENSE-2.0 |
| 11 | +# |
| 12 | +# Unless required by applicable law or agreed to in writing, software |
| 13 | +# distributed under the License is distributed on an "AS IS" BASIS, |
| 14 | +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 15 | +# See the License for the specific language governing permissions and |
| 16 | +# limitations under the License. |
| 17 | +# |
| 18 | +# We support and encourage derived works from this project, please read |
| 19 | +# about our expectations at |
| 20 | +# |
| 21 | +# https://www.nipreps.org/community/licensing/ |
| 22 | +# |
| 23 | + |
| 24 | +import pytest |
| 25 | + |
| 26 | +from nifreeze.utils.iterators import ( |
| 27 | + BVALS_KWARG, |
| 28 | + ITERATOR_SIZE_ERROR_MSG, |
| 29 | + KWARG_ERROR_MSG, |
| 30 | + UPTAKE_KWARG, |
| 31 | + _value_iterator, |
| 32 | + bvalue_iterator, |
| 33 | + centralsym_iterator, |
| 34 | + linear_iterator, |
| 35 | + random_iterator, |
| 36 | + uptake_iterator, |
| 37 | +) |
| 38 | + |
| 39 | + |
| 40 | +@pytest.mark.parametrize( |
| 41 | + "values, ascending, expected", |
| 42 | + [ |
| 43 | + # Simple integers |
| 44 | + ([1, 2, 3], True, [0, 1, 2]), |
| 45 | + ([1, 2, 3], False, [2, 1, 0]), |
| 46 | + # Repeated values |
| 47 | + ([2, 1, 2, 1], True, [1, 3, 0, 2]), |
| 48 | + ([2, 1, 2, 1], False, [2, 0, 3, 1]), # Ties are reversed due to reverse=True |
| 49 | + # Floats |
| 50 | + ([1.01, 1.02, 0.99], True, [2, 0, 1]), |
| 51 | + ([1.01, 1.02, 0.99], False, [1, 0, 2]), |
| 52 | + # Floats with rounding |
| 53 | + ( |
| 54 | + [1.001, 1.002, 0.999], |
| 55 | + True, |
| 56 | + [0, 1, 2], |
| 57 | + ), # All round to 1.00 (round_decimals=2), so original order |
| 58 | + ( |
| 59 | + [1.001, 1.002, 0.999], |
| 60 | + False, |
| 61 | + [2, 1, 0], |
| 62 | + ), # All round to 1.00 (round_decimals=2), ties are reversed due to reverse=True |
| 63 | + # Negative and positive |
| 64 | + ([-1.2, 0.0, 3.4, -1.2], True, [0, 3, 1, 2]), |
| 65 | + ([-1.2, 0.0, 3.4, -1.2], False, [2, 1, 3, 0]), # Ties are reversed due to reverse=True |
| 66 | + ], |
| 67 | +) |
| 68 | +def test_value_iterator(values, ascending, expected): |
| 69 | + result = list(_value_iterator(values, ascending=ascending)) |
| 70 | + assert result == expected |
| 71 | + |
| 72 | + |
| 73 | +def test_linear_iterator_error(): |
| 74 | + with pytest.raises(TypeError, match=ITERATOR_SIZE_ERROR_MSG): |
| 75 | + list(linear_iterator()) |
| 76 | + |
| 77 | + |
| 78 | +@pytest.mark.parametrize( |
| 79 | + "kwargs, expected", |
| 80 | + [ |
| 81 | + ({"size": 4}, [0, 1, 2, 3]), |
| 82 | + ({"bvals": [0, 1000, 2000, 3000]}, [0, 1, 2, 3]), |
| 83 | + ], |
| 84 | +) |
| 85 | +def test_linear_iterator(kwargs, expected): |
| 86 | + assert list(linear_iterator(**kwargs)) == expected |
| 87 | + |
| 88 | + |
| 89 | +def test_random_iterator_error(): |
| 90 | + with pytest.raises(TypeError, match=ITERATOR_SIZE_ERROR_MSG): |
| 91 | + list(random_iterator()) |
| 92 | + |
| 93 | + |
| 94 | +@pytest.mark.parametrize( |
| 95 | + "kwargs, expected", |
| 96 | + [ |
| 97 | + ({"size": 5, "seed": 1234}, [1, 2, 4, 0, 3]), |
| 98 | + ({"bvals": [0, 1000, 2000, 3000], "seed": 42}, [2, 1, 3, 0]), |
| 99 | + ], |
| 100 | +) |
| 101 | +def test_random_iterator(kwargs, expected): |
| 102 | + obtained = list(random_iterator(**kwargs)) |
| 103 | + assert obtained == expected |
| 104 | + # Determinism check |
| 105 | + assert obtained == list(random_iterator(**kwargs)) |
| 106 | + |
| 107 | + |
| 108 | +def test_centralsym_iterator_error(): |
| 109 | + with pytest.raises(TypeError, match=ITERATOR_SIZE_ERROR_MSG): |
| 110 | + list(random_iterator()) |
| 111 | + |
| 112 | + |
| 113 | +@pytest.mark.parametrize( |
| 114 | + "kwargs, expected", |
| 115 | + [ |
| 116 | + ({"size": 6}, [3, 2, 4, 1, 5, 0]), |
| 117 | + ({"bvals": [1000] * 6}, [3, 2, 4, 1, 5, 0]), |
| 118 | + ({"bvals": [0, 700, 1000, 2000, 3000]}, [2, 1, 3, 0, 4]), |
| 119 | + ({"bvals": [0, 1000, 700, 2000, 3000]}, [2, 1, 3, 0, 4]), |
| 120 | + ], |
| 121 | +) |
| 122 | +def test_centralsym_iterator(kwargs, expected): |
| 123 | + # The centralsym_iterator's output order depends only on the length |
| 124 | + assert list(centralsym_iterator(**kwargs)) == expected |
| 125 | + |
| 126 | + |
| 127 | +def test_bvalue_iterator_error(): |
| 128 | + with pytest.raises(TypeError, match=KWARG_ERROR_MSG.format(kwarg=BVALS_KWARG)): |
| 129 | + list(bvalue_iterator()) |
| 130 | + |
| 131 | + |
| 132 | +@pytest.mark.parametrize( |
| 133 | + "bvals, expected", |
| 134 | + [ |
| 135 | + ([0, 700, 1200], [0, 1, 2]), |
| 136 | + ([0, 0, 1000, 700], [0, 1, 3, 2]), |
| 137 | + ([0, 1000, 1500, 700, 2000], [0, 3, 1, 2, 4]), |
| 138 | + ], |
| 139 | +) |
| 140 | +def test_bvalue_iterator(bvals, expected): |
| 141 | + obtained = list(bvalue_iterator(bvals=bvals)) |
| 142 | + assert set(obtained) == set(range(len(bvals))) |
| 143 | + # Should be ordered by increasing bvalue |
| 144 | + sorted_bvals = [bvals[i] for i in obtained] |
| 145 | + assert sorted_bvals == sorted(bvals) |
| 146 | + |
| 147 | + |
| 148 | +def test_uptake_iterator_error(): |
| 149 | + with pytest.raises(TypeError, match=KWARG_ERROR_MSG.format(kwarg=UPTAKE_KWARG)): |
| 150 | + list(uptake_iterator()) |
| 151 | + |
| 152 | + |
| 153 | +@pytest.mark.parametrize( |
| 154 | + "uptake, expected", |
| 155 | + [ |
| 156 | + ([0.3, 0.2, 0.1], [0, 1, 2]), |
| 157 | + ([0.2, 0.1, 0.3], [2, 1, 0]), |
| 158 | + ([-1.02, 1.16, -0.56, 0.43], [1, 3, 2, 0]), |
| 159 | + ], |
| 160 | +) |
| 161 | +def test_uptake_iterator_valid(uptake, expected): |
| 162 | + obtained = list(uptake_iterator(uptake=uptake)) |
| 163 | + assert set(obtained) == set(range(len(uptake))) |
| 164 | + # Should be ordered by decreasing uptake |
| 165 | + sorted_uptake = [uptake[i] for i in obtained] |
| 166 | + assert sorted_uptake == sorted(uptake, reverse=True) |
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