testbed/Project-MONAI__MONAI/tests/test_compose.py

# Copyright 2020 MONAI Consortium
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#     http://www.apache.org/licenses/LICENSE-2.0
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import unittest

from monai.transforms import AddChannel, Compose, Randomizable


class TestCompose(unittest.TestCase):
    def test_empty_compose(self):
        c = Compose()
        i = 1
        self.assertEqual(c(i), 1)

    def test_non_dict_compose(self):
        def a(i):
            return i + "a"

        def b(i):
            return i + "b"

        c = Compose([a, b, a, b])
        self.assertEqual(c(""), "abab")

    def test_dict_compose(self):
        def a(d):
            d = dict(d)
            d["a"] += 1
            return d

        def b(d):
            d = dict(d)
            d["b"] += 1
            return d

        c = Compose([a, b, a, b, a])
        self.assertDictEqual(c({"a": 0, "b": 0}), {"a": 3, "b": 2})

    def test_list_dict_compose(self):
        def a(d):  # transform to handle dict data
            d = dict(d)
            d["a"] += 1
            return d

        def b(d):  # transform to generate a batch list of data
            d = dict(d)
            d["b"] += 1
            d = [d] * 5
            return d

        def c(d):  # transform to handle dict data
            d = dict(d)
            d["c"] += 1
            return d

        transforms = Compose([a, a, b, c, c])
        value = transforms({"a": 0, "b": 0, "c": 0})
        for item in value:
            self.assertDictEqual(item, {"a": 2, "b": 1, "c": 2})

    def test_random_compose(self):
        class _Acc(Randomizable):
            self.rand = 0.0

            def randomize(self, data=None):
                self.rand = self.R.rand()

            def __call__(self, data):
                self.randomize()
                return self.rand + data

        c = Compose([_Acc(), _Acc()])
        self.assertNotAlmostEqual(c(0), c(0))
        c.set_random_state(123)
        self.assertAlmostEqual(c(1), 2.39293837)
        c.set_random_state(223)
        c.randomize()
        self.assertAlmostEqual(c(1), 2.57673391)

    def test_randomize_warn(self):
        class _RandomClass(Randomizable):
            def randomize(self, foo1, foo2):
                pass

        c = Compose([_RandomClass(), _RandomClass()])
        with self.assertWarns(Warning):
            c.randomize()

    def test_err_msg(self):
        transforms = Compose([abs, AddChannel(), round])
        with self.assertRaisesRegex(Exception, "AddChannel"):
            transforms(42.1)


if __name__ == "__main__":
    unittest.main()