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@@ -1,69 +1,59 @@ | ||
import unittest | ||
from functools import cached_property | ||
from unittest.mock import patch, ANY | ||
from unittest.mock import ANY | ||
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import numpy as np | ||
import pytest | ||
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from depiction.calibration.models.polynomial_model import PolynomialModel | ||
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class TestPolynomialModel(unittest.TestCase): | ||
def setUp(self) -> None: | ||
self.mock_coef = [1, 2, 3] | ||
@pytest.fixture() | ||
def mock_coef(): | ||
return [1, 2, 3] | ||
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@cached_property | ||
def mock_model(self): | ||
return PolynomialModel(coef=self.mock_coef) | ||
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def test_coef(self) -> None: | ||
np.testing.assert_array_equal( | ||
np.array([1, 2, 3]), | ||
self.mock_model.coef, | ||
) | ||
@pytest.fixture() | ||
def mock_model(mock_coef): | ||
return PolynomialModel(coef=mock_coef) | ||
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def test_is_zero_when_false(self) -> None: | ||
self.assertFalse(self.mock_model.is_zero) | ||
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def test_is_zero_when_true(self) -> None: | ||
self.assertTrue(PolynomialModel.zero().is_zero) | ||
self.mock_coef = [0.0, 0, 0] | ||
self.assertTrue(self.mock_model.is_zero) | ||
def test_coef(mock_model) -> None: | ||
np.testing.assert_array_equal(mock_model.coef, np.array([1, 2, 3])) | ||
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def test_degree(self) -> None: | ||
self.assertEqual(2, self.mock_model.degree) | ||
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def test_predict(self) -> None: | ||
np.testing.assert_array_equal( | ||
np.array([6.0, 11]), | ||
self.mock_model.predict([1.0, 2]), | ||
) | ||
def test_is_zero_when_false(mock_model) -> None: | ||
assert not mock_model.is_zero | ||
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def test_identity(self) -> None: | ||
np.testing.assert_array_equal( | ||
np.array([0, 1]), | ||
PolynomialModel.identity().coef, | ||
) | ||
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def test_zero(self) -> None: | ||
np.testing.assert_array_equal( | ||
np.array([0, 0]), | ||
PolynomialModel.zero().coef, | ||
) | ||
def test_is_zero_when_true() -> None: | ||
assert PolynomialModel.zero().is_zero | ||
assert PolynomialModel([0.0, 0, 0]).is_zero | ||
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@patch("numpy.polyfit") | ||
def test_fit_lsq(self, mock_polyfit) -> None: | ||
self.mock_model_type = "poly_5" | ||
mock_x = np.array([100, 200, 300]) | ||
mock_y = np.array([1, 2, 3]) | ||
mock_polyfit.return_value = np.array([5, 7]) | ||
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model = PolynomialModel.fit_lsq(mock_x, mock_y, degree=5) | ||
def test_degree(mock_model) -> None: | ||
assert mock_model.degree == 2 | ||
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np.testing.assert_array_equal(np.array([5, 7]), model.coef) | ||
mock_polyfit.assert_called_once_with(ANY, ANY, deg=5) | ||
np.testing.assert_array_equal(mock_x, mock_polyfit.call_args[0][0]) | ||
np.testing.assert_array_equal(mock_y, mock_polyfit.call_args[0][1]) | ||
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def test_predict(mock_model) -> None: | ||
np.testing.assert_array_equal(mock_model.predict([1.0, 2]), np.array([6.0, 11])) | ||
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if __name__ == "__main__": | ||
unittest.main() | ||
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def test_identity() -> None: | ||
np.testing.assert_array_equal(np.array([0, 1]), PolynomialModel.identity().coef) | ||
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def test_zero() -> None: | ||
np.testing.assert_array_equal(np.array([0, 0]), PolynomialModel.zero().coef) | ||
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def test_fit_lsq(mocker) -> None: | ||
mock_polyfit = mocker.patch("numpy.polyfit") | ||
mock_x = np.array([100, 200, 300]) | ||
mock_y = np.array([1, 2, 3]) | ||
mock_polyfit.return_value = np.array([5, 7]) | ||
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model = PolynomialModel.fit_lsq(mock_x, mock_y, degree=5) | ||
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np.testing.assert_array_equal(np.array([5, 7]), model.coef) | ||
mock_polyfit.assert_called_once_with(ANY, ANY, deg=5) | ||
np.testing.assert_array_equal(mock_x, mock_polyfit.call_args[0][0]) | ||
np.testing.assert_array_equal(mock_y, mock_polyfit.call_args[0][1]) |