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.. role:: hidden | ||
:class: hidden-section | ||
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vectoptal.order | ||
=================================== | ||
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.. automodule:: vectoptal.order | ||
.. currentmodule:: vectoptal.order | ||
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.. autoclass:: Order | ||
:members: | ||
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Useful Orders | ||
----------------------------- | ||
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.. autoclass:: ComponentwiseOrder | ||
:members: | ||
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.. autoclass:: ConeTheta2DOrder | ||
:members: | ||
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.. autoclass:: ConeOrder3D | ||
:members: | ||
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.. autoclass:: ConeOrder3DIceCream | ||
:members: |
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.. role:: hidden | ||
:class: hidden-section | ||
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vectoptal.ordering_cone | ||
=================================== | ||
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.. automodule:: vectoptal.ordering_cone | ||
.. currentmodule:: vectoptal.ordering_cone | ||
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.. autoclass:: OrderingCone | ||
:members: | ||
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.. autoclass:: ConeTheta2D | ||
:members: |
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from unittest import TestCase | ||
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import numpy as np | ||
from matplotlib import pyplot as plt | ||
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from vectoptal.ordering_cone import OrderingCone, ConeTheta2D | ||
from vectoptal.order import ( | ||
Order, | ||
ComponentwiseOrder, | ||
ConeTheta2DOrder, | ||
ConeOrder3D, | ||
ConeOrder3DIceCream, | ||
) | ||
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class TestOrder(TestCase): | ||
"""Test the Order class.""" | ||
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def test_dominates(self): | ||
ordering_cone = OrderingCone(np.eye(2)) | ||
order = Order(ordering_cone) | ||
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self.assertTrue(order.dominates(np.array([1, 1]), np.array([0, 0]))) | ||
self.assertFalse(order.dominates(np.array([0, 0]), np.array([1, 1]))) | ||
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def test_get_pareto_set(self): | ||
ordering_cone = OrderingCone(np.eye(2)) | ||
order = Order(ordering_cone) | ||
elements = np.array([[0.5, 1], [0, 0], [1, 0.5]]) | ||
self.assertListEqual(order.get_pareto_set(elements).tolist(), [0, 2]) | ||
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ordering_cone = OrderingCone(np.eye(2)) | ||
order = Order(ordering_cone) | ||
elements = np.array([[0.5, 1], [0, 0], [1, 0.5]]) | ||
self.assertListEqual(order.get_pareto_set_naive(elements).tolist(), [0, 2]) | ||
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def test_plot_pareto_set(self): | ||
ordering_cone = OrderingCone(np.eye(2)) | ||
order = Order(ordering_cone) | ||
elements = np.array([[1, 1], [0, 0], [-1, -1]]) | ||
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fig = order.plot_pareto_set(elements) | ||
self.assertIsInstance(fig, plt.Figure) | ||
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with self.assertRaises(ValueError): | ||
elements = np.zeros((3)) | ||
order.plot_pareto_set(elements) | ||
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with self.assertRaises(ValueError): | ||
elements = np.zeros((3, 5)) | ||
order.plot_pareto_set(elements) | ||
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class TestComponentwiseOrder(TestCase): | ||
"""Test the ComponentwiseOrder class.""" | ||
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def test_init(self): | ||
order = ComponentwiseOrder(2) | ||
self.assertIsInstance(order, Order) | ||
self.assertEqual(order.ordering_cone, OrderingCone(np.eye(2))) | ||
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class TestConeTheta2DOrder(TestCase): | ||
"""Test the ConeTheta2DOrder class.""" | ||
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def test_init(self): | ||
order = ConeTheta2DOrder(45) | ||
self.assertIsInstance(order, Order) | ||
self.assertEqual(order.ordering_cone, ConeTheta2D(45)) | ||
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class TestConeOrder3D(TestCase): | ||
"""Test the ConeOrder3D class.""" | ||
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def test_init(self): | ||
with self.assertRaises(ValueError): | ||
order = ConeOrder3D(cone_type="weird_3d_cone_type") | ||
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for cone_type in ["acute", "right", "obtuse"]: | ||
with self.subTest(cone_type=cone_type): | ||
order = ConeOrder3D(cone_type) | ||
self.assertIsInstance(order, Order) | ||
self.assertTrue(np.allclose(np.linalg.norm(order.ordering_cone.W, axis=1), 1)) | ||
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class TestConeOrder3DIceCream(TestCase): | ||
"""Test the ConeOrder3DIceCream class.""" | ||
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def test_init(self): | ||
for num_halfspace in range(3, 5): | ||
with self.subTest(num_halfspace=num_halfspace): | ||
order = ConeOrder3DIceCream(60, num_halfspace) | ||
self.assertIsInstance(order, Order) | ||
self.assertTrue(np.allclose(np.linalg.norm(order.ordering_cone.W, axis=1), 1)) |
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from unittest import TestCase, mock | ||
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import numpy as np | ||
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from vectoptal.ordering_cone import OrderingCone, ConeTheta2D | ||
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class TestOrderingCone(TestCase): | ||
""" | ||
Test the OrderingCone class. | ||
""" | ||
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def test_is_inside(self): | ||
W = [[1, 0], [0, 1]] | ||
ordering_cone = OrderingCone(W) | ||
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self.assertTrue(ordering_cone.is_inside([1, 1])) | ||
self.assertTrue(ordering_cone.is_inside([0, 0])) | ||
self.assertFalse(ordering_cone.is_inside([-1, -1])) | ||
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W = [[-1, 0], [0, -1]] | ||
ordering_cone = OrderingCone(W) | ||
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self.assertFalse(ordering_cone.is_inside([1, 1])) | ||
self.assertTrue(ordering_cone.is_inside([-1, -1])) | ||
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def test_plot(self): | ||
with mock.patch("vectoptal.ordering_cone.plot_2d_cone") as mock_plot: | ||
W = np.eye(2) | ||
ordering_cone = OrderingCone(W) | ||
ordering_cone.plot() | ||
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mock_plot.assert_called_once() | ||
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with mock.patch("vectoptal.ordering_cone.plot_3d_cone") as mock_plot: | ||
W = np.eye(3) | ||
ordering_cone = OrderingCone(W) | ||
ordering_cone.plot() | ||
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mock_plot.assert_called_once() | ||
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with self.assertRaises(ValueError): | ||
W = np.eye(4) | ||
ordering_cone = OrderingCone(W) | ||
ordering_cone.plot() | ||
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def test_equal(self): | ||
W = [[1, 0], [0, 1]] | ||
ordering_cone1 = OrderingCone(W) | ||
ordering_cone2 = OrderingCone(W) | ||
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self.assertEqual(ordering_cone1, ordering_cone2) | ||
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W = [[1, 0], [0, 2]] | ||
ordering_cone2 = OrderingCone(W) | ||
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self.assertNotEqual(ordering_cone1, ordering_cone2) | ||
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class TestConeTheta2D(TestCase): | ||
""" | ||
Test the OrderingCone class. | ||
""" | ||
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def test_init(self): | ||
degree = 45 | ||
angle_rad = np.deg2rad(degree) | ||
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ordering_cone = ConeTheta2D(degree) | ||
self.assertEqual(ordering_cone.cone_degree, degree) | ||
self.assertAlmostEqual(ordering_cone.beta, 1 / np.sin(angle_rad)) | ||
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def test_plot(self): | ||
with mock.patch("vectoptal.ordering_cone.plot_2d_theta_cone") as mock_plot: | ||
ordering_cone = ConeTheta2D(45) | ||
ordering_cone.plot() | ||
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mock_plot.assert_called_once() |
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