import torch from pina import LabelTensor from pina.domain import Intersection, EllipsoidDomain, CartesianDomain def test_constructor_two_CartesianDomains(): Intersection([ CartesianDomain({ 'x': [0, 2], 'y': [0, 2] }), CartesianDomain({ 'x': [1, 3], 'y': [1, 3] }) ]) def test_constructor_two_3DCartesianDomain(): Intersection([ CartesianDomain({ 'x': [0, 2], 'y': [0, 2], 'z': [0, 2] }), CartesianDomain({ 'x': [1, 3], 'y': [1, 3], 'z': [1, 3] }) ]) def test_constructor_three_CartesianDomains(): Intersection([ CartesianDomain({ 'x': [0, 2], 'y': [0, 2] }), CartesianDomain({ 'x': [1, 3], 'y': [1, 3] }), CartesianDomain({ 'x': [2, 4], 'y': [2, 4] }) ]) def test_is_inside_two_CartesianDomains(): pt_1 = LabelTensor(torch.tensor([[0.5, 0.5]]), ['x', 'y']) pt_2 = LabelTensor(torch.tensor([[-1, -0.5]]), ['x', 'y']) pt_3 = LabelTensor(torch.tensor([[1.5, 1.5]]), ['x', 'y']) domain = Intersection([ CartesianDomain({ 'x': [0, 2], 'y': [0, 2] }), CartesianDomain({ 'x': [1, 3], 'y': [1, 3] }) ]) assert domain.is_inside(pt_1) == False assert domain.is_inside(pt_2) == False assert domain.is_inside(pt_3) == True def test_is_inside_two_3DCartesianDomain(): pt_1 = LabelTensor(torch.tensor([[0.5, 0.5, 0.5]]), ['x', 'y', 'z']) pt_2 = LabelTensor(torch.tensor([[-1, -0.5, -0.5]]), ['x', 'y', 'z']) pt_3 = LabelTensor(torch.tensor([[1.5, 1.5, 1.5]]), ['x', 'y', 'z']) domain = Intersection([ CartesianDomain({ 'x': [0, 2], 'y': [0, 2], 'z': [0, 2] }), CartesianDomain({ 'x': [1, 3], 'y': [1, 3], 'z': [1, 3] }) ]) assert domain.is_inside(pt_1) == False assert domain.is_inside(pt_2) == False assert domain.is_inside(pt_3) == True def test_sample(): n = 100 domain = Intersection([ EllipsoidDomain({ 'x': [-1, 1], 'y': [-1, 1] }), CartesianDomain({ 'x': [-0.5, 0.5], 'y': [-0.5, 0.5] }) ]) pts = domain.sample(n) assert isinstance(pts, LabelTensor) assert pts.shape[0] == n n = 105 pts = domain.sample(n) assert isinstance(pts, LabelTensor) assert pts.shape[0] == n