| |
| """ |
| Test separability of models. |
| |
| """ |
| import pytest |
| import numpy as np |
| from numpy.testing import assert_allclose |
|
|
| from astropy.modeling import models |
| from astropy.modeling.models import Mapping |
| from astropy.modeling.separable import (_coord_matrix, is_separable, _cdot, |
| _cstack, _arith_oper, separability_matrix) |
|
|
|
|
| sh1 = models.Shift(1, name='shift1') |
| sh2 = models.Shift(2, name='sh2') |
| scl1 = models.Scale(1, name='scl1') |
| scl2 = models.Scale(2, name='scl2') |
| map1 = Mapping((0, 1, 0, 1), name='map1') |
| map2 = Mapping((0, 0, 1), name='map2') |
| map3 = Mapping((0, 0), name='map3') |
| rot = models.Rotation2D(2, name='rotation') |
| p2 = models.Polynomial2D(1, name='p2') |
| p22 = models.Polynomial2D(2, name='p22') |
| p1 = models.Polynomial1D(1, name='p1') |
|
|
|
|
| compound_models = { |
| 'cm1': (map3 & sh1 | rot & sh1 | sh1 & sh2 & sh1, |
| (np.array([False, False, True]), |
| np.array([[True, False], [True, False], [False, True]])) |
| ), |
| 'cm2': (sh1 & sh2 | rot | map1 | p2 & p22, |
| (np.array([False, False]), |
| np.array([[True, True], [True, True]])) |
| ), |
| 'cm3': (map2 | rot & scl1, |
| (np.array([False, False, True]), |
| np.array([[True, False], [True, False], [False, True]])) |
| ), |
| 'cm4': (sh1 & sh2 | map2 | rot & scl1, |
| (np.array([False, False, True]), |
| np.array([[True, False], [True, False], [False, True]])) |
| ), |
| 'cm5': (map3 | sh1 & sh2 | scl1 & scl2, |
| (np.array([False, False]), |
| np.array([[True], [True]])) |
| ), |
| 'cm7': (map2 | p2 & sh1, |
| (np.array([False, True]), |
| np.array([[True, False], [False, True]])) |
| ) |
| } |
|
|
|
|
| def test_coord_matrix(): |
| c = _coord_matrix(p2, 'left', 2) |
| assert_allclose(np.array([[1, 1], [0, 0]]), c) |
| c = _coord_matrix(p2, 'right', 2) |
| assert_allclose(np.array([[0, 0], [1, 1]]), c) |
| c = _coord_matrix(p1, 'left', 2) |
| assert_allclose(np.array([[1], [0]]), c) |
| c = _coord_matrix(p1, 'left', 1) |
| assert_allclose(np.array([[1]]), c) |
| c = _coord_matrix(sh1, 'left', 2) |
| assert_allclose(np.array([[1], [0]]), c) |
| c = _coord_matrix(sh1, 'right', 2) |
| assert_allclose(np.array([[0], [1]]), c) |
| c = _coord_matrix(sh1, 'right', 3) |
| assert_allclose(np.array([[0], [0], [1]]), c) |
| c = _coord_matrix(map3, 'left', 2) |
| assert_allclose(np.array([[1], [1]]), c) |
| c = _coord_matrix(map3, 'left', 3) |
| assert_allclose(np.array([[1], [1], [0]]), c) |
|
|
|
|
| def test_cdot(): |
| result = _cdot(sh1, scl1) |
| assert_allclose(result, np.array([[1]])) |
|
|
| result = _cdot(rot, p2) |
| assert_allclose(result, np.array([[2, 2]])) |
|
|
| result = _cdot(rot, rot) |
| assert_allclose(result, np.array([[2, 2], [2, 2]])) |
|
|
| result = _cdot(Mapping((0, 0)), rot) |
| assert_allclose(result, np.array([[2], [2]])) |
|
|
|
|
| def test_cstack(): |
| result = _cstack(sh1, scl1) |
| assert_allclose(result, np.array([[1, 0], [0, 1]])) |
|
|
| result = _cstack(sh1, rot) |
| assert_allclose(result, |
| np.array([[1, 0, 0], |
| [0, 1, 1], |
| [0, 1, 1]]) |
| ) |
| result = _cstack(rot, sh1) |
| assert_allclose(result, |
| np.array([[1, 1, 0], |
| [1, 1, 0], |
| [0, 0, 1]]) |
| ) |
|
|
|
|
| def test_arith_oper(): |
| result = _arith_oper(sh1, scl1) |
| assert_allclose(result, np.array([[1]])) |
| result = _arith_oper(rot, rot) |
| assert_allclose(result, np.array([[1, 1], [1, 1]])) |
|
|
|
|
| @pytest.mark.parametrize(('compound_model', 'result'), compound_models.values()) |
| def test_separable(compound_model, result): |
| assert_allclose(is_separable(compound_model), result[0]) |
| assert_allclose(separability_matrix(compound_model), result[1]) |
|
|