[2526] | 1 | #!/usr/bin/env python |
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| 2 | |
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| 3 | #TEST |
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| 4 | import sys |
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| 5 | import unittest |
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| 6 | from math import sqrt |
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| 7 | |
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| 8 | |
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[2753] | 9 | from pyvolution.least_squares import * |
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[3085] | 10 | from pyvolution.neighbour_mesh import Mesh |
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| 11 | |
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[2526] | 12 | from Numeric import allclose, array, transpose |
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| 13 | |
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| 14 | from coordinate_transforms.geo_reference import Geo_reference |
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| 15 | |
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| 16 | def distance(x, y): |
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| 17 | return sqrt( sum( (array(x)-array(y))**2 )) |
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| 18 | |
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| 19 | def linear_function(point): |
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| 20 | point = array(point) |
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| 21 | return point[:,0]+point[:,1] |
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| 22 | |
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| 23 | |
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| 24 | class Test_Least_Squares(unittest.TestCase): |
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| 25 | |
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| 26 | def setUp(self): |
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| 27 | pass |
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| 28 | |
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| 29 | def tearDown(self): |
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| 30 | pass |
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| 31 | |
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| 32 | def test_datapoint_at_centroid(self): |
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| 33 | a = [0.0, 0.0] |
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| 34 | b = [0.0, 2.0] |
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| 35 | c = [2.0,0.0] |
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| 36 | points = [a, b, c] |
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| 37 | vertices = [ [1,0,2] ] #bac |
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| 38 | |
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| 39 | data = [ [2.0/3, 2.0/3] ] #Use centroid as one data point |
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| 40 | |
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[2778] | 41 | |
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[2526] | 42 | interp = Interpolation(points, vertices, data) |
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| 43 | assert allclose(interp.get_A(), [[1./3, 1./3, 1./3]]) |
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| 44 | |
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| 45 | |
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| 46 | def test_quad_tree(self): |
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| 47 | p0 = [-10.0, -10.0] |
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| 48 | p1 = [20.0, -10.0] |
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| 49 | p2 = [-10.0, 20.0] |
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| 50 | p3 = [10.0, 50.0] |
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| 51 | p4 = [30.0, 30.0] |
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| 52 | p5 = [50.0, 10.0] |
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| 53 | p6 = [40.0, 60.0] |
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| 54 | p7 = [60.0, 40.0] |
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| 55 | p8 = [-66.0, 20.0] |
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| 56 | p9 = [10.0, -66.0] |
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| 57 | |
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| 58 | points = [p0, p1, p2, p3, p4, p5, p6, p7, p8, p9] |
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| 59 | triangles = [ [0, 1, 2], |
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| 60 | [3, 2, 4], |
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| 61 | [4, 2, 1], |
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| 62 | [4, 1, 5], |
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| 63 | [3, 4, 6], |
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| 64 | [6, 4, 7], |
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| 65 | [7, 4, 5], |
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| 66 | [8, 0, 2], |
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| 67 | [0, 9, 1]] |
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| 68 | |
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| 69 | data = [ [4,4] ] |
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| 70 | interp = Interpolation(points, triangles, data, alpha = 0.0, |
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| 71 | max_points_per_cell = 4) |
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| 72 | #print "PDSG - interp.get_A()", interp.get_A() |
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| 73 | answer = [ [ 0.06666667, 0.46666667, 0.46666667, 0., |
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| 74 | 0., 0. , 0., 0., 0., 0.]] |
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| 75 | assert allclose(interp.get_A(), answer) |
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| 76 | interp.set_point_coordinates([[-30, -30]]) #point outside of mesh |
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| 77 | #print "PDSG - interp.get_A()", interp.get_A() |
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| 78 | answer = [ [ 0.0, 0.0, 0.0, 0., |
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| 79 | 0., 0. , 0., 0., 0., 0.]] |
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| 80 | assert allclose(interp.get_A(), answer) |
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| 81 | |
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| 82 | |
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| 83 | #point outside of quad tree root cell |
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| 84 | interp.set_point_coordinates([[-70, -70]]) |
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| 85 | #print "PDSG - interp.get_A()", interp.get_A() |
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| 86 | answer = [ [ 0.0, 0.0, 0.0, 0., |
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| 87 | 0., 0. , 0., 0., 0., 0.]] |
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| 88 | assert allclose(interp.get_A(), answer) |
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| 89 | |
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| 90 | def test_expand_search(self): |
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| 91 | p0 = [-10.0, -10.0] |
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| 92 | p1 = [20.0, -10.0] |
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| 93 | p2 = [-10.0, 20.0] |
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| 94 | p3 = [10.0, 50.0] |
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| 95 | p4 = [30.0, 30.0] |
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| 96 | p5 = [50.0, 10.0] |
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| 97 | p6 = [40.0, 60.0] |
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| 98 | p7 = [60.0, 40.0] |
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| 99 | p8 = [-66.0, 20.0] |
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| 100 | p9 = [10.0, -66.0] |
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| 101 | |
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| 102 | points = [p0, p1, p2, p3, p4, p5, p6, p7, p8, p9] |
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| 103 | triangles = [ [0, 1, 2], |
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| 104 | [3, 2, 4], |
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| 105 | [4, 2, 1], |
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| 106 | [4, 1, 5], |
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| 107 | [3, 4, 6], |
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| 108 | [6, 4, 7], |
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| 109 | [7, 4, 5], |
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| 110 | [8, 0, 2], |
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| 111 | [0, 9, 1]] |
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| 112 | |
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| 113 | data = [ [4,4], |
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| 114 | [-30,10], |
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| 115 | [-20,0], |
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| 116 | [-20,10], |
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| 117 | [0,30], |
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| 118 | [10,-40], |
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| 119 | [10,-30], |
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| 120 | [10,-20], |
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| 121 | [10,10], |
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| 122 | [10,20], |
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| 123 | [10,30], |
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| 124 | [10,40], |
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| 125 | [20,10], |
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| 126 | [25,45], |
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| 127 | [30,0], |
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| 128 | [30,10], |
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| 129 | [30,30], |
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| 130 | [30,40], |
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| 131 | [30,50], |
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| 132 | [40,10], |
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| 133 | [40,30], |
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| 134 | [40,40], |
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| 135 | [40,50], |
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| 136 | [50,20], |
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| 137 | [50,30], |
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| 138 | [50,40], |
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| 139 | [50,50], |
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| 140 | [30,0], |
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| 141 | [-20,-20]] |
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| 142 | point_attributes = [ -400000, |
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| 143 | 10, |
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| 144 | 10, |
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| 145 | 10, |
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| 146 | 10, |
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| 147 | 10, |
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| 148 | 10, |
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| 149 | 10, |
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| 150 | 10, |
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| 151 | 10, |
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| 152 | 10, |
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| 153 | 10, |
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| 154 | 10, |
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| 155 | 10, |
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| 156 | 10, |
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| 157 | 10, |
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| 158 | 10, |
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| 159 | 10, |
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| 160 | 10, |
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| 161 | 10, |
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| 162 | 10, |
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| 163 | 10, |
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| 164 | 10, |
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| 165 | 10, |
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| 166 | 10, |
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| 167 | 10, |
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| 168 | 10, |
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| 169 | 10, |
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| 170 | 99] |
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| 171 | |
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| 172 | interp = Interpolation(points, triangles, data, |
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| 173 | alpha=0.0, expand_search=False, #verbose = True, #False, |
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| 174 | max_points_per_cell = 4) |
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| 175 | calc = interp.fit_points(point_attributes, ) |
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| 176 | #print "calc",calc |
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| 177 | |
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| 178 | # the point at 4,4 is ignored. An expanded search has to be done |
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| 179 | # to fine which triangel it's in. |
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| 180 | # An expanded search isn't done to find that the last point |
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| 181 | # isn't in the mesh. But this isn't tested. |
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| 182 | answer= [ 10, |
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| 183 | 10, |
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| 184 | 10, |
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| 185 | 10, |
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| 186 | 10, |
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| 187 | 10, |
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| 188 | 10, |
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| 189 | 10, |
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| 190 | 10, |
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| 191 | 10] |
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| 192 | assert allclose(calc, answer) |
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| 193 | |
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| 194 | def test_quad_treeII(self): |
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| 195 | p0 = [-66.0, 14.0] |
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| 196 | p1 = [14.0, -66.0] |
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| 197 | p2 = [14.0, 14.0] |
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| 198 | p3 = [60.0, 20.0] |
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| 199 | p4 = [10.0, 60.0] |
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| 200 | p5 = [60.0, 60.0] |
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| 201 | |
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| 202 | points = [p0, p1, p2, p3, p4, p5] |
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| 203 | triangles = [ [0, 1, 2], |
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| 204 | [3, 2, 1], |
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| 205 | [0, 2, 4], |
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| 206 | [4, 2, 5], |
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| 207 | [5, 2, 3]] |
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| 208 | |
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| 209 | data = [ [-26.0,-26.0] ] |
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| 210 | interp = Interpolation(points, triangles, data, alpha = 0.0, |
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| 211 | max_points_per_cell = 4) |
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| 212 | #print "PDSG - interp.get_A()", interp.get_A() |
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| 213 | answer = [ [ 0.5, 0.5, 0.0, 0., |
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| 214 | 0., 0.]] |
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| 215 | assert allclose(interp.get_A(), answer) |
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| 216 | interp.set_point_coordinates([[-30, -30]]) #point outside of mesh |
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| 217 | #print "PDSG -30,-30 - interp.get_A()", interp.get_A() |
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| 218 | answer = [ [ 0.0, 0.0, 0.0, 0., |
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| 219 | 0., 0.]] |
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| 220 | assert allclose(interp.get_A(), answer) |
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| 221 | |
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| 222 | |
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| 223 | #point outside of quad tree root cell |
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| 224 | interp.set_point_coordinates([[-70, -70]]) |
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| 225 | #print "PDSG -70,-70 interp.get_A()", interp.get_A() |
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| 226 | answer = [ [ 0.0, 0.0, 0.0, 0., |
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| 227 | 0., 0. ]] |
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| 228 | assert allclose(interp.get_A(), answer) |
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| 229 | |
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| 230 | |
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| 231 | def test_datapoints_at_vertices(self): |
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| 232 | """Test that data points coinciding with vertices yield a diagonal matrix |
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| 233 | """ |
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| 234 | |
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| 235 | a = [0.0, 0.0] |
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| 236 | b = [0.0, 2.0] |
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| 237 | c = [2.0,0.0] |
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| 238 | points = [a, b, c] |
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| 239 | vertices = [ [1,0,2] ] #bac |
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| 240 | |
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| 241 | data = points #Use data at vertices |
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| 242 | |
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| 243 | interp = Interpolation(points, vertices, data) |
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| 244 | assert allclose(interp.get_A(), [[1., 0., 0.], |
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| 245 | [0., 1., 0.], |
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| 246 | [0., 0., 1.]]) |
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| 247 | |
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| 248 | |
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| 249 | |
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| 250 | def test_datapoints_on_edge_midpoints(self): |
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| 251 | """Try datapoints midway on edges - |
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| 252 | each point should affect two matrix entries equally |
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| 253 | """ |
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| 254 | |
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| 255 | a = [0.0, 0.0] |
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| 256 | b = [0.0, 2.0] |
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| 257 | c = [2.0,0.0] |
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| 258 | points = [a, b, c] |
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| 259 | vertices = [ [1,0,2] ] #bac |
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| 260 | |
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| 261 | data = [ [0., 1.], [1., 0.], [1., 1.] ] |
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| 262 | |
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| 263 | interp = Interpolation(points, vertices, data) |
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| 264 | |
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| 265 | assert allclose(interp.get_A(), [[0.5, 0.5, 0.0], #Affects vertex 1 and 0 |
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| 266 | [0.5, 0.0, 0.5], #Affects vertex 0 and 2 |
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| 267 | [0.0, 0.5, 0.5]]) #Affects vertex 1 and 2 |
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| 268 | |
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| 269 | |
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| 270 | def test_datapoints_on_edges(self): |
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| 271 | """Try datapoints on edges - |
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| 272 | each point should affect two matrix entries in proportion |
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| 273 | """ |
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| 274 | |
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| 275 | a = [0.0, 0.0] |
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| 276 | b = [0.0, 2.0] |
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| 277 | c = [2.0,0.0] |
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| 278 | points = [a, b, c] |
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| 279 | vertices = [ [1,0,2] ] #bac |
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| 280 | |
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| 281 | data = [ [0., 1.5], [1.5, 0.], [1.5, 0.5] ] |
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| 282 | |
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| 283 | interp = Interpolation(points, vertices, data) |
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| 284 | |
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| 285 | assert allclose(interp.get_A(), [[0.25, 0.75, 0.0], #Affects vertex 1 and 0 |
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| 286 | [0.25, 0.0, 0.75], #Affects vertex 0 and 2 |
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| 287 | [0.0, 0.25, 0.75]]) #Affects vertex 1 and 2 |
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| 288 | |
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| 289 | def test_arbitrary_datapoints(self): |
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| 290 | """Try arbitrary datapoints |
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| 291 | """ |
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| 292 | |
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| 293 | from Numeric import sum |
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| 294 | |
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| 295 | a = [0.0, 0.0] |
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| 296 | b = [0.0, 2.0] |
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| 297 | c = [2.0,0.0] |
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| 298 | points = [a, b, c] |
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| 299 | vertices = [ [1,0,2] ] #bac |
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| 300 | |
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| 301 | data = [ [0.2, 1.5], [0.123, 1.768], [1.43, 0.44] ] |
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| 302 | |
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| 303 | interp = Interpolation(points, vertices, data) |
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| 304 | #print "interp.get_A()", interp.get_A() |
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| 305 | assert allclose(sum(interp.get_A(), axis=1), 1.0) |
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| 306 | |
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| 307 | def test_arbitrary_datapoints_some_outside(self): |
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| 308 | """Try arbitrary datapoints one outside the triangle. |
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| 309 | That one should be ignored |
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| 310 | """ |
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| 311 | |
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| 312 | from Numeric import sum |
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| 313 | |
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| 314 | a = [0.0, 0.0] |
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| 315 | b = [0.0, 2.0] |
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| 316 | c = [2.0,0.0] |
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| 317 | points = [a, b, c] |
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| 318 | vertices = [ [1,0,2] ] #bac |
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| 319 | |
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| 320 | data = [ [0.2, 1.5], [0.123, 1.768], [1.43, 0.44], [5.0, 7.0]] |
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| 321 | |
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| 322 | |
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| 323 | interp = Interpolation(points, vertices, data, precrop = True) |
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| 324 | assert allclose(sum(interp.get_A(), axis=1), 1.0) |
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| 325 | |
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| 326 | interp = Interpolation(points, vertices, data, precrop = False) |
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| 327 | assert allclose(sum(interp.get_A(), axis=1), [1,1,1,0]) |
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| 328 | |
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| 329 | |
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| 330 | |
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| 331 | # this causes a memory error in scipy.sparse |
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| 332 | def test_more_triangles(self): |
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| 333 | |
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| 334 | a = [-1.0, 0.0] |
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| 335 | b = [3.0, 4.0] |
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| 336 | c = [4.0,1.0] |
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| 337 | d = [-3.0, 2.0] #3 |
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| 338 | e = [-1.0,-2.0] |
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| 339 | f = [1.0, -2.0] #5 |
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| 340 | |
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| 341 | points = [a, b, c, d,e,f] |
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| 342 | triangles = [[0,1,3],[1,0,2],[0,4,5], [0,5,2]] #abd bac aef afc |
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| 343 | |
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| 344 | #Data points |
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| 345 | data_points = [ [-3., 2.0], [-2, 1], [0.0, 1], [0, 3], [2, 3], [-1.0/3,-4./3] ] |
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| 346 | interp = Interpolation(points, triangles, data_points) |
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| 347 | |
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| 348 | answer = [[0.0, 0.0, 0.0, 1.0, 0.0, 0.0], #Affects point d |
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| 349 | [0.5, 0.0, 0.0, 0.5, 0.0, 0.0], #Affects points a and d |
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| 350 | [0.75, 0.25, 0.0, 0.0, 0.0, 0.0], #Affects points a and b |
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| 351 | [0.0, 0.5, 0.0, 0.5, 0.0, 0.0], #Affects points a and d |
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| 352 | [0.25, 0.75, 0.0, 0.0, 0.0, 0.0], #Affects points a and b |
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| 353 | [1./3, 0.0, 0.0, 0.0, 1./3, 1./3]] #Affects points a, e and f |
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| 354 | |
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| 355 | |
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| 356 | A = interp.get_A() |
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| 357 | for i in range(A.shape[0]): |
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| 358 | for j in range(A.shape[1]): |
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| 359 | if not allclose(A[i,j], answer[i][j]): |
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| 360 | print i,j,':',A[i,j], answer[i][j] |
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| 361 | |
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| 362 | |
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| 363 | assert allclose(interp.get_A(), answer) |
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| 364 | |
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| 365 | |
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| 366 | |
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| 367 | |
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| 368 | def test_smooth_attributes_to_mesh(self): |
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| 369 | a = [0.0, 0.0] |
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| 370 | b = [0.0, 5.0] |
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| 371 | c = [5.0, 0.0] |
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| 372 | points = [a, b, c] |
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| 373 | triangles = [ [1,0,2] ] #bac |
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| 374 | |
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| 375 | d1 = [1.0, 1.0] |
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| 376 | d2 = [1.0, 3.0] |
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| 377 | d3 = [3.0,1.0] |
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| 378 | z1 = 2 |
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| 379 | z2 = 4 |
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| 380 | z3 = 4 |
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| 381 | data_coords = [d1, d2, d3] |
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| 382 | |
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| 383 | interp = Interpolation(points, triangles, data_coords, alpha=5.0e-20) |
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| 384 | z = [z1, z2, z3] |
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| 385 | f = interp.fit(z) |
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| 386 | answer = [0, 5., 5.] |
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| 387 | |
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| 388 | #print "f\n",f |
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| 389 | #print "answer\n",answer |
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| 390 | |
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| 391 | assert allclose(f, answer, atol=1e-7) |
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| 392 | |
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| 393 | |
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| 394 | def test_smooth_att_to_meshII(self): |
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| 395 | |
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| 396 | a = [0.0, 0.0] |
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| 397 | b = [0.0, 5.0] |
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| 398 | c = [5.0, 0.0] |
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| 399 | points = [a, b, c] |
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| 400 | triangles = [ [1,0,2] ] #bac |
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| 401 | |
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| 402 | d1 = [1.0, 1.0] |
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| 403 | d2 = [1.0, 2.0] |
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| 404 | d3 = [3.0,1.0] |
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| 405 | data_coords = [d1, d2, d3] |
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| 406 | z = linear_function(data_coords) |
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| 407 | interp = Interpolation(points, triangles, data_coords, alpha=0.0) |
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| 408 | f = interp.fit(z) |
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| 409 | answer = linear_function(points) |
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| 410 | |
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| 411 | assert allclose(f, answer) |
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| 412 | |
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| 413 | def test_smooth_attributes_to_meshIII(self): |
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| 414 | |
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| 415 | a = [-1.0, 0.0] |
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| 416 | b = [3.0, 4.0] |
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| 417 | c = [4.0,1.0] |
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| 418 | d = [-3.0, 2.0] #3 |
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| 419 | e = [-1.0,-2.0] |
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| 420 | f = [1.0, -2.0] #5 |
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| 421 | |
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| 422 | vertices = [a, b, c, d,e,f] |
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| 423 | triangles = [[0,1,3], [1,0,2], [0,4,5], [0,5,2]] #abd bac aef afc |
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| 424 | |
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| 425 | point_coords = [[-2.0, 2.0], |
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| 426 | [-1.0, 1.0], |
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| 427 | [0.0,2.0], |
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| 428 | [1.0, 1.0], |
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| 429 | [2.0, 1.0], |
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| 430 | [0.0,0.0], |
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| 431 | [1.0, 0.0], |
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| 432 | [0.0, -1.0], |
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| 433 | [-0.2,-0.5], |
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| 434 | [-0.9, -1.5], |
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| 435 | [0.5, -1.9], |
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| 436 | [3.0,1.0]] |
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| 437 | |
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| 438 | z = linear_function(point_coords) |
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| 439 | interp = Interpolation(vertices, triangles, point_coords, alpha=0.0) |
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| 440 | |
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| 441 | #print 'z',z |
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| 442 | f = interp.fit(z) |
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| 443 | answer = linear_function(vertices) |
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| 444 | #print "f\n",f |
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| 445 | #print "answer\n",answer |
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| 446 | assert allclose(f, answer) |
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| 447 | |
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| 448 | |
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| 449 | def test_smooth_attributes_to_meshIV(self): |
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| 450 | """ Testing 2 attributes smoothed to the mesh |
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| 451 | """ |
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| 452 | |
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| 453 | a = [0.0, 0.0] |
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| 454 | b = [0.0, 5.0] |
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| 455 | c = [5.0, 0.0] |
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| 456 | points = [a, b, c] |
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| 457 | triangles = [ [1,0,2] ] #bac |
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| 458 | |
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| 459 | d1 = [1.0, 1.0] |
---|
| 460 | d2 = [1.0, 3.0] |
---|
| 461 | d3 = [3.0, 1.0] |
---|
| 462 | z1 = [2, 4] |
---|
| 463 | z2 = [4, 8] |
---|
| 464 | z3 = [4, 8] |
---|
| 465 | data_coords = [d1, d2, d3] |
---|
| 466 | |
---|
| 467 | interp = Interpolation(points, triangles, data_coords, alpha=0.0) |
---|
| 468 | z = [z1, z2, z3] |
---|
| 469 | f = interp.fit_points(z) |
---|
| 470 | answer = [[0,0], [5., 10.], [5., 10.]] |
---|
| 471 | assert allclose(f, answer) |
---|
| 472 | |
---|
| 473 | def test_interpolate_attributes_to_points(self): |
---|
| 474 | v0 = [0.0, 0.0] |
---|
| 475 | v1 = [0.0, 5.0] |
---|
| 476 | v2 = [5.0, 0.0] |
---|
| 477 | |
---|
| 478 | vertices = [v0, v1, v2] |
---|
| 479 | triangles = [ [1,0,2] ] #bac |
---|
| 480 | |
---|
| 481 | d0 = [1.0, 1.0] |
---|
| 482 | d1 = [1.0, 2.0] |
---|
| 483 | d2 = [3.0, 1.0] |
---|
| 484 | point_coords = [ d0, d1, d2] |
---|
| 485 | |
---|
| 486 | interp = Interpolation(vertices, triangles, point_coords) |
---|
| 487 | f = linear_function(vertices) |
---|
[2750] | 488 | #z = interp.interpolate(f) |
---|
[2526] | 489 | answer = linear_function(point_coords) |
---|
| 490 | |
---|
| 491 | |
---|
[2750] | 492 | #assert allclose(z, answer) |
---|
[2526] | 493 | |
---|
| 494 | |
---|
| 495 | def test_interpolate_attributes_to_points_interp_only(self): |
---|
| 496 | v0 = [0.0, 0.0] |
---|
| 497 | v1 = [0.0, 5.0] |
---|
| 498 | v2 = [5.0, 0.0] |
---|
| 499 | |
---|
| 500 | vertices = [v0, v1, v2] |
---|
| 501 | triangles = [ [1,0,2] ] #bac |
---|
| 502 | |
---|
| 503 | d0 = [1.0, 1.0] |
---|
| 504 | d1 = [1.0, 2.0] |
---|
| 505 | d2 = [3.0, 1.0] |
---|
| 506 | point_coords = [ d0, d1, d2] |
---|
| 507 | |
---|
| 508 | interp = Interpolation(vertices, triangles, point_coords, |
---|
| 509 | interp_only = True) |
---|
| 510 | |
---|
| 511 | f = linear_function(vertices) |
---|
[2750] | 512 | #z = interp.interpolate(f) |
---|
[2526] | 513 | answer = linear_function(point_coords) |
---|
| 514 | #print "answer", answer |
---|
| 515 | #print "z", z |
---|
| 516 | |
---|
[2750] | 517 | #assert allclose(z, answer) |
---|
[2526] | 518 | |
---|
| 519 | def test_interpolate_attributes_to_pointsII(self): |
---|
| 520 | a = [-1.0, 0.0] |
---|
| 521 | b = [3.0, 4.0] |
---|
| 522 | c = [4.0, 1.0] |
---|
| 523 | d = [-3.0, 2.0] #3 |
---|
| 524 | e = [-1.0, -2.0] |
---|
| 525 | f = [1.0, -2.0] #5 |
---|
| 526 | |
---|
| 527 | vertices = [a, b, c, d,e,f] |
---|
| 528 | triangles = [[0,1,3], [1,0,2], [0,4,5], [0,5,2]] #abd bac aef afc |
---|
| 529 | |
---|
| 530 | |
---|
| 531 | point_coords = [[-2.0, 2.0], |
---|
| 532 | [-1.0, 1.0], |
---|
| 533 | [0.0, 2.0], |
---|
| 534 | [1.0, 1.0], |
---|
| 535 | [2.0, 1.0], |
---|
| 536 | [0.0, 0.0], |
---|
| 537 | [1.0, 0.0], |
---|
| 538 | [0.0, -1.0], |
---|
| 539 | [-0.2, -0.5], |
---|
| 540 | [-0.9, -1.5], |
---|
| 541 | [0.5, -1.9], |
---|
| 542 | [3.0, 1.0]] |
---|
| 543 | |
---|
| 544 | interp = Interpolation(vertices, triangles, point_coords) |
---|
| 545 | f = linear_function(vertices) |
---|
[2750] | 546 | #z = interp.interpolate(f) |
---|
[2526] | 547 | answer = linear_function(point_coords) |
---|
| 548 | #print "z",z |
---|
| 549 | #print "answer",answer |
---|
[2750] | 550 | #assert allclose(z, answer) |
---|
[2526] | 551 | |
---|
| 552 | def test_interpolate_attributes_to_pointsIII(self): |
---|
| 553 | """Test linear interpolation of known values at vertices to |
---|
| 554 | new points inside a triangle |
---|
| 555 | """ |
---|
| 556 | a = [0.0, 0.0] |
---|
| 557 | b = [0.0, 5.0] |
---|
| 558 | c = [5.0, 0.0] |
---|
| 559 | d = [5.0, 5.0] |
---|
| 560 | |
---|
| 561 | vertices = [a, b, c, d] |
---|
| 562 | triangles = [ [1,0,2], [2,3,1] ] #bac, cdb |
---|
| 563 | |
---|
| 564 | #Points within triangle 1 |
---|
| 565 | d0 = [1.0, 1.0] |
---|
| 566 | d1 = [1.0, 2.0] |
---|
| 567 | d2 = [3.0, 1.0] |
---|
| 568 | |
---|
| 569 | #Point within triangle 2 |
---|
| 570 | d3 = [4.0, 3.0] |
---|
| 571 | |
---|
| 572 | #Points on common edge |
---|
| 573 | d4 = [2.5, 2.5] |
---|
| 574 | d5 = [4.0, 1.0] |
---|
| 575 | |
---|
| 576 | #Point on common vertex |
---|
| 577 | d6 = [0., 5.] |
---|
| 578 | |
---|
| 579 | point_coords = [d0, d1, d2, d3, d4, d5, d6] |
---|
| 580 | |
---|
| 581 | interp = Interpolation(vertices, triangles, point_coords) |
---|
| 582 | |
---|
| 583 | #Known values at vertices |
---|
| 584 | #Functions are x+y, x+2y, 2x+y, x-y-5 |
---|
| 585 | f = [ [0., 0., 0., -5.], # (0,0) |
---|
| 586 | [5., 10., 5., -10.], # (0,5) |
---|
| 587 | [5., 5., 10.0, 0.], # (5,0) |
---|
| 588 | [10., 15., 15., -5.]] # (5,5) |
---|
| 589 | |
---|
[2750] | 590 | #z = interp.interpolate(f) |
---|
[2526] | 591 | answer = [ [2., 3., 3., -5.], # (1,1) |
---|
| 592 | [3., 5., 4., -6.], # (1,2) |
---|
| 593 | [4., 5., 7., -3.], # (3,1) |
---|
| 594 | [7., 10., 11., -4.], # (4,3) |
---|
| 595 | [5., 7.5, 7.5, -5.], # (2.5, 2.5) |
---|
| 596 | [5., 6., 9., -2.], # (4,1) |
---|
| 597 | [5., 10., 5., -10.]] # (0,5) |
---|
| 598 | |
---|
| 599 | #print "***********" |
---|
| 600 | #print "z",z |
---|
| 601 | #print "answer",answer |
---|
| 602 | #print "***********" |
---|
| 603 | |
---|
| 604 | #Should an error message be returned if points are outside |
---|
| 605 | # of the mesh? Not currently. |
---|
| 606 | |
---|
[2750] | 607 | #assert allclose(z, answer) |
---|
[2526] | 608 | |
---|
| 609 | |
---|
| 610 | def test_interpolate_point_outside_of_mesh(self): |
---|
| 611 | """Test linear interpolation of known values at vertices to |
---|
| 612 | new points inside a triangle |
---|
| 613 | """ |
---|
| 614 | a = [0.0, 0.0] |
---|
| 615 | b = [0.0, 5.0] |
---|
| 616 | c = [5.0, 0.0] |
---|
| 617 | d = [5.0, 5.0] |
---|
| 618 | |
---|
| 619 | vertices = [a, b, c, d] |
---|
| 620 | triangles = [ [1,0,2], [2,3,1] ] #bac, cdb |
---|
| 621 | |
---|
| 622 | #Far away point |
---|
| 623 | d7 = [-1., -1.] |
---|
| 624 | |
---|
| 625 | point_coords = [ d7] |
---|
| 626 | |
---|
| 627 | interp = Interpolation(vertices, triangles, point_coords) |
---|
| 628 | |
---|
| 629 | #Known values at vertices |
---|
| 630 | #Functions are x+y, x+2y, 2x+y, x-y-5 |
---|
| 631 | f = [ [0., 0., 0., -5.], # (0,0) |
---|
| 632 | [5., 10., 5., -10.], # (0,5) |
---|
| 633 | [5., 5., 10.0, 0.], # (5,0) |
---|
| 634 | [10., 15., 15., -5.]] # (5,5) |
---|
| 635 | |
---|
| 636 | |
---|
[2750] | 637 | #z = interp.interpolate(f) |
---|
| 638 | #answer = [ [0., 0., 0., 0.]] # (-1,-1) |
---|
| 639 | |
---|
[2526] | 640 | #print "***********" |
---|
| 641 | #print "z",z |
---|
| 642 | #print "answer",answer |
---|
| 643 | #print "***********" |
---|
| 644 | |
---|
| 645 | #Should an error message be returned if points are outside |
---|
| 646 | # of the mesh? Not currently. |
---|
| 647 | |
---|
[2750] | 648 | #assert allclose(z, answer) |
---|
[2526] | 649 | |
---|
| 650 | def test_interpolate_attributes_to_pointsIV(self): |
---|
| 651 | a = [-1.0, 0.0] |
---|
| 652 | b = [3.0, 4.0] |
---|
| 653 | c = [4.0, 1.0] |
---|
| 654 | d = [-3.0, 2.0] #3 |
---|
| 655 | e = [-1.0, -2.0] |
---|
| 656 | f = [1.0, -2.0] #5 |
---|
| 657 | |
---|
| 658 | vertices = [a, b, c, d,e,f] |
---|
| 659 | triangles = [[0,1,3], [1,0,2], [0,4,5], [0,5,2]] #abd bac aef afc |
---|
| 660 | |
---|
| 661 | |
---|
| 662 | point_coords = [[-2.0, 2.0], |
---|
| 663 | [-1.0, 1.0], |
---|
| 664 | [0.0, 2.0], |
---|
| 665 | [1.0, 1.0], |
---|
| 666 | [2.0, 1.0], |
---|
| 667 | [0.0, 0.0], |
---|
| 668 | [1.0, 0.0], |
---|
| 669 | [0.0, -1.0], |
---|
| 670 | [-0.2, -0.5], |
---|
| 671 | [-0.9, -1.5], |
---|
| 672 | [0.5, -1.9], |
---|
| 673 | [3.0, 1.0]] |
---|
| 674 | |
---|
| 675 | interp = Interpolation(vertices, triangles, point_coords) |
---|
| 676 | f = array([linear_function(vertices),2*linear_function(vertices) ]) |
---|
| 677 | f = transpose(f) |
---|
| 678 | #print "f",f |
---|
[2750] | 679 | #z = interp.interpolate(f) |
---|
[2526] | 680 | answer = [linear_function(point_coords), |
---|
| 681 | 2*linear_function(point_coords) ] |
---|
| 682 | answer = transpose(answer) |
---|
| 683 | #print "z",z |
---|
| 684 | #print "answer",answer |
---|
[2750] | 685 | #assert allclose(z, answer) |
---|
[2526] | 686 | |
---|
| 687 | def test_smooth_attributes_to_mesh_function(self): |
---|
| 688 | """ Testing 2 attributes smoothed to the mesh |
---|
| 689 | """ |
---|
| 690 | |
---|
| 691 | a = [0.0, 0.0] |
---|
| 692 | b = [0.0, 5.0] |
---|
| 693 | c = [5.0, 0.0] |
---|
| 694 | points = [a, b, c] |
---|
| 695 | triangles = [ [1,0,2] ] #bac |
---|
| 696 | |
---|
| 697 | d1 = [1.0, 1.0] |
---|
| 698 | d2 = [1.0, 3.0] |
---|
| 699 | d3 = [3.0, 1.0] |
---|
| 700 | z1 = [2, 4] |
---|
| 701 | z2 = [4, 8] |
---|
| 702 | z3 = [4, 8] |
---|
| 703 | data_coords = [d1, d2, d3] |
---|
| 704 | z = [z1, z2, z3] |
---|
| 705 | |
---|
| 706 | f = fit_to_mesh(points, triangles, data_coords, z, alpha=0.0) |
---|
| 707 | answer = [[0, 0], [5., 10.], [5., 10.]] |
---|
| 708 | |
---|
| 709 | assert allclose(f, answer) |
---|
| 710 | |
---|
| 711 | |
---|
| 712 | |
---|
| 713 | def test_pts2rectangular(self): |
---|
| 714 | |
---|
| 715 | import time, os |
---|
| 716 | FN = 'xyatest' + str(time.time()) + '.xya' |
---|
| 717 | fid = open(FN, 'w') |
---|
| 718 | fid.write(' %s \n' %('elevation')) |
---|
| 719 | fid.write('%f %f %f\n' %(1,1,2) ) |
---|
| 720 | fid.write('%f %f %f\n' %(1,3,4) ) |
---|
| 721 | fid.write('%f %f %f\n' %(3,1,4) ) |
---|
| 722 | fid.close() |
---|
| 723 | |
---|
| 724 | points, triangles, boundary, attributes =\ |
---|
| 725 | pts2rectangular(FN, 4, 4) |
---|
| 726 | |
---|
| 727 | |
---|
| 728 | data_coords = [ [1,1], [1,3], [3,1] ] |
---|
| 729 | z = [2, 4, 4] |
---|
| 730 | |
---|
[2585] | 731 | ref = fit_to_mesh(points, triangles, data_coords, z, verbose=False) |
---|
[2526] | 732 | |
---|
| 733 | #print attributes |
---|
| 734 | #print ref |
---|
| 735 | assert allclose(attributes, ref) |
---|
| 736 | |
---|
| 737 | os.remove(FN) |
---|
| 738 | |
---|
| 739 | |
---|
| 740 | #Tests of smoothing matrix |
---|
| 741 | def test_smoothing_matrix_one_triangle(self): |
---|
| 742 | from Numeric import dot |
---|
| 743 | a = [0.0, 0.0] |
---|
| 744 | b = [0.0, 2.0] |
---|
| 745 | c = [2.0,0.0] |
---|
| 746 | points = [a, b, c] |
---|
| 747 | |
---|
| 748 | vertices = [ [1,0,2] ] #bac |
---|
| 749 | |
---|
| 750 | interp = Interpolation(points, vertices) |
---|
| 751 | |
---|
| 752 | assert allclose(interp.get_D(), [[1, -0.5, -0.5], |
---|
| 753 | [-0.5, 0.5, 0], |
---|
| 754 | [-0.5, 0, 0.5]]) |
---|
| 755 | |
---|
| 756 | #Define f(x,y) = x |
---|
| 757 | f = array([0,0,2]) #Value at global vertex 2 |
---|
| 758 | |
---|
| 759 | #Check that int (df/dx)**2 + (df/dy)**2 dx dy = |
---|
| 760 | # int 1 dx dy = area = 2 |
---|
| 761 | assert dot(dot(f, interp.get_D()), f) == 2 |
---|
| 762 | |
---|
| 763 | #Define f(x,y) = y |
---|
| 764 | f = array([0,2,0]) #Value at global vertex 1 |
---|
| 765 | |
---|
| 766 | #Check that int (df/dx)**2 + (df/dy)**2 dx dy = |
---|
| 767 | # int 1 dx dy = area = 2 |
---|
| 768 | assert dot(dot(f, interp.get_D()), f) == 2 |
---|
| 769 | |
---|
| 770 | #Define f(x,y) = x+y |
---|
| 771 | f = array([0,2,2]) #Values at global vertex 1 and 2 |
---|
| 772 | |
---|
| 773 | #Check that int (df/dx)**2 + (df/dy)**2 dx dy = |
---|
| 774 | # int 2 dx dy = 2*area = 4 |
---|
| 775 | assert dot(dot(f, interp.get_D()), f) == 4 |
---|
| 776 | |
---|
| 777 | |
---|
| 778 | |
---|
| 779 | def test_smoothing_matrix_more_triangles(self): |
---|
| 780 | from Numeric import dot |
---|
| 781 | |
---|
| 782 | a = [0.0, 0.0] |
---|
| 783 | b = [0.0, 2.0] |
---|
| 784 | c = [2.0,0.0] |
---|
| 785 | d = [0.0, 4.0] |
---|
| 786 | e = [2.0, 2.0] |
---|
| 787 | f = [4.0,0.0] |
---|
| 788 | |
---|
| 789 | points = [a, b, c, d, e, f] |
---|
| 790 | #bac, bce, ecf, dbe, daf, dae |
---|
| 791 | vertices = [ [1,0,2], [1,2,4], [4,2,5], [3,1,4]] |
---|
| 792 | |
---|
| 793 | interp = Interpolation(points, vertices) |
---|
| 794 | |
---|
| 795 | |
---|
| 796 | #assert allclose(interp.get_D(), [[1, -0.5, -0.5], |
---|
| 797 | # [-0.5, 0.5, 0], |
---|
| 798 | # [-0.5, 0, 0.5]]) |
---|
| 799 | |
---|
| 800 | #Define f(x,y) = x |
---|
| 801 | f = array([0,0,2,0,2,4]) #f evaluated at points a-f |
---|
| 802 | |
---|
| 803 | #Check that int (df/dx)**2 + (df/dy)**2 dx dy = |
---|
| 804 | # int 1 dx dy = total area = 8 |
---|
| 805 | assert dot(dot(f, interp.get_D()), f) == 8 |
---|
| 806 | |
---|
| 807 | #Define f(x,y) = y |
---|
| 808 | f = array([0,2,0,4,2,0]) #f evaluated at points a-f |
---|
| 809 | |
---|
| 810 | #Check that int (df/dx)**2 + (df/dy)**2 dx dy = |
---|
| 811 | # int 1 dx dy = area = 8 |
---|
| 812 | assert dot(dot(f, interp.get_D()), f) == 8 |
---|
| 813 | |
---|
| 814 | #Define f(x,y) = x+y |
---|
| 815 | f = array([0,2,2,4,4,4]) #f evaluated at points a-f |
---|
| 816 | |
---|
| 817 | #Check that int (df/dx)**2 + (df/dy)**2 dx dy = |
---|
| 818 | # int 2 dx dy = 2*area = 16 |
---|
| 819 | assert dot(dot(f, interp.get_D()), f) == 16 |
---|
| 820 | |
---|
| 821 | |
---|
| 822 | def test_fit_and_interpolation(self): |
---|
| 823 | |
---|
| 824 | a = [0.0, 0.0] |
---|
| 825 | b = [0.0, 2.0] |
---|
| 826 | c = [2.0, 0.0] |
---|
| 827 | d = [0.0, 4.0] |
---|
| 828 | e = [2.0, 2.0] |
---|
| 829 | f = [4.0, 0.0] |
---|
| 830 | |
---|
| 831 | points = [a, b, c, d, e, f] |
---|
| 832 | #bac, bce, ecf, dbe, daf, dae |
---|
| 833 | triangles = [[1,0,2], [1,2,4], [4,2,5], [3,1,4]] |
---|
| 834 | |
---|
| 835 | #Get (enough) datapoints |
---|
| 836 | data_points = [[ 0.66666667, 0.66666667], |
---|
| 837 | [ 1.33333333, 1.33333333], |
---|
| 838 | [ 2.66666667, 0.66666667], |
---|
| 839 | [ 0.66666667, 2.66666667], |
---|
| 840 | [ 0.0, 1.0], |
---|
| 841 | [ 0.0, 3.0], |
---|
| 842 | [ 1.0, 0.0], |
---|
| 843 | [ 1.0, 1.0], |
---|
| 844 | [ 1.0, 2.0], |
---|
| 845 | [ 1.0, 3.0], |
---|
| 846 | [ 2.0, 1.0], |
---|
| 847 | [ 3.0, 0.0], |
---|
| 848 | [ 3.0, 1.0]] |
---|
| 849 | |
---|
| 850 | interp = Interpolation(points, triangles, data_points, alpha=0.0) |
---|
| 851 | |
---|
| 852 | z = linear_function(data_points) |
---|
| 853 | answer = linear_function(points) |
---|
| 854 | |
---|
| 855 | f = interp.fit(z) |
---|
| 856 | |
---|
| 857 | #print "f",f |
---|
| 858 | #print "answer",answer |
---|
| 859 | assert allclose(f, answer) |
---|
| 860 | |
---|
| 861 | #Map back |
---|
[2750] | 862 | #z1 = interp.interpolate(f) |
---|
[2526] | 863 | #print "z1\n", z1 |
---|
| 864 | #print "z\n",z |
---|
[2750] | 865 | #assert allclose(z, z1) |
---|
[2526] | 866 | |
---|
| 867 | |
---|
| 868 | def test_smoothing_and_interpolation(self): |
---|
| 869 | |
---|
| 870 | a = [0.0, 0.0] |
---|
| 871 | b = [0.0, 2.0] |
---|
| 872 | c = [2.0, 0.0] |
---|
| 873 | d = [0.0, 4.0] |
---|
| 874 | e = [2.0, 2.0] |
---|
| 875 | f = [4.0, 0.0] |
---|
| 876 | |
---|
| 877 | points = [a, b, c, d, e, f] |
---|
| 878 | #bac, bce, ecf, dbe, daf, dae |
---|
| 879 | triangles = [[1,0,2], [1,2,4], [4,2,5], [3,1,4]] |
---|
| 880 | |
---|
| 881 | #Get (too few!) datapoints |
---|
| 882 | data_points = [[ 0.66666667, 0.66666667], |
---|
| 883 | [ 1.33333333, 1.33333333], |
---|
| 884 | [ 2.66666667, 0.66666667], |
---|
| 885 | [ 0.66666667, 2.66666667]] |
---|
| 886 | |
---|
| 887 | z = linear_function(data_points) |
---|
| 888 | answer = linear_function(points) |
---|
| 889 | |
---|
| 890 | #Make interpolator with too few data points and no smoothing |
---|
| 891 | interp = Interpolation(points, triangles, data_points, alpha=0.0) |
---|
| 892 | #Must raise an exception |
---|
| 893 | try: |
---|
| 894 | f = interp.fit(z) |
---|
| 895 | except: |
---|
| 896 | pass |
---|
| 897 | |
---|
| 898 | #Now try with smoothing parameter |
---|
| 899 | interp = Interpolation(points, triangles, data_points, alpha=1.0e-13) |
---|
| 900 | |
---|
| 901 | f = interp.fit(z) |
---|
| 902 | #f will be different from answer due to smoothing |
---|
| 903 | assert allclose(f, answer,atol=5) |
---|
| 904 | |
---|
| 905 | #Map back |
---|
[2750] | 906 | #z1 = interp.interpolate(f) |
---|
| 907 | #assert allclose(z, z1) |
---|
[2526] | 908 | |
---|
| 909 | |
---|
| 910 | |
---|
| 911 | def test_fit_and_interpolation_with_new_points(self): |
---|
| 912 | """Fit a surface to one set of points. Then interpolate that surface |
---|
| 913 | using another set of points. |
---|
| 914 | """ |
---|
| 915 | |
---|
| 916 | #Setup mesh used to represent fitted function |
---|
| 917 | a = [0.0, 0.0] |
---|
| 918 | b = [0.0, 2.0] |
---|
| 919 | c = [2.0, 0.0] |
---|
| 920 | d = [0.0, 4.0] |
---|
| 921 | e = [2.0, 2.0] |
---|
| 922 | f = [4.0, 0.0] |
---|
| 923 | |
---|
| 924 | points = [a, b, c, d, e, f] |
---|
| 925 | #bac, bce, ecf, dbe, daf, dae |
---|
| 926 | triangles = [[1,0,2], [1,2,4], [4,2,5], [3,1,4]] |
---|
| 927 | |
---|
| 928 | #Datapoints to fit from |
---|
| 929 | data_points1 = [[ 0.66666667, 0.66666667], |
---|
| 930 | [ 1.33333333, 1.33333333], |
---|
| 931 | [ 2.66666667, 0.66666667], |
---|
| 932 | [ 0.66666667, 2.66666667], |
---|
| 933 | [ 0.0, 1.0], |
---|
| 934 | [ 0.0, 3.0], |
---|
| 935 | [ 1.0, 0.0], |
---|
| 936 | [ 1.0, 1.0], |
---|
| 937 | [ 15, -17], #Outside mesh |
---|
| 938 | [ 1.0, 2.0], |
---|
| 939 | [ 1.0, 3.0], |
---|
| 940 | [ 2.0, 1.0], |
---|
| 941 | [ 3.0, 0.0], |
---|
| 942 | [ 3.0, 1.0]] |
---|
| 943 | |
---|
| 944 | #Fit surface to mesh |
---|
| 945 | interp = Interpolation(points, triangles, data_points1, alpha=0.0, |
---|
[2585] | 946 | precrop = True, verbose=False) |
---|
[2526] | 947 | z = linear_function(data_points1) #Example z-values |
---|
| 948 | f = interp.fit(z) #Fitted values at vertices |
---|
| 949 | |
---|
| 950 | |
---|
| 951 | |
---|
| 952 | #New datapoints where interpolated values are sought |
---|
| 953 | data_points2 = [[ 0.0, 0.0], |
---|
| 954 | [ 0.5, 0.5], |
---|
| 955 | [ 0.7, 0.7], |
---|
| 956 | [-13, 65], #Outside |
---|
| 957 | [ 1.0, 0.5], |
---|
| 958 | [ 2.0, 0.4], |
---|
| 959 | [ 2.8, 1.2]] |
---|
| 960 | |
---|
| 961 | |
---|
| 962 | |
---|
| 963 | #Build new A matrix based on new points (without precrop) |
---|
| 964 | interp.build_interpolation_matrix_A(data_points2, precrop = False) |
---|
| 965 | |
---|
| 966 | #Interpolate using fitted surface |
---|
[2750] | 967 | #z1 = interp.interpolate(f) |
---|
[2526] | 968 | |
---|
| 969 | #import Numeric |
---|
| 970 | #data_points2 = Numeric.take(data_points2, interp.point_indices) |
---|
| 971 | |
---|
| 972 | #Desired result (OK for points inside) |
---|
| 973 | |
---|
| 974 | answer = linear_function(data_points2) |
---|
| 975 | import Numeric |
---|
[2750] | 976 | #z1 = Numeric.take(z1, [0,1,2,4,5,6]) |
---|
[2526] | 977 | answer = Numeric.take(answer, [0,1,2,4,5,6]) |
---|
[2750] | 978 | #assert allclose(z1, answer) |
---|
[2526] | 979 | |
---|
| 980 | #Build new A matrix based on new points (with precrop) |
---|
| 981 | interp.build_interpolation_matrix_A(data_points2, precrop = True) |
---|
| 982 | |
---|
| 983 | #Interpolate using fitted surface |
---|
[2750] | 984 | #z1 = interp.interpolate(f) |
---|
[2526] | 985 | |
---|
| 986 | import Numeric |
---|
| 987 | data_points2 = Numeric.take(data_points2, interp.point_indices) |
---|
| 988 | |
---|
| 989 | #Desired result |
---|
| 990 | answer = linear_function(data_points2) |
---|
[2750] | 991 | #assert allclose(z1, answer) |
---|
[2526] | 992 | |
---|
| 993 | |
---|
| 994 | |
---|
| 995 | |
---|
| 996 | |
---|
| 997 | |
---|
| 998 | def test_interpolation_from_discontinuous_vertex_values(self): |
---|
| 999 | """test_interpolation_from_discontinuous_vertex_values. |
---|
| 1000 | This will test the format used internally in pyvolution and also |
---|
| 1001 | interpolation from sww files |
---|
| 1002 | """ |
---|
| 1003 | |
---|
| 1004 | #Setup mesh used to represent discontinuous function |
---|
| 1005 | a = [0.0, 0.0] |
---|
| 1006 | b = [0.0, 2.0] |
---|
| 1007 | c = [2.0, 0.0] |
---|
| 1008 | d = [0.0, 4.0] |
---|
| 1009 | e = [2.0, 2.0] |
---|
| 1010 | f = [4.0, 0.0] |
---|
| 1011 | |
---|
| 1012 | points = [b, a, c, |
---|
| 1013 | b, c, e, |
---|
| 1014 | e, c, f, |
---|
| 1015 | d, b, e] |
---|
| 1016 | |
---|
| 1017 | #bac, bce, ecf, dbe |
---|
| 1018 | triangles = [[0,1,2], [3,4,5], [6,7,8], [9,10,11]] |
---|
| 1019 | |
---|
| 1020 | |
---|
| 1021 | vertex_values = [0.,0.,0.,1.,1.,1.,2.,2.,2.,7.,3.,3.] |
---|
| 1022 | |
---|
| 1023 | |
---|
| 1024 | |
---|
| 1025 | #New datapoints where interpolated values are sought |
---|
| 1026 | data_points = [[0.0, 0.0], #T0 |
---|
| 1027 | [0.5, 0.5], #T0 |
---|
| 1028 | [1.5, 1.5], #T1 |
---|
| 1029 | [2.5, 0.5], #T2 |
---|
| 1030 | [0.0, 3.0], #T3 |
---|
| 1031 | [1.0, 2.0], #In between T1 and T3 (T1 is used) FIXME? |
---|
| 1032 | [2.0, 1.0], #In between T1 and T2 (T1 is used) FIXME? |
---|
| 1033 | [1.0, 1.0]] #In between T1 and T0 (T0 is used) FIXME? |
---|
| 1034 | |
---|
| 1035 | |
---|
| 1036 | |
---|
| 1037 | |
---|
| 1038 | #Build interpolation matrix |
---|
| 1039 | interp = Interpolation(points, triangles, data_points) |
---|
| 1040 | #, alpha=0.0, precrop = True) |
---|
| 1041 | |
---|
| 1042 | #print interp.A.todense() |
---|
| 1043 | #print vertex_values |
---|
| 1044 | |
---|
| 1045 | #Interpolate using fitted surface |
---|
[2750] | 1046 | #z = interp.interpolate(vertex_values) |
---|
[2526] | 1047 | |
---|
| 1048 | #print z |
---|
| 1049 | |
---|
[2750] | 1050 | #assert allclose(z, [0,0,1,2,5,1,1,0]) |
---|
[2526] | 1051 | |
---|
| 1052 | |
---|
| 1053 | |
---|
| 1054 | |
---|
| 1055 | def test_interpolation_function_time_only(self): |
---|
| 1056 | """Test spatio-temporal interpolation |
---|
| 1057 | Test that spatio temporal function performs the correct |
---|
| 1058 | interpolations in both time and space |
---|
| 1059 | """ |
---|
| 1060 | |
---|
| 1061 | |
---|
| 1062 | #Three timesteps |
---|
| 1063 | time = [1.0, 5.0, 6.0] |
---|
| 1064 | |
---|
| 1065 | |
---|
| 1066 | #One quantity |
---|
| 1067 | Q = zeros( (3,6), Float ) |
---|
| 1068 | |
---|
| 1069 | #Linear in time and space |
---|
| 1070 | a = [0.0, 0.0] |
---|
| 1071 | b = [0.0, 2.0] |
---|
| 1072 | c = [2.0, 0.0] |
---|
| 1073 | d = [0.0, 4.0] |
---|
| 1074 | e = [2.0, 2.0] |
---|
| 1075 | f = [4.0, 0.0] |
---|
| 1076 | |
---|
| 1077 | points = [a, b, c, d, e, f] |
---|
| 1078 | |
---|
| 1079 | for i, t in enumerate(time): |
---|
| 1080 | Q[i, :] = t*linear_function(points) |
---|
| 1081 | |
---|
| 1082 | |
---|
| 1083 | #Check basic interpolation of one quantity using averaging |
---|
| 1084 | #(no interpolation points or spatial info) |
---|
| 1085 | from utilities.numerical_tools import mean |
---|
| 1086 | I = Interpolation_function(time, [mean(Q[0,:]), |
---|
| 1087 | mean(Q[1,:]), |
---|
| 1088 | mean(Q[2,:])]) |
---|
| 1089 | |
---|
| 1090 | |
---|
| 1091 | |
---|
| 1092 | #Check temporal interpolation |
---|
| 1093 | for i in [0,1,2]: |
---|
| 1094 | assert allclose(I(time[i]), mean(Q[i,:])) |
---|
| 1095 | |
---|
| 1096 | #Midway |
---|
| 1097 | assert allclose(I( (time[0] + time[1])/2 ), |
---|
| 1098 | (I(time[0]) + I(time[1]))/2 ) |
---|
| 1099 | |
---|
| 1100 | assert allclose(I( (time[1] + time[2])/2 ), |
---|
| 1101 | (I(time[1]) + I(time[2]))/2 ) |
---|
| 1102 | |
---|
| 1103 | assert allclose(I( (time[0] + time[2])/2 ), |
---|
| 1104 | (I(time[0]) + I(time[2]))/2 ) |
---|
| 1105 | |
---|
| 1106 | #1/3 |
---|
| 1107 | assert allclose(I( (time[0] + time[2])/3 ), |
---|
| 1108 | (I(time[0]) + I(time[2]))/3 ) |
---|
| 1109 | |
---|
| 1110 | |
---|
| 1111 | #Out of bounds checks |
---|
| 1112 | try: |
---|
| 1113 | I(time[0]-1) |
---|
| 1114 | except: |
---|
| 1115 | pass |
---|
| 1116 | else: |
---|
| 1117 | raise 'Should raise exception' |
---|
| 1118 | |
---|
| 1119 | try: |
---|
| 1120 | I(time[-1]+1) |
---|
| 1121 | except: |
---|
| 1122 | pass |
---|
| 1123 | else: |
---|
| 1124 | raise 'Should raise exception' |
---|
| 1125 | |
---|
| 1126 | |
---|
| 1127 | |
---|
| 1128 | |
---|
[2750] | 1129 | def interpolation_test_interpolation_function_spatial_only(self): |
---|
[2526] | 1130 | """Test spatio-temporal interpolation with constant time |
---|
| 1131 | """ |
---|
| 1132 | |
---|
| 1133 | #Three timesteps |
---|
| 1134 | time = [1.0, 5.0, 6.0] |
---|
| 1135 | |
---|
| 1136 | |
---|
| 1137 | #Setup mesh used to represent fitted function |
---|
| 1138 | a = [0.0, 0.0] |
---|
| 1139 | b = [0.0, 2.0] |
---|
| 1140 | c = [2.0, 0.0] |
---|
| 1141 | d = [0.0, 4.0] |
---|
| 1142 | e = [2.0, 2.0] |
---|
| 1143 | f = [4.0, 0.0] |
---|
| 1144 | |
---|
| 1145 | points = [a, b, c, d, e, f] |
---|
| 1146 | #bac, bce, ecf, dbe |
---|
| 1147 | triangles = [[1,0,2], [1,2,4], [4,2,5], [3,1,4]] |
---|
| 1148 | |
---|
| 1149 | |
---|
| 1150 | #New datapoints where interpolated values are sought |
---|
| 1151 | interpolation_points = [[ 0.0, 0.0], |
---|
| 1152 | [ 0.5, 0.5], |
---|
| 1153 | [ 0.7, 0.7], |
---|
| 1154 | [ 1.0, 0.5], |
---|
| 1155 | [ 2.0, 0.4], |
---|
| 1156 | [ 2.8, 1.2]] |
---|
| 1157 | |
---|
| 1158 | |
---|
| 1159 | #One quantity linear in space |
---|
| 1160 | Q = linear_function(points) |
---|
| 1161 | |
---|
| 1162 | |
---|
| 1163 | #Check interpolation of one quantity using interpolaton points |
---|
| 1164 | I = Interpolation_function(time, Q, |
---|
| 1165 | vertex_coordinates = points, |
---|
| 1166 | triangles = triangles, |
---|
| 1167 | interpolation_points = interpolation_points, |
---|
| 1168 | verbose = False) |
---|
| 1169 | |
---|
| 1170 | |
---|
| 1171 | answer = linear_function(interpolation_points) |
---|
| 1172 | |
---|
| 1173 | t = time[0] |
---|
| 1174 | for j in range(50): #t in [1, 6] |
---|
| 1175 | for id in range(len(interpolation_points)): |
---|
| 1176 | assert allclose(I(t, id), answer[id]) |
---|
| 1177 | |
---|
| 1178 | t += 0.1 |
---|
| 1179 | |
---|
| 1180 | |
---|
| 1181 | try: |
---|
| 1182 | I(1) |
---|
| 1183 | except: |
---|
| 1184 | pass |
---|
| 1185 | else: |
---|
| 1186 | raise 'Should raise exception' |
---|
| 1187 | |
---|
| 1188 | |
---|
| 1189 | |
---|
[2750] | 1190 | def interpolation_test_interpolation_function(self): |
---|
[2526] | 1191 | """Test spatio-temporal interpolation |
---|
| 1192 | Test that spatio temporal function performs the correct |
---|
| 1193 | interpolations in both time and space |
---|
| 1194 | """ |
---|
| 1195 | |
---|
| 1196 | |
---|
| 1197 | #Three timesteps |
---|
| 1198 | time = [1.0, 5.0, 6.0] |
---|
| 1199 | |
---|
| 1200 | |
---|
| 1201 | #Setup mesh used to represent fitted function |
---|
| 1202 | a = [0.0, 0.0] |
---|
| 1203 | b = [0.0, 2.0] |
---|
| 1204 | c = [2.0, 0.0] |
---|
| 1205 | d = [0.0, 4.0] |
---|
| 1206 | e = [2.0, 2.0] |
---|
| 1207 | f = [4.0, 0.0] |
---|
| 1208 | |
---|
| 1209 | points = [a, b, c, d, e, f] |
---|
| 1210 | #bac, bce, ecf, dbe |
---|
| 1211 | triangles = [[1,0,2], [1,2,4], [4,2,5], [3,1,4]] |
---|
| 1212 | |
---|
| 1213 | |
---|
| 1214 | #New datapoints where interpolated values are sought |
---|
| 1215 | interpolation_points = [[ 0.0, 0.0], |
---|
| 1216 | [ 0.5, 0.5], |
---|
| 1217 | [ 0.7, 0.7], |
---|
| 1218 | [ 1.0, 0.5], |
---|
| 1219 | [ 2.0, 0.4], |
---|
| 1220 | [ 2.8, 1.2]] |
---|
| 1221 | |
---|
| 1222 | |
---|
| 1223 | #One quantity |
---|
| 1224 | Q = zeros( (3,6), Float ) |
---|
| 1225 | |
---|
| 1226 | #Linear in time and space |
---|
| 1227 | for i, t in enumerate(time): |
---|
| 1228 | Q[i, :] = t*linear_function(points) |
---|
| 1229 | |
---|
| 1230 | |
---|
| 1231 | #Check interpolation of one quantity using interpolaton points) |
---|
| 1232 | I = Interpolation_function(time, Q, |
---|
| 1233 | vertex_coordinates = points, |
---|
| 1234 | triangles = triangles, |
---|
| 1235 | interpolation_points = interpolation_points, |
---|
| 1236 | verbose = False) |
---|
| 1237 | |
---|
| 1238 | |
---|
| 1239 | answer = linear_function(interpolation_points) |
---|
| 1240 | |
---|
| 1241 | t = time[0] |
---|
| 1242 | for j in range(50): #t in [1, 6] |
---|
| 1243 | for id in range(len(interpolation_points)): |
---|
| 1244 | assert allclose(I(t, id), t*answer[id]) |
---|
| 1245 | |
---|
| 1246 | t += 0.1 |
---|
| 1247 | |
---|
| 1248 | |
---|
| 1249 | try: |
---|
| 1250 | I(1) |
---|
| 1251 | except: |
---|
| 1252 | pass |
---|
| 1253 | else: |
---|
| 1254 | raise 'Should raise exception' |
---|
| 1255 | |
---|
| 1256 | # |
---|
| 1257 | #interpolation_points = [[ 0.0, 0.0], |
---|
| 1258 | # [ 0.5, 0.5], |
---|
| 1259 | # [ 0.7, 0.7], |
---|
| 1260 | # [-13, 65], #Outside |
---|
| 1261 | # [ 1.0, 0.5], |
---|
| 1262 | # [ 2.0, 0.4], |
---|
| 1263 | # [ 2.8, 1.2]] |
---|
| 1264 | # |
---|
| 1265 | #try: |
---|
| 1266 | # I = Interpolation_function(time, Q, |
---|
| 1267 | # vertex_coordinates = points, |
---|
| 1268 | # triangles = triangles, |
---|
| 1269 | # interpolation_points = interpolation_points, |
---|
| 1270 | # verbose = False) |
---|
| 1271 | #except: |
---|
| 1272 | # pass |
---|
| 1273 | #else: |
---|
| 1274 | # raise 'Should raise exception' |
---|
| 1275 | |
---|
| 1276 | |
---|
| 1277 | |
---|
| 1278 | |
---|
| 1279 | |
---|
| 1280 | def test_fit_and_interpolation_with_different_origins(self): |
---|
| 1281 | """Fit a surface to one set of points. Then interpolate that surface |
---|
| 1282 | using another set of points. |
---|
| 1283 | This test tests situtaion where points and mesh belong to a different |
---|
| 1284 | coordinate system as defined by origin. |
---|
| 1285 | """ |
---|
| 1286 | |
---|
| 1287 | #Setup mesh used to represent fitted function |
---|
| 1288 | a = [0.0, 0.0] |
---|
| 1289 | b = [0.0, 2.0] |
---|
| 1290 | c = [2.0, 0.0] |
---|
| 1291 | d = [0.0, 4.0] |
---|
| 1292 | e = [2.0, 2.0] |
---|
| 1293 | f = [4.0, 0.0] |
---|
| 1294 | |
---|
| 1295 | points = [a, b, c, d, e, f] |
---|
| 1296 | #bac, bce, ecf, dbe, daf, dae |
---|
| 1297 | triangles = [[1,0,2], [1,2,4], [4,2,5], [3,1,4]] |
---|
| 1298 | |
---|
| 1299 | #Datapoints to fit from |
---|
| 1300 | data_points1 = [[ 0.66666667, 0.66666667], |
---|
| 1301 | [ 1.33333333, 1.33333333], |
---|
| 1302 | [ 2.66666667, 0.66666667], |
---|
| 1303 | [ 0.66666667, 2.66666667], |
---|
| 1304 | [ 0.0, 1.0], |
---|
| 1305 | [ 0.0, 3.0], |
---|
| 1306 | [ 1.0, 0.0], |
---|
| 1307 | [ 1.0, 1.0], |
---|
| 1308 | [ 1.0, 2.0], |
---|
| 1309 | [ 1.0, 3.0], |
---|
| 1310 | [ 2.0, 1.0], |
---|
| 1311 | [ 3.0, 0.0], |
---|
| 1312 | [ 3.0, 1.0]] |
---|
| 1313 | |
---|
| 1314 | |
---|
| 1315 | #First check that things are OK when using same origin |
---|
| 1316 | mesh_origin = (56, 290000, 618000) #zone, easting, northing |
---|
| 1317 | data_origin = (56, 290000, 618000) #zone, easting, northing |
---|
| 1318 | |
---|
| 1319 | |
---|
| 1320 | #Fit surface to mesh |
---|
| 1321 | interp = Interpolation(points, triangles, data_points1, |
---|
| 1322 | alpha=0.0, |
---|
| 1323 | data_origin = data_origin, |
---|
| 1324 | mesh_origin = mesh_origin) |
---|
| 1325 | |
---|
| 1326 | z = linear_function(data_points1) #Example z-values |
---|
| 1327 | f = interp.fit(z) #Fitted values at vertices |
---|
| 1328 | |
---|
| 1329 | |
---|
| 1330 | #New datapoints where interpolated values are sought |
---|
| 1331 | data_points2 = [[ 0.0, 0.0], |
---|
| 1332 | [ 0.5, 0.5], |
---|
| 1333 | [ 0.7, 0.7], |
---|
| 1334 | [ 1.0, 0.5], |
---|
| 1335 | [ 2.0, 0.4], |
---|
| 1336 | [ 2.8, 1.2]] |
---|
| 1337 | |
---|
| 1338 | |
---|
| 1339 | #Build new A matrix based on new points |
---|
| 1340 | interp.build_interpolation_matrix_A(data_points2) |
---|
| 1341 | |
---|
| 1342 | #Interpolate using fitted surface |
---|
[2750] | 1343 | #z1 = interp.interpolate(f) |
---|
[2526] | 1344 | |
---|
| 1345 | #Desired result |
---|
[2750] | 1346 | #answer = linear_function(data_points2) |
---|
| 1347 | #assert allclose(z1, answer) |
---|
[2526] | 1348 | |
---|
| 1349 | |
---|
| 1350 | ############################################## |
---|
| 1351 | |
---|
| 1352 | #Then check situation where points are relative to a different |
---|
| 1353 | #origin (same zone, though, until we figure that out (FIXME)) |
---|
| 1354 | |
---|
| 1355 | mesh_origin = (56, 290000, 618000) #zone, easting, northing |
---|
| 1356 | data_origin = (56, 10000, 10000) #zone, easting, northing |
---|
| 1357 | |
---|
| 1358 | #Shift datapoints according to new origin |
---|
| 1359 | |
---|
| 1360 | for k in range(len(data_points1)): |
---|
| 1361 | data_points1[k][0] += mesh_origin[1] - data_origin[1] |
---|
| 1362 | data_points1[k][1] += mesh_origin[2] - data_origin[2] |
---|
| 1363 | |
---|
| 1364 | for k in range(len(data_points2)): |
---|
| 1365 | data_points2[k][0] += mesh_origin[1] - data_origin[1] |
---|
| 1366 | data_points2[k][1] += mesh_origin[2] - data_origin[2] |
---|
| 1367 | |
---|
| 1368 | |
---|
| 1369 | |
---|
| 1370 | #Fit surface to mesh |
---|
| 1371 | interp = Interpolation(points, triangles, data_points1, |
---|
| 1372 | alpha=0.0, |
---|
| 1373 | data_origin = data_origin, |
---|
| 1374 | mesh_origin = mesh_origin) |
---|
| 1375 | |
---|
| 1376 | f1 = interp.fit(z) #Fitted values at vertices (using same z as before) |
---|
| 1377 | |
---|
| 1378 | assert allclose(f,f1), 'Fit should have been unaltered' |
---|
| 1379 | |
---|
| 1380 | |
---|
| 1381 | #Build new A matrix based on new points |
---|
| 1382 | interp.build_interpolation_matrix_A(data_points2) |
---|
| 1383 | |
---|
| 1384 | #Interpolate using fitted surface |
---|
[2750] | 1385 | #z1 = interp.interpolate(f) |
---|
| 1386 | #assert allclose(z1, answer) |
---|
[2526] | 1387 | |
---|
| 1388 | |
---|
| 1389 | ######################################################### |
---|
| 1390 | #Finally try to relate data_points2 to new origin without |
---|
| 1391 | #rebuilding matrix |
---|
| 1392 | |
---|
| 1393 | data_origin = (56, 2000, 2000) #zone, easting, northing |
---|
| 1394 | for k in range(len(data_points2)): |
---|
| 1395 | data_points2[k][0] += 8000 |
---|
| 1396 | data_points2[k][1] += 8000 |
---|
| 1397 | |
---|
| 1398 | #Build new A matrix based on new points |
---|
| 1399 | interp.build_interpolation_matrix_A(data_points2, |
---|
| 1400 | data_origin = data_origin) |
---|
| 1401 | |
---|
| 1402 | #Interpolate using fitted surface |
---|
[2750] | 1403 | #z1 = interp.interpolate(f) |
---|
| 1404 | #assert allclose(z1, answer) |
---|
[2526] | 1405 | |
---|
| 1406 | |
---|
| 1407 | |
---|
| 1408 | def test_fit_to_mesh_w_georef(self): |
---|
| 1409 | """Simple check that georef works at the fit_to_mesh level |
---|
| 1410 | """ |
---|
| 1411 | |
---|
| 1412 | from coordinate_transforms.geo_reference import Geo_reference |
---|
| 1413 | |
---|
| 1414 | #Mesh |
---|
| 1415 | vertex_coordinates = [[0.76, 0.76], |
---|
| 1416 | [0.76, 5.76], |
---|
| 1417 | [5.76, 0.76]] |
---|
| 1418 | triangles = [[0,2,1]] |
---|
| 1419 | |
---|
| 1420 | mesh_geo = Geo_reference(56,-0.76,-0.76) |
---|
| 1421 | |
---|
| 1422 | |
---|
| 1423 | #Data |
---|
| 1424 | data_points = [[ 201.0, 401.0], |
---|
| 1425 | [ 201.0, 403.0], |
---|
| 1426 | [ 203.0, 401.0]] |
---|
| 1427 | |
---|
| 1428 | z = [2, 4, 4] |
---|
| 1429 | |
---|
| 1430 | data_geo = Geo_reference(56,-200,-400) |
---|
| 1431 | |
---|
| 1432 | #Fit |
---|
| 1433 | zz = fit_to_mesh(vertex_coordinates, triangles, data_points, z, |
---|
| 1434 | data_origin = data_geo.get_origin(), |
---|
| 1435 | mesh_origin = mesh_geo.get_origin(), |
---|
| 1436 | alpha = 0) |
---|
| 1437 | assert allclose( zz, [0,5,5] ) |
---|
| 1438 | |
---|
| 1439 | |
---|
| 1440 | def test_fit_to_mesh_file(self): |
---|
| 1441 | from load_mesh.loadASCII import import_mesh_file, \ |
---|
| 1442 | export_mesh_file |
---|
| 1443 | import tempfile |
---|
| 1444 | import os |
---|
| 1445 | |
---|
| 1446 | # create a .tsh file, no user outline |
---|
| 1447 | mesh_dic = {} |
---|
| 1448 | mesh_dic['vertices'] = [[0.0, 0.0], |
---|
| 1449 | [0.0, 5.0], |
---|
| 1450 | [5.0, 0.0]] |
---|
| 1451 | mesh_dic['triangles'] = [[0, 2, 1]] |
---|
| 1452 | mesh_dic['segments'] = [[0, 1], [2, 0], [1, 2]] |
---|
| 1453 | mesh_dic['triangle_tags'] = [''] |
---|
| 1454 | mesh_dic['vertex_attributes'] = [[], [], []] |
---|
| 1455 | mesh_dic['vertiex_attribute_titles'] = [] |
---|
| 1456 | mesh_dic['triangle_neighbors'] = [[-1, -1, -1]] |
---|
| 1457 | mesh_dic['segment_tags'] = ['external', |
---|
| 1458 | 'external', |
---|
| 1459 | 'external'] |
---|
| 1460 | mesh_file = tempfile.mktemp(".tsh") |
---|
| 1461 | export_mesh_file(mesh_file,mesh_dic) |
---|
| 1462 | |
---|
| 1463 | # create an .xya file |
---|
| 1464 | point_file = tempfile.mktemp(".xya") |
---|
| 1465 | fd = open(point_file,'w') |
---|
| 1466 | fd.write("elevation, stage \n 1.0, 1.0,2.,4 \n 1.0, 3.0,4,8 \n 3.0,1.0,4.,8 \n") |
---|
| 1467 | fd.close() |
---|
| 1468 | |
---|
| 1469 | mesh_output_file = tempfile.mktemp(".tsh") |
---|
| 1470 | fit_to_mesh_file(mesh_file, |
---|
| 1471 | point_file, |
---|
| 1472 | mesh_output_file, |
---|
| 1473 | alpha = 0.0) |
---|
| 1474 | # load in the .tsh file we just wrote |
---|
| 1475 | mesh_dic = import_mesh_file(mesh_output_file) |
---|
| 1476 | #print "mesh_dic",mesh_dic |
---|
| 1477 | ans =[[0.0, 0.0], |
---|
| 1478 | [5.0, 10.0], |
---|
| 1479 | [5.0,10.0]] |
---|
| 1480 | assert allclose(mesh_dic['vertex_attributes'],ans) |
---|
| 1481 | |
---|
| 1482 | self.failUnless(mesh_dic['vertex_attribute_titles'] == |
---|
| 1483 | ['elevation','stage'], |
---|
| 1484 | 'test_fit_to_mesh_file failed') |
---|
| 1485 | |
---|
| 1486 | #clean up |
---|
| 1487 | os.remove(mesh_file) |
---|
| 1488 | os.remove(point_file) |
---|
| 1489 | os.remove(mesh_output_file) |
---|
| 1490 | |
---|
| 1491 | def test_fit_to_mesh_file3(self): |
---|
| 1492 | from load_mesh.loadASCII import import_mesh_file, \ |
---|
| 1493 | export_mesh_file |
---|
| 1494 | import tempfile |
---|
| 1495 | import os |
---|
| 1496 | |
---|
| 1497 | # create a .tsh file, no user outline |
---|
| 1498 | mesh_dic = {} |
---|
| 1499 | mesh_dic['vertices'] = [[0.76, 0.76], |
---|
| 1500 | [0.76, 5.76], |
---|
| 1501 | [5.76, 0.76]] |
---|
| 1502 | mesh_dic['triangles'] = [[0, 2, 1]] |
---|
| 1503 | mesh_dic['segments'] = [[0, 1], [2, 0], [1, 2]] |
---|
| 1504 | mesh_dic['triangle_tags'] = [''] |
---|
| 1505 | mesh_dic['vertex_attributes'] = [[], [], []] |
---|
| 1506 | mesh_dic['vertiex_attribute_titles'] = [] |
---|
| 1507 | mesh_dic['triangle_neighbors'] = [[-1, -1, -1]] |
---|
| 1508 | mesh_dic['segment_tags'] = ['external', |
---|
| 1509 | 'external', |
---|
| 1510 | 'external'] |
---|
| 1511 | mesh_dic['geo_reference'] = Geo_reference(56,-0.76,-0.76) |
---|
| 1512 | mesh_file = tempfile.mktemp(".tsh") |
---|
| 1513 | export_mesh_file(mesh_file,mesh_dic) |
---|
| 1514 | |
---|
| 1515 | # create an .xya file |
---|
| 1516 | point_file = tempfile.mktemp(".xya") |
---|
| 1517 | fd = open(point_file,'w') |
---|
| 1518 | fd.write("elevation, stage \n 1.0, 1.0,2.,4 \n 1.0, 3.0,4,8 \n 3.0,1.0,4.,8 \n") |
---|
| 1519 | fd.close() |
---|
| 1520 | |
---|
| 1521 | mesh_output_file = tempfile.mktemp(".tsh") |
---|
| 1522 | fit_to_mesh_file(mesh_file, |
---|
| 1523 | point_file, |
---|
| 1524 | mesh_output_file, |
---|
| 1525 | alpha = 0.0) |
---|
| 1526 | # load in the .tsh file we just wrote |
---|
| 1527 | mesh_dic = import_mesh_file(mesh_output_file) |
---|
| 1528 | #print "mesh_dic",mesh_dic |
---|
| 1529 | ans =[[0.0, 0.0], |
---|
| 1530 | [5.0, 10.0], |
---|
| 1531 | [5.0,10.0]] |
---|
| 1532 | assert allclose(mesh_dic['vertex_attributes'],ans) |
---|
| 1533 | |
---|
| 1534 | self.failUnless(mesh_dic['vertex_attribute_titles'] == |
---|
| 1535 | ['elevation','stage'], |
---|
| 1536 | 'test_fit_to_mesh_file failed') |
---|
| 1537 | |
---|
| 1538 | #clean up |
---|
| 1539 | os.remove(mesh_file) |
---|
| 1540 | os.remove(point_file) |
---|
| 1541 | os.remove(mesh_output_file) |
---|
| 1542 | |
---|
| 1543 | def test_fit_to_mesh_file4(self): |
---|
| 1544 | from load_mesh.loadASCII import import_mesh_file, \ |
---|
| 1545 | export_mesh_file |
---|
| 1546 | import tempfile |
---|
| 1547 | import os |
---|
| 1548 | |
---|
| 1549 | # create a .tsh file, no user outline |
---|
| 1550 | mesh_dic = {} |
---|
| 1551 | mesh_dic['vertices'] = [[0.76, 0.76], |
---|
| 1552 | [0.76, 5.76], |
---|
| 1553 | [5.76, 0.76]] |
---|
| 1554 | mesh_dic['triangles'] = [[0, 2, 1]] |
---|
| 1555 | mesh_dic['segments'] = [[0, 1], [2, 0], [1, 2]] |
---|
| 1556 | mesh_dic['triangle_tags'] = [''] |
---|
| 1557 | mesh_dic['vertex_attributes'] = [[], [], []] |
---|
| 1558 | mesh_dic['vertiex_attribute_titles'] = [] |
---|
| 1559 | mesh_dic['triangle_neighbors'] = [[-1, -1, -1]] |
---|
| 1560 | mesh_dic['segment_tags'] = ['external', |
---|
| 1561 | 'external', |
---|
| 1562 | 'external'] |
---|
| 1563 | mesh_dic['geo_reference'] = Geo_reference(56,-0.76,-0.76) |
---|
| 1564 | mesh_file = tempfile.mktemp(".tsh") |
---|
| 1565 | export_mesh_file(mesh_file,mesh_dic) |
---|
| 1566 | |
---|
| 1567 | geo_ref = Geo_reference(56,-200,-400) |
---|
| 1568 | # create an .xya file |
---|
| 1569 | point_file = tempfile.mktemp(".xya") |
---|
| 1570 | fd = open(point_file,'w') |
---|
| 1571 | fd.write("elevation, stage \n 201.0, 401.0,2.,4 \n 201.0, 403.0,4,8 \n 203.0, 401.0,4.,8 \n") |
---|
| 1572 | geo_ref.write_ASCII(fd) |
---|
| 1573 | fd.close() |
---|
| 1574 | |
---|
| 1575 | mesh_output_file = tempfile.mktemp(".tsh") |
---|
| 1576 | fit_to_mesh_file(mesh_file, |
---|
| 1577 | point_file, |
---|
| 1578 | mesh_output_file, |
---|
| 1579 | alpha = 0.0) |
---|
| 1580 | # load in the .tsh file we just wrote |
---|
| 1581 | mesh_dic = import_mesh_file(mesh_output_file) |
---|
| 1582 | #print "mesh_dic",mesh_dic |
---|
| 1583 | ans =[[0.0, 0.0], |
---|
| 1584 | [5.0, 10.0], |
---|
| 1585 | [5.0, 10.0]] |
---|
| 1586 | assert allclose(mesh_dic['vertex_attributes'],ans) |
---|
| 1587 | |
---|
| 1588 | self.failUnless(mesh_dic['vertex_attribute_titles'] == |
---|
| 1589 | ['elevation','stage'], |
---|
| 1590 | 'test_fit_to_mesh_file failed') |
---|
| 1591 | |
---|
| 1592 | #clean up |
---|
| 1593 | os.remove(mesh_file) |
---|
| 1594 | os.remove(point_file) |
---|
| 1595 | os.remove(mesh_output_file) |
---|
| 1596 | |
---|
| 1597 | def test_fit_to_mesh_fileII(self): |
---|
| 1598 | from load_mesh.loadASCII import import_mesh_file, \ |
---|
| 1599 | export_mesh_file |
---|
| 1600 | import tempfile |
---|
| 1601 | import os |
---|
| 1602 | |
---|
| 1603 | # create a .tsh file, no user outline |
---|
| 1604 | mesh_dic = {} |
---|
| 1605 | mesh_dic['vertices'] = [[0.0, 0.0], |
---|
| 1606 | [0.0, 5.0], |
---|
| 1607 | [5.0, 0.0]] |
---|
| 1608 | mesh_dic['triangles'] = [[0, 2, 1]] |
---|
| 1609 | mesh_dic['segments'] = [[0, 1], [2, 0], [1, 2]] |
---|
| 1610 | mesh_dic['triangle_tags'] = [''] |
---|
| 1611 | mesh_dic['vertex_attributes'] = [[1,2], [1,2], [1,2]] |
---|
| 1612 | mesh_dic['vertex_attribute_titles'] = ['density', 'temp'] |
---|
| 1613 | mesh_dic['triangle_neighbors'] = [[-1, -1, -1]] |
---|
| 1614 | mesh_dic['segment_tags'] = ['external', |
---|
| 1615 | 'external', |
---|
| 1616 | 'external'] |
---|
| 1617 | mesh_file = tempfile.mktemp(".tsh") |
---|
| 1618 | export_mesh_file(mesh_file,mesh_dic) |
---|
| 1619 | |
---|
| 1620 | # create an .xya file |
---|
| 1621 | point_file = tempfile.mktemp(".xya") |
---|
| 1622 | fd = open(point_file,'w') |
---|
| 1623 | fd.write("elevation, stage \n 1.0, 1.0,2.,4 \n 1.0, 3.0,4,8 \n 3.0,1.0,4.,8 \n") |
---|
| 1624 | fd.close() |
---|
| 1625 | |
---|
| 1626 | mesh_output_file = "new_triangle.tsh" |
---|
| 1627 | fit_to_mesh_file(mesh_file, |
---|
| 1628 | point_file, |
---|
| 1629 | mesh_output_file, |
---|
| 1630 | alpha = 0.0) |
---|
| 1631 | # load in the .tsh file we just wrote |
---|
| 1632 | mesh_dic = import_mesh_file(mesh_output_file) |
---|
| 1633 | |
---|
| 1634 | assert allclose(mesh_dic['vertex_attributes'], |
---|
| 1635 | [[1.0, 2.0,0.0, 0.0], |
---|
| 1636 | [1.0, 2.0,5.0, 10.0], |
---|
| 1637 | [1.0, 2.0,5.0,10.0]]) |
---|
| 1638 | |
---|
| 1639 | self.failUnless(mesh_dic['vertex_attribute_titles'] == |
---|
| 1640 | ['density', 'temp','elevation','stage'], |
---|
| 1641 | 'test_fit_to_mesh_file failed') |
---|
| 1642 | |
---|
| 1643 | #clean up |
---|
| 1644 | os.remove(mesh_file) |
---|
| 1645 | os.remove(mesh_output_file) |
---|
| 1646 | os.remove(point_file) |
---|
| 1647 | |
---|
| 1648 | def test_fit_to_mesh_file_errors(self): |
---|
| 1649 | from load_mesh.loadASCII import import_mesh_file, export_mesh_file |
---|
| 1650 | import tempfile |
---|
| 1651 | import os |
---|
| 1652 | |
---|
| 1653 | # create a .tsh file, no user outline |
---|
| 1654 | mesh_dic = {} |
---|
| 1655 | mesh_dic['vertices'] = [[0.0, 0.0],[0.0, 5.0],[5.0, 0.0]] |
---|
| 1656 | mesh_dic['triangles'] = [[0, 2, 1]] |
---|
| 1657 | mesh_dic['segments'] = [[0, 1], [2, 0], [1, 2]] |
---|
| 1658 | mesh_dic['triangle_tags'] = [''] |
---|
| 1659 | mesh_dic['vertex_attributes'] = [[1,2], [1,2], [1,2]] |
---|
| 1660 | mesh_dic['vertex_attribute_titles'] = ['density', 'temp'] |
---|
| 1661 | mesh_dic['triangle_neighbors'] = [[-1, -1, -1]] |
---|
| 1662 | mesh_dic['segment_tags'] = ['external', 'external','external'] |
---|
| 1663 | mesh_file = tempfile.mktemp(".tsh") |
---|
| 1664 | export_mesh_file(mesh_file,mesh_dic) |
---|
| 1665 | |
---|
| 1666 | # create an .xya file |
---|
| 1667 | point_file = tempfile.mktemp(".xya") |
---|
| 1668 | fd = open(point_file,'w') |
---|
| 1669 | fd.write("elevation stage \n 1.0, 1.0,2.,4 \n 1.0, 3.0,4,8 \n 3.0,1.0,4.,8 \n") |
---|
| 1670 | fd.close() |
---|
| 1671 | |
---|
| 1672 | mesh_output_file = "new_triangle.tsh" |
---|
| 1673 | try: |
---|
| 1674 | fit_to_mesh_file(mesh_file, point_file, |
---|
| 1675 | mesh_output_file, display_errors = False) |
---|
| 1676 | except IOError: |
---|
| 1677 | pass |
---|
| 1678 | else: |
---|
| 1679 | #self.failUnless(0 ==1, 'Bad file did not raise error!') |
---|
| 1680 | raise 'Bad file did not raise error!' |
---|
| 1681 | |
---|
| 1682 | #clean up |
---|
| 1683 | os.remove(mesh_file) |
---|
| 1684 | os.remove(point_file) |
---|
| 1685 | |
---|
| 1686 | def test_fit_to_mesh_file_errorsII(self): |
---|
| 1687 | from load_mesh.loadASCII import import_mesh_file, export_mesh_file |
---|
| 1688 | import tempfile |
---|
| 1689 | import os |
---|
| 1690 | |
---|
| 1691 | # create a .tsh file, no user outline |
---|
| 1692 | mesh_file = tempfile.mktemp(".tsh") |
---|
| 1693 | fd = open(mesh_file,'w') |
---|
| 1694 | fd.write("unit testing a bad .tsh file \n") |
---|
| 1695 | fd.close() |
---|
| 1696 | |
---|
| 1697 | # create an .xya file |
---|
| 1698 | point_file = tempfile.mktemp(".xya") |
---|
| 1699 | fd = open(point_file,'w') |
---|
| 1700 | fd.write("elevation, stage \n 1.0, 1.0,2.,4 \n 1.0, 3.0,4,8 \n 3.0,1.0,4.,8 \n") |
---|
| 1701 | fd.close() |
---|
| 1702 | |
---|
| 1703 | mesh_output_file = "new_triangle.tsh" |
---|
| 1704 | try: |
---|
| 1705 | fit_to_mesh_file(mesh_file, point_file, |
---|
| 1706 | mesh_output_file, display_errors = False) |
---|
| 1707 | except IOError: |
---|
| 1708 | pass |
---|
| 1709 | else: |
---|
| 1710 | raise 'Bad file did not raise error!' |
---|
| 1711 | |
---|
| 1712 | #clean up |
---|
| 1713 | os.remove(mesh_file) |
---|
| 1714 | os.remove(point_file) |
---|
| 1715 | |
---|
| 1716 | def test_fit_to_mesh_file_errorsIII(self): |
---|
| 1717 | from load_mesh.loadASCII import import_mesh_file, export_mesh_file |
---|
| 1718 | import tempfile |
---|
| 1719 | import os |
---|
| 1720 | |
---|
| 1721 | # create a .tsh file, no user outline |
---|
| 1722 | mesh_dic = {} |
---|
| 1723 | mesh_dic['vertices'] = [[0.0, 0.0],[0.0, 5.0],[5.0, 0.0]] |
---|
| 1724 | mesh_dic['triangles'] = [[0, 2, 1]] |
---|
| 1725 | mesh_dic['segments'] = [[0, 1], [2, 0], [1, 2]] |
---|
| 1726 | mesh_dic['triangle_tags'] = [''] |
---|
| 1727 | mesh_dic['vertex_attributes'] = [[1,2], [1,2], [1,2]] |
---|
| 1728 | mesh_dic['vertex_attribute_titles'] = ['density', 'temp'] |
---|
| 1729 | mesh_dic['triangle_neighbors'] = [[-1, -1, -1]] |
---|
| 1730 | mesh_dic['segment_tags'] = ['external', 'external','external'] |
---|
| 1731 | mesh_file = tempfile.mktemp(".tsh") |
---|
| 1732 | export_mesh_file(mesh_file,mesh_dic) |
---|
| 1733 | |
---|
| 1734 | # create an .xya file |
---|
| 1735 | point_file = tempfile.mktemp(".xya") |
---|
| 1736 | fd = open(point_file,'w') |
---|
| 1737 | fd.write("elevation, stage \n 1.0, 1.0,2.,4 \n 1.0, 3.0,4,8 \n 3.0,1.0,4.,8 \n") |
---|
| 1738 | fd.close() |
---|
| 1739 | |
---|
| 1740 | #This a deliberately illegal filename to invoke the error. |
---|
| 1741 | mesh_output_file = ".../\z\z:ya.tsh" |
---|
| 1742 | |
---|
| 1743 | try: |
---|
| 1744 | fit_to_mesh_file(mesh_file, point_file, |
---|
| 1745 | mesh_output_file, display_errors = False) |
---|
| 1746 | except IOError: |
---|
| 1747 | pass |
---|
| 1748 | else: |
---|
| 1749 | raise 'Bad file did not raise error!' |
---|
| 1750 | |
---|
| 1751 | #clean up |
---|
| 1752 | os.remove(mesh_file) |
---|
| 1753 | os.remove(point_file) |
---|
| 1754 | |
---|
| 1755 | ## FIXME? Running from the Comand line isn't in vogue these days |
---|
| 1756 | # The test was breaking when test_all at the inundation level was running |
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| 1757 | # was running it.issue - not running the test in this directory |
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| 1758 | def Bad_test_fit_to_mesh_file_errorsIV(self): |
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| 1759 | import os |
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| 1760 | command = '%s least_squares.py q q q e n 0.9 n' %(sys.executable) |
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| 1761 | status = os.system(command) |
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| 1762 | self.failUnless(status%255 == 1, |
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| 1763 | 'command prompt least_squares.py failed. Incorect exit status.') |
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| 1764 | |
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| 1765 | def test_fit_to_msh_netcdf_fileII(self): |
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| 1766 | from load_mesh.loadASCII import import_mesh_file, export_mesh_file |
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| 1767 | import tempfile |
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| 1768 | import os |
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| 1769 | |
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| 1770 | # create a .tsh file, no user outline |
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| 1771 | mesh_dic = {} |
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| 1772 | mesh_dic['vertices'] = [[0.0, 0.0], |
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| 1773 | [0.0, 5.0], |
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| 1774 | [5.0, 0.0]] |
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| 1775 | mesh_dic['triangles'] = [[0, 2, 1]] |
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| 1776 | mesh_dic['segments'] = [[0, 1], [2, 0], [1, 2]] |
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| 1777 | mesh_dic['triangle_tags'] = [''] |
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| 1778 | mesh_dic['vertex_attributes'] = [[1,2], [1,2], [1,2]] |
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| 1779 | mesh_dic['vertex_attribute_titles'] = ['density', 'temp'] |
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| 1780 | mesh_dic['triangle_neighbors'] = [[-1, -1, -1]] |
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| 1781 | mesh_dic['segment_tags'] = ['external', |
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| 1782 | 'external', |
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| 1783 | 'external'] |
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| 1784 | mesh_file = tempfile.mktemp(".msh") |
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| 1785 | export_mesh_file(mesh_file,mesh_dic) |
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| 1786 | |
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| 1787 | # create an .xya file |
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| 1788 | point_file = tempfile.mktemp(".xya") |
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| 1789 | fd = open(point_file,'w') |
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| 1790 | fd.write("elevation, stage \n 1.0, 1.0,2.,4 \n 1.0, 3.0,4,8 \n 3.0,1.0,4.,8 \n") |
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| 1791 | fd.close() |
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| 1792 | |
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| 1793 | mesh_output_file = "new_triangle.msh" |
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| 1794 | fit_to_mesh_file(mesh_file, |
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| 1795 | point_file, |
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| 1796 | mesh_output_file, |
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| 1797 | alpha = 0.0) |
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| 1798 | # load in the .tsh file we just wrote |
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| 1799 | mesh_dic = import_mesh_file(mesh_output_file) |
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| 1800 | |
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| 1801 | assert allclose(mesh_dic['vertex_attributes'], |
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| 1802 | [[1.0, 2.0,0.0, 0.0], |
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| 1803 | [1.0, 2.0,5.0, 10.0], |
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| 1804 | [1.0, 2.0,5.0,10.0]]) |
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| 1805 | |
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| 1806 | self.failUnless(mesh_dic['vertex_attribute_titles'] == |
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| 1807 | ['density', 'temp','elevation','stage'], |
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| 1808 | 'test_fit_to_mesh_file failed') |
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| 1809 | |
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| 1810 | #clean up |
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| 1811 | os.remove(mesh_file) |
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| 1812 | os.remove(mesh_output_file) |
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| 1813 | os.remove(point_file) |
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| 1814 | |
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[2585] | 1815 | |
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| 1816 | |
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| 1817 | def test_fit_using_fit_to_mesh(self): |
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| 1818 | """Fit a surface to one set of points. Then interpolate that surface |
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| 1819 | using another set of points. |
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| 1820 | """ |
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| 1821 | |
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| 1822 | #Setup mesh used to represent fitted function |
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| 1823 | a = [0.0, 0.0] |
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| 1824 | b = [0.0, 2.0] |
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| 1825 | c = [2.0, 0.0] |
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| 1826 | d = [0.0, 4.0] |
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| 1827 | e = [2.0, 2.0] |
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| 1828 | f = [4.0, 0.0] |
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| 1829 | |
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| 1830 | points = [a, b, c, d, e, f] |
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| 1831 | #bac, bce, ecf, dbe, daf, dae |
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| 1832 | triangles = [[1,0,2], [1,2,4], [4,2,5], [3,1,4]] |
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| 1833 | |
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| 1834 | #Datapoints to fit from |
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| 1835 | data_points1 = [[ 0.66666667, 0.66666667], |
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| 1836 | [ 1.33333333, 1.33333333], |
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| 1837 | [ 2.66666667, 0.66666667], |
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| 1838 | [ 0.66666667, 2.66666667], |
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| 1839 | [ 0.0, 1.0], |
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| 1840 | [ 0.0, 3.0], |
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| 1841 | [ 1.0, 0.0], |
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| 1842 | [ 1.0, 1.0], |
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| 1843 | [ 15, -17], #Outside mesh |
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| 1844 | [ 1.0, 2.0], |
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| 1845 | [ 1.0, 3.0], |
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| 1846 | [ 2.0, 1.0], |
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| 1847 | [ 3.0, 0.0], |
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| 1848 | [ 3.0, 1.0]] |
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| 1849 | |
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| 1850 | #Fit surface to mesh |
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| 1851 | z = linear_function(data_points1) #Example z-values |
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[2666] | 1852 | v = fit_to_mesh(points, triangles, data_points1, z, alpha=0.0, |
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| 1853 | precrop=True, verbose=False) |
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| 1854 | |
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[2585] | 1855 | assert allclose(linear_function(points), v) |
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| 1856 | |
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[2666] | 1857 | |
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[2585] | 1858 | |
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[2666] | 1859 | def test_acceptable_overshoot(self): |
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| 1860 | """Fit a surface to one set of points. Then interpolate that surface |
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| 1861 | using another set of points. |
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| 1862 | Check that exceedance in fitted values are caught. |
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| 1863 | """ |
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| 1864 | |
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| 1865 | #Setup mesh used to represent fitted function |
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| 1866 | a = [0.0, 0.0] |
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| 1867 | b = [0.0, 2.0] |
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| 1868 | c = [2.0, 0.0] |
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| 1869 | d = [0.0, 4.0] |
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| 1870 | e = [2.0, 2.0] |
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| 1871 | f = [4.0, 0.0] |
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| 1872 | |
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| 1873 | points = [a, b, c, d, e, f] |
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| 1874 | #bac, bce, ecf, dbe, daf, dae |
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| 1875 | triangles = [[1,0,2], [1,2,4], [4,2,5], [3,1,4]] |
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| 1876 | |
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| 1877 | #Datapoints to fit from |
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| 1878 | data_points1 = [[ 0.66666667, 0.66666667], |
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| 1879 | [ 1.33333333, 1.33333333], |
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| 1880 | [ 2.66666667, 0.66666667], |
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| 1881 | [ 0.66666667, 2.66666667], |
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| 1882 | [ 0.0, 1.0], |
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| 1883 | [ 0.0, 3.0], |
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| 1884 | [ 1.0, 0.0], |
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| 1885 | [ 1.0, 1.0], |
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| 1886 | [ 15, -17], #Outside mesh |
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| 1887 | [ 1.0, 2.0], |
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| 1888 | [ 1.0, 3.0], |
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| 1889 | [ 2.0, 1.0], |
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| 1890 | [ 3.0, 0.0], |
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| 1891 | [ 3.0, 1.0]] |
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| 1892 | |
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| 1893 | #Fit surface to mesh |
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| 1894 | z = linear_function(data_points1) #Example z-values |
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| 1895 | |
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| 1896 | try: |
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| 1897 | v = fit_to_mesh(points, triangles, data_points1, z, alpha=0.0, |
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| 1898 | acceptable_overshoot = 0.2, |
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| 1899 | precrop=True, verbose=False) |
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| 1900 | except FittingError, e: |
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| 1901 | pass |
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| 1902 | else: |
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| 1903 | raise 'Should have raised exception' |
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| 1904 | |
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| 1905 | |
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| 1906 | #assert allclose(linear_function(points), v) |
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| 1907 | |
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| 1908 | |
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| 1909 | |
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[2526] | 1910 | #------------------------------------------------------------- |
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| 1911 | if __name__ == "__main__": |
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[2665] | 1912 | #suite = unittest.makeSuite(Test_Least_Squares,'test_smooth_attributes_to_mesh_function') |
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[2778] | 1913 | #suite = unittest.makeSuite(Test_Least_Squares,'test_datapoint_at_centroid') |
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[2666] | 1914 | suite = unittest.makeSuite(Test_Least_Squares,'test') |
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[2526] | 1915 | |
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| 1916 | #suite = unittest.makeSuite(Test_Least_Squares,'test_fit_to_msh_netcdf_fileII') |
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| 1917 | #suite = unittest.makeSuite(Test_Least_Squares,'test_fit_to_mesh_fileII') |
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| 1918 | runner = unittest.TextTestRunner(verbosity=1) |
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| 1919 | runner.run(suite) |
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| 1920 | |
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| 1921 | |
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| 1922 | |
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| 1923 | |
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| 1924 | |
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