Files
simpeg/SimPEG/tests/test_utils.py
T

92 lines
3.4 KiB
Python

import numpy as np
import unittest
import sys
sys.path.append('../')
from utils import mkvc, ndgrid, indexCube
from sputils import sdiag, inv3X3BlockDiagonal, inv2X2BlockDiagonal, sp
class TestSequenceFunctions(unittest.TestCase):
def setUp(self):
self.a = np.array([1, 2, 3])
self.b = np.array([1, 2])
self.c = np.array([1, 2, 3, 4])
def test_mkvc1(self):
x = mkvc(self.a)
self.assertTrue(x.shape, (3,))
def test_mkvc2(self):
x = mkvc(self.a, 2)
self.assertTrue(x.shape, (3, 1))
def test_mkvc3(self):
x = mkvc(self.a, 3)
self.assertTrue(x.shape, (3, 1, 1))
def test_ndgrid_2D(self):
XY = ndgrid([self.a, self.b])
X1_test = np.array([1, 2, 3, 1, 2, 3])
X2_test = np.array([1, 1, 1, 2, 2, 2])
self.assertTrue(np.all(XY[:, 0] == X1_test))
self.assertTrue(np.all(XY[:, 1] == X2_test))
def test_ndgrid_3D(self):
XYZ = ndgrid([self.a, self.b, self.c])
X1_test = np.array([1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3])
X2_test = np.array([1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2])
X3_test = np.array([1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4])
self.assertTrue(np.all(XYZ[:, 0] == X1_test))
self.assertTrue(np.all(XYZ[:, 1] == X2_test))
self.assertTrue(np.all(XYZ[:, 2] == X3_test))
def test_indexCube_2D(self):
nN = np.array([3, 3])
self.assertTrue(np.all(indexCube('A', nN) == np.array([0, 1, 3, 4])))
self.assertTrue(np.all(indexCube('B', nN) == np.array([3, 4, 6, 7])))
self.assertTrue(np.all(indexCube('C', nN) == np.array([4, 5, 7, 8])))
self.assertTrue(np.all(indexCube('D', nN) == np.array([1, 2, 4, 5])))
def test_indexCube_3D(self):
nN = np.array([3, 3, 3])
self.assertTrue(np.all(indexCube('A', nN) == np.array([0, 1, 3, 4, 9, 10, 12, 13])))
self.assertTrue(np.all(indexCube('B', nN) == np.array([3, 4, 6, 7, 12, 13, 15, 16])))
self.assertTrue(np.all(indexCube('C', nN) == np.array([4, 5, 7, 8, 13, 14, 16, 17])))
self.assertTrue(np.all(indexCube('D', nN) == np.array([1, 2, 4, 5, 10, 11, 13, 14])))
self.assertTrue(np.all(indexCube('E', nN) == np.array([9, 10, 12, 13, 18, 19, 21, 22])))
self.assertTrue(np.all(indexCube('F', nN) == np.array([12, 13, 15, 16, 21, 22, 24, 25])))
self.assertTrue(np.all(indexCube('G', nN) == np.array([13, 14, 16, 17, 22, 23, 25, 26])))
self.assertTrue(np.all(indexCube('H', nN) == np.array([10, 11, 13, 14, 19, 20, 22, 23])))
def test_invXXXBlockDiagonal(self):
a = [np.random.rand(5, 1) for i in range(4)]
B = inv2X2BlockDiagonal(*a)
A = sp.vstack((sp.hstack((sdiag(a[0]), sdiag(a[1]))),
sp.hstack((sdiag(a[2]), sdiag(a[3])))))
Z2 = B*A - sp.eye(10, 10)
self.assertTrue(np.linalg.norm(Z2.todense().ravel(), 2) < 1e-12)
a = [np.random.rand(5, 1) for i in range(9)]
B = inv3X3BlockDiagonal(*a)
A = sp.vstack((sp.hstack((sdiag(a[0]), sdiag(a[1]), sdiag(a[2]))),
sp.hstack((sdiag(a[3]), sdiag(a[4]), sdiag(a[5]))),
sp.hstack((sdiag(a[6]), sdiag(a[7]), sdiag(a[8])))))
Z3 = B*A - sp.eye(15, 15)
self.assertTrue(np.linalg.norm(Z3.todense().ravel(), 2) < 1e-12)
if __name__ == '__main__':
unittest.main()