Files
simpeg/tests/base/test_Fields.py
2016-07-16 14:17:02 -05:00

389 lines
14 KiB
Python

from __future__ import unicode_literals
from __future__ import print_function
from __future__ import division
from __future__ import absolute_import
from builtins import int
from future import standard_library
standard_library.install_aliases()
from builtins import range
import unittest
from SimPEG import *
class FieldsTest(unittest.TestCase):
def setUp(self):
mesh = Mesh.TensorMesh([np.ones(n)*5 for n in [10,11,12]],[0,0,-30])
x = np.linspace(5,10,3)
XYZ = Utils.ndgrid(x,x,np.r_[0.])
srcLoc = np.r_[0,0,0.]
rxList0 = Survey.BaseRx(XYZ, 'exi')
Src0 = Survey.BaseSrc([rxList0], loc=srcLoc)
rxList1 = Survey.BaseRx(XYZ, 'bxi')
Src1 = Survey.BaseSrc([rxList1], loc=srcLoc)
rxList2 = Survey.BaseRx(XYZ, 'bxi')
Src2 = Survey.BaseSrc([rxList2], loc=srcLoc)
rxList3 = Survey.BaseRx(XYZ, 'bxi')
Src3 = Survey.BaseSrc([rxList3], loc=srcLoc)
Src4 = Survey.BaseSrc([rxList0, rxList1, rxList2, rxList3], loc=srcLoc)
srcList = [Src0,Src1,Src2,Src3,Src4]
survey = Survey.BaseSurvey(srcList=srcList)
self.D = Survey.Data(survey)
self.F = Problem.Fields(mesh, survey, knownFields={'phi':'CC','e':'E','b':'F'}, dtype={"phi":float,"e":complex,"b":complex})
self.Src0 = Src0
self.Src1 = Src1
self.mesh = mesh
self.XYZ = XYZ
def test_contains(self):
F = self.F
nSrc = F.survey.nSrc
self.assertTrue('b' not in F)
self.assertTrue('e' not in F)
e = np.random.rand(F.mesh.nE, nSrc)
F[:, 'e'] = e
self.assertTrue('b' not in F)
self.assertTrue('e' in F)
def test_overlappingFields(self):
self.assertRaises(AssertionError, Problem.Fields, self.F.mesh, self.F.survey,
knownFields={'b':'F'},
aliasFields={'b':['b',(lambda F, b, ind: b)]})
def test_SetGet(self):
F = self.F
nSrc = F.survey.nSrc
e = np.random.rand(F.mesh.nE, nSrc) + np.random.rand(F.mesh.nE, nSrc)*1j
F[:, 'e'] = e
b = np.random.rand(F.mesh.nF, nSrc) + np.random.rand(F.mesh.nF, nSrc)*1j
F[:, 'b'] = b
self.assertTrue(np.all(F[:, 'e'] == e))
self.assertTrue(np.all(F[:, 'b'] == b))
F[:] = {'b':b,'e':e}
self.assertTrue(np.all(F[:, 'e'] == e))
self.assertTrue(np.all(F[:, 'b'] == b))
for s in [0,0.0,np.r_[0],int(0)]:
F[:, 'b'] = s
self.assertTrue(np.all(F[:, 'b'] == b*0))
b = np.random.rand(F.mesh.nF,1)
F[self.Src0, 'b'] = b
self.assertTrue(np.all(F[self.Src0, 'b'] == b))
b = np.random.rand(F.mesh.nF,1)
F[self.Src0, 'b'] = b
self.assertTrue(np.all(F[self.Src0, 'b'] == b))
phi = np.random.rand(F.mesh.nC,2)
F[[self.Src0,self.Src1], 'phi'] = phi
self.assertTrue(np.all(F[[self.Src0,self.Src1], 'phi'] == phi))
fdict = F[:,:]
self.assertTrue(type(fdict) is dict)
self.assertTrue(sorted([k for k in fdict]) == ['b','e','phi'])
b = np.random.rand(F.mesh.nF, 2)
F[[self.Src0, self.Src1],'b'] = b
self.assertTrue(F[self.Src0]['b'].shape == (F.mesh.nF,1))
self.assertTrue(F[self.Src0,'b'].shape == (F.mesh.nF,1))
self.assertTrue(np.all(F[self.Src0,'b'] == Utils.mkvc(b[:,0],2)))
self.assertTrue(np.all(F[self.Src1,'b'] == Utils.mkvc(b[:,1],2)))
def test_assertions(self):
freq = [self.Src0, self.Src1]
bWrongSize = np.random.rand(self.F.mesh.nE, self.F.survey.nSrc)
def fun(): self.F[freq, 'b'] = bWrongSize
self.assertRaises(ValueError, fun)
def fun(): self.F[-999.]
self.assertRaises(KeyError, fun)
def fun(): self.F['notRight']
self.assertRaises(KeyError, fun)
def fun(): self.F[freq,'notThere']
self.assertRaises(KeyError, fun)
class FieldsTest_Alias(unittest.TestCase):
def setUp(self):
mesh = Mesh.TensorMesh([np.ones(n)*5 for n in [10,11,12]],[0,0,-30])
x = np.linspace(5,10,3)
XYZ = Utils.ndgrid(x,x,np.r_[0.])
srcLoc = np.r_[0,0,0.]
rxList0 = Survey.BaseRx(XYZ, 'exi')
Src0 = Survey.BaseSrc([rxList0],loc=srcLoc)
rxList1 = Survey.BaseRx(XYZ, 'bxi')
Src1 = Survey.BaseSrc([rxList1],loc=srcLoc)
rxList2 = Survey.BaseRx(XYZ, 'bxi')
Src2 = Survey.BaseSrc([rxList2],loc=srcLoc)
rxList3 = Survey.BaseRx(XYZ, 'bxi')
Src3 = Survey.BaseSrc([rxList3],loc=srcLoc)
Src4 = Survey.BaseSrc([rxList0, rxList1, rxList2, rxList3],loc=srcLoc)
srcList = [Src0,Src1,Src2,Src3,Src4]
survey = Survey.BaseSurvey(srcList=srcList)
self.F = Problem.Fields(mesh, survey, knownFields={'e':'E'}, aliasFields={'b':['e','F',(lambda e, ind: self.F.mesh.edgeCurl * e)]})
self.Src0 = Src0
self.Src1 = Src1
self.mesh = mesh
self.XYZ = XYZ
def test_contains(self):
F = self.F
nSrc = F.survey.nSrc
self.assertTrue('b' not in F)
self.assertTrue('e' not in F)
e = np.random.rand(F.mesh.nE, nSrc)
F[:, 'e'] = e
self.assertTrue('b' in F)
self.assertTrue('e' in F)
def test_simpleAlias(self):
F = self.F
nSrc = F.survey.nSrc
e = np.random.rand(F.mesh.nE, nSrc)
F[:, 'e'] = e
self.assertTrue(np.all(F[:, 'b'] == F.mesh.edgeCurl * e ))
e = np.random.rand(F.mesh.nE,1)
F[self.Src0, 'e'] = e
self.assertTrue(np.all(F[self.Src0, 'b'] == F.mesh.edgeCurl * e))
def f():
F[self.Src0, 'b'] = F[self.Src0, 'b']
self.assertRaises(KeyError, f) # can't set a alias attr.
def test_aliasFunction(self):
def alias(e, ind):
self.assertTrue(ind[0] is self.Src0)
return self.F.mesh.edgeCurl * e
F = Problem.Fields(self.F.mesh, self.F.survey, knownFields={'e':'E'}, aliasFields={'b':['e','F',alias]})
e = np.random.rand(F.mesh.nE,1)
F[self.Src0, 'e'] = e
F[self.Src0, 'b']
def alias(e, ind):
self.assertTrue(type(ind) is list)
self.assertTrue(ind[0] is self.Src0)
self.assertTrue(ind[1] is self.Src1)
return self.F.mesh.edgeCurl * e
F = Problem.Fields(self.F.mesh, self.F.survey, knownFields={'e':'E'}, aliasFields={'b':['e','F',alias]})
e = np.random.rand(F.mesh.nE,2)
F[[self.Src0, self.Src1], 'e'] = e
F[[self.Src0, self.Src1], 'b']
class FieldsTest_Time(unittest.TestCase):
def setUp(self):
mesh = Mesh.TensorMesh([np.ones(n)*5 for n in [10,11,12]],[0,0,-30])
x = np.linspace(5,10,3)
XYZ = Utils.ndgrid(x,x,np.r_[0.])
srcLoc = np.r_[0,0,0.]
rxList0 = Survey.BaseRx(XYZ, 'exi')
Src0 = Survey.BaseSrc([rxList0], loc=srcLoc)
rxList1 = Survey.BaseRx(XYZ, 'bxi')
Src1 = Survey.BaseSrc([rxList1], loc=srcLoc)
rxList2 = Survey.BaseRx(XYZ, 'bxi')
Src2 = Survey.BaseSrc([rxList2], loc=srcLoc)
rxList3 = Survey.BaseRx(XYZ, 'bxi')
Src3 = Survey.BaseSrc([rxList3], loc=srcLoc)
Src4 = Survey.BaseSrc([rxList0, rxList1, rxList2, rxList3], loc=srcLoc)
srcList = [Src0,Src1,Src2,Src3,Src4]
survey = Survey.BaseSurvey(srcList=srcList)
prob = Problem.BaseTimeProblem(mesh, timeSteps=[(10.,3), (20.,2)])
survey.pair(prob)
self.F = Problem.TimeFields(mesh, survey, knownFields={'phi':'CC','e':'E','b':'F'})
self.Src0 = Src0
self.Src1 = Src1
self.mesh = mesh
self.XYZ = XYZ
def test_contains(self):
F = self.F
nSrc = F.survey.nSrc
nT = F.survey.prob.nT + 1
self.assertTrue('b' not in F)
self.assertTrue('e' not in F)
self.assertTrue('phi' not in F)
e = np.random.rand(F.mesh.nE, nSrc, nT)
F[:, 'e', :] = e
self.assertTrue('e' in F)
self.assertTrue('b' not in F)
self.assertTrue('phi' not in F)
def test_SetGet(self):
F = self.F
nSrc = F.survey.nSrc
nT = F.survey.prob.nT + 1
e = np.random.rand(F.mesh.nE, nSrc, nT)
F[:, 'e'] = e
b = np.random.rand(F.mesh.nF, nSrc, nT)
F[:, 'b'] = b
self.assertTrue(np.all(F[:, 'e'] == e))
self.assertTrue(np.all(F[:, 'b'] == b))
F[:] = {'b':b,'e':e}
self.assertTrue(np.all(F[:, 'e'] == e))
self.assertTrue(np.all(F[:, 'b'] == b))
for s in [0,0.0,np.r_[0],int(0)]:
F[:, 'b'] = s
self.assertTrue(np.all(F[:, 'b'] == b*0))
b = np.random.rand(F.mesh.nF,1,nT)
F[self.Src0, 'b'] = b
self.assertTrue(np.all(F[self.Src0, 'b'] == b[:,0,:]))
b = np.random.rand(F.mesh.nF,1,nT)
F[self.Src0, 'b', 0] = b[:,:,0]
self.assertTrue(np.all(F[self.Src0, 'b', 0] == Utils.mkvc(b[:,0,0],2)))
phi = np.random.rand(F.mesh.nC,2,nT)
F[[self.Src0,self.Src1], 'phi'] = phi
self.assertTrue(np.all(F[[self.Src0,self.Src1], 'phi'] == phi))
fdict = F[:]
self.assertTrue(type(fdict) is dict)
self.assertTrue(sorted([k for k in fdict]) == ['b','e','phi'])
b = np.random.rand(F.mesh.nF, 2, nT)
F[[self.Src0, self.Src1],'b'] = b
self.assertTrue(F[self.Src0]['b'].shape == (F.mesh.nF,nT))
self.assertTrue(F[self.Src0,'b'].shape == (F.mesh.nF,nT))
self.assertTrue(np.all(F[self.Src0,'b'] == b[:,0,:]))
self.assertTrue(np.all(F[self.Src1,'b'] == b[:,1,:]))
self.assertTrue(np.all(F[self.Src0,'b',1] == Utils.mkvc(b[:,0,1],2)))
self.assertTrue(np.all(F[self.Src1,'b',1] == Utils.mkvc(b[:,1,1],2)))
self.assertTrue(np.all(F[self.Src0,'b',4] == Utils.mkvc(b[:,0,4],2)))
self.assertTrue(np.all(F[self.Src1,'b',4] == Utils.mkvc(b[:,1,4],2)))
b = np.random.rand(F.mesh.nF, 2, nT)
F[[self.Src0, self.Src1],'b', 0] = b[:,:,0]
def test_assertions(self):
freq = [self.Src0, self.Src1]
bWrongSize = np.random.rand(self.F.mesh.nE, self.F.survey.nSrc)
def fun(): self.F[freq, 'b'] = bWrongSize
self.assertRaises(ValueError, fun)
def fun(): self.F[-999.]
self.assertRaises(KeyError, fun)
def fun(): self.F['notRight']
self.assertRaises(KeyError, fun)
def fun(): self.F[freq,'notThere']
self.assertRaises(KeyError, fun)
class FieldsTest_Time_Aliased(unittest.TestCase):
def setUp(self):
mesh = Mesh.TensorMesh([np.ones(n)*5 for n in [10,11,12]],[0,0,-30])
x = np.linspace(5,10,3)
XYZ = Utils.ndgrid(x,x,np.r_[0.])
srcLoc = np.r_[0,0,0.]
rxList0 = Survey.BaseRx(XYZ, 'exi')
Src0 = Survey.BaseSrc( [rxList0],loc=srcLoc)
rxList1 = Survey.BaseRx(XYZ, 'bxi')
Src1 = Survey.BaseSrc( [rxList1],loc=srcLoc)
rxList2 = Survey.BaseRx(XYZ, 'bxi')
Src2 = Survey.BaseSrc( [rxList2],loc=srcLoc)
rxList3 = Survey.BaseRx(XYZ, 'bxi')
Src3 = Survey.BaseSrc( [rxList3],loc=srcLoc)
Src4 = Survey.BaseSrc( [rxList0, rxList1, rxList2, rxList3],loc=srcLoc)
srcList = [Src0,Src1,Src2,Src3,Src4]
survey = Survey.BaseSurvey(srcList=srcList)
prob = Problem.BaseTimeProblem(mesh, timeSteps=[(10.,3), (20.,2)])
survey.pair(prob)
def alias(b, srcInd, timeInd):
return self.F.mesh.edgeCurl.T * b + timeInd
self.F = Problem.TimeFields(mesh, survey, knownFields={'b':'F'}, aliasFields={'e':['b','E',alias]})
self.Src0 = Src0
self.Src1 = Src1
self.mesh = mesh
self.XYZ = XYZ
def test_contains(self):
F = self.F
nSrc = F.survey.nSrc
nT = F.survey.prob.nT + 1
self.assertTrue('b' not in F)
self.assertTrue('e' not in F)
b = np.random.rand(F.mesh.nF, nSrc, nT)
F[:, 'b', :] = b
self.assertTrue('e' in F)
self.assertTrue('b' in F)
def test_simpleAlias(self):
F = self.F
nSrc = F.survey.nSrc
nT = F.survey.prob.nT + 1
b = np.random.rand(F.mesh.nF, nSrc, nT)
F[:, 'b', :] = b
self.assertTrue(np.all(F[:, 'e', 0] == F.mesh.edgeCurl.T * b[:,:,0] ))
e = list(range(nT))
for i in range(nT):
e[i] = F.mesh.edgeCurl.T*b[:,:,i] + i
e[i] = e[i][:,:,np.newaxis]
e = np.concatenate(e, axis=2)
self.assertTrue(np.all(F[:, 'e', :] == e ))
self.assertTrue(np.all(F[self.Src0, 'e', :] == e[:,0,:] ))
self.assertTrue(np.all(F[self.Src1, 'e', :] == e[:,1,:] ))
for t in range(nT):
self.assertTrue(np.all(F[self.Src1, 'e', t] == Utils.mkvc(e[:,1,t],2) ))
b = np.random.rand(F.mesh.nF,nT)
F[self.Src0, 'b',:] = b
Cb = F.mesh.edgeCurl.T * b
for i in range(Cb.shape[1]):
Cb[:,i] += i
self.assertTrue(np.all(F[self.Src0, 'e',:] == Cb))
def f():
F[self.Src0, 'e'] = F[self.Src0, 'e']
self.assertRaises(KeyError, f) # can't set a alias attr.
def test_aliasFunction(self):
nT = self.F.survey.prob.nT + 1
count = [0]
def alias(e, srcInd, timeInd):
count[0] += 1
self.assertTrue(srcInd[0] is self.Src0)
return self.F.mesh.edgeCurl * e
F = Problem.TimeFields(self.F.mesh, self.F.survey, knownFields={'e':'E'}, aliasFields={'b':['e','F',alias]})
e = np.random.rand(F.mesh.nE,1,nT)
F[self.Src0, 'e', :] = e
F[self.Src0, 'b', :]
self.assertTrue(count[0] == nT) # ensure that this is called for every time separately.
e = np.random.rand(F.mesh.nE,1,1)
F[self.Src0, 'e', 1] = e
count[0] = 0
F[self.Src0, 'b', 1]
self.assertTrue(count[0] == 1) # ensure that this is called only once.
def alias(e, srcInd, timeInd):
count[0] += 1
self.assertTrue(type(srcInd) is list)
self.assertTrue(srcInd[0] is self.Src0)
self.assertTrue(srcInd[1] is self.Src1)
return self.F.mesh.edgeCurl * e
F = Problem.TimeFields(self.F.mesh, self.F.survey, knownFields={'e':'E'}, aliasFields={'b':['e','F',alias]})
e = np.random.rand(F.mesh.nE,2, nT)
F[[self.Src0, self.Src1], 'e', :] = e
count[0] = 0
F[[self.Src0, self.Src1], 'b', :]
self.assertTrue(count[0] == nT) # ensure that this is called for every time separately.
e = np.random.rand(F.mesh.nE,2, 1)
F[[self.Src0, self.Src1], 'e', 1] = e
count[0] = 0
F[[self.Src0, self.Src1], 'b', 1]
self.assertTrue(count[0] == 1) # ensure that this is called only once.
if __name__ == '__main__':
unittest.main()