def test_linear_addition():
A = np.random.rand(4, 3)
B = np.random.rand(4, 3)
x = np.random.rand(3)
y = np.random.rand(4)
Aop = MatVecOperator(A)
Bop = MatVecOperator(B)
xvec = Aop.domain.element(x)
yvec = Aop.range.element(y)
# Explicit instantiation
C = OperatorSum(Aop, Bop)
assert C.is_linear
assert C.adjoint.is_linear
assert all_almost_equal(C(xvec), np.dot(A, x) + np.dot(B, x))
assert all_almost_equal(C.adjoint(yvec), np.dot(A.T, y) + np.dot(B.T, y))
# Using operator overloading
assert all_almost_equal((Aop + Bop)(xvec),
np.dot(A, x) + np.dot(B, x))
assert all_almost_equal((Aop + Bop).adjoint(yvec),
np.dot(A.T, y) + np.dot(B.T, y))
def test_functional_addition():
r3 = odl.Rn(3)
Aop = SumFunctional(r3)
Bop = SumFunctional(r3)
x = r3.element([1, 2, 3])
y = 1
# Explicit instantiation
C = OperatorSum(Aop, Bop)
assert C.is_linear
assert C.adjoint.is_linear
assert C(x) == 2 * np.sum(x)
# Test adjoint
assert all_almost_equal(C.adjoint(y), y * 2 * np.ones(3))
assert all_almost_equal(C.adjoint.adjoint(x), C(x))
# Using operator overloading
assert (Aop + Bop)(x) == 2 * np.sum(x)
assert all_almost_equal((Aop + Bop).adjoint(y), y * 2 * np.ones(3))
def test_functional_addition():
r3 = odl.Rn(3)
Aop = SumFunctional(r3)
Bop = SumFunctional(r3)
x = r3.element([1, 2, 3])
y = 1
# Explicit instantiation
C = OperatorSum(Aop, Bop)
assert C.is_linear
assert C.adjoint.is_linear
assert C(x) == 2 * np.sum(x)
# Test adjoint
assert all_almost_equal(C.adjoint(y), y * 2 * np.ones(3))
assert all_almost_equal(C.adjoint.adjoint(x), C(x))
# Using operator overloading
assert (Aop + Bop)(x) == 2 * np.sum(x)
assert all_almost_equal((Aop + Bop).adjoint(y), y * 2 * np.ones(3))
def test_linear_addition():
A = np.random.rand(4, 3)
B = np.random.rand(4, 3)
x = np.random.rand(3)
y = np.random.rand(4)
Aop = MatVecOperator(A)
Bop = MatVecOperator(B)
xvec = Aop.domain.element(x)
yvec = Aop.range.element(y)
# Explicit instantiation
C = OperatorSum(Aop, Bop)
assert C.is_linear
assert C.adjoint.is_linear
assert all_almost_equal(C(xvec), np.dot(A, x) + np.dot(B, x))
assert all_almost_equal(C.adjoint(yvec), np.dot(A.T, y) + np.dot(B.T, y))
# Using operator overloading
assert all_almost_equal((Aop + Bop)(xvec), np.dot(A, x) + np.dot(B, x))
assert all_almost_equal((Aop + Bop).adjoint(yvec),
np.dot(A.T, y) + np.dot(B.T, y))