def test_solve_quadratic_fixed_supplying_attributes(self):
"""
Same as test_solve_quadratic_fixed, except supplying attributes
rather than functions as targets.
"""
for solver in solvers:
iden1 = Identity()
iden2 = Identity()
iden3 = Identity()
iden1.x = 4
iden2.x = 5
iden3.x = 6
iden1.names = ['x1']
iden2.names = ['x2']
iden3.names = ['x3']
iden1.fixed = [True]
iden3.fixed = [True]
# Try a mix of explicit LeastSquaresTerms and tuples
term1 = LeastSquaresTerm(Target(iden1, 'x'), 1, 1)
term2 = (iden2, 'x', 2, 1 / 4.)
term3 = (iden3, 'x', 3, 1 / 9.)
prob = LeastSquaresProblem([term1, term2, term3])
solver(prob)
self.assertAlmostEqual(prob.objective(), 10)
self.assertAlmostEqual(iden1.x, 4)
self.assertAlmostEqual(iden2.x, 2)
self.assertAlmostEqual(iden3.x, 6)
def test_solve_quadratic_fixed(self):
"""
Same as test_solve_quadratic, except with different weights and x
and z are fixed, so only y is optimized.
"""
for solver in solvers:
iden1 = Identity()
iden2 = Identity()
iden3 = Identity()
iden1.x = 4
iden2.x = 5
iden3.x = 6
iden1.names = ['x1']
iden2.names = ['x2']
iden3.names = ['x3']
iden1.fixed = [True]
iden3.fixed = [True]
term1 = (iden1.J, 1, 1)
term2 = (iden2.J, 2, 1 / 4.)
term3 = (iden3.J, 3, 1 / 9.)
prob = LeastSquaresProblem([term1, term2, term3])
solver(prob)
self.assertAlmostEqual(prob.objective(), 10)
self.assertAlmostEqual(iden1.x, 4)
self.assertAlmostEqual(iden2.x, 2)
self.assertAlmostEqual(iden3.x, 6)
def test_solve_quadratic_fixed_supplying_objects(self):
"""
Same as test_solve_quadratic_fixed, except supplying objects
rather than functions as targets.
"""
for solver in solvers:
iden1 = Identity()
iden2 = Identity()
iden3 = Identity()
iden1.x = 4
iden2.x = 5
iden3.x = 6
iden1.names = ['x1']
iden2.names = ['x2']
iden3.names = ['x3']
iden1.fixed = [True]
iden3.fixed = [True]
term1 = [iden1, 1, 1]
term2 = [iden2, 2, 1 / 4.]
term3 = [iden3, 3, 1 / 9.]
prob = LeastSquaresProblem([term1, term2, term3])
solver(prob)
self.assertAlmostEqual(prob.objective(), 10)
self.assertAlmostEqual(iden1.x, 4)
self.assertAlmostEqual(iden2.x, 2)
self.assertAlmostEqual(iden3.x, 6)
def test_solve_quadratic_fixed_supplying_properties(self):
"""
Same as test_solve_quadratic_fixed, except supplying @properties
rather than functions as targets.
"""
for solver in solvers:
iden1 = Identity()
iden2 = Identity()
iden3 = Identity()
iden1.x = 4
iden2.x = 5
iden3.x = 6
iden1.names = ['x1']
iden2.names = ['x2']
iden3.names = ['x3']
iden1.fixed = [True]
iden3.fixed = [True]
# Try a mix of explicit LeastSquaresTerms and lists
term1 = [iden1, 'f', 1, 1]
term2 = [iden2, 'f', 2, 1 / 4.]
term3 = LeastSquaresTerm.from_sigma(Target(iden3, 'f'), 3, sigma=3)
prob = LeastSquaresProblem([term1, term2, term3])
solver(prob)
self.assertAlmostEqual(prob.objective(), 10)
self.assertAlmostEqual(iden1.x, 4)
self.assertAlmostEqual(iden2.x, 2)
self.assertAlmostEqual(iden3.x, 6)
