Source code for openmdao.test_suite.components.impl_comp_array

"""Define the implicit test component (array)."""

import numpy as np
import scipy.sparse

import openmdao.api as om


[docs]class TestImplCompArray(om.ImplicitComponent):

[docs]    def initialize(self):
        self.mtx = np.array([
            [0.99, 0.01],
            [0.01, 0.99],
        ])

[docs]    def setup(self):
        self.add_input('rhs', val=np.ones(2))
        self.add_output('x', val=np.zeros(2))

[docs]    def setup_partials(self):
        self.declare_partials(of='*', wrt='*')

[docs]    def apply_nonlinear(self, inputs, outputs, residuals):
        residuals['x'] = self.mtx.dot(outputs['x']) - inputs['rhs']

[docs]    def solve_nonlinear(self, inputs, outputs):
        outputs['x'] = np.linalg.solve(self.mtx, inputs['rhs'])


[docs]class TestImplCompArrayDense(TestImplCompArray):

[docs]    def linearize(self, inputs, outputs, jacobian):
        jacobian['x', 'x'] = self.mtx
        jacobian['x', 'rhs'] = -np.eye(2)


[docs]class TestImplCompArraySparse(TestImplCompArray):

[docs]    def setup_partials(self):
        self.declare_partials(of='x', wrt='x')
        self.declare_partials(of='x', wrt='rhs', rows=np.arange(2), cols=np.arange(2))

[docs]    def linearize(self, inputs, outputs, jacobian):
        jacobian['x', 'x'] = self.mtx
        jacobian['x', 'rhs'] = -np.ones(2)


[docs]class TestImplCompArrayMatVec(TestImplCompArray):

[docs]    def setup_partials(self):
        pass

[docs]    def linearize(self, inputs, outputs, jacobian):
        pass

[docs]    def apply_linear(self, inputs, outputs, d_inputs, d_outputs, d_residuals,
                     mode):

        if mode == 'fwd':
            if 'x' in d_residuals:
                if 'x' in d_outputs:
                    d_residuals['x'] += self.mtx.dot(d_outputs['x'])
                if 'rhs' in d_inputs:
                    d_residuals['x'] += -d_inputs['rhs']
        else:
            if 'x' in d_residuals:
                if 'x' in d_outputs:
                    d_outputs['x'] += self.mtx.dot(d_residuals['x'])
                if 'rhs' in d_inputs:
                    d_inputs['rhs'] += -d_residuals['x']