예제 #1
0
class TestComponent(unittest.TestCase):

    def setUp(self):
        self.comp = Component()

    def test_not_impl(self):
        with self.assertRaises(RuntimeError) as cm:
            self.comp.solve_nonlinear({}, {}, {})

        expected_msg = py3fix("Class 'Component' does not implement 'solve_nonlinear'")
        self.assertEqual(str(cm.exception), expected_msg)

    def test_param_name_errors(self):
        self.comp.add_param("xxyyzz", 0.0)

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_param("xxyyzz", 0.0)

        expected_msg = py3fix(": variable 'xxyyzz' already exists.")
        self.assertEqual(str(cm.exception), expected_msg)

        with self.assertRaises(NameError) as cm:
            self.comp.add_param("xx/yy/zz", 0.0)

        expected_msg = py3fix(": 'xx/yy/zz' is not a valid variable name.")
        self.assertEqual(str(cm.exception), expected_msg)

        self.comp._setup_variables()

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_param("latefortheparty", 0.0)

        expected_msg = ": can't add variable 'latefortheparty' because setup has already been called."
        self.assertEqual(str(cm.exception), expected_msg)

    def test_output_name_errors(self):
        self.comp.add_output("xxyyzz", 0.0)

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_output("xxyyzz", 0.0)

        expected_msg = py3fix(": variable 'xxyyzz' already exists.")
        self.assertEqual(str(cm.exception), expected_msg)

        with self.assertRaises(NameError) as cm:
            self.comp.add_output("xx/yy/zz", 0.0)

        expected_msg = py3fix(": 'xx/yy/zz' is not a valid variable name.")
        self.assertEqual(str(cm.exception), expected_msg)

        self.comp._setup_variables()

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_output("latefortheparty", 0.0)

        expected_msg = ": can't add variable 'latefortheparty' because setup has already been called."
        self.assertEqual(str(cm.exception), expected_msg)

    def test_promotes(self):
        p = Problem(root=Group())
        p.root.add('comp', self.comp)
        self.comp.add_param("xxyyzz", 0.0)
        self.comp.add_param("foobar", 0.0)
        self.comp.add_output("a:bcd:efg", -1)
        self.comp.add_output("x_y_z", np.zeros(10))

        self.comp._promotes = ('*',)
        p.setup(check=False)

        for name in self.comp._init_params_dict:
            self.assertTrue(self.comp._promoted(name))
        for name in self.comp._init_unknowns_dict:
            self.assertTrue(self.comp._promoted(name))

        self.assertFalse(self.comp._promoted('blah'))

        self.comp._promotes = ('x*',)
        for name in self.comp._init_params_dict:
            if name.startswith('x'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))
        for name in self.comp._init_unknowns_dict:
            if name.startswith('x'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))

        self.comp._promotes = ('*:efg',)
        for name in self.comp._init_params_dict:
            if name.endswith(':efg'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))
        for name in self.comp._init_unknowns_dict:
            if name.endswith(':efg'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))
        # catch bad type on _promotes
        try:
            self.comp._promotes = ('*')
            self.comp._promoted('xxyyzz')
        except Exception as err:
            self.assertEqual(text_type(err),
                             "'comp' promotes must be specified as a list, tuple or other iterator of strings, but '*' was specified")

    def test_add_params(self):
        self.comp.add_param("x", 0.0)
        self.comp.add_param("y", 0.0)
        self.comp.add_param("z", shape=(1, ))
        self.comp.add_param("t", shape=2)
        self.comp.add_param("u", shape=1)

        # This should no longer raise an error
        self.comp.add_param("w")

        prob = Problem()
        self.comp._init_sys_data('', prob._probdata)
        params, unknowns = self.comp._setup_variables()

        self.assertEqual(["x", "y", "z", "t", "u", 'w'], list(params.keys()))

        self.assertEqual(params["x"], {'shape': 1, 'pathname': 'x', 'val': 0.0, 'size': 1})
        self.assertEqual(params["y"], {'shape': 1, 'pathname': 'y', 'val': 0.0, 'size': 1})
        np.testing.assert_array_equal(params["z"]["val"], np.zeros((1,)))
        np.testing.assert_array_equal(params["t"]["val"], np.zeros((2,)))
        self.assertEqual(params["u"], {'shape': 1, 'pathname': 'u', 'val': 0.0, 'size': 1})

        prob = Problem()
        root = prob.root = Group()
        root.add('comp', self.comp)

        with self.assertRaises(RuntimeError) as cm:
            prob.setup(check=False)

        self.assertEqual(str(cm.exception), "Unconnected param 'comp.w' is missing a shape or default value.")

    def test_add_outputs(self):
        self.comp.add_output("x", -1)
        self.comp.add_output("y", np.zeros(10))
        self.comp.add_output("z", shape=(10,))
        self.comp.add_output("t", shape=2)
        self.comp.add_output("u", shape=1)

        with self.assertRaises(ValueError) as cm:
            self.comp.add_output("w")

        self.assertEqual(str(cm.exception), "Shape of output 'w' must be specified because 'val' is not set")

        prob = Problem()
        self.comp._init_sys_data('', prob._probdata)
        params, unknowns = self.comp._setup_variables()

        self.assertEqual(["x", "y", "z", "t", "u"], list(unknowns.keys()))

        self.assertIsInstance(unknowns["x"]["val"], int)
        self.assertIsInstance(unknowns["y"]["val"], np.ndarray)
        self.assertIsInstance(unknowns["z"]["val"], np.ndarray)
        self.assertIsInstance(unknowns["t"]["val"], np.ndarray)
        self.assertIsInstance(unknowns["u"]["val"], float)

        self.assertEqual(unknowns["x"], {'pass_by_obj': True, 'pathname': 'x',
                                         'val': -1, 'size': 0})
        self.assertEqual(list(unknowns["y"]["val"]), 10*[0])
        np.testing.assert_array_equal(unknowns["z"]["val"], np.zeros((10,)))
        np.testing.assert_array_equal(unknowns["t"]["val"], np.zeros((2,)))
        self.assertEqual(unknowns["u"], {'shape': 1, 'pathname': 'u',
                                         'val': 0.0, 'size': 1})

    def test_add_states(self):
        self.comp.add_state("s1", 0.0)
        self.comp.add_state("s2", 6.0)
        self.comp.add_state("s3", shape=(1, ))
        self.comp.add_state("s4", shape=2)
        self.comp.add_state("s5", shape=1)

        with self.assertRaises(ValueError) as cm:
            self.comp.add_state("s6")

        self.assertEqual(str(cm.exception), "Shape of state 's6' must be specified because 'val' is not set")

        prob = Problem()
        self.comp._init_sys_data('', prob._probdata)
        params, unknowns = self.comp._setup_variables()

        self.assertEqual(["s1", "s2", "s3", "s4", "s5"], list(unknowns.keys()))

        self.assertEqual(unknowns["s1"], {'val': 0.0, 'state': True, 'shape': 1, 'pathname': 's1', 'size': 1})
        self.assertEqual(unknowns["s2"], {'val': 6.0, 'state': True, 'shape': 1, 'pathname': 's2', 'size': 1})
        np.testing.assert_array_equal(unknowns["s3"]["val"], np.zeros((1,)))
        np.testing.assert_array_equal(unknowns["s4"]["val"], np.zeros((2,)))
        self.assertEqual(unknowns["s5"], {'val': 0.0, 'state': True, 'shape': 1, 'pathname': 's5', 'size': 1})

    def test_variable_access(self):
        self.comp.add_output("x_y_z", np.zeros(10))

        try:
            self.comp["x_y_z"]
        except Exception as err:
            self.assertEqual(str(err),
                             "Variable 'x_y_z' must be accessed from a containing Group")
        else:
            self.fail("Exception expected")

    def test_generate_numpydocstring(self):
        self.comp.add_param("x", 0.0)
        self.comp.add_param("y", shape=2)
        self.comp.add_output("z", -1)
        self.comp.add_state("s", 0.0)

        test_string = self.comp.generate_docstring()

        original_string = '    """\n\n    Params\n    ----------\n    x: param ({\'shape\': 1, \'size\': 1, \'val\': 0.0})\n    y: param ({\'shape\': (2,), \'size\': 2, \'val\': [ 0.  0.]})\n    z : unknown ({\'pass_by_obj\': True, \'size\': 0, \'val\': -1})\n    s : unknown ({\'shape\': 1, \'size\': 1, \'state\': True, \'val\': 0.0})\n\n    Options\n    -------\n    fd_options[\'force_fd\'] :  bool(False)\n        Set to True to finite difference this system.\n    fd_options[\'form\'] :  str(\'forward\')\n        Finite difference mode. (forward, backward, central) You can also set to \'complex_step\' to peform the complex step method if your components support it.\n    fd_options[\'step_size\'] :  float(1e-06)\n        Default finite difference stepsize\n    fd_options[\'step_type\'] :  str(\'absolute\')\n        Set to absolute, relative\n\n    """\n'
        self.assertEqual(original_string, test_string)

    def test_add_var_pbo_check(self):
        p = Problem(root=Group())
        root = p.root
        root.add('C1', MyComp())
        root.add('C2', MyComp2())

        s = cStringIO()
        p.setup(out_stream=s)

        content = s.getvalue()
        self.assertTrue("The following variables are not differentiable but were "
                        "not labeled by the user as pass_by_obj:\n"
                        "C1.x_int: type int\n"
                        "C2.x_list: type list" in content)
예제 #2
0
 def setUp(self):
     self.comp = Component()
예제 #3
0
 def setUp(self):
     self.comp = Component()
예제 #4
0
class TestComponent(unittest.TestCase):
    def setUp(self):
        self.comp = Component()

    def test_not_impl(self):
        with self.assertRaises(RuntimeError) as cm:
            self.comp.solve_nonlinear({}, {}, {})

        expected_msg = py3fix(
            "Class 'Component' does not implement 'solve_nonlinear'")
        self.assertEqual(str(cm.exception), expected_msg)

    def test_param_name_errors(self):
        self.comp.add_param("xxyyzz", 0.0)

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_param("xxyyzz", 0.0)

        expected_msg = py3fix(": variable 'xxyyzz' already exists.")
        self.assertEqual(str(cm.exception), expected_msg)

        with self.assertRaises(NameError) as cm:
            self.comp.add_param("xx/yy/zz", 0.0)

        expected_msg = py3fix(": 'xx/yy/zz' is not a valid variable name.")
        self.assertEqual(str(cm.exception), expected_msg)

        self.comp._setup_variables()

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_param("latefortheparty", 0.0)

        expected_msg = ": can't add variable 'latefortheparty' because setup has already been called."
        self.assertEqual(str(cm.exception), expected_msg)

    def test_output_name_errors(self):
        self.comp.add_output("xxyyzz", 0.0)

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_output("xxyyzz", 0.0)

        expected_msg = py3fix(": variable 'xxyyzz' already exists.")
        self.assertEqual(str(cm.exception), expected_msg)

        with self.assertRaises(NameError) as cm:
            self.comp.add_output("xx/yy/zz", 0.0)

        expected_msg = py3fix(": 'xx/yy/zz' is not a valid variable name.")
        self.assertEqual(str(cm.exception), expected_msg)

        self.comp._setup_variables()

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_output("latefortheparty", 0.0)

        expected_msg = ": can't add variable 'latefortheparty' because setup has already been called."
        self.assertEqual(str(cm.exception), expected_msg)

    def test_promotes(self):
        p = Problem(root=Group())
        p.root.add('comp', self.comp)
        self.comp.add_param("xxyyzz", 0.0)
        self.comp.add_param("foobar", 0.0)
        self.comp.add_output("a:bcd:efg", -1)
        self.comp.add_output("x_y_z", np.zeros(10))

        self.comp._promotes = ('*', )
        p.setup(check=False)

        for name in self.comp._init_params_dict:
            self.assertTrue(self.comp._promoted(name))
        for name in self.comp._init_unknowns_dict:
            self.assertTrue(self.comp._promoted(name))

        self.assertFalse(self.comp._promoted('blah'))

        self.comp._promotes = ('x*', )
        p.setup(check=False)
        for name in self.comp._init_params_dict:
            if name.startswith('x'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))
        for name in self.comp._init_unknowns_dict:
            if name.startswith('x'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))

        self.comp._promotes = ('*:efg', )
        p.setup(check=False)
        for name in self.comp._init_params_dict:
            if name.endswith(':efg'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))
        for name in self.comp._init_unknowns_dict:
            if name.endswith(':efg'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))
        # catch bad type on _promotes
        try:
            self.comp._promotes = ('*')
            self.comp._promoted('xxyyzz')
        except Exception as err:
            self.assertEqual(
                text_type(err),
                "'comp' promotes must be specified as a list, tuple or other iterator of strings, but '*' was specified"
            )

    def test_add_params(self):
        self.comp.add_param("x", 0.0)
        self.comp.add_param("y", 0.0)
        self.comp.add_param("z", shape=(1, ))
        self.comp.add_param("t", shape=2)
        self.comp.add_param("u", shape=1)

        # This should no longer raise an error
        self.comp.add_param("w")

        prob = Problem()
        self.comp._init_sys_data('', prob._probdata)
        params, unknowns = self.comp._setup_variables()

        self.assertEqual(["x", "y", "z", "t", "u", 'w'], list(params.keys()))

        self.assertEqual(params["x"], {
            'shape': 1,
            'pathname': 'x',
            'val': 0.0,
            'size': 1
        })
        self.assertEqual(params["y"], {
            'shape': 1,
            'pathname': 'y',
            'val': 0.0,
            'size': 1
        })
        np.testing.assert_array_equal(params["z"]["val"], np.zeros((1, )))
        np.testing.assert_array_equal(params["t"]["val"], np.zeros((2, )))
        self.assertEqual(params["u"], {
            'shape': 1,
            'pathname': 'u',
            'val': 0.0,
            'size': 1
        })

        prob = Problem()
        root = prob.root = Group()
        root.add('comp', self.comp)

        with self.assertRaises(RuntimeError) as cm:
            prob.setup(check=False)

        self.assertTrue(
            "Unconnected param 'comp.w' is missing a shape or default value."
            in str(cm.exception))

    def test_add_outputs(self):
        self.comp.add_output("x", -1)
        self.comp.add_output("y", np.zeros(10))
        self.comp.add_output("z", shape=(10, ))
        self.comp.add_output("t", shape=2)
        self.comp.add_output("u", shape=1)

        with self.assertRaises(ValueError) as cm:
            self.comp.add_output("w")

        self.assertEqual(
            str(cm.exception),
            "Shape of output 'w' must be specified because 'val' is not set")

        prob = Problem()
        self.comp._init_sys_data('', prob._probdata)
        params, unknowns = self.comp._setup_variables()

        self.assertEqual(["x", "y", "z", "t", "u"], list(unknowns.keys()))

        self.assertIsInstance(unknowns["x"]["val"], int)
        self.assertIsInstance(unknowns["y"]["val"], np.ndarray)
        self.assertIsInstance(unknowns["z"]["val"], np.ndarray)
        self.assertIsInstance(unknowns["t"]["val"], np.ndarray)
        self.assertIsInstance(unknowns["u"]["val"], float)

        self.assertEqual(unknowns["x"], {
            'pass_by_obj': True,
            'pathname': 'x',
            'val': -1,
            'size': 0
        })
        self.assertEqual(list(unknowns["y"]["val"]), 10 * [0])
        np.testing.assert_array_equal(unknowns["z"]["val"], np.zeros((10, )))
        np.testing.assert_array_equal(unknowns["t"]["val"], np.zeros((2, )))
        self.assertEqual(unknowns["u"], {
            'shape': 1,
            'pathname': 'u',
            'val': 0.0,
            'size': 1
        })

    def test_add_states(self):
        self.comp.add_state("s1", 0.0)
        self.comp.add_state("s2", 6.0)
        self.comp.add_state("s3", shape=(1, ))
        self.comp.add_state("s4", shape=2)
        self.comp.add_state("s5", shape=1)

        with self.assertRaises(ValueError) as cm:
            self.comp.add_state("s6")

        self.assertEqual(
            str(cm.exception),
            "Shape of state 's6' must be specified because 'val' is not set")

        prob = Problem()
        self.comp._init_sys_data('', prob._probdata)
        params, unknowns = self.comp._setup_variables()

        self.assertEqual(["s1", "s2", "s3", "s4", "s5"], list(unknowns.keys()))

        self.assertEqual(unknowns["s1"], {
            'val': 0.0,
            'state': True,
            'shape': 1,
            'pathname': 's1',
            'size': 1
        })
        self.assertEqual(unknowns["s2"], {
            'val': 6.0,
            'state': True,
            'shape': 1,
            'pathname': 's2',
            'size': 1
        })
        np.testing.assert_array_equal(unknowns["s3"]["val"], np.zeros((1, )))
        np.testing.assert_array_equal(unknowns["s4"]["val"], np.zeros((2, )))
        self.assertEqual(unknowns["s5"], {
            'val': 0.0,
            'state': True,
            'shape': 1,
            'pathname': 's5',
            'size': 1
        })

    def test_generate_numpydocstring(self):
        self.comp.add_param("x", 0.0)
        self.comp.add_param("y", shape=2)
        self.comp.add_output("z", -1)
        self.comp.add_state("s", 0.0)

        test_string = self.comp.generate_docstring()

        original_string = '    """\n\n    Params\n    ----------\n    x: param ({\'shape\': 1, \'size\': 1, \'val\': 0.0})\n    y: param ({\'shape\': (2,), \'size\': 2, \'val\': [ 0.  0.]})\n    z : unknown ({\'pass_by_obj\': True, \'size\': 0, \'val\': -1})\n    s : unknown ({\'shape\': 1, \'size\': 1, \'state\': True, \'val\': 0.0})\n\n    Options\n    -------\n    fd_options[\'extra_check_partials_form\'] :  NoneType(None)\n        Finite difference mode: ("forward", "backward", "central", "complex_step") During check_partial_derivatives, you can optionally do a second finite difference with a different mode.\n    fd_options[\'force_fd\'] :  bool(False)\n        Set to True to finite difference this system.\n    fd_options[\'form\'] :  str(\'forward\')\n        Finite difference mode. (forward, backward, central) You can also set to \'complex_step\' to peform the complex step method if your components support it.\n    fd_options[\'linearize\'] :  bool(False)\n        Set to True if you want linearize to be called even though you are using FD.\n    fd_options[\'step_size\'] :  float(1e-06)\n        Default finite difference stepsize\n    fd_options[\'step_type\'] :  str(\'absolute\')\n        Set to absolute, relative\n\n    """\n'
        self.assertEqual(original_string, test_string)

    def test_add_var_pbo_check(self):
        p = Problem(root=Group())
        root = p.root
        root.add('C1', MyComp())
        root.add('C2', MyComp2())

        s = cStringIO()
        p.setup(out_stream=s)

        content = s.getvalue()
        self.assertTrue(
            "The following variables are not differentiable but were "
            "not labeled by the user as pass_by_obj:\n"
            "C1.x_int: type int\n"
            "C2.x_list: type list" in content)
예제 #5
0
class TestComponent(unittest.TestCase):
    def setUp(self):
        self.comp = Component()

    def test_not_impl(self):
        with self.assertRaises(RuntimeError) as cm:
            self.comp.solve_nonlinear({}, {}, {})

        expected_msg = py3fix("Class 'Component' does not implement 'solve_nonlinear'")
        self.assertEqual(str(cm.exception), expected_msg)

    def test_param_name_errors(self):
        self.comp.add_param("xxyyzz", 0.0)

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_param("xxyyzz", 0.0)

        expected_msg = py3fix(": variable 'xxyyzz' already exists.")
        self.assertEqual(str(cm.exception), expected_msg)

        with self.assertRaises(NameError) as cm:
            self.comp.add_param("xx/yy/zz", 0.0)

        expected_msg = py3fix(": 'xx/yy/zz' is not a valid variable name.")
        self.assertEqual(str(cm.exception), expected_msg)

        self.comp._setup_variables()

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_param("latefortheparty", 0.0)

        expected_msg = ": can't add variable 'latefortheparty' because setup has already been called."
        self.assertEqual(str(cm.exception), expected_msg)

    def test_output_name_errors(self):
        self.comp.add_output("xxyyzz", 0.0)

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_output("xxyyzz", 0.0)

        expected_msg = py3fix(": variable 'xxyyzz' already exists.")
        self.assertEqual(str(cm.exception), expected_msg)

        with self.assertRaises(NameError) as cm:
            self.comp.add_output("xx/yy/zz", 0.0)

        expected_msg = py3fix(": 'xx/yy/zz' is not a valid variable name.")
        self.assertEqual(str(cm.exception), expected_msg)

        self.comp._setup_variables()

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_output("latefortheparty", 0.0)

        expected_msg = ": can't add variable 'latefortheparty' because setup has already been called."
        self.assertEqual(str(cm.exception), expected_msg)

    def test_promotes(self):
        p = Problem(root=Group())
        p.root.add("comp", self.comp)
        self.comp.add_param("xxyyzz", 0.0)
        self.comp.add_param("foobar", 0.0)
        self.comp.add_output("a:bcd:efg", -1)
        self.comp.add_output("x_y_z", np.zeros(10))

        self.comp._promotes = ("*",)
        p.setup(check=False)

        for name in self.comp._init_params_dict:
            self.assertTrue(self.comp._promoted(name))
        for name in self.comp._init_unknowns_dict:
            self.assertTrue(self.comp._promoted(name))

        self.assertFalse(self.comp._promoted("blah"))

        self.comp._promotes = ("x*",)
        p.setup(check=False)
        for name in self.comp._init_params_dict:
            if name.startswith("x"):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))
        for name in self.comp._init_unknowns_dict:
            if name.startswith("x"):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))

        self.comp._promotes = ("*:efg",)
        p.setup(check=False)
        for name in self.comp._init_params_dict:
            if name.endswith(":efg"):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))
        for name in self.comp._init_unknowns_dict:
            if name.endswith(":efg"):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))
        # catch bad type on _promotes
        try:
            self.comp._promotes = "*"
            self.comp._promoted("xxyyzz")
        except Exception as err:
            self.assertEqual(
                text_type(err),
                "'comp' promotes must be specified as a list, tuple or other iterator of strings, but '*' was specified",
            )

    def test_add_params(self):
        self.comp.add_param("x", 0.0)
        self.comp.add_param("y", 0.0)
        self.comp.add_param("z", shape=(1,))
        self.comp.add_param("t", shape=2)
        self.comp.add_param("u", shape=1)

        # This should no longer raise an error
        self.comp.add_param("w")

        prob = Problem()
        self.comp._init_sys_data("", prob._probdata)
        params, unknowns = self.comp._setup_variables()

        self.assertEqual(["x", "y", "z", "t", "u", "w"], list(params.keys()))

        self.assertEqual(params["x"], {"shape": 1, "pathname": "x", "val": 0.0, "size": 1})
        self.assertEqual(params["y"], {"shape": 1, "pathname": "y", "val": 0.0, "size": 1})
        np.testing.assert_array_equal(params["z"]["val"], np.zeros((1,)))
        np.testing.assert_array_equal(params["t"]["val"], np.zeros((2,)))
        self.assertEqual(params["u"], {"shape": 1, "pathname": "u", "val": 0.0, "size": 1})

        prob = Problem()
        root = prob.root = Group()
        root.add("comp", self.comp)

        with self.assertRaises(RuntimeError) as cm:
            prob.setup(check=False)

        self.assertTrue("Unconnected param 'comp.w' is missing a shape or default value." in str(cm.exception))

    def test_add_outputs(self):
        self.comp.add_output("x", -1)
        self.comp.add_output("y", np.zeros(10))
        self.comp.add_output("z", shape=(10,))
        self.comp.add_output("t", shape=2)
        self.comp.add_output("u", shape=1)

        with self.assertRaises(ValueError) as cm:
            self.comp.add_output("w")

        self.assertEqual(str(cm.exception), "Shape of output 'w' must be specified because 'val' is not set")

        prob = Problem()
        self.comp._init_sys_data("", prob._probdata)
        params, unknowns = self.comp._setup_variables()

        self.assertEqual(["x", "y", "z", "t", "u"], list(unknowns.keys()))

        self.assertIsInstance(unknowns["x"]["val"], int)
        self.assertIsInstance(unknowns["y"]["val"], np.ndarray)
        self.assertIsInstance(unknowns["z"]["val"], np.ndarray)
        self.assertIsInstance(unknowns["t"]["val"], np.ndarray)
        self.assertIsInstance(unknowns["u"]["val"], float)

        self.assertEqual(unknowns["x"], {"pass_by_obj": True, "pathname": "x", "val": -1, "size": 0})
        self.assertEqual(list(unknowns["y"]["val"]), 10 * [0])
        np.testing.assert_array_equal(unknowns["z"]["val"], np.zeros((10,)))
        np.testing.assert_array_equal(unknowns["t"]["val"], np.zeros((2,)))
        self.assertEqual(unknowns["u"], {"shape": 1, "pathname": "u", "val": 0.0, "size": 1})

    def test_add_states(self):
        self.comp.add_state("s1", 0.0)
        self.comp.add_state("s2", 6.0)
        self.comp.add_state("s3", shape=(1,))
        self.comp.add_state("s4", shape=2)
        self.comp.add_state("s5", shape=1)

        with self.assertRaises(ValueError) as cm:
            self.comp.add_state("s6")

        self.assertEqual(str(cm.exception), "Shape of state 's6' must be specified because 'val' is not set")

        prob = Problem()
        self.comp._init_sys_data("", prob._probdata)
        params, unknowns = self.comp._setup_variables()

        self.assertEqual(["s1", "s2", "s3", "s4", "s5"], list(unknowns.keys()))

        self.assertEqual(unknowns["s1"], {"val": 0.0, "state": True, "shape": 1, "pathname": "s1", "size": 1})
        self.assertEqual(unknowns["s2"], {"val": 6.0, "state": True, "shape": 1, "pathname": "s2", "size": 1})
        np.testing.assert_array_equal(unknowns["s3"]["val"], np.zeros((1,)))
        np.testing.assert_array_equal(unknowns["s4"]["val"], np.zeros((2,)))
        self.assertEqual(unknowns["s5"], {"val": 0.0, "state": True, "shape": 1, "pathname": "s5", "size": 1})

    def test_generate_numpydocstring(self):
        self.comp.add_param("x", 0.0)
        self.comp.add_param("y", shape=2)
        self.comp.add_output("z", -1)
        self.comp.add_state("s", 0.0)

        test_string = self.comp.generate_docstring()
        original_string = """    \"\"\"

    Params
    ----------
    x: param ({'shape': 1, 'size': 1, 'val': 0.0})
    y: param ({'shape': (2,), 'size': 2, 'val': [ 0.  0.]})
    z : unknown ({'pass_by_obj': True, 'size': 0, 'val': -1})
    s : unknown ({'shape': 1, 'size': 1, 'state': True, 'val': 0.0})

    Options
    -------
    fd_options['extra_check_partials_form'] : NoneType(None)
        Finite difference mode: ("forward", "backward", "central", "complex_step") During check_partial_derivatives, you can optionally do a second finite difference with a different mode.
    fd_options['force_fd'] : bool(False)
        Set to True to finite difference this system.
    fd_options['form'] : str('forward')
        Finite difference mode. (forward, backward, central) You can also set to 'complex_step' to peform the complex step method if your components support it.
    fd_options['linearize'] : bool(False)
        Set to True if you want linearize to be called even though you are using FD.
    fd_options['step_size'] : float(1e-06)
        Default finite difference stepsize
    fd_options['step_type'] : str('absolute')
        Set to absolute, relative

    \"\"\"
"""
        for sorig, stest in zip(original_string.split("\n"), test_string.split("\n")):
            self.assertEqual(sorig, stest)

    def test_add_var_pbo_check(self):
        p = Problem(root=Group())
        root = p.root
        root.add("C1", MyComp())
        root.add("C2", MyComp2())

        s = cStringIO()
        p.setup(out_stream=s)

        content = s.getvalue()
        self.assertTrue(
            "The following variables are not differentiable but were "
            "not labeled by the user as pass_by_obj:\n"
            "C1.x_int: type int\n"
            "C2.x_list: type list" in content
        )
예제 #6
0
class TestComponent(unittest.TestCase):
    def setUp(self):
        self.comp = Component()

    def test_not_impl(self):
        with self.assertRaises(RuntimeError) as cm:
            self.comp.solve_nonlinear({}, {}, {})

        expected_msg = py3fix(
            "Class 'Component' does not implement 'solve_nonlinear'")
        self.assertEqual(str(cm.exception), expected_msg)

    def test_param_name_errors(self):
        self.comp.add_param("xxyyzz", 0.0)

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_param("xxyyzz", 0.0)

        expected_msg = py3fix(": variable 'xxyyzz' already exists.")
        self.assertEqual(str(cm.exception), expected_msg)

        with self.assertRaises(NameError) as cm:
            self.comp.add_param("xx/yy/zz", 0.0)

        expected_msg = py3fix(": 'xx/yy/zz' is not a valid variable name.")
        self.assertEqual(str(cm.exception), expected_msg)

        self.comp._setup_variables()

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_param("latefortheparty", 0.0)

        expected_msg = ": can't add variable 'latefortheparty' because setup has already been called."
        self.assertEqual(str(cm.exception), expected_msg)

    def test_output_name_errors(self):
        self.comp.add_output("xxyyzz", 0.0)

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_output("xxyyzz", 0.0)

        expected_msg = py3fix(": variable 'xxyyzz' already exists.")
        self.assertEqual(str(cm.exception), expected_msg)

        with self.assertRaises(NameError) as cm:
            self.comp.add_output("xx/yy/zz", 0.0)

        expected_msg = py3fix(": 'xx/yy/zz' is not a valid variable name.")
        self.assertEqual(str(cm.exception), expected_msg)

        self.comp._setup_variables()

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_output("latefortheparty", 0.0)

        expected_msg = ": can't add variable 'latefortheparty' because setup has already been called."
        self.assertEqual(str(cm.exception), expected_msg)

    def test_promotes(self):
        p = Problem(root=Group())
        p.root.add('comp', self.comp)
        self.comp.add_param("xxyyzz", 0.0)
        self.comp.add_param("foobar", 0.0)
        self.comp.add_output("a:bcd:efg", -1)
        self.comp.add_output("x_y_z", np.zeros(10))

        self.comp._promotes = ('*', )
        p.setup(check=False)

        for name in self.comp._init_params_dict:
            self.assertTrue(self.comp._promoted(name))
        for name in self.comp._init_unknowns_dict:
            self.assertTrue(self.comp._promoted(name))

        self.assertFalse(self.comp._promoted('blah'))

        self.comp._promotes = ('x*', )
        p.setup(check=False)
        for name in self.comp._init_params_dict:
            if name.startswith('x'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))
        for name in self.comp._init_unknowns_dict:
            if name.startswith('x'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))

        self.comp._promotes = ('*:efg', )
        p.setup(check=False)
        for name in self.comp._init_params_dict:
            if name.endswith(':efg'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))
        for name in self.comp._init_unknowns_dict:
            if name.endswith(':efg'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))
        # catch bad type on _promotes
        try:
            self.comp._promotes = ('*')
            self.comp._promoted('xxyyzz')
        except Exception as err:
            self.assertEqual(
                text_type(err),
                "'comp' promotes must be specified as a list, tuple or other iterator of strings, but '*' was specified"
            )

    def test_add_params(self):
        self.comp.add_param("x", 0.0)
        self.comp.add_param("y", 0.0)
        self.comp.add_param("z", shape=(1, ))
        self.comp.add_param("t", shape=2)
        self.comp.add_param("u", shape=1)

        # This should no longer raise an error
        self.comp.add_param("w")

        prob = Problem()
        self.comp._init_sys_data('', prob._probdata)
        params, unknowns = self.comp._setup_variables()

        self.assertEqual(["x", "y", "z", "t", "u", 'w'], list(params.keys()))

        self.assertEqual(params["x"], {
            'shape': 1,
            'pathname': 'x',
            'val': 0.0,
            'size': 1
        })
        self.assertEqual(params["y"], {
            'shape': 1,
            'pathname': 'y',
            'val': 0.0,
            'size': 1
        })
        np.testing.assert_array_equal(params["z"]["val"], np.zeros((1, )))
        np.testing.assert_array_equal(params["t"]["val"], np.zeros((2, )))
        self.assertEqual(params["u"], {
            'shape': 1,
            'pathname': 'u',
            'val': 0.0,
            'size': 1
        })

        prob = Problem()
        root = prob.root = Group()
        root.add('comp', self.comp)

        with self.assertRaises(RuntimeError) as cm:
            prob.setup(check=False)

        self.assertTrue(
            "Unconnected param 'comp.w' is missing a shape or default value."
            in str(cm.exception))

    def test_add_outputs(self):
        self.comp.add_output("x", -1)
        self.comp.add_output("y", np.zeros(10))
        self.comp.add_output("z", shape=(10, ))
        self.comp.add_output("t", shape=2)
        self.comp.add_output("u", shape=1)

        with self.assertRaises(ValueError) as cm:
            self.comp.add_output("w")

        self.assertEqual(
            str(cm.exception),
            "Shape of output 'w' must be specified because 'val' is not set")

        prob = Problem()
        self.comp._init_sys_data('', prob._probdata)
        params, unknowns = self.comp._setup_variables()

        self.assertEqual(["x", "y", "z", "t", "u"], list(unknowns.keys()))

        self.assertIsInstance(unknowns["x"]["val"], int)
        self.assertIsInstance(unknowns["y"]["val"], np.ndarray)
        self.assertIsInstance(unknowns["z"]["val"], np.ndarray)
        self.assertIsInstance(unknowns["t"]["val"], np.ndarray)
        self.assertIsInstance(unknowns["u"]["val"], float)

        self.assertEqual(unknowns["x"], {
            'pass_by_obj': True,
            'pathname': 'x',
            'val': -1,
            'size': 0
        })
        self.assertEqual(list(unknowns["y"]["val"]), 10 * [0])
        np.testing.assert_array_equal(unknowns["z"]["val"], np.zeros((10, )))
        np.testing.assert_array_equal(unknowns["t"]["val"], np.zeros((2, )))
        self.assertEqual(unknowns["u"], {
            'shape': 1,
            'pathname': 'u',
            'val': 0.0,
            'size': 1
        })

    def test_add_states(self):
        self.comp.add_state("s1", 0.0)
        self.comp.add_state("s2", 6.0)
        self.comp.add_state("s3", shape=(1, ))
        self.comp.add_state("s4", shape=2)
        self.comp.add_state("s5", shape=1)

        with self.assertRaises(ValueError) as cm:
            self.comp.add_state("s6")

        self.assertEqual(
            str(cm.exception),
            "Shape of state 's6' must be specified because 'val' is not set")

        prob = Problem()
        self.comp._init_sys_data('', prob._probdata)
        params, unknowns = self.comp._setup_variables()

        self.assertEqual(["s1", "s2", "s3", "s4", "s5"], list(unknowns.keys()))

        self.assertEqual(unknowns["s1"], {
            'val': 0.0,
            'state': True,
            'shape': 1,
            'pathname': 's1',
            'size': 1
        })
        self.assertEqual(unknowns["s2"], {
            'val': 6.0,
            'state': True,
            'shape': 1,
            'pathname': 's2',
            'size': 1
        })
        np.testing.assert_array_equal(unknowns["s3"]["val"], np.zeros((1, )))
        np.testing.assert_array_equal(unknowns["s4"]["val"], np.zeros((2, )))
        self.assertEqual(unknowns["s5"], {
            'val': 0.0,
            'state': True,
            'shape': 1,
            'pathname': 's5',
            'size': 1
        })

    def test_low_high(self):
        with self.assertRaises(TypeError) as err:
            self.comp.add_param('foo1', low=0.0)

        self.assertEqual(
            str(err.exception),
            "Used arg 'low' when adding variable 'foo1'. Use 'lower' instead.")

        with self.assertRaises(TypeError) as err:
            self.comp.add_param('foo2', high=0.0)

        self.assertEqual(
            str(err.exception),
            "Used arg 'high' when adding variable 'foo2'. Use 'upper' instead."
        )

        with self.assertRaises(TypeError) as err:
            self.comp.add_output('foo3', 1.0, low=0.0)

        self.assertEqual(
            str(err.exception),
            "Used arg 'low' when adding variable 'foo3'. Use 'lower' instead.")

        with self.assertRaises(TypeError) as err:
            self.comp.add_output('foo4', 1.0, high=5.0)

        self.assertEqual(
            str(err.exception),
            "Used arg 'high' when adding variable 'foo4'. Use 'upper' instead."
        )

        with self.assertRaises(TypeError) as err:
            self.comp.add_state('foo5', 1.0, low=0.0)

        self.assertEqual(
            str(err.exception),
            "Used arg 'low' when adding variable 'foo5'. Use 'lower' instead.")

        with self.assertRaises(TypeError) as err:
            self.comp.add_state('foo6', 1.0, high=4.0)

        self.assertEqual(
            str(err.exception),
            "Used arg 'high' when adding variable 'foo6'. Use 'upper' instead."
        )

    def test_add_var_pbo_check(self):
        p = Problem(root=Group())
        root = p.root
        root.add('C1', MyComp())
        root.add('C2', MyComp2())

        s = cStringIO()
        p.setup(out_stream=s)

        content = s.getvalue()
        self.assertTrue(
            "The following variables are not differentiable but were "
            "not labeled by the user as pass_by_obj:\n"
            "C1.x_int: type int\n"
            "C2.x_list: type list" in content)
예제 #7
0
class TestComponent(unittest.TestCase):

    def setUp(self):
        self.comp = Component()

    def test_not_impl(self):
        with self.assertRaises(RuntimeError) as cm:
            self.comp.solve_nonlinear({}, {}, {})

        expected_msg = py3fix("Class 'Component' does not implement 'solve_nonlinear'")
        self.assertEqual(str(cm.exception), expected_msg)

    def test_param_name_errors(self):
        self.comp.add_param("xxyyzz", 0.0)

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_param("xxyyzz", 0.0)

        expected_msg = py3fix(": variable 'xxyyzz' already exists.")
        self.assertEqual(str(cm.exception), expected_msg)

        with self.assertRaises(NameError) as cm:
            self.comp.add_param("xx/yy/zz", 0.0)

        expected_msg = py3fix(": 'xx/yy/zz' is not a valid variable name.")
        self.assertEqual(str(cm.exception), expected_msg)

        self.comp._setup_variables()

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_param("latefortheparty", 0.0)

        expected_msg = ": can't add variable 'latefortheparty' because setup has already been called."
        self.assertEqual(str(cm.exception), expected_msg)

    def test_output_name_errors(self):
        self.comp.add_output("xxyyzz", 0.0)

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_output("xxyyzz", 0.0)

        expected_msg = py3fix(": variable 'xxyyzz' already exists.")
        self.assertEqual(str(cm.exception), expected_msg)

        with self.assertRaises(NameError) as cm:
            self.comp.add_output("xx/yy/zz", 0.0)

        expected_msg = py3fix(": 'xx/yy/zz' is not a valid variable name.")
        self.assertEqual(str(cm.exception), expected_msg)

        self.comp._setup_variables()

        with self.assertRaises(RuntimeError) as cm:
            self.comp.add_output("latefortheparty", 0.0)

        expected_msg = ": can't add variable 'latefortheparty' because setup has already been called."
        self.assertEqual(str(cm.exception), expected_msg)

    def test_promotes(self):
        p = Problem(root=Group())
        p.root.add('comp', self.comp)
        self.comp.add_param("xxyyzz", 0.0)
        self.comp.add_param("foobar", 0.0)
        self.comp.add_output("a:bcd:efg", -1)
        self.comp.add_output("x_y_z", np.zeros(10))

        self.comp._promotes = ('*',)
        p.setup(check=False)

        for name in self.comp._init_params_dict:
            self.assertTrue(self.comp._promoted(name))
        for name in self.comp._init_unknowns_dict:
            self.assertTrue(self.comp._promoted(name))

        self.assertFalse(self.comp._promoted('blah'))

        self.comp._promotes = ('x*',)
        p.setup(check=False)
        for name in self.comp._init_params_dict:
            if name.startswith('x'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))
        for name in self.comp._init_unknowns_dict:
            if name.startswith('x'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))

        self.comp._promotes = ('*:efg',)
        p.setup(check=False)
        for name in self.comp._init_params_dict:
            if name.endswith(':efg'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))
        for name in self.comp._init_unknowns_dict:
            if name.endswith(':efg'):
                self.assertTrue(self.comp._promoted(name))
            else:
                self.assertFalse(self.comp._promoted(name))
        # catch bad type on _promotes
        try:
            self.comp._promotes = ('*')
            self.comp._promoted('xxyyzz')
        except Exception as err:
            self.assertEqual(text_type(err),
                             "'comp' promotes must be specified as a list, tuple or other iterator of strings, but '*' was specified")

    def test_add_params(self):
        self.comp.add_param("x", 0.0)
        self.comp.add_param("y", 0.0)
        self.comp.add_param("z", shape=(1, ))
        self.comp.add_param("t", shape=2)
        self.comp.add_param("u", shape=1)

        # This should no longer raise an error
        self.comp.add_param("w")

        prob = Problem()
        self.comp._init_sys_data('', prob._probdata)
        params, unknowns = self.comp._setup_variables()

        self.assertEqual(["x", "y", "z", "t", "u", 'w'], list(params.keys()))

        self.assertEqual(params["x"], {'shape': 1, 'pathname': 'x', 'val': 0.0, 'size': 1})
        self.assertEqual(params["y"], {'shape': 1, 'pathname': 'y', 'val': 0.0, 'size': 1})
        np.testing.assert_array_equal(params["z"]["val"], np.zeros((1,)))
        np.testing.assert_array_equal(params["t"]["val"], np.zeros((2,)))
        self.assertEqual(params["u"], {'shape': 1, 'pathname': 'u', 'val': 0.0, 'size': 1})

        prob = Problem()
        root = prob.root = Group()
        root.add('comp', self.comp)

        with self.assertRaises(RuntimeError) as cm:
            prob.setup(check=False)

        self.assertTrue("Unconnected param 'comp.w' is missing a shape or default value." in str(cm.exception))

    def test_add_outputs(self):
        self.comp.add_output("x", -1)
        self.comp.add_output("y", np.zeros(10))
        self.comp.add_output("z", shape=(10,))
        self.comp.add_output("t", shape=2)
        self.comp.add_output("u", shape=1)

        with self.assertRaises(ValueError) as cm:
            self.comp.add_output("w")

        self.assertEqual(str(cm.exception), "Shape of output 'w' must be specified because 'val' is not set")

        prob = Problem()
        self.comp._init_sys_data('', prob._probdata)
        params, unknowns = self.comp._setup_variables()

        self.assertEqual(["x", "y", "z", "t", "u"], list(unknowns.keys()))

        self.assertIsInstance(unknowns["x"]["val"], int)
        self.assertIsInstance(unknowns["y"]["val"], np.ndarray)
        self.assertIsInstance(unknowns["z"]["val"], np.ndarray)
        self.assertIsInstance(unknowns["t"]["val"], np.ndarray)
        self.assertIsInstance(unknowns["u"]["val"], float)

        self.assertEqual(unknowns["x"], {'pass_by_obj': True, 'pathname': 'x',
                                         'val': -1, 'size': 0})
        self.assertEqual(list(unknowns["y"]["val"]), 10*[0])
        np.testing.assert_array_equal(unknowns["z"]["val"], np.zeros((10,)))
        np.testing.assert_array_equal(unknowns["t"]["val"], np.zeros((2,)))
        self.assertEqual(unknowns["u"], {'shape': 1, 'pathname': 'u',
                                         'val': 0.0, 'size': 1})

    def test_add_states(self):
        self.comp.add_state("s1", 0.0)
        self.comp.add_state("s2", 6.0)
        self.comp.add_state("s3", shape=(1, ))
        self.comp.add_state("s4", shape=2)
        self.comp.add_state("s5", shape=1)

        with self.assertRaises(ValueError) as cm:
            self.comp.add_state("s6")

        self.assertEqual(str(cm.exception), "Shape of state 's6' must be specified because 'val' is not set")

        prob = Problem()
        self.comp._init_sys_data('', prob._probdata)
        params, unknowns = self.comp._setup_variables()

        self.assertEqual(["s1", "s2", "s3", "s4", "s5"], list(unknowns.keys()))

        self.assertEqual(unknowns["s1"], {'val': 0.0, 'state': True, 'shape': 1, 'pathname': 's1', 'size': 1})
        self.assertEqual(unknowns["s2"], {'val': 6.0, 'state': True, 'shape': 1, 'pathname': 's2', 'size': 1})
        np.testing.assert_array_equal(unknowns["s3"]["val"], np.zeros((1,)))
        np.testing.assert_array_equal(unknowns["s4"]["val"], np.zeros((2,)))
        self.assertEqual(unknowns["s5"], {'val': 0.0, 'state': True, 'shape': 1, 'pathname': 's5', 'size': 1})

    def test_low_high(self):
        with self.assertRaises(TypeError) as err:
            self.comp.add_param('foo1', low=0.0)

        self.assertEqual(str(err.exception), "Used arg 'low' when adding variable 'foo1'. Use 'lower' instead.")

        with self.assertRaises(TypeError) as err:
            self.comp.add_param('foo2', high=0.0)

        self.assertEqual(str(err.exception), "Used arg 'high' when adding variable 'foo2'. Use 'upper' instead.")

        with self.assertRaises(TypeError) as err:
            self.comp.add_output('foo3', 1.0, low=0.0)

        self.assertEqual(str(err.exception), "Used arg 'low' when adding variable 'foo3'. Use 'lower' instead.")

        with self.assertRaises(TypeError) as err:
            self.comp.add_output('foo4', 1.0, high=5.0)

        self.assertEqual(str(err.exception), "Used arg 'high' when adding variable 'foo4'. Use 'upper' instead.")

        with self.assertRaises(TypeError) as err:
            self.comp.add_state('foo5', 1.0, low=0.0)

        self.assertEqual(str(err.exception), "Used arg 'low' when adding variable 'foo5'. Use 'lower' instead.")

        with self.assertRaises(TypeError) as err:
            self.comp.add_state('foo6', 1.0, high=4.0)

        self.assertEqual(str(err.exception), "Used arg 'high' when adding variable 'foo6'. Use 'upper' instead.")

    def test_add_var_pbo_check(self):
        p = Problem(root=Group())
        root = p.root
        root.add('C1', MyComp())
        root.add('C2', MyComp2())

        s = cStringIO()
        p.setup(out_stream=s)

        content = s.getvalue()
        self.assertTrue("The following variables are not differentiable but were "
                        "not labeled by the user as pass_by_obj:\n"
                        "C1.x_int: type int\n"
                        "C2.x_list: type list" in content)