예제 #1
0
    def test_context_api(self):
        system = Adder(3, 10)
        context = system.CreateDefaultContext()
        self.assertIsInstance(
            context.get_continuous_state(), ContinuousState)
        self.assertIsInstance(
            context.get_mutable_continuous_state(), ContinuousState)
        self.assertIsInstance(
            context.get_continuous_state_vector(), VectorBase)
        self.assertIsInstance(
            context.get_mutable_continuous_state_vector(), VectorBase)
        # TODO(eric.cousineau): Consolidate main API tests for `Context` here.

        pendulum = PendulumPlant()
        context = pendulum.CreateDefaultContext()
        self.assertEqual(context.num_numeric_parameter_groups(), 1)
        self.assertEqual(pendulum.num_numeric_parameter_groups(), 1)
        self.assertTrue(
            context.get_parameters().get_numeric_parameter(0) is
            context.get_numeric_parameter(index=0))
        self.assertEqual(context.num_abstract_parameters(), 0)
        self.assertEqual(pendulum.num_numeric_parameter_groups(), 1)
        # TODO(russt): Bind _Declare*Parameter or find an example with an
        # abstract parameter to actually call this method.
        self.assertTrue(hasattr(context, "get_abstract_parameter"))
        x = np.array([0.1, 0.2])
        context.SetContinuousState(x)
        np.testing.assert_equal(
            context.get_continuous_state_vector().CopyToVector(), x)

        # RimlessWheel has a single discrete variable and a bool abstract
        # variable.
        rimless = RimlessWheel()
        context = rimless.CreateDefaultContext()
        x = np.array([1.125])
        context.SetDiscreteState(xd=2 * x)
        np.testing.assert_equal(
            context.get_discrete_state_vector().CopyToVector(), 2 * x)
        context.SetDiscreteState(group_index=0, xd=3 * x)
        np.testing.assert_equal(
            context.get_discrete_state_vector().CopyToVector(), 3 * x)

        context.SetAbstractState(index=0, value=True)
        value = context.get_abstract_state(0)
        self.assertTrue(value.get_value())
        context.SetAbstractState(index=0, value=False)
        value = context.get_abstract_state(0)
        self.assertFalse(value.get_value())
예제 #2
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    def test_context_api(self):
        system = Adder(3, 10)
        context = system.AllocateContext()
        self.assertIsInstance(
            context.get_continuous_state(), ContinuousState)
        self.assertIsInstance(
            context.get_mutable_continuous_state(), ContinuousState)
        self.assertIsInstance(
            context.get_continuous_state_vector(), VectorBase)
        self.assertIsInstance(
            context.get_mutable_continuous_state_vector(), VectorBase)
        system.SetDefaultContext(context)

        # Check random context method.
        system.SetRandomContext(context=context, generator=RandomGenerator())

        context = system.CreateDefaultContext()
        self.assertIsInstance(
            context.get_continuous_state(), ContinuousState)
        self.assertIsInstance(
            context.get_mutable_continuous_state(), ContinuousState)
        self.assertIsInstance(
            context.get_continuous_state_vector(), VectorBase)
        self.assertIsInstance(
            context.get_mutable_continuous_state_vector(), VectorBase)
        self.assertTrue(context.is_stateless())
        self.assertFalse(context.has_only_continuous_state())
        self.assertFalse(context.has_only_discrete_state())
        self.assertEqual(context.num_total_states(), 0)
        # TODO(eric.cousineau): Consolidate main API tests for `Context` here.

        # Test methods with two scalar types.
        for T in [float, AutoDiffXd, Expression]:
            systemT = Adder_[T](3, 10)
            contextT = systemT.CreateDefaultContext()
            for U in [float, AutoDiffXd, Expression]:
                systemU = Adder_[U](3, 10)
                contextU = systemU.CreateDefaultContext()
                contextU.SetTime(0.5)
                contextT.SetTimeStateAndParametersFrom(contextU)
                if T == float:
                    self.assertEqual(contextT.get_time(), 0.5)
                elif T == AutoDiffXd:
                    self.assertEqual(contextT.get_time().value(), 0.5)
                else:
                    self.assertEqual(contextT.get_time().Evaluate(), 0.5)

        pendulum = PendulumPlant()
        context = pendulum.CreateDefaultContext()
        self.assertEqual(context.num_numeric_parameter_groups(), 1)
        self.assertEqual(pendulum.num_numeric_parameter_groups(), 1)
        self.assertTrue(
            context.get_parameters().get_numeric_parameter(0) is
            context.get_numeric_parameter(index=0))
        self.assertTrue(
            context.get_mutable_parameters().get_mutable_numeric_parameter(
                0) is context.get_mutable_numeric_parameter(index=0))
        self.assertEqual(context.num_abstract_parameters(), 0)
        self.assertEqual(pendulum.num_numeric_parameter_groups(), 1)
        # TODO(russt): Bind _Declare*Parameter or find an example with an
        # abstract parameter to actually call this method.
        self.assertTrue(hasattr(context, "get_abstract_parameter"))
        self.assertTrue(hasattr(context, "get_mutable_abstract_parameter"))
        context.DisableCaching()
        context.EnableCaching()
        context.SetAllCacheEntriesOutOfDate()
        context.FreezeCache()
        self.assertTrue(context.is_cache_frozen())
        context.UnfreezeCache()
        self.assertFalse(context.is_cache_frozen())
        x = np.array([0.1, 0.2])
        context.SetContinuousState(x)
        np.testing.assert_equal(
            context.get_continuous_state().CopyToVector(), x)
        np.testing.assert_equal(
            context.get_continuous_state_vector().CopyToVector(), x)
        context.SetTimeAndContinuousState(0.3, 2*x)
        np.testing.assert_equal(context.get_time(), 0.3)
        np.testing.assert_equal(
            context.get_continuous_state_vector().CopyToVector(), 2*x)
        self.assertNotEqual(pendulum.EvalPotentialEnergy(context=context), 0)
        self.assertNotEqual(pendulum.EvalKineticEnergy(context=context), 0)

        # RimlessWheel has a single discrete variable and a bool abstract
        # variable.
        rimless = RimlessWheel()
        context = rimless.CreateDefaultContext()
        x = np.array([1.125])
        context.SetDiscreteState(xd=2 * x)
        np.testing.assert_equal(
            context.get_discrete_state_vector().CopyToVector(), 2 * x)
        context.SetDiscreteState(group_index=0, xd=3 * x)
        np.testing.assert_equal(
            context.get_discrete_state_vector().CopyToVector(), 3 * x)

        def check_abstract_value_zero(context, expected_value):
            # Check through Context, State, and AbstractValues APIs.
            self.assertEqual(context.get_abstract_state(index=0).get_value(),
                             expected_value)
            self.assertEqual(context.get_abstract_state().get_value(
                index=0).get_value(), expected_value)
            self.assertEqual(context.get_state().get_abstract_state()
                             .get_value(index=0).get_value(), expected_value)

        context.SetAbstractState(index=0, value=True)
        check_abstract_value_zero(context, True)
        context.SetAbstractState(index=0, value=False)
        check_abstract_value_zero(context, False)
        value = context.get_mutable_state().get_mutable_abstract_state()\
            .get_mutable_value(index=0)
        value.set_value(True)
        check_abstract_value_zero(context, True)
예제 #3
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import numpy as np
import matplotlib.pyplot as plt

from pydrake.examples.rimless_wheel import RimlessWheel
from pydrake.all import DirectCollocation, Solve

plant = RimlessWheel()
context = plant.CreateDefaultContext()

params = context.get_numeric_parameter(0)
slope = params.slope()
alpha = np.pi / params.number_of_spokes()

dircol = DirectCollocation(plant,
                           context,
                           num_time_samples=15,
                           minimum_timestep=0.01,
                           maximum_timestep=0.1,
                           assume_non_continuous_states_are_fixed=True)

dircol.AddEqualTimeIntervalsConstraints()

dircol.AddConstraintToAllKnotPoints(dircol.state()[0] >= slope - alpha)
dircol.AddConstraintToAllKnotPoints(dircol.state()[0] <= slope + alpha)

dircol.AddConstraint(dircol.initial_state()[0] == slope - alpha)
dircol.AddConstraint(dircol.final_state()[0] == slope + alpha)

dircol.AddConstraint(dircol.initial_state()[1] == dircol.final_state()[1] *
                     np.cos(2 * alpha))
예제 #4
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    def test_context_api(self):
        system = Adder(3, 10)
        context = system.AllocateContext()
        self.assertIsInstance(context.get_continuous_state(), ContinuousState)
        self.assertIsInstance(context.get_mutable_continuous_state(),
                              ContinuousState)
        self.assertIsInstance(context.get_continuous_state_vector(),
                              VectorBase)
        self.assertIsInstance(context.get_mutable_continuous_state_vector(),
                              VectorBase)

        context = system.CreateDefaultContext()
        self.assertIsInstance(context.get_continuous_state(), ContinuousState)
        self.assertIsInstance(context.get_mutable_continuous_state(),
                              ContinuousState)
        self.assertIsInstance(context.get_continuous_state_vector(),
                              VectorBase)
        self.assertIsInstance(context.get_mutable_continuous_state_vector(),
                              VectorBase)
        # TODO(eric.cousineau): Consolidate main API tests for `Context` here.

        # Test methods with two scalar types.
        for T in [float, AutoDiffXd, Expression]:
            systemT = Adder_[T](3, 10)
            contextT = systemT.CreateDefaultContext()
            for U in [float, AutoDiffXd, Expression]:
                systemU = Adder_[U](3, 10)
                contextU = systemU.CreateDefaultContext()
                contextU.SetTime(0.5)
                contextT.SetTimeStateAndParametersFrom(contextU)
                if T == float:
                    self.assertEqual(contextT.get_time(), 0.5)
                elif T == AutoDiffXd:
                    self.assertEqual(contextT.get_time().value(), 0.5)
                else:
                    self.assertEqual(contextT.get_time().Evaluate(), 0.5)

        pendulum = PendulumPlant()
        context = pendulum.CreateDefaultContext()
        self.assertEqual(context.num_numeric_parameter_groups(), 1)
        self.assertEqual(pendulum.num_numeric_parameter_groups(), 1)
        self.assertTrue(context.get_parameters().get_numeric_parameter(0) is
                        context.get_numeric_parameter(index=0))
        self.assertEqual(context.num_abstract_parameters(), 0)
        self.assertEqual(pendulum.num_numeric_parameter_groups(), 1)
        # TODO(russt): Bind _Declare*Parameter or find an example with an
        # abstract parameter to actually call this method.
        self.assertTrue(hasattr(context, "get_abstract_parameter"))
        x = np.array([0.1, 0.2])
        context.SetContinuousState(x)
        np.testing.assert_equal(
            context.get_continuous_state_vector().CopyToVector(), x)

        # RimlessWheel has a single discrete variable and a bool abstract
        # variable.
        rimless = RimlessWheel()
        context = rimless.CreateDefaultContext()
        x = np.array([1.125])
        context.SetDiscreteState(xd=2 * x)
        np.testing.assert_equal(
            context.get_discrete_state_vector().CopyToVector(), 2 * x)
        context.SetDiscreteState(group_index=0, xd=3 * x)
        np.testing.assert_equal(
            context.get_discrete_state_vector().CopyToVector(), 3 * x)

        context.SetAbstractState(index=0, value=True)
        value = context.get_abstract_state(0)
        self.assertTrue(value.get_value())
        context.SetAbstractState(index=0, value=False)
        value = context.get_abstract_state(0)
        self.assertFalse(value.get_value())