task node basic structure
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@ -1,12 +1,14 @@
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bool user_input
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uint16 number_of_population
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float32 duration
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uint16 number_of_time_steps
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# case if user_input is true
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float32[] user_parameters # Length: number_of_dimensions * number_of_parameters_per_dimension
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float32[] user_covariance_diag # Length: number_of_dimensions * number_of_parameters_per_dimension
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float32[] current_cma_mean # Length: number_of_dimensions * number_of_parameters_per_dimension
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float32[] conditional_points # Length: (number_of_dimensions + time_stamp[0,1]) * number_of_conditional_points
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float32 weight_parameter # this parameter sets the weighted average 0 dont trust user 1 completly trust user (it is set by the user or it is decays over time i have to do some experiments on that)
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float32[] weight_parameter # this parameter sets the weighted average 0 dont trust user 1 completly trust user (it is set by the user or it is decays over time i have to do some experiments on that)
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# case if user_input is false
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uint16 number_of_dimensions # this is the number of ProMPs * 2 (Position and Velocity)
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@ -48,21 +48,22 @@ class CMAESOptimizationNode(Node):
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self.heartbeat_timeout = 30 # secs
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self.heartbeat_timer = self.create_timer(1.0, self.check_heartbeats)
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# MR Heartbeat
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# Heartbeat
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self.last_mr_heartbeat_time = None
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self.mr_heartbeat_sub = self.create_subscription(Bool, 'interaction/mr_heartbeat', self.mr_heatbeat_callback)
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self.last_task_heartbeat_time = None
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self.task_heartbeat_sub = self.create_subscription(Bool, 'interaction/task_heartbeat', self.task_heartbeat_callback)
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# Topics
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# Topic
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# Service
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self.parameter_srv = self.create_service(ParameterChange, 'cmaes_parameter_srv', self.parameter_callback)
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self.query_srv = self.create_client(Query, 'query_srv')
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self.task_srv = self.create_client(TaskEvaluation, 'task_srv')
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self.user_interface_srv = self.create_client(UserInterface, 'user_interface_srv')
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self.parameter_srv = self.create_service(ParameterChange, 'interaction/cmaes_parameter_srv', self.parameter_callback)
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self.query_srv = self.create_client(Query, 'interaction/query_srv')
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self.task_srv = self.create_client(TaskEvaluation, 'interaction/task_srv')
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self.user_interface_srv = self.create_client(UserInterface, 'interaction/user_interface_srv')
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# Define states
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# State Machine
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# States
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self.states = [
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'idle',
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'initialization',
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@ -338,3 +339,14 @@ class CMAESOptimizationNode(Node):
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self.get_logger().error(f'Task service call failed: {e}')
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self.error_trigger()
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# endregion
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def main(args=None):
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rclpy.init(args=args)
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node = CMAESOptimizationNode()
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rclpy.spin(node)
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rclpy.shutdown()
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if __name__ == '__main__':
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main()
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@ -7,6 +7,9 @@
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<maintainer email="nikolaus.feith@unileoben.ac.at">niko</maintainer>
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<license>TODO: License declaration</license>
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<exec_depend>interaction_msgs</exec_depend>
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<exec_depend>rclpy</exec_depend>
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<test_depend>ament_copyright</test_depend>
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<test_depend>ament_flake8</test_depend>
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<test_depend>ament_pep257</test_depend>
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0
src/interaction_tasks/interaction_tasks/__init__.py
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0
src/interaction_tasks/interaction_tasks/__init__.py
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63
src/interaction_tasks/interaction_tasks/task_node.py
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63
src/interaction_tasks/interaction_tasks/task_node.py
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import rclpy
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from rclpy.node import Node
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from rclpy.parameter import Parameter
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from transitions import Machine
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import yaml
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import numpy as np
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from movement_primitives.promp import ProMP
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from src.interaction_utils.serialization import flatten_population, unflatten_population
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from interaction_msgs.srv import TaskEvaluation
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from std_msgs.msg import Bool
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class TaskNode(Node):
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def __init__(self):
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super().__init__('task_node')
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# Task Attributes
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# ROS2 Interfaces
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# Heartbeat
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self.heartbeat_pub = self.create_publisher(Bool, 'interaction/task_heartbeat', 10)
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self.heartbeat_timer = self.create_timer(5.0, self.send_heartbeat)
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# Topic
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# Service
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# Action
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self._goal_handle = None
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# State Machine
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# States
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self.states = [
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'waiting_for_task_specs',
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'processing_non_interactive_input',
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'processing_interactive_inpute',
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'waiting_for_robot_response',
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'waiting_for_objective_function_response',
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'error_recovery'
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]
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# initialize state machine
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self.machine = Machine(self, states=self.states, initial='waiting_for_task_specs')
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self.machine.add_transition(trigger='non_interactive_specs_received', source='waiting_for_task_specs', dest='processing_non_interactive_input')
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self.machine.add_transition(trigger='interactive_specs_received', source='waiting_for_task_specs', dest='processing_interactive_input')
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self.machine.add_transition(trigger='non_interactive_to_robot', source='processing_non_interactive_input', dest='waiting_for_robot_response')
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self.machine.add_transition(trigger='non_interactive_to_obj_fun', source='processing_non_interactive_input', dest='waiting_for_objective_function_response')
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self.machine.add_transition(trigger='interactive_to_robot', source='processing_interactive_input', dest='waiting_for_robot_response')
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self.machine.add_transition(trigger='interactive_to_obj_fun', source='processing_interactive_input', dest='waiting_for_objective_function_response')
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self.machine.add_transition(trigger='sending_robot_results', source='waiting_for_robot_response', dest='waiting_for_task_specs')
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self.machine.add_transition(trigger='sending_obj_fun_results', source='waiting_for_obj_fun_response', dest='waiting_for_task_specs')
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self.machine.add_transition(trigger='error_trigger', source='*', dest='error_recovery')
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self.machine.add_transition(trigger='recovery_complete', source='error_recovery', dest='waiting_for_task_specs')
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# State Methods
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# Callback functions
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def send_heartbeat(self):
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msg = Bool()
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self.heartbeat_pub.publish(msg)
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21
src/interaction_tasks/package.xml
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src/interaction_tasks/package.xml
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<?xml version="1.0"?>
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<?xml-model href="http://download.ros.org/schema/package_format3.xsd" schematypens="http://www.w3.org/2001/XMLSchema"?>
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<package format="3">
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<name>interaction_tasks</name>
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<version>0.0.0</version>
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<description>TODO: Package description</description>
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<maintainer email="nikolaus.feith@unileoben.ac.at">niko</maintainer>
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<license>TODO: License declaration</license>
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<exec_depend>interaction_msgs</exec_depend>
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<exec_depend>rclpy</exec_depend>
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<test_depend>ament_copyright</test_depend>
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<test_depend>ament_flake8</test_depend>
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<test_depend>ament_pep257</test_depend>
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<test_depend>python3-pytest</test_depend>
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<export>
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<build_type>ament_python</build_type>
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</export>
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</package>
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0
src/interaction_tasks/resource/interaction_tasks
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0
src/interaction_tasks/resource/interaction_tasks
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src/interaction_tasks/setup.cfg
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4
src/interaction_tasks/setup.cfg
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[develop]
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script_dir=$base/lib/interaction_tasks
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[install]
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install_scripts=$base/lib/interaction_tasks
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src/interaction_tasks/setup.py
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src/interaction_tasks/setup.py
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from setuptools import find_packages, setup
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package_name = 'interaction_tasks'
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setup(
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name=package_name,
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version='0.0.0',
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packages=find_packages(exclude=['test']),
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data_files=[
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('share/ament_index/resource_index/packages',
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['resource/' + package_name]),
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('share/' + package_name, ['package.xml']),
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],
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install_requires=['setuptools'],
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zip_safe=True,
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maintainer='niko',
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maintainer_email='nikolaus.feith@unileoben.ac.at',
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description='TODO: Package description',
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license='TODO: License declaration',
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tests_require=['pytest'],
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entry_points={
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'console_scripts': [
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],
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},
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)
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src/interaction_tasks/test/test_copyright.py
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src/interaction_tasks/test/test_copyright.py
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# Copyright 2015 Open Source Robotics Foundation, Inc.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from ament_copyright.main import main
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import pytest
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# Remove the `skip` decorator once the source file(s) have a copyright header
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@pytest.mark.skip(reason='No copyright header has been placed in the generated source file.')
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@pytest.mark.copyright
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@pytest.mark.linter
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def test_copyright():
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rc = main(argv=['.', 'test'])
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assert rc == 0, 'Found errors'
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25
src/interaction_tasks/test/test_flake8.py
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src/interaction_tasks/test/test_flake8.py
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# Copyright 2017 Open Source Robotics Foundation, Inc.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from ament_flake8.main import main_with_errors
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import pytest
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@pytest.mark.flake8
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@pytest.mark.linter
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def test_flake8():
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rc, errors = main_with_errors(argv=[])
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assert rc == 0, \
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'Found %d code style errors / warnings:\n' % len(errors) + \
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'\n'.join(errors)
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23
src/interaction_tasks/test/test_pep257.py
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src/interaction_tasks/test/test_pep257.py
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# Copyright 2015 Open Source Robotics Foundation, Inc.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from ament_pep257.main import main
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import pytest
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@pytest.mark.linter
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@pytest.mark.pep257
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def test_pep257():
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rc = main(argv=['.', 'test'])
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assert rc == 0, 'Found code style errors / warnings'
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