Example #1
0
    def __init__(self, graspingParamsFile=None, cameraSerialNumber=1112170110, tfBuffer=None):
        self.graspingParamsFile = graspingParamsFile
        self.reloadParams()
        self.cameraSerialNumber = cameraSerialNumber

        self.cameraName = 'camera_' + str(cameraSerialNumber)
        self.pointCloudTopic = '/' + str(self.cameraName) + '/depth/points'
        self.graspFrameName = 'base'
        self.depthOpticalFrameName = self.cameraName + "_depth_optical_frame"

        self.state = GraspSupervisorState()

        self.robotService = rosUtils.RobotService.makeKukaRobotService()
        self.usingDirector = True
        self.tfBuffer = tfBuffer # don't create a new one if it is passed in
        self.setupConfig()

        if USING_DIRECTOR:
            self.taskRunner = TaskRunner()
            self.taskRunner.callOnThread(self.setup)
        else:
            self.setup()

        self.debugMode = False
        if self.debugMode:
            print "\n\n----------WARGNING GRASP SUPERVISOR IN DEBUG MODE----------\n"
Example #2
0
    def __init__(self, graspingParamsFile=None, cameraSerialNumber="carmine_1", tfBuffer=None):
        self.graspingParamsFile = graspingParamsFile
        self.reloadParams()
        self.cameraSerialNumber = cameraSerialNumber

        self.cameraName = 'camera_' + str(cameraSerialNumber)
        self.pointCloudTopic = '/' + str(self.cameraName) + '/depth/points'
        self.rgbImageTopic   = '/' + str(self.cameraName) + '/rgb/image_rect_color'
        self.depthImageTopic = '/' + str(self.cameraName) + '/depth_registered/sw_registered/image_rect'
        self.camera_info_topic = '/' + str(self.cameraName) + '/rgb/camera_info'
        self.graspFrameName = 'base'
        self.depthOpticalFrameName = self.cameraName + "_depth_optical_frame"
        self.rgbOpticalFrameName = self.cameraName + "_rgb_optical_frame"

        self.state = GraspSupervisorState()

        self.robotService = rosUtils.RobotService.makeKukaRobotService()
        self.usingDirector = True
        self.tfBuffer = tfBuffer # don't create a new one if it is passed in
        self.setupConfig()
        self._grasp_point = None # stores the grasp point to be used in grasp3DLocation
        self._cache = dict()

        if USING_DIRECTOR:
            self.taskRunner = TaskRunner()
            self.taskRunner.callOnThread(self.setup)
        else:
            self.setup()

        self.debugMode = False
        if self.debugMode:
            print "\n\n----------WARGNING GRASP SUPERVISOR IN DEBUG MODE----------\n"
Example #3
0
    def __init__(self,
                 jointNames,
                 poseData,
                 cameraInfoDict,
                 cameraSerialNumber=1112170110,
                 poseFilename=None,
                 cameraInfoFilename=None,
                 tfBuffer=None):

        self.jointNames = jointNames
        self.poseData = poseData
        self.cameraInfoDict = cameraInfoDict
        self.tfBuffer = tfBuffer

        self.poseFilename = poseFilename
        self.cameraInfoFilename = cameraInfoFilename
        self.robotService = rosUtils.RobotService(self.jointNames)
        self.cameraSerialNumber = cameraSerialNumber
        self.setupConfig()
        self.setup()

        if USING_DIRECTOR:
            self.taskRunner = TaskRunner()
            self.taskRunner.callOnThread(self.setupTF)
        else:
            self.setupTF()
Example #4
0
class DirectorSchunkDriver(object):
    def __init__(self, **kwargs):
        self.taskRunner = TaskRunner()
        self.taskRunner.callOnThread(self.initialize, **kwargs)

    def initialize(self, **kwargs):
        self.schunkDriver = SchunkDriver(**kwargs)

    def sendOpenGripperCommand(self):
        self.taskRunner.callOnThread(self.schunkDriver.sendOpenGripperCommand)

    def sendDelayedOpenGripperCommand(self, delay=3.0):
        time.sleep(delay)
        self.sendOpenGripperCommand()

    def sendDelayedOpenGripperCommand(self, delay=5.0):
        time.sleep(delay)
        self.sendCloseGripperCommand()

    def sendCloseGripperCommand(self):
        self.taskRunner.callOnThread(self.schunkDriver.sendCloseGripperCommand)

    def sendGripperCommand(self, position, force):
        self.taskRunner.callOnThread(self.schunkDriver.sendGripperCommand,
                                     position, force)
Example #5
0
class TFWrapper(object):
    def __init__(self):
        self.tfBuffer = None
        self.tfListener = None
        self.taskRunner = TaskRunner()
        self.taskRunner.callOnThread(self.setup)

    def setup(self):
        self.tfBuffer = tf2_ros.Buffer()
        self.tfListener = tf2_ros.TransformListener(self.tfBuffer)

    def getBuffer(self):
        while self.tfBuffer is None:
            time.sleep(0.1)

        return self.tfBuffer
Example #6
0
    def __init__(self, tf_buffer=None):
        self.taskRunner = TaskRunner()

        if tf_buffer is None:
            self.setup_TF()
        else:
            self._tf_buffer = tf_buffer

        self.clear_visualization()
        self._subscribers = dict()
        self._expressed_in_frame = "base"
Example #7
0
    def __init__(self,
                 robotSystem,
                 handFrame='palm',
                 stopChannel="/stop",
                 removeFloatingBase=True,
                 cameraSerialNumber=1112170110):
        self.robotSystem = robotSystem
        self.jointNames = self.robotSystem.ikPlanner.robotModel.model.getJointNames(
        )
        print self.jointNames
        if removeFloatingBase:
            self.jointNames = self.jointNames[6:]
        self.robotService = spartanROSUtils.RobotService(self.jointNames)
        self.handFrame = handFrame
        self.cameraSerialNumber = cameraSerialNumber
        self.removeFloatingBase = removeFloatingBase
        self.maxJointDegreesPerSecond = 15

        rospy.Subscriber(stopChannel, std_msgs.msg.Bool, self.stopCurrentPoint)

        self.taskRunner = TaskRunner()
Example #8
0
    def __init__(self, storedPosesFile=None, cameraSerialNumber=1112170110):
        self.storedPoses = spartanUtils.getDictFromYamlFilename(
            storedPosesFile)
        self.cameraSerialNumber = cameraSerialNumber

        self.cameraName = 'camera_' + str(cameraSerialNumber)
        self.pointCloudTopic = '/' + str(self.cameraName) + '/depth/points'
        self.graspFrameName = 'base'
        self.depthOpticalFrameName = self.cameraName + "_depth_optical_frame"

        self.robotService = rosUtils.RobotService(
            self.storedPoses['header']['joint_names'])

        self.usingDirector = True
        self.setupConfig()

        if USING_DIRECTOR:
            self.taskRunner = TaskRunner()
            self.taskRunner.callOnThread(self.setupSubscribers)
            self.taskRunner.callOnThread(self.setupTF)
        else:
            self.setupSubscribers()
            self.setupTF()
Example #9
0
    def __init__(self, robotSystem, handFrame='wsg_50_base_link', cameraSerialNumber="", configFilename=None):
        self.robotSystem = robotSystem
        self.configFilename = configFilename
        self.robotService = RobotService(robotSystem)
        self.handFrame = handFrame
        self.cameraSerialNumber = cameraSerialNumber
        self.setup()
        self.calibrationData = None
        self.setupConfig()
        

        self.timer = TimerCallback(targetFps=1)
        self.timer.callback = self.callback
        self.taskRunner = TaskRunner()
Example #10
0
    def __init__(self,
                 robotSystem,
                 handFrame='palm',
                 cameraSerialNumber=1112170110):
        self.robotSystem = robotSystem
        self.robotService = RobotService(robotSystem)
        self.handFrame = handFrame
        self.cameraSerialNumber = cameraSerialNumber
        self.setup()
        self.calibrationData = None
        self.setupConfig()

        self.timer = TimerCallback(targetFps=1)
        self.timer.callback = self.callback
        self.taskRunner = TaskRunner()
Example #11
0
class GraspSupervisor(object):

    def __init__(self, graspingParamsFile=None, cameraSerialNumber=1112170110, tfBuffer=None):
        self.graspingParamsFile = graspingParamsFile
        self.reloadParams()
        self.cameraSerialNumber = cameraSerialNumber

        self.cameraName = 'camera_' + str(cameraSerialNumber)
        self.pointCloudTopic = '/' + str(self.cameraName) + '/depth/points'
        self.graspFrameName = 'base'
        self.depthOpticalFrameName = self.cameraName + "_depth_optical_frame"

        self.state = GraspSupervisorState()

        self.robotService = rosUtils.RobotService.makeKukaRobotService()
        self.usingDirector = True
        self.tfBuffer = tfBuffer # don't create a new one if it is passed in
        self.setupConfig()

        if USING_DIRECTOR:
            self.taskRunner = TaskRunner()
            self.taskRunner.callOnThread(self.setup)
        else:
            self.setup()

        self.debugMode = False
        if self.debugMode:
            print "\n\n----------WARGNING GRASP SUPERVISOR IN DEBUG MODE----------\n"
        # if self.debugMode:
        #     self.pointCloudListMsg = GraspSupervisor.getDefaultPointCloudListMsg()

    def reloadParams(self):
        self.graspingParams = spartanUtils.getDictFromYamlFilename(self.graspingParamsFile)

    def setup(self):
        self.setupSubscribers()
        self.setupTF()
        self.setupROSActions()
        self.gripperDriver = SchunkDriver()
        

    def setupDirector(self):
        self.taskRunner.callOnThread(self.setup)


    def setupConfig(self):
        self.config = dict()
        self.config['base_frame_id'] = "base"
        self.config['end_effector_frame_id'] = "iiwa_link_ee"
        self.config['pick_up_distance'] = 0.15 # distance to move above the table after grabbing the object
        self.config['scan'] = dict()
        self.config['scan']['pose_list'] = ['scan_left', 'scan_right']
        self.config['scan']['joint_speed'] = 60
        self.config['grasp_speed'] = 20

        normal_speed = 30
        self.config['speed'] = dict()
        self.config['speed']['stow'] = normal_speed
        self.config['speed']['pre_grasp'] = normal_speed
        self.config['speed']['grasp'] = 10
        
        self.config['home_pself.moveose_name'] = 'above_table_pre_grasp'
        self.config['grasp_nominal_direction'] = np.array([1,0,0]) # x forwards
        self.config['grasp_to_ee'] = dict()

        self.config['grasp_to_ee']['translation'] = dict()
        # self.config['grasp_to_ee']['translation']['x'] = 9.32362425e-02
        self.config['grasp_to_ee']['translation']['x'] = 0.085
        self.config['grasp_to_ee']['translation']['y'] = 0
        self.config['grasp_to_ee']['translation']['z'] = 0

        self.config['grasp_to_ee']['orientation'] = dict()
        self.config['grasp_to_ee']['orientation']['w'] = 0.97921432
        self.config['grasp_to_ee']['orientation']['x'] = -0.20277454
        self.config['grasp_to_ee']['orientation']['y'] = 0.00454233
        self.config['grasp_to_ee']['orientation']['z'] = -0.00107904

        self.graspToIiwaLinkEE = spartanUtils.transformFromPose(self.config['grasp_to_ee'])
        self.iiwaLinkEEToGraspFrame = self.graspToIiwaLinkEE.GetLinearInverse()

        pos = [-0.15, 0, 0]
        quat = [1,0,0,0]
        self.preGraspToGraspTransform = transformUtils.transformFromPose(pos, quat)

    def setupSubscribers(self):
        self.pointCloudSubscriber = rosUtils.SimpleSubscriber(self.pointCloudTopic, sensor_msgs.msg.PointCloud2)

        self.pointCloudSubscriber.start()

    def setupROSActions(self):

        actionName = '/spartan_grasp/GenerateGraspsFromPointCloudList'
        self.generate_grasps_client = actionlib.SimpleActionClient(actionName, spartan_grasp_msgs.msg.GenerateGraspsFromPointCloudListAction)
        # self.generate_grasps_client.wait_for_server()

        # goal = spartan_grasp_msgs.msg.GenerateGraspsFromPointCloudListGoal(pointCloudListMsg)
        # client.send_goal(goal)
        # client.wait_for_result()

        # result = client.get_result()
        # print "num scored_grasps = ", len(result.scored_grasps)

        # print "result ", result


    def setupTF(self):
        if self.tfBuffer is None:
            self.tfBuffer = tf2_ros.Buffer()
            self.tfListener = tf2_ros.TransformListener(self.tfBuffer)


    def getDepthOpticalFrameToGraspFrameTransform(self):
        depthOpticalFrameToGraspFrame = self.tfBuffer.lookup_transform(self.graspFrameName, self.depthOpticalFrameName, rospy.Time(0))

        print depthOpticalFrameToGraspFrame
        return depthOpticalFrameToGraspFrame


    """
    Captures the current PointCloud2 from the sensor. Also records the pose of camera frame.
    """
    def capturePointCloudAndCameraTransform(self, cameraOrigin = [0,0,0]):
    	# sleep to transforms can update
    	rospy.sleep(0.5)
        msg = spartan_grasp_msgs.msg.PointCloudWithTransform()
        msg.header.stamp = rospy.Time.now()

        msg.camera_origin.x = cameraOrigin[0]
        msg.camera_origin.y = cameraOrigin[1]
        msg.camera_origin.z = cameraOrigin[2]

        msg.point_cloud_to_base_transform = self.getDepthOpticalFrameToGraspFrameTransform()

        msg.point_cloud = self.pointCloudSubscriber.waitForNextMessage()

        self.testData = msg # for debugging
        return msg

    def moveHome(self):
    	rospy.loginfo("moving home")
        homePose = self.graspingParams[self.state.graspingLocation]['poses']['above_table_pre_grasp']
    	self.robotService.moveToJointPosition(homePose, maxJointDegreesPerSecond=self.graspingParams['speed']['nominal'])

    def getStowPose(self):
        stow_location = self.state.stowLocation
        params = self.graspingParams[stow_location]
        return params['poses']['stow']

    # scans to several positions
    def collectSensorData(self, saveToBagFile=False, **kwargs):

    	rospy.loginfo("collecting sensor data")
        graspLocationData = self.graspingParams[self.state.graspingLocation]

        pointCloudListMsg = spartan_grasp_msgs.msg.PointCloudList()
        pointCloudListMsg.header.stamp = rospy.Time.now()

        data = dict()

        for poseName in graspLocationData['scan_pose_list']:
            rospy.loginfo("moving to pose = " + poseName)
            joint_positions = graspLocationData['poses'][poseName]
            self.robotService.moveToJointPosition(joint_positions, maxJointDegreesPerSecond=self.config['scan']['joint_speed'])

            if self.debugMode:
                continue

            
            pointCloudWithTransformMsg = self.capturePointCloudAndCameraTransform()
            pointCloudListMsg.point_cloud_list.append(pointCloudWithTransformMsg)
            data[poseName] = pointCloudWithTransformMsg

        self.sensorData = data
        self.pointCloudListMsg = pointCloudListMsg
        
        if saveToBagFile:
            self.saveSensorDataToBagFile(**kwargs)

        return pointCloudListMsg

    """
    Returns true if a grasp was found
    """
    def processGenerateGraspsResult(self, result):
        print "num scored_grasps = ", len(result.scored_grasps)
        if len(result.scored_grasps) == 0:
            rospy.loginfo("no valid grasps found")
            return False

        self.topGrasp = result.scored_grasps[0]
        rospy.loginfo("-------- top grasp score = %.3f", self.topGrasp.score)
        self.graspFrame = spartanUtils.transformFromROSPoseMsg(self.topGrasp.pose.pose)
        self.rotateGraspFrameToAlignWithNominal(self.graspFrame)
        return True

    # def requestGrasp(self, pointCloudListMsg):

    # 	rospy.loginfo("requesting grasp from spartan_grasp")

    #     serviceName = 'spartan_grasp/GenerateGraspsFromPointCloudList'
    #     rospy.wait_for_service(serviceName)
    #     s = rospy.ServiceProxy(serviceName, spartan_grasp_msgs.srv.GenerateGraspsFromPointCloudList)
    #     response = s(pointCloudListMsg)

    #     print "num scored_grasps = ", len(response.scored_grasps)
    #     if len(response.scored_grasps) == 0:
    #     	rospy.loginfo("no valid grasps found")
    #     	return False

    #     self.topGrasp = response.scored_grasps[0]
    #     rospy.loginfo("-------- top grasp score = %.3f", self.topGrasp.score)
    #     self.graspFrame = spartanUtils.transformFromROSPoseMsg(self.topGrasp.pose.pose)
    #     self.rotateGraspFrameToAlignWithNominal(self.graspFrame)

    def getIiwaLinkEEFrameFromGraspFrame(self, graspFrame):
    	return transformUtils.concatenateTransforms([self.iiwaLinkEEToGraspFrame, graspFrame])

        # print "response ", response

    def moveToFrame(self, graspFrame, speed=None):
        if speed is None:
            speed = self.config['grasp_speed']
    	poseStamped = self.makePoseStampedFromGraspFrame(graspFrame)
    	return self.robotService.moveToCartesianPosition(poseStamped, speed)

    """
    Make PoseStamped message from a given grasp frame
    """
    def makePoseStampedFromGraspFrame(self, graspFrame):
        iiwaLinkEEFrame = self.getIiwaLinkEEFrameFromGraspFrame(graspFrame)
        poseDict = spartanUtils.poseFromTransform(iiwaLinkEEFrame)
        poseMsg = rosUtils.ROSPoseMsgFromPose(poseDict)
        poseStamped = geometry_msgs.msg.PoseStamped()
        poseStamped.pose = poseMsg
        poseStamped.header.frame_id = "base"

        return poseStamped


    """
    Attempt a grasp
    return: boolean if it was successful or not
    """
    def attemptGrasp(self, graspFrame):

    	preGraspFrame = transformUtils.concatenateTransforms([self.preGraspToGraspTransform, self.graspFrame])

        graspLocationData = self.graspingParams[self.state.graspingLocation]
        above_table_pre_grasp = graspLocationData['poses']['above_table_pre_grasp']
        preGraspFramePoseStamped = self.makePoseStampedFromGraspFrame(preGraspFrame)
        preGrasp_ik_response = self.robotService.runIK(preGraspFramePoseStamped, seedPose=above_table_pre_grasp, nominalPose=above_table_pre_grasp)

        if not preGrasp_ik_response.success:
            rospy.loginfo("pre grasp pose ik failed, returning")
            return False

        graspFramePoseStamped = self.makePoseStampedFromGraspFrame(graspFrame)
        preGraspPose = preGrasp_ik_response.joint_state.position

        grasp_ik_response = self.robotService.runIK(graspFramePoseStamped, seedPose=preGraspPose, nominalPose=preGraspPose)

        if not  grasp_ik_response.success:
            rospy.loginfo("grasp pose not reachable, returning")
            return False


        graspPose = grasp_ik_response.joint_state.position
        # store for future use
        self.preGraspFrame = preGraspFrame
        self.graspFrame = graspFrame
        self.gripperDriver.sendOpenGripperCommand()
        rospy.sleep(0.5) # wait for the gripper to open
        self.robotService.moveToJointPosition(preGraspPose, maxJointDegreesPerSecond=self.graspingParams['speed']['pre_grasp'])
        self.robotService.moveToJointPosition(graspPose, maxJointDegreesPerSecond=self.graspingParams['speed']['grasp'])
    	
        objectInGripper = self.gripperDriver.closeGripper()
        return objectInGripper


    def vtkFrameToPoseMsg(self, vtkFrame):
        poseDict = spartanUtils.poseFromTransform(vtkFrame)
        poseMsg = rosUtils.ROSPoseMsgFromPose(poseDict)
        poseStamped = geometry_msgs.msg.PoseStamped()
        poseStamped.pose = poseMsg
        poseStamped.header.frame_id = "base"

        return poseStamped

    """
    Moves the gripper up 15cm then moves home
    """
    def pickupObject(self):
        endEffectorFrame = self.tfBuffer.lookup_transform(self.config['base_frame_id'], self.config['end_effector_frame_id'], rospy.Time(0))

        eeFrameVtk = spartanUtils.transformFromROSTransformMsg(endEffectorFrame.transform)
        eeFrameVtk.PostMultiply()
        eeFrameVtk.Translate(0,0,self.config['pick_up_distance'])

        vis.updateFrame( eeFrameVtk, 'pickup frame')

        
        poseStamped = self.vtkFrameToPoseMsg(eeFrameVtk)
        speed = 10 # joint degrees per second
        params = self.getParamsForCurrentLocation()
        above_table_pre_grasp = params['poses']['above_table_pre_grasp']
        ik_response = self.robotService.runIK(poseStamped, seedPose=above_table_pre_grasp, nominalPose=above_table_pre_grasp)

        if ik_response.success:
            self.robotService.moveToJointPosition(ik_response.joint_state.position, maxJointDegreesPerSecond=self.graspingParams['speed']['slow'])


        stow_pose = self.getStowPose()

        # move to above_table_pre_grasp
        self.robotService.moveToJointPosition(above_table_pre_grasp, maxJointDegreesPerSecond=self.graspingParams['speed']['stow'])

        # move to stow_pose
        self.robotService.moveToJointPosition(stow_pose, maxJointDegreesPerSecond=self.graspingParams['speed']['stow'])
        self.gripperDriver.sendOpenGripperCommand()
        rospy.sleep(0.5)

        # move to above_table_pre_grasp
        self.robotService.moveToJointPosition(above_table_pre_grasp, maxJointDegreesPerSecond=self.graspingParams['speed']['fast'])
        

    def planGraspAndPickupObject(self):
        self.collectSensorData()
        self.requestGrasp()
        self.moveHome()
        result = self.waitForGenerateGraspsResult()
        graspFound = self.processGenerateGraspsResult(result)

        if not graspFound:
            rospy.loginfo("no grasp found, returning")
            return False

        graspSuccessful = self.attemptGrasp(self.graspFrame)
        if not graspSuccessful:
            rospy.loginfo("grasp not successful returning")
            return False


        self.pickupObject()

    def testMoveToFrame(self):
    	pos = [ 0.51148583,  0.0152224 ,  0.50182436]
    	quat = [ 0.68751512,  0.15384615,  0.69882778, -0.12366916]
    	targetFrame = transformUtils.transformFromPose(pos, quat)
    	poseDict = spartanUtils.poseFromTransform(targetFrame)
    	poseMsg = rosUtils.ROSPoseMsgFromPose(poseDict)


    	poseStamped = geometry_msgs.msg.PoseStamped()
    	poseStamped.pose = poseMsg
    	poseStamped.header.frame_id = "base"
    	self.poseStamped = poseStamped

    	self.robotService.moveToCartesianPosition(poseStamped, 30)


    def showGraspFrame(self):
    	vis.updateFrame(self.graspFrame, 'grasp frame', scale=0.15)
    	vis.updateFrame(self.getIiwaLinkEEFrameFromGraspFrame(self.graspFrame), 'iiwa_link_ee_grasp_frame', scale=0.15)

    def showGripperFrame(self):
        iiwaLinkEE = self.robotSystem.robotStateModel.getLinkFrame('iiwa_link_ee')
        gripperFrame = transformUtils.concatenateTransforms([self.graspToIiwaLinkEE, iiwaLinkEE])
        vis.updateFrame(gripperFrame, 'Gripper Frame', scale=0.15)


    def getParamsForCurrentLocation(self):
        return self.graspingParams[self.state.graspingLocation]

    """
	Rotate the grasp frame to align with the nominal direction. In this case we want the ZAxis of the 
	grasp to be aligned with (1,0,0) in world frame. If it's not aligned rotate it by 180 degrees about
	the x-Axis of the grasp
    """
    def rotateGraspFrameToAlignWithNominal(self, graspFrame):
    	graspFrameZAxis = graspFrame.TransformVector(0,0,1)
        params = self.getParamsForCurrentLocation()
        graspNominalDirection = params['grasp']['grasp_nominal_direction']
    	if (np.dot(graspFrameZAxis, graspNominalDirection) < 0):
    		graspFrame.PreMultiply()
    		graspFrame.RotateX(180)


    def saveSensorDataToBagFile(self, pointCloudListMsg=None, filename=None, overwrite=True):
        if pointCloudListMsg is None:
            pointCloudListMsg = self.pointCloudListMsg

        if filename is None:
            filename = os.path.join(spartanUtils.getSpartanSourceDir(), 'sandbox', 'grasp_sensor_data.bag')

        if overwrite and os.path.isfile(filename):
            os.remove(filename)

        bag = rosbag.Bag(filename, 'w')
        bag.write('data', pointCloudListMsg)
        bag.close()

    def requestGrasp(self):
        # request the grasp via a ROS Action
        rospy.loginfo("waiting for spartan grasp server")
        self.generate_grasps_client.wait_for_server()
        rospy.loginfo("requsting grasps spartan grasp server")

        params = self.getParamsForCurrentLocation()
        goal = spartan_grasp_msgs.msg.GenerateGraspsFromPointCloudListGoal()
        goal.point_clouds = self.pointCloudListMsg

        if 'grasp_volume' in params:
            node = params['grasp_volume']
            rectangle = GraspSupervisor.rectangleMessageFromYamlNode(node)
            goal.params.grasp_volume.append(rectangle)

        if 'collision_volume' in params:
            node = params['collision_volume']
            rectangle = GraspSupervisor.rectangleMessageFromYamlNode(node)
            goal.params.collision_volume.append(rectangle)

        if 'collision_objects' in params:
            for key, val in params['collision_objects'].iteritems():
                rectangle = GraspSupervisor.rectangleMessageFromYamlNode(val)
                goal.params.collision_objects.append(rectangle)


        self.generate_grasps_client.send_goal(goal)


    def waitForGenerateGraspsResult(self):        
        rospy.loginfo("waiting for result")
        self.generate_grasps_client.wait_for_result()
        result = self.generate_grasps_client.get_result()
        self.generate_grasps_result = result
        rospy.loginfo("received result")

        return result

    def testInThread(self):
        self.collectSensorData()
        self.requestGrasp()
        self.moveHome()
        result = self.waitForGenerateGraspsResult()
        graspFound = self.processGenerateGraspsResult(result)


    def testMoveHome(self):
   		self.taskRunner.callOnThread(self.moveHome)

    def test(self):
        self.taskRunner.callOnThread(self.testInThread)

    def testAttemptGrasp(self):
    	self.taskRunner.callOnThread(self.attemptGrasp, self.graspFrame)

    def testPickupObject(self):
        self.taskRunner.callOnThread(self.pickupObject)

    def testPipeline(self):
        self.taskRunner.callOnThread(self.planGraspAndPickupObject)

    def testCollectSensorData(self):
        self.taskRunner.callOnThread(self.collectSensorData)

    def testRequestGrasp(self):
        self.taskRunner.callOnThread(self.requestGrasp)

    def loadDefaultPointCloud(self):
        self.pointCloudListMsg = GraspSupervisor.getDefaultPointCloudListMsg()
   
    @staticmethod
    def rectangleMessageFromYamlNode(node):
        msg = spartan_grasp_msgs.msg.Rectangle()
        msg.min_pt = rosUtils.listToPointMsg(node['min_pt'])
        msg.max_pt = rosUtils.listToPointMsg(node['max_pt'])
        msg.pose = rosUtils.ROSPoseMsgFromPose(node)
        return msg


    @staticmethod
    def makeDefault(**kwargs):
        graspingParamsFile = os.path.join(spartanUtils.getSpartanSourceDir(), 'src', 'catkin_projects', 'station_config','RLG_iiwa_1', 'manipulation', 'params.yaml')

        return GraspSupervisor(graspingParamsFile=graspingParamsFile, **kwargs)

    @staticmethod
    def getPointCloudListMsg(rosBagFilename):
        bag = rosbag.Bag(rosBagFilename)
        pointCloudListMsg = None
        for topic, msg, t in bag.read_messages(topics=['data']):
            pointCloudListMsg = msg
        bag.close()
        return pointCloudListMsg

    @staticmethod
    def getDefaultPointCloudListMsg():
        spartanSourceDir = spartanUtils.getSpartanSourceDir()

        # filename = "grasp_sensor_data.bag"
        filename = "sr300_box.bag"

        rosBagFilename = os.path.join(spartanSourceDir, 'data','rosbag','iiwa', filename)

        return GraspSupervisor.getPointCloudListMsg(rosBagFilename)
        
Example #12
0
 def run(self):
     rospy.init_node("IkService")
     self.taskRunner = TaskRunner()
     self.taskRunner.callOnThread(self.runRosNode)
Example #13
0
class BackgroundSubtractionDataCapture(object):
    def __init__(self,
                 jointNames,
                 poseData,
                 cameraInfoDict,
                 cameraSerialNumber=1112170110,
                 poseFilename=None,
                 cameraInfoFilename=None,
                 tfBuffer=None):

        self.jointNames = jointNames
        self.poseData = poseData
        self.cameraInfoDict = cameraInfoDict
        self.tfBuffer = tfBuffer

        self.poseFilename = poseFilename
        self.cameraInfoFilename = cameraInfoFilename
        self.robotService = rosUtils.RobotService(self.jointNames)
        self.cameraSerialNumber = cameraSerialNumber
        self.setupConfig()
        self.setup()

        if USING_DIRECTOR:
            self.taskRunner = TaskRunner()
            self.taskRunner.callOnThread(self.setupTF)
        else:
            self.setupTF()

    def setupConfig(self):
        self.config = dict()
        self.config['image_file_type'] = 'png'
        self.config['maxJointDegreesPerSecond'] = 60

        self.config['encoding'] = dict()
        self.config['encoding']['rgb'] = 'bgr8'
        # self.config['encoding']['depth'] = 'mono16'

    def loadConfigFromFiles(self):
        self.poseData = spartanUtils.getDictFromYamlFilename(self.poseFilename)
        self.cameraInfoDict = spartanUtils.getDictFromYamlFilename(
            self.cameraInfoFilename)

    def setup(self):
        cameraSerialNumber = self.cameraInfoDict['camera_serial_number']
        self.cameraTopicBase = '/camera_' + str(cameraSerialNumber)
        self.imageTopics = dict()
        self.imageTopics[
            'rgb'] = self.cameraTopicBase + '/rgb/image_rect_color'
        self.imageTopics[
            'depth'] = self.cameraTopicBase + '/depth_registered/sw_registered/image_rect'

    def setupTF(self):
        if self.tfBuffer is None:
            self.tfBuffer = tf2_ros.Buffer()
            self.tfListener = tf2_ros.TransformListener(self.tfBuffer)

    def startImageSubscribers(self):
        self.imageSubscribers = dict()
        msgType = sensor_msgs.msg.Image
        for key, topic in self.imageTopics.iteritems():
            sub = rosUtils.SimpleSubscriber(topic, msgType)
            sub.start()
            self.imageSubscribers[key] = sub

    def stopImageSubscribers(self):
        for key, value in self.imageTopics.iteritems():
            self.imageSubscribers[key].stop()

    def setupDataCapture(self, objectName):
        unique_name = time.strftime("%Y%m%d-%H%M%S")
        self.folderName = os.path.join(spartanUtils.getSpartanSourceDir(),
                                       'sandbox',
                                       'background_subtraction_data',
                                       unique_name)
        os.system("mkdir -p " + self.folderName)
        os.chdir(self.folderName)

        self.startImageSubscribers()
        self.data = dict()
        self.data['header'] = dict()
        self.data['header']['object_name'] = objectName
        self.data['images'] = dict()

        for poseName in self.poseData['pose_scan_order']:
            self.data['images'][poseName] = dict()

    def runDataCapture(self, filenameExtension='background'):
        for poseName in self.poseData['pose_scan_order']:
            pose = self.poseData['poses'][poseName]
            self.robotService.moveToJointPosition(
                pose,
                maxJointDegreesPerSecond=self.
                config['maxJointDegreesPerSecond'])

            self.captureImages(poseName, filenameExtension=filenameExtension)
            self.captureCameraPose(poseName)

        rospy.loginfo("data capture finished for " + filenameExtension)

    def captureCameraPose(self, poseName):
        # tf stuff
        cameraOpticalFrameToBase = self.tfBuffer.lookup_transform(
            "base", self.cameraInfoDict['rgb_optical_frame'], rospy.Time(0))

        # convert it to yaml
        cameraOpticalFrameToBaseVTK = directorUtils.transformFromROSTransformMsg(
            cameraOpticalFrameToBase.transform)
        cameraPoseDict = directorUtils.poseFromTransform(
            cameraOpticalFrameToBaseVTK)

        self.data['images'][poseName]['camera_pose'] = cameraPoseDict
        return cameraPoseDict

    def captureImages(self, poseName, filenameExtension='background'):
        d = dict()

        for imageType, topic in self.imageTopics.iteritems():

            rospy.loginfo("capture image on topic " + topic)

            # use custom file type if warranted

            filetype = self.cameraInfoDict['filename_type']['default']

            if imageType in self.cameraInfoDict['filename_type']:
                filetype = self.cameraInfoDict['filename_type'][imageType]

            filename = str(
                poseName
            ) + "_" + imageType + "_" + filenameExtension + '.' + filetype
            fullFilename = os.path.join(self.folderName, filename)

            encoding = None

            if (self.cameraInfoDict['encoding']
                    is not None) and (imageType
                                      in self.cameraInfoDict['encoding']):
                encoding = self.cameraInfoDict['encoding'][imageType]

            # depth images need special treatment
            if imageType == "depth":
                rosUtils.saveSingleDepthImage(topic, fullFilename, encoding)
            else:
                rosUtils.saveSingleImage(topic, fullFilename, encoding)

            d[imageType] = dict()
            d[imageType]['filename'] = filename

        self.data['images'][poseName][filenameExtension] = d

    def saveData(self):
        filename = os.path.join(self.folderName, 'data.yaml')
        spartanUtils.saveToYaml(self.data, filename)

    def test(self):
        self.taskRunner.callOnThread(self.setupDataCapture, 'oil_bottle')
        time.sleep(3)
        self.taskRunner.callOnThread(self.runDataCapture, 'background')

    def testForeground(self):
        self.taskRunner.callOnThread(self.runDataCapture, 'foreground')

    @staticmethod
    def makeDefault(**kwargs):
        storedPosesFile = os.path.join(spartanUtils.getSpartanSourceDir(),
                                       'src', 'catkin_projects',
                                       'station_config', 'RLG_iiwa_1',
                                       'background_subtraction',
                                       'stored_poses.yaml')

        cameraInfoFilename = os.path.join(
            spartanUtils.getSpartanSourceDir(),
            'src/catkin_projects/camera_config/data/1112170110/master/camera_ros_data.yaml'
        )

        poseData = spartanUtils.getDictFromYamlFilename(storedPosesFile)
        cameraInfoDict = spartanUtils.getDictFromYamlFilename(
            cameraInfoFilename)

        return BackgroundSubtractionDataCapture(
            poseData['header']['joint_names'],
            poseData,
            cameraInfoDict,
            poseFilename=storedPosesFile,
            cameraInfoFilename=cameraInfoFilename,
            **kwargs)
Example #14
0
 def __init__(self):
     self.tfBuffer = None
     self.tfListener = None
     self.taskRunner = TaskRunner()
     self.taskRunner.callOnThread(self.setup)
Example #15
0
class ExploreObject(object):
    def __init__(self,
                 robotSystem,
                 handFrame='palm',
                 stopChannel="/stop",
                 removeFloatingBase=True,
                 cameraSerialNumber=1112170110):
        self.robotSystem = robotSystem
        self.jointNames = self.robotSystem.ikPlanner.robotModel.model.getJointNames(
        )
        print self.jointNames
        if removeFloatingBase:
            self.jointNames = self.jointNames[6:]
        self.robotService = spartanROSUtils.RobotService(self.jointNames)
        self.handFrame = handFrame
        self.cameraSerialNumber = cameraSerialNumber
        self.removeFloatingBase = removeFloatingBase
        self.maxJointDegreesPerSecond = 15

        rospy.Subscriber(stopChannel, std_msgs.msg.Bool, self.stopCurrentPoint)

        self.taskRunner = TaskRunner()

    def stopCurrentPoint(self, msg):
        if msg.data:
            rospy.loginfo("stopping robot")
            cur_loc = self.getCurrentJointPosition()
            self.robotService.moveToJointPosition(
                cur_loc, self.maxJointDegreesPerSecond)
            # stop the robot
            # move on to the next point

    def getCurrentJointPosition(self):
        if self.removeFloatingBase:
            return self.robotSystem.robotStateJointController.q[6:]
        return self.robotSystem.robotStateJointController.q

    def moveJoint(self, jointIndex, q):
        nextPosition = self.getCurrentJointPosition()
        nextPosition[jointIndex] = q
        self.taskRunner.callOnThread(self.robotService.moveToJointPosition,
                                     nextPosition,
                                     self.maxJointDegreesPerSecond)

    def moveToPoint(self, x, y, z):
        pose = geometry_msgs.msg.Pose()
        pose.position.x = x
        pose.position.y = y
        pose.position.z = z

        quat = transformUtils.rollPitchYawToQuaternion([0, -3.14 / 2, 0])
        pose.orientation.x = quat[0]
        pose.orientation.y = quat[1]
        pose.orientation.z = quat[2]
        pose.orientation.w = quat[3]

        poseStamped = geometry_msgs.msg.PoseStamped()
        poseStamped.pose = pose
        poseStamped.header.frame_id = "base"

        response = self.robotService.runIK(poseStamped)
        if not response.success:
            rospy.loginfo(
                "ik was not successful, returning without moving robot")
            return

        rospy.loginfo("ik was successful, moving to joint position")
        self.robotService.moveToJointPosition(response.joint_state.position,
                                              self.maxJointDegreesPerSecond)
        # self.robotService.moveToCartesianPosition(poseStamped, self.maxJointDegreesPerSecond)

    '''
    Robot first goes to starting point, and then returns there after every
    point in the given list

    Each point is a list of 3 numbers for x, y, and z
    This is temporary for testing until I know the format of points
    calculated from the point cloud.
    '''

    def exploreObject(self, starting_point, points_to_touch):
        self.moveToPoint(starting_point[0], starting_point[1],
                         starting_point[2])

        for point in points_to_touch:
            self.moveToPoint(point[0], point[1], point[2])

            self.moveToPoint(starting_point[0], starting_point[1],
                             starting_point[2])

    def testExplore(self):
        start = [0.39, -0.12, 0.69]
        point_a = [0.61, -0.1, 0.1]
        point_b = [0.61, 0.1, 0.1]
        points = [point_a, point_b]
        self.taskRunner.callOnThread(self.exploreObject, start, points)


# Just for testing standalone code

# def main():
#     rospy.init_node('explore_object_node')
#     start = [0.39, -0.12, 0.69]
#     point_a = [0.61, -0.1, 0.1]
#     point_b = [0.61, 0.1, 0.1]
#     points = [point_a, point_b]

#     explore = ExploreObject()
#     rospy.spin()

# # if __name__ == "__main__":
# #     main()
Example #16
0
class GraspSupervisor(object):
    def __init__(self, storedPosesFile=None, cameraSerialNumber=1112170110):
        self.storedPoses = spartanUtils.getDictFromYamlFilename(
            storedPosesFile)
        self.cameraSerialNumber = cameraSerialNumber

        self.cameraName = 'camera_' + str(cameraSerialNumber)
        self.pointCloudTopic = '/' + str(self.cameraName) + '/depth/points'
        self.graspFrameName = 'base'
        self.depthOpticalFrameName = self.cameraName + "_depth_optical_frame"

        self.robotService = rosUtils.RobotService(
            self.storedPoses['header']['joint_names'])

        self.usingDirector = True
        self.setupConfig()

        if USING_DIRECTOR:
            self.taskRunner = TaskRunner()
            self.taskRunner.callOnThread(self.setupSubscribers)
            self.taskRunner.callOnThread(self.setupTF)
        else:
            self.setupSubscribers()
            self.setupTF()

    def setupConfig(self):
        self.config = dict()
        self.config['scan'] = dict()
        self.config['scan']['pose_list'] = ['scan_left', 'scan_right']
        self.config['scan']['joint_speed'] = 60
        self.config['grasp_speed'] = 20
        self.config['home_pose_name'] = 'above_table_pre_grasp'
        self.config['grasp_nominal_direction'] = np.array([1, 0,
                                                           0])  # x forwards
        self.config['grasp_to_ee'] = dict()

        self.config['grasp_to_ee']['translation'] = dict()
        self.config['grasp_to_ee']['translation']['x'] = 9.32362425e-02
        self.config['grasp_to_ee']['translation']['y'] = 0
        self.config['grasp_to_ee']['translation']['z'] = 0

        self.config['grasp_to_ee']['orientation'] = dict()
        self.config['grasp_to_ee']['orientation']['w'] = 0.97921432
        self.config['grasp_to_ee']['orientation']['x'] = -0.20277454
        self.config['grasp_to_ee']['orientation']['y'] = 0.00454233
        self.config['grasp_to_ee']['orientation']['z'] = -0.00107904

        self.graspToIiiwaLinkEE = spartanUtils.transformFromPose(
            self.config['grasp_to_ee'])
        self.iiwaLinkEEToGraspFrame = self.graspToIiiwaLinkEE.GetLinearInverse(
        )

        pos = [-0.15, 0, 0]
        quat = [1, 0, 0, 0]
        self.preGraspToGraspTransform = transformUtils.transformFromPose(
            pos, quat)

    def setupSubscribers(self):
        self.pointCloudSubscriber = rosUtils.SimpleSubscriber(
            self.pointCloudTopic, sensor_msgs.msg.PointCloud2)

        self.pointCloudSubscriber.start()

    def setupTF(self):
        self.tfBuffer = tf2_ros.Buffer()
        self.tfListener = tf2_ros.TransformListener(self.tfBuffer)

    def getDepthOpticalFrameToGraspFrameTransform(self):
        depthOpticalFrameToBase = self.tfBuffer.lookup_transform(
            self.graspFrameName, self.depthOpticalFrameName, rospy.Time(0))

        print depthOpticalFrameToBase
        return depthOpticalFrameToBase

    """
    Captures the current PointCloud2 from the sensor. Also records the pose of camera frame.
    """

    def capturePointCloudAndCameraTransform(self, cameraOrigin=[0, 0, 0]):
        # sleep to transforms can update
        rospy.sleep(0.5)
        msg = spartan_grasp_msgs.msg.PointCloudWithTransform()
        msg.header.stamp = rospy.Time.now()

        msg.camera_origin.x = cameraOrigin[0]
        msg.camera_origin.y = cameraOrigin[1]
        msg.camera_origin.z = cameraOrigin[2]

        msg.point_cloud_to_base_transform = self.getDepthOpticalFrameToGraspFrameTransform(
        )

        msg.point_cloud = self.pointCloudSubscriber.waitForNextMessage()

        self.testData = msg  # for debugging
        return msg

    def moveHome(self):
        rospy.loginfo("moving home")
        self.robotService.moveToJointPosition(
            self.storedPoses[self.config['home_pose_name']],
            maxJointDegreesPerSecond=self.config['scan']['joint_speed'])

    # scans to several positions
    def collectSensorData(self, saveToBagFile=False):

        rospy.loginfo("collecting sensor data")

        pointCloudListMsg = spartan_grasp_msgs.msg.PointCloudList()
        pointCloudListMsg.header.stamp = rospy.Time.now()

        data = dict()

        for poseName in self.config['scan']['pose_list']:
            joint_positions = self.storedPoses[poseName]
            self.robotService.moveToJointPosition(
                joint_positions,
                maxJointDegreesPerSecond=self.config['scan']['joint_speed'])

            pointCloudWithTransformMsg = self.capturePointCloudAndCameraTransform(
            )

            pointCloudListMsg.point_cloud_list.append(
                pointCloudWithTransformMsg)
            data[poseName] = pointCloudWithTransformMsg

        self.moveHome()
        self.sensorData = data
        self.pointCloudListMsg = pointCloudListMsg
        return pointCloudListMsg

    def requestGrasp(self, pointCloudListMsg):

        rospy.loginfo("requesting grasp from spartan_grasp")

        serviceName = 'spartan_grasp/GenerateGraspsFromPointCloudList'
        rospy.wait_for_service(serviceName)
        s = rospy.ServiceProxy(
            serviceName,
            spartan_grasp_msgs.srv.GenerateGraspsFromPointCloudList)
        response = s(pointCloudListMsg)

        print "num scored_grasps = ", len(response.scored_grasps)
        if len(response.scored_grasps) == 0:
            rospy.loginfo("no valid grasps found")
            return False

        self.topGrasp = response.scored_grasps[0]
        rospy.loginfo("-------- top grasp score = %.3f", self.topGrasp.score)
        self.graspFrame = spartanUtils.transformFromROSPoseMsg(
            self.topGrasp.pose.pose)
        self.rotateGraspFrameToAlignWithNominal(self.graspFrame)

    def getIiwaLinkEEFrameFromGraspFrame(self, graspFrame):
        return transformUtils.concatenateTransforms(
            [self.iiwaLinkEEToGraspFrame, graspFrame])

    # print "response ", response

    def moveToFrame(self, graspFrame):
        iiwaLinkEEFrame = self.getIiwaLinkEEFrameFromGraspFrame(graspFrame)
        poseDict = spartanUtils.poseFromTransform(iiwaLinkEEFrame)
        poseMsg = rosUtils.ROSPoseMsgFromPose(poseDict)
        poseStamped = geometry_msgs.msg.PoseStamped()
        poseStamped.pose = poseMsg
        poseStamped.header.frame_id = "base"

        self.poseStamped = poseStamped
        self.robotService.moveToCartesianPosition(poseStamped,
                                                  self.config['grasp_speed'])

    def moveToGraspFrame(self, graspFrame):
        preGraspFrame = transformUtils.concatenateTransforms(
            [self.preGraspToGraspTransform, self.graspFrame])
        vis.updateFrame(preGraspFrame, 'pre grasp frame', scale=0.15)
        vis.updateFrame(graspFrame, 'grasp frame', scale=0.15)

        self.moveToFrame(preGraspFrame)
        # rospy.sleep(1.0)
        self.moveToFrame(graspFrame)

    def testMoveToFrame(self):
        pos = [0.51148583, 0.0152224, 0.50182436]
        quat = [0.68751512, 0.15384615, 0.69882778, -0.12366916]
        targetFrame = transformUtils.transformFromPose(pos, quat)
        poseDict = spartanUtils.poseFromTransform(targetFrame)
        poseMsg = rosUtils.ROSPoseMsgFromPose(poseDict)

        poseStamped = geometry_msgs.msg.PoseStamped()
        poseStamped.pose = poseMsg
        poseStamped.header.frame_id = "base"
        self.poseStamped = poseStamped

        self.robotService.moveToCartesianPosition(poseStamped, 30)

    def showGraspFrame(self):
        vis.updateFrame(self.graspFrame, 'grasp frame', scale=0.15)
        vis.updateFrame(self.getIiwaLinkEEFrameFromGraspFrame(self.graspFrame),
                        'iiwa_link_ee_grasp_frame',
                        scale=0.15)

    """
	Rotate the grasp frame to align with the nominal direction. In this case we want the ZAxis of the 
	grasp to be aligned with (1,0,0) in world frame. If it's not aligned rotate it by 180 degrees about
	the x-Axis of the grasp
    """

    def rotateGraspFrameToAlignWithNominal(self, graspFrame):
        graspFrameZAxis = graspFrame.TransformVector(0, 1, 0)
        if (np.dot(graspFrameZAxis, self.config['grasp_nominal_direction']) <
                0):
            graspFrame.PreMultiply()
            graspFrame.RotateX(180)

    def saveSensorDataToBagFile(self,
                                pointCloudListMsg=None,
                                filename=None,
                                overwrite=True):
        if pointCloudListMsg is None:
            pointCloudListMsg = self.pointCloudListMsg

        if filename is None:
            filename = os.path.join(spartanUtils.getSpartanSourceDir(), 'logs',
                                    'grasp_sensor_data.bag')

        if overwrite and os.path.isfile(filename):
            os.remove(filename)

        bag = rosbag.Bag(filename, 'w')
        bag.write('data', pointCloudListMsg)
        bag.close()

    def testInThread(self):
        self.collectSensorData()
        self.requestGrasp(self.pointCloudListMsg)
        print "test finished"

    def testMoveHome(self):
        self.taskRunner.callOnThread(self.moveHome)

    def test(self):
        self.taskRunner.callOnThread(self.testInThread)

    def testMoveToGrasp(self):
        self.taskRunner.callOnThread(self.moveToGraspFrame, self.graspFrame)

    @staticmethod
    def makeDefault():
        storedPosesFile = os.path.join(spartanUtils.getSpartanSourceDir(),
                                       'src', 'catkin_projects',
                                       'station_config', 'RLG_iiwa_1',
                                       'stored_poses.yaml')

        return GraspSupervisor(storedPosesFile=storedPosesFile)
Example #17
0
class GraspSupervisor(object):
    def __init__(self,
                 graspingParamsFile=None,
                 cameraSerialNumber="carmine_1",
                 tfBuffer=None):
        self.graspingParamsFile = graspingParamsFile
        self.reloadParams()
        self.cameraSerialNumber = cameraSerialNumber

        self.cameraName = 'camera_' + str(cameraSerialNumber)
        self.pointCloudTopic = '/' + str(self.cameraName) + '/depth/points'
        self.rgbImageTopic = '/' + str(
            self.cameraName) + '/rgb/image_rect_color'
        self.depthImageTopic = '/' + str(
            self.cameraName) + '/depth_registered/sw_registered/image_rect'
        self.camera_info_topic = '/' + str(
            self.cameraName) + '/rgb/camera_info'
        self.graspFrameName = 'base'
        self.depthOpticalFrameName = self.cameraName + "_depth_optical_frame"
        self.rgbOpticalFrameName = self.cameraName + "_rgb_optical_frame"

        self.state = GraspSupervisorState()

        self.robotService = rosUtils.RobotService.makeKukaRobotService()
        self.usingDirector = True
        self.tfBuffer = tfBuffer  # don't create a new one if it is passed in
        self.setupConfig()
        self._grasp_point = None  # stores the grasp point to be used in grasp3DLocation
        self._cache = dict()

        if USING_DIRECTOR:
            self.taskRunner = TaskRunner()
            self.taskRunner.callOnThread(self.setup)
        else:
            self.setup()

        self.debugMode = False
        if self.debugMode:
            print "\n\n----------WARGNING GRASP SUPERVISOR IN DEBUG MODE----------\n"
            # if self.debugMode:
            #     self.pointCloudListMsg = GraspSupervisor.getDefaultPointCloudListMsg()

    def reloadParams(self):
        self.graspingParams = spartanUtils.getDictFromYamlFilename(
            self.graspingParamsFile)

    def setup(self):
        self.setupSubscribers()
        self.setupPublishers()
        self.setupTF()
        self.setupROSActions()
        self.gripperDriver = SchunkDriver()

    def _clear_cache(self):
        """
        Clears our local cache of variables
        :return:
        """

        self._cache = dict()

    def setupDirector(self):
        self.taskRunner.callOnThread(self.setup)

    def setupConfig(self):
        self.config = dict()
        self.config['base_frame_id'] = "base"
        self.config['end_effector_frame_id'] = "iiwa_link_ee"
        self.config[
            'pick_up_distance'] = 0.25  # distance to move above the table after grabbing the object

        self.config["sleep_time_for_sensor_collect"] = 0.1
        self.config['scan'] = dict()
        self.config['scan']['pose_list'] = [
            'scan_left_close', 'scan_above_table', 'scan_right'
        ]
        self.config['scan']['joint_speed'] = 45
        self.config['grasp_speed'] = 20

        normal_speed = 30
        self.config['speed'] = dict()
        self.config['speed']['stow'] = normal_speed
        self.config['speed']['pre_grasp'] = normal_speed
        self.config['speed']['grasp'] = 10

        self.config['home_pself.moveose_name'] = 'above_table_pre_grasp'
        self.config['grasp_nominal_direction'] = np.array([1, 0,
                                                           0])  # x forwards
        self.config['grasp_to_ee'] = dict()

        self.config['grasp_to_ee']['translation'] = dict()
        # self.config['grasp_to_ee']['translation']['x'] = 9.32362425e-02
        self.config['grasp_to_ee']['translation']['x'] = 0.085
        self.config['grasp_to_ee']['translation']['y'] = 0
        self.config['grasp_to_ee']['translation']['z'] = 0

        self.config['grasp_to_ee']['orientation'] = dict()
        self.config['grasp_to_ee']['orientation']['w'] = 0.97921432
        self.config['grasp_to_ee']['orientation']['x'] = -0.20277454
        self.config['grasp_to_ee']['orientation']['y'] = 0.00454233
        self.config['grasp_to_ee']['orientation']['z'] = -0.00107904

        self.config["object_interaction"] = dict()
        self.config["object_interaction"]["speed"] = 10
        self.config["object_interaction"]["rotate_speed"] = 30
        self.config["object_interaction"]["pickup_distance"] = 0.15
        # self.config["object_interaction"]["drop_distance_above_grasp"] = 0.035 # good for shoes
        self.config["object_interaction"][
            "drop_distance_above_grasp"] = 0.002  # good for mugs
        self.config["object_interaction"]["drop_location"] = [
            0.65, 0, 0.5
        ]  # z coordinate is overwritten later

        self.graspToIiwaLinkEE = spartanUtils.transformFromPose(
            self.config['grasp_to_ee'])
        self.iiwaLinkEEToGraspFrame = self.graspToIiwaLinkEE.GetLinearInverse()

        pos = [-0.15, 0, 0]
        quat = [1, 0, 0, 0]
        self.preGraspToGraspTransform = transformUtils.transformFromPose(
            pos, quat)

    def setupSubscribers(self):
        self.pointCloudSubscriber = rosUtils.SimpleSubscriber(
            self.pointCloudTopic, sensor_msgs.msg.PointCloud2)
        self.rgbImageSubscriber = rosUtils.SimpleSubscriber(
            self.rgbImageTopic, sensor_msgs.msg.Image)
        self.depthImageSubscriber = rosUtils.SimpleSubscriber(
            self.depthImageTopic, sensor_msgs.msg.Image)

        self.camera_info_subscriber = rosUtils.SimpleSubscriber(
            self.camera_info_topic, sensor_msgs.msg.CameraInfo)

        self.pointCloudSubscriber.start()
        self.rgbImageSubscriber.start()
        self.depthImageSubscriber.start()
        self.camera_info_subscriber.start()

        self.clicked_point_subscriber = rosUtils.SimpleSubscriber(
            "/clicked_point", geometry_msgs.msg.PointStamped,
            self.on_clicked_point)
        self.clicked_point_subscriber.start()

    def setupPublishers(self):
        """
        Sets up some ROS publishers
        """

        self.rviz_marker_publisher = rospy.Publisher(
            "/spartan_grasp/visualization_marker",
            visualization_msgs.msg.Marker,
            queue_size=1)

    def on_clicked_point(self, clicked_point_msg):
        """
        Visualizes the clicked point in rviz
        """

        print "received a /clicked_point message . . . visualizing"
        pos = clicked_point_msg.point
        x, y, z = pos.x, pos.y, pos.z

        marker = visualization_msgs.msg.Marker()
        marker.header.frame_id = "base"
        marker.header.stamp = rospy.Time.now()
        marker.ns = "clicked_point"
        marker.id = 0
        marker.type = visualization_msgs.msg.Marker.SPHERE
        marker.action = visualization_msgs.msg.Marker.ADD
        marker.pose.position.x = x
        marker.pose.position.y = y
        marker.pose.position.z = z

        marker.pose.orientation.x = 0.0
        marker.pose.orientation.y = 0.0
        marker.pose.orientation.z = 0.0
        marker.pose.orientation.w = 1.0
        marker.scale.x = 0.03
        marker.scale.y = 0.03
        marker.scale.z = 0.03
        marker.color.a = 1.0
        marker.color.r = 1.0
        marker.color.g = 0.0
        marker.color.b = 0.0

        # hack to get around director funny business
        for i in xrange(0, 5):
            self.rviz_marker_publisher.publish(marker)
            rospy.sleep(0.02)

    def get_clicked_point(self):
        """
        Returns the stored clicked point. If there is none it raises and error

        rtype: geometry_msgs.Point
        """
        lastMsg = self.clicked_point_subscriber.lastMsg
        if lastMsg is None:
            raise ValueError("No /clicked_point messages found.")

        return lastMsg.point

    def setupROSActions(self):

        actionName = '/spartan_grasp/GenerateGraspsFromPointCloudList'
        self.generate_grasps_client = actionlib.SimpleActionClient(
            actionName,
            spartan_grasp_msgs.msg.GenerateGraspsFromPointCloudListAction)

        actionName = '/spartan_grasp/Grasp3DLocation'
        self.grasp_3D_location_client = actionlib.SimpleActionClient(
            actionName, spartan_grasp_msgs.msg.Grasp3DLocationAction)

        findBestBatchActionName = '/FindBestMatch'
        self.find_best_match_client = actionlib.SimpleActionClient(
            findBestBatchActionName, pdc_ros_msgs.msg.FindBestMatchAction)

    def setupTF(self):
        if self.tfBuffer is None:
            self.tfBuffer = tf2_ros.Buffer()
            self.tfListener = tf2_ros.TransformListener(self.tfBuffer)

    def getDepthOpticalFrameToGraspFrameTransform(self):
        depthOpticalFrameToGraspFrame = self.tfBuffer.lookup_transform(
            self.graspFrameName, self.depthOpticalFrameName, rospy.Time(0))

        print depthOpticalFrameToGraspFrame
        return depthOpticalFrameToGraspFrame

    def getRgbOpticalFrameToGraspFrameTransform(self):
        rgbOpticalFrameToGraspFrame = self.tfBuffer.lookup_transform(
            self.graspFrameName, self.rgbOpticalFrameName, rospy.Time(0))

        print rgbOpticalFrameToGraspFrame
        return rgbOpticalFrameToGraspFrame

    """
    Captures the current PointCloud2 from the sensor. Also records the pose of camera frame.
    """

    def capturePointCloudAndCameraTransform(self, cameraOrigin=[0, 0, 0]):
        # sleep to transforms can update

        msg = spartan_grasp_msgs.msg.PointCloudWithTransform()
        msg.header.stamp = rospy.Time.now()

        msg.camera_origin.x = cameraOrigin[0]
        msg.camera_origin.y = cameraOrigin[1]
        msg.camera_origin.z = cameraOrigin[2]

        msg.point_cloud_to_base_transform = self.getDepthOpticalFrameToGraspFrameTransform(
        )

        msg.point_cloud = self.pointCloudSubscriber.waitForNextMessage()

        self.testData = msg  # for debugging
        return msg

    def captureRgbdAndCameraTransform(self, cameraOrigin=[0, 0, 0]):
        # sleep to transforms can update

        msg = pdc_ros_msgs.msg.RGBDWithPose()
        msg.header.stamp = rospy.Time.now()

        msg.camera_pose = self.getRgbOpticalFrameToGraspFrameTransform()

        msg.rgb_image = self.rgbImageSubscriber.waitForNextMessage()
        msg.depth_image = self.depthImageSubscriber.waitForNextMessage()

        return msg

    def moveHome(self):
        rospy.loginfo("moving home")
        homePose = self.graspingParams[
            self.state.graspingLocation]['poses']['scan_above_table']
        self.robotService.moveToJointPosition(
            homePose,
            maxJointDegreesPerSecond=self.graspingParams['speed']['nominal'])

    def getStowPose(self):
        stow_location = self.state.stowLocation
        params = self.graspingParams[stow_location]
        return params['poses']['stow']

    # scans to several positions
    def collectSensorData(self, saveToBagFile=False, **kwargs):

        rospy.loginfo("collecting sensor data")
        graspLocationData = self.graspingParams[self.state.graspingLocation]

        pointCloudListMsg = spartan_grasp_msgs.msg.PointCloudList()
        pointCloudListMsg.header.stamp = rospy.Time.now()

        data = dict()

        for poseName in graspLocationData['scan_pose_list']:
            rospy.loginfo("moving to pose = " + poseName)
            joint_positions = graspLocationData['poses'][poseName]
            self.robotService.moveToJointPosition(
                joint_positions,
                maxJointDegreesPerSecond=self.config['scan']['joint_speed'])

            if self.debugMode:
                continue

            rospy.sleep(self.config["sleep_time_for_sensor_collect"])
            pointCloudWithTransformMsg = self.capturePointCloudAndCameraTransform(
            )
            pointCloudListMsg.point_cloud_list.append(
                pointCloudWithTransformMsg)
            data[poseName] = pointCloudWithTransformMsg

        self.sensorData = data
        self.pointCloudListMsg = pointCloudListMsg

        if saveToBagFile:
            self.saveSensorDataToBagFile(**kwargs)

        return pointCloudListMsg

    # scans to several positions
    def collectRgbdData(self, saveToBagFile=False, **kwargs):

        rospy.loginfo("collecting rgbd sensor data")
        graspLocationData = self.graspingParams[self.state.graspingLocation]

        listOfRgbdWithPoseMsg = []

        pointCloudListMsg = spartan_grasp_msgs.msg.PointCloudList()
        pointCloudListMsg.header.stamp = rospy.Time.now()

        for poseName in graspLocationData['find_best_match_pose_list']:
            rospy.loginfo("moving to pose = " + poseName)
            joint_positions = graspLocationData['poses'][poseName]
            self.robotService.moveToJointPosition(
                joint_positions,
                maxJointDegreesPerSecond=self.config['scan']['joint_speed'])

            if self.debugMode:
                continue

            rospy.sleep(self.config["sleep_time_for_sensor_collect"])
            # capture RGB
            rgbdWithPoseMsg = self.captureRgbdAndCameraTransform()

            # capture Depth
            pointCloudWithTransformMsg = self.capturePointCloudAndCameraTransform(
            )
            pointCloudListMsg.point_cloud_list.append(
                pointCloudWithTransformMsg)

            listOfRgbdWithPoseMsg.append(rgbdWithPoseMsg)

        self.pointCloudListMsg = pointCloudListMsg
        self.listOfRgbdWithPoseMsg = listOfRgbdWithPoseMsg

        print "return listOfRgbdWithPoseMsg"
        print len(listOfRgbdWithPoseMsg)
        print type(listOfRgbdWithPoseMsg[0])
        return listOfRgbdWithPoseMsg

    def findBestBatch(self):
        """
        This function will:
        - collect a small handful of RGBDWithPose msgs
        - call the FindBestMatch service (a service of pdc-ros)
        - return what was found from FindBestMatch
        """
        self.moveHome()
        listOfRgbdWithPoseMsg = self.collectRgbdData()
        self.list_rgbd_with_pose_msg = listOfRgbdWithPoseMsg

        # request via a ROS Action
        rospy.loginfo("waiting for find best match server")
        self.find_best_match_client.wait_for_server()

        goal = pdc_ros_msgs.msg.FindBestMatchGoal()
        goal.rgbd_with_pose_list = listOfRgbdWithPoseMsg
        goal.camera_info = self.camera_info_subscriber.waitForNextMessage()

        rospy.loginfo("requesting best match from server")

        self.find_best_match_client.send_goal(goal)
        self.moveHome()

        rospy.loginfo("waiting for find best match result")
        self.find_best_match_client.wait_for_result()
        result = self.find_best_match_client.get_result()
        rospy.loginfo("received best match result")

        self.best_match_result = result

        if result.match_found:
            print "match found"
            print "location:", result.best_match_location
        else:
            print "NO MATCH FOUND"

        return result

    def grasp_best_match(self):
        assert self.best_match_result.match_found

        best_match_location_msg = self.best_match_result.best_match_location
        best_match_location = np.zeros(3)
        best_match_location[0] = best_match_location_msg.x
        best_match_location[1] = best_match_location_msg.y
        best_match_location[2] = best_match_location_msg.z

        # check that it is above table
        min_pt = np.array([0.4, -0.357198029757, 0.0])
        max_pt = np.array([0.822621226311, 0.3723, 0.5])

        greater_than_min = (best_match_location > min_pt).all()
        less_than_max = (best_match_location < max_pt).all()

        if not (greater_than_min and less_than_max):
            print "best match location is outside of workspace bounds"
            print "best_match_location:", best_match_location
            return False

        print "requesting Grasp 3D location"
        self.grasp_3D_location_request(best_match_location)
        result = self.wait_for_grasp_3D_location_result()
        print "received Grasp 3D Location Response"

        print "result:\n", result
        grasp_found = self.processGenerateGraspsResult(result)

        if not grasp_found:
            print "no grasp found, returning"
            return False

        print "attempting grasp"
        return self.attemptGrasp(self.graspFrame)

    def find_best_match_and_grasp_and_stow(self):

        # find best match
        result = self.findBestBatch()

        if not result.match_found:
            return False

        # attempt grasp best match
        grasp_successful = self.grasp_best_match()
        if not grasp_successful:
            self.gripperDriver.sendOpenGripperCommand()
            self.moveHome()

            print "grasp attempt failed, resetting"
            return False

        # stow
        stow_pose = self.graspingParams["poses"]["hand_to_human_right"]
        # stow_pose = self.graspingParams["poses"]["stow_in_bin"]
        self.pickupObject(stow=True, stow_pose=stow_pose)

    def request_best_match(self):
        goal = pdc_ros_msgs.msg.FindBestMatchGoal()
        goal.rgbd_with_pose_list = self.list_rgbd_with_pose_msg
        goal.camera_info = self.camera_info_subscriber.waitForNextMessage()

        self.find_best_match_client.send_goal(goal)
        self.moveHome()

    # From: https://www.programcreek.com/python/example/99841/sensor_msgs.msg.PointCloud2

    def pointcloud2_to_array(self, cloud_msg):
        ''' 
        Converts a rospy PointCloud2 message to a numpy recordarray 
        
        Assumes all fields 32 bit floats, and there is no padding.
        '''
        dtype_list = [(f.name, np.float32) for f in cloud_msg.fields]
        cloud_arr = np.fromstring(cloud_msg.data, dtype_list)
        return cloud_arr
        return np.reshape(cloud_arr, (cloud_msg.height, cloud_msg.width))

    def processGenerateGraspsResult(self, result):
        """
        Takes the result of spartan_grasp and parses it into a usable form
        :param result:
        :return:
        """
        print "num antipodal grasps = ", len(result.antipodal_grasps)
        print "num volume grasps = ", len(result.volume_grasps)

        if (len(result.antipodal_grasps) == 0) and (len(result.volume_grasps)
                                                    == 0):
            self.topGrasp = None
            self._grasp_found = False
            rospy.loginfo("no valid grasps found")
            return False

        if len(result.antipodal_grasps) > 0:
            self._grasp_found = True
            grasp_msg = result.antipodal_grasps[0]
            print "top grasp was ANTIPODAL"

        elif len(result.volume_grasps) > 0:
            self._grasp_found = True
            grasp_msg = result.volume_grasps[0]
            print "top grasp was VOLUME"

        self.topGrasp = grasp_msg
        rospy.loginfo("-------- top grasp score = %.3f", self.topGrasp.score)
        self.graspFrame = spartanUtils.transformFromROSPoseMsg(
            self.topGrasp.pose.pose)
        self.rotateGraspFrameToAlignWithNominal(self.graspFrame)
        return True

    def getIiwaLinkEEFrameFromGraspFrame(self, graspFrame):
        return transformUtils.concatenateTransforms(
            [self.iiwaLinkEEToGraspFrame, graspFrame])

        # print "response ", response

    def moveToFrame(self, graspFrame, speed=None):
        if speed is None:
            speed = self.config['grasp_speed']
        poseStamped = self.makePoseStampedFromGraspFrame(graspFrame)
        return self.robotService.moveToCartesianPosition(poseStamped, speed)

    def makePoseStampedFromGraspFrame(self, graspFrame):
        """
        Make PoseStamped message for the end effector frame from a given grasp frame
        :param graspFrame: vtkTransform of the gripper frame
        :return : pose of the end-effector for that grasp frame location
        :rtype : geometry_msgs/PoseStamped
        """
        iiwaLinkEEFrame = self.getIiwaLinkEEFrameFromGraspFrame(graspFrame)
        poseDict = spartanUtils.poseFromTransform(iiwaLinkEEFrame)
        poseMsg = rosUtils.ROSPoseMsgFromPose(poseDict)
        poseStamped = geometry_msgs.msg.PoseStamped()
        poseStamped.pose = poseMsg
        poseStamped.header.frame_id = "base"

        return poseStamped

    def attemptGrasp(self, graspFrame):
        """
        Attempt a grasp
        return: boolean if it was successful or not
        """

        self._clear_cache()
        self._cache["grasp_frame"] = graspFrame

        preGraspFrame = transformUtils.concatenateTransforms(
            [self.preGraspToGraspTransform, self.graspFrame])

        graspLocationData = self.graspingParams[self.state.graspingLocation]
        above_table_pre_grasp = graspLocationData['poses'][
            'above_table_pre_grasp']
        preGraspFramePoseStamped = self.makePoseStampedFromGraspFrame(
            preGraspFrame)
        preGrasp_ik_response = self.robotService.runIK(
            preGraspFramePoseStamped,
            seedPose=above_table_pre_grasp,
            nominalPose=above_table_pre_grasp)

        if not preGrasp_ik_response.success:
            rospy.loginfo("pre grasp pose ik failed, returning")
            return False

        graspFramePoseStamped = self.makePoseStampedFromGraspFrame(graspFrame)
        preGraspPose = preGrasp_ik_response.joint_state.position

        grasp_ik_response = self.robotService.runIK(graspFramePoseStamped,
                                                    seedPose=preGraspPose,
                                                    nominalPose=preGraspPose)

        self._cache['grasp_ik_response'] = grasp_ik_response
        self._cache['pre_grasp_ik_response'] = preGrasp_ik_response

        if not grasp_ik_response.success:
            rospy.loginfo("grasp pose not reachable, returning")
            return False

        graspPose = grasp_ik_response.joint_state.position

        # store for future use
        self.preGraspFrame = preGraspFrame
        self.graspFrame = graspFrame

        self.gripperDriver.sendOpenGripperCommand()
        rospy.sleep(0.5)  # wait for the gripper to open
        self.robotService.moveToJointPosition(
            preGraspPose,
            maxJointDegreesPerSecond=self.graspingParams['speed']['pre_grasp'])
        self.robotService.moveToJointPosition(
            graspPose,
            maxJointDegreesPerSecond=self.graspingParams['speed']['grasp'])

        objectInGripper = self.gripperDriver.closeGripper()
        return objectInGripper

    def vtkFrameToPoseMsg(self, vtkFrame):
        poseDict = spartanUtils.poseFromTransform(vtkFrame)
        poseMsg = rosUtils.ROSPoseMsgFromPose(poseDict)
        poseStamped = geometry_msgs.msg.PoseStamped()
        poseStamped.pose = poseMsg
        poseStamped.header.frame_id = "base"

        return poseStamped

    """
    Moves the gripper up 15cm then moves home
    """

    def pickupObject(self, stow=True, stow_pose=None):

        endEffectorFrame = self.tfBuffer.lookup_transform(
            self.config['base_frame_id'], self.config['end_effector_frame_id'],
            rospy.Time(0))

        eeFrameVtk = spartanUtils.transformFromROSTransformMsg(
            endEffectorFrame.transform)
        eeFrameVtk.PostMultiply()
        eeFrameVtk.Translate(0, 0, self.config['pick_up_distance'])

        vis.updateFrame(eeFrameVtk, 'pickup frame')

        self._cache['eeFrameVtk'] = eeFrameVtk
        self._cache['endEffectorFrame'] = endEffectorFrame

        poseStamped = self.vtkFrameToPoseMsg(eeFrameVtk)
        speed = 10  # joint degrees per second
        params = self.getParamsForCurrentLocation()
        above_table_pre_grasp = params['poses']['above_table_pre_grasp']
        ik_response = self.robotService.runIK(
            poseStamped,
            seedPose=above_table_pre_grasp,
            nominalPose=above_table_pre_grasp)

        if ik_response.success:
            self.robotService.moveToJointPosition(
                ik_response.joint_state.position,
                maxJointDegreesPerSecond=self.graspingParams['speed']['slow'])

        if stow_pose is None:
            stow_pose = self.getStowPose()

        # move to above_table_pre_grasp
        # self.robotService.moveToJointPosition(above_table_pre_grasp, maxJointDegreesPerSecond=self.graspingParams['speed']['stow'])

        # move to stow_pose
        if stow:
            self.robotService.moveToJointPosition(
                stow_pose,
                maxJointDegreesPerSecond=self.graspingParams['speed']['stow'])

        # release object
        self.gripperDriver.sendOpenGripperCommand()
        rospy.sleep(0.5)

        # move Home
        self.moveHome()

    def pickup_object_and_reorient_on_table(self):
        """
        Places the object back on the table in a random orientation
        Relies on variables in self._cache being set from when we picked up the object
        :return:
        """
        def set_position(t, pos):
            _, quat = transformUtils.poseFromTransform(t)
            return transformUtils.transformFromPose(pos, quat)

        speed = self.config["object_interaction"]["speed"]
        pick_up_distance = self.config["object_interaction"]["pickup_distance"]
        drop_distance_above_grasp = self.config["object_interaction"][
            "drop_distance_above_grasp"]
        rotate_speed = self.config["object_interaction"]["rotate_speed"]
        drop_location = self.config["object_interaction"][
            "drop_location"]  # z coordinate is overwritten later

        endEffectorFrame = self.tfBuffer.lookup_transform(
            self.config['base_frame_id'], self.config['end_effector_frame_id'],
            rospy.Time(0))

        grasp_ee_frame = spartanUtils.transformFromROSTransformMsg(
            endEffectorFrame.transform)

        # the frame of the end-effector after we have picked up the object
        pickup_ee_frame_vtk = transformUtils.copyFrame(grasp_ee_frame)
        pickup_ee_frame_vtk.PostMultiply()
        pickup_ee_frame_vtk.Translate(0, 0, pick_up_distance)

        vis.updateFrame(pickup_ee_frame_vtk, 'pickup frame', scale=0.15)

        self._cache['grasped_ee_frame'] = endEffectorFrame
        self._cache['pickup_ee_frame_vtk'] = pickup_ee_frame_vtk

        poseStamped = self.vtkFrameToPoseMsg(pickup_ee_frame_vtk)
        speed = 10  # joint degrees per second
        params = self.getParamsForCurrentLocation()
        above_table_pre_grasp = params['poses']['above_table_pre_grasp']
        pickup_ik_response = self.robotService.runIK(
            poseStamped,
            seedPose=above_table_pre_grasp,
            nominalPose=above_table_pre_grasp)

        # compute the drop frame location
        # This is done by rotating along the z-axis of the grasp frame by some random
        # amount in [-90, 90] and then just releasing

        rotate_x_angle = random.uniform(45, 90)
        # if random.random() < 0.5:
        #     rotate_x_angle *= -1

        pre_drop_frame = transformUtils.copyFrame(pickup_ee_frame_vtk)
        pre_drop_frame.PreMultiply()
        pre_drop_frame.RotateX(rotate_x_angle)
        pre_drop_frame_pos, _ = transformUtils.poseFromTransform(
            pre_drop_frame)
        pre_drop_frame_pos[0:2] = drop_location[0:2]
        pre_drop_frame = set_position(pre_drop_frame, pre_drop_frame_pos)

        grasp_ee_height = grasp_ee_frame.GetPosition()[2]
        drop_frame_pos = copy.copy(pre_drop_frame_pos)
        drop_frame_pos[2] = grasp_ee_height + drop_distance_above_grasp

        print "drop_frame_pos", drop_frame_pos

        drop_frame = transformUtils.copyFrame(pre_drop_frame)
        drop_frame = set_position(drop_frame, drop_frame_pos)

        vis.updateFrame(pre_drop_frame, "pre drop frame", scale=0.15)
        vis.updateFrame(drop_frame, "drop frame", scale=0.15)

        # run IK
        pre_drop_frame_pose_stamped = self.vtkFrameToPoseMsg(pre_drop_frame)
        pre_drop_ik_response = self.robotService.runIK(
            pre_drop_frame_pose_stamped,
            seedPose=above_table_pre_grasp,
            nominalPose=above_table_pre_grasp)

        drop_frame_pose_stamped = self.vtkFrameToPoseMsg(drop_frame)
        drop_ik_response = self.robotService.runIK(
            drop_frame_pose_stamped,
            seedPose=above_table_pre_grasp,
            nominalPose=above_table_pre_grasp)

        if pickup_ik_response.success and pre_drop_ik_response.success and drop_ik_response.success:
            # pickup object
            self.robotService.moveToJointPosition(
                pickup_ik_response.joint_state.position,
                maxJointDegreesPerSecond=speed)

            # move to pre-drop
            self.robotService.moveToJointPosition(
                pre_drop_ik_response.joint_state.position,
                maxJointDegreesPerSecond=rotate_speed)

            # move to drop location
            self.robotService.moveToJointPosition(
                drop_ik_response.joint_state.position,
                maxJointDegreesPerSecond=speed)

            self.gripperDriver.sendOpenGripperCommand()
            rospy.sleep(0.5)

            # move to pre-drop
            self.robotService.moveToJointPosition(
                pre_drop_ik_response.joint_state.position,
                maxJointDegreesPerSecond=rotate_speed)

            self.moveHome()

        else:
            print "ik failed"
            return False

        return True

    def planGraspAndPickupObject(self, stow=True):
        self.collectSensorData()
        self.requestGrasp()
        self.moveHome()
        result = self.waitForGenerateGraspsResult()
        graspFound = self.processGenerateGraspsResult(result)

        if not graspFound:
            rospy.loginfo("no grasp found, returning")
            return False

        graspSuccessful = self.attemptGrasp(self.graspFrame)
        if not graspSuccessful:
            rospy.loginfo("grasp not successful returning")
            return False

        self.pickupObject(stow)

    def graspAndStowObject(self):
        graspSuccessful = self.attemptGrasp(self.graspFrame)
        if not graspSuccessful:
            rospy.loginfo("grasp not successful returning")
            return False

        stow = True
        self.pickupObject(stow)

    def askForCaptureScene(self):
        """
        This function just waits for, then asks for the capture_scene service
        provided by fusion_server.

        This only collects fusion data without performing fusion, so it's
        fast.  See fusion_server for documentation.
        """
        rospy.wait_for_service('capture_scene')
        print "Found it!, starting capture..."
        try:
            capture_scene = rospy.ServiceProxy('capture_scene',
                                               fusion_server.srv.CaptureScene)
            resp = capture_scene()
            print "bag_filepath = %s" % resp.bag_filepath
            rospy.loginfo("bag_filepath = %s", resp.bag_filepath)
        except rospy.ServiceException, e:
            print "Service call failed: %s" % e
Example #18
0
 def __init__(self, **kwargs):
     self.taskRunner = TaskRunner()
     self.taskRunner.callOnThread(self.initialize, **kwargs)
Example #19
0
class IkService(object):
    def __init__(self, robotSystem):
        self.robotSystem = robotSystem
        self.endEffectorLinkName = 'iiwa_link_ee'
        self.jointNames = controlUtils.getIiwaJointNames()
        self.numJoints = len(self.jointNames)

        self.config = dict()
        self.config['ikservice_name'] = "robot_control/IkService"

    def runIK(self,
              targetFrame,
              startPose=None,
              graspToHandLinkFrame=None,
              positionTolerance=0.0,
              angleToleranceInDegrees=0.0,
              seedPoseName='q_nom'):

        if graspToHandLinkFrame is None:
            graspToHandLinkFrame = vtk.vtkTransform()

        if startPose is None:
            startPose = self.getPlanningStartPose()

        ikPlanner = self.robotSystem.ikPlanner
        startPoseName = 'reach_start'
        endPoseName = 'reach_end'
        ikPlanner.addPose(startPose, startPoseName)
        side = ikPlanner.reachingSide

        constraints = []
        constraints.append(
            KukaPlanningUtils.createLockedBasePostureConstraint(
                ikPlanner, startPoseName))

        # positionConstraint, orientationConstraint = ikPlanner.createPositionOrientationGraspConstraints(side, targetFrame,
        #                                                                                            graspToHandLinkFrame,
        #                                                                                            positionTolerance=positionTolerance,
        #                                                                                            angleToleranceInDegrees=angleToleranceInDegrees)

        positionConstraint, orientationConstraint = ikPlanner.createPositionOrientationConstraint(
            self.endEffectorLinkName,
            targetFrame,
            graspToHandLinkFrame,
            positionTolerance=positionTolerance,
            angleToleranceInDegrees=angleToleranceInDegrees)

        positionConstraint.tspan = [1.0, 1.0]
        orientationConstraint.tspan = [1.0, 1.0]

        constraints.append(positionConstraint)
        constraints.append(orientationConstraint)

        constraintSet = ConstraintSet(ikPlanner, constraints, 'reach_end',
                                      startPoseName)
        constraintSet.ikParameters = IkParameters()

        constraintSet.seedPoseName = seedPoseName

        print "consraintSet ", constraintSet
        print "constraintSet.seedPoseName ", constraintSet.seedPoseName
        print "constraintSet.nominalPoseName ", constraintSet.nominalPoseName

        endPose, info = constraintSet.runIk()
        returnData = dict()
        returnData['info'] = info
        returnData['endPose'] = endPose

        return returnData

    def getPlanningStartPose(self):
        return self.robotSystem.robotStateJointController.q

    def drakeJointPositionToRosJointState(self, q):
        # remove the floating base . . .
        q = q[-self.numJoints:]

        jointState = sensor_msgs.msg.JointState()
        jointState.header.stamp = rospy.Time.now()
        jointState.name = self.jointNames
        jointState.position = q
        jointState.velocity = [0] * self.numJoints
        jointState.effort = [0] * self.numJoints

        return jointState

    def onIkServiceRequest(self, req):
        rospy.loginfo("received an IkService request")
        targetFrame = IkService.ROSPoseToVtkTransform(req.pose_stamped.pose)

        ikResult = self.runIK(targetFrame)

        rospy.loginfo("IK info = %d", ikResult['info'])

        response = robot_msgs.srv.RunIKResponse()
        response.success = (ikResult['info'] == 1)
        rospy.loginfo("IK solution found = %s", response.success)
        response.joint_state = self.drakeJointPositionToRosJointState(
            ikResult['endPose'])

        return response

    def advertiseServices(self):
        rospy.loginfo("advertising services")
        self.ikService = rospy.Service(self.config['ikservice_name'],
                                       robot_msgs.srv.RunIK,
                                       self.onIkServiceRequest)

    # run this in a thread
    def runRosNode(self):
        self.advertiseServices()
        rospy.loginfo("Planning frame = %s", self.endEffectorLinkName)
        rospy.loginfo("IkService ready!")
        while not rospy.is_shutdown():
            rospy.spin()

    def run(self):
        rospy.init_node("IkService")
        self.taskRunner = TaskRunner()
        self.taskRunner.callOnThread(self.runRosNode)

    def test(self):
        pos = [2.00213459e-01, -1.93298822e-12, 8.99913227e-01]
        quat = [
            9.99999938e-01, -1.16816462e-12, 3.51808464e-04, -5.36917849e-12
        ]
        targetFrame = transformUtils.transformFromPose(pos, quat)
        return self.runIK(targetFrame)

    """
    @:param pose: geometry_msgs/Pose
    """

    @staticmethod
    def ROSPoseToVtkTransform(pose):
        pos = [pose.position.x, pose.position.y, pose.position.z]
        quat = [
            pose.orientation.w, pose.orientation.x, pose.orientation.y,
            pose.orientation.z
        ]
        return transformUtils.transformFromPose(pos, quat)