Exemplo n.º 1
0
    def execute_policy(self, rgbd_image_state, grasping_policy,
                       grasp_pose_publisher, pose_frame):
        """ Executes a grasping policy on an RgbdImageState
        
        Parameters
        ----------
        rgbd_image_state: :obj:`RgbdImageState`
            RgbdImageState from perception module to encapsulate depth and color image along with camera intrinsics
        grasping_policy: :obj:`GraspingPolicy`
            grasping policy to use
        grasp_pose_publisher: :obj:`Publisher`
            ROS Publisher to publish planned grasp's ROS Pose only for visualization
        pose_frame: :obj:`str`
            frame of reference to publish pose alone in
        """
        # execute the policy's action
        rospy.loginfo('Planning Grasp')
        grasp_planning_start_time = time.time()
        grasp = grasping_policy(rgbd_image_state)

        # create GQCNNGrasp return msg and populate it
        gqcnn_grasp = GQCNNGrasp()
        gqcnn_grasp.grasp_success_prob = grasp.q_value
        gqcnn_grasp.pose = grasp.grasp.pose().pose_msg

        # create and publish the pose alone for visualization ease of grasp pose in rviz
        pose_stamped = PoseStamped()
        pose_stamped.pose = grasp.grasp.pose().pose_msg
        header = Header()
        header.stamp = rospy.Time.now()
        header.frame_id = pose_frame
        pose_stamped.header = header
        grasp_pose_publisher.publish(pose_stamped)

        # return GQCNNGrasp msg
        rospy.loginfo('Total grasp planning time: ' +
                      str(time.time() - grasp_planning_start_time) + ' secs.')

        if self.cfg['vis']['vis_final_grasp']:
            vis.imshow(rgbd_image_state.rgbd_im)
            vis.grasp(grasp.grasp,
                      scale=1.5,
                      show_center=False,
                      show_axis=True)
            vis.show()

        return gqcnn_grasp
Exemplo n.º 2
0
    def execute_policy(self, rgbd_image_state, grasping_policy,
                       grasp_pose_publisher, pose_frame):
        """Executes a grasping policy on an `RgbdImageState`.

        Parameters
        ----------
        rgbd_image_state: :obj:`RgbdImageState`
            `RgbdImageState` from BerkeleyAutomation/perception to encapsulate
            depth and color image along with camera intrinsics.
        grasping_policy: :obj:`GraspingPolicy`
            Grasping policy to use.
        grasp_pose_publisher: :obj:`Publisher`
            ROS publisher to publish pose of planned grasp for visualization.
        pose_frame: :obj:`str`
            Frame of reference to publish pose in.
        """
        # Execute the policy"s action.
        grasp_planning_start_time = time.time()
        grasp = grasping_policy(rgbd_image_state)

        # Create `GQCNNGrasp` return msg and populate it.
        gqcnn_grasp = GQCNNGrasp()
        gqcnn_grasp.q_value = grasp.q_value
        gqcnn_grasp.pose = grasp.grasp.pose().pose_msg
        if isinstance(grasp.grasp, Grasp2D):
            gqcnn_grasp.grasp_type = GQCNNGrasp.PARALLEL_JAW
        elif isinstance(grasp.grasp, SuctionPoint2D):
            gqcnn_grasp.grasp_type = GQCNNGrasp.SUCTION
        else:
            rospy.logerr("Grasp type not supported!")
            raise rospy.ServiceException("Grasp type not supported!")

        # Store grasp representation in image space.
        gqcnn_grasp.center_px[0] = grasp.grasp.center[0]
        gqcnn_grasp.center_px[1] = grasp.grasp.center[1]
        gqcnn_grasp.angle = grasp.grasp.angle
        gqcnn_grasp.depth = grasp.grasp.depth
        gqcnn_grasp.thumbnail = grasp.image.rosmsg

        # Create and publish the pose alone for easy visualization of grasp
        # pose in Rviz.
        pose_stamped = PoseStamped()
        pose_stamped.pose = grasp.grasp.pose().pose_msg
        header = Header()
        header.stamp = rospy.Time.now()
        header.frame_id = pose_frame
        pose_stamped.header = header
        grasp_pose_publisher.publish(pose_stamped)

        # Return `GQCNNGrasp` msg.
        rospy.loginfo("Total grasp planning time: " +
                      str(time.time() - grasp_planning_start_time) + " secs.")

        return gqcnn_grasp
Exemplo n.º 3
0
    def execute_policy(self, rgbd_image_state, grasping_policy,
                       grasp_pose_publisher, pose_frame):
        """ Executes a grasping policy on an RgbdImageState
        
        Parameters
        ----------
        rgbd_image_state: :obj:`RgbdImageState`
            RgbdImageState from perception module to encapsulate depth and color image along with camera intrinsics
        grasping_policy: :obj:`GraspingPolicy`
            grasping policy to use
        grasp_pose_publisher: :obj:`Publisher`
            ROS Publisher to publish planned grasp's ROS Pose only for visualization
        pose_frame: :obj:`str`
            frame of reference to publish pose alone in
        """
        # execute the policy's action
        grasp_planning_start_time = time.time()
        grasp = grasping_policy(rgbd_image_state)

        # create GQCNNGrasp return msg and populate it
        gqcnn_grasp = GQCNNGrasp()
        gqcnn_grasp.q_value = grasp.q_value
        gqcnn_grasp.pose = grasp.grasp.pose().pose_msg
        if isinstance(grasp.grasp, Grasp2D):
            gqcnn_grasp.grasp_type = GQCNNGrasp.PARALLEL_JAW
        elif isinstance(grasp.grasp, SuctionPoint2D):
            gqcnn_grasp.grasp_type = GQCNNGrasp.SUCTION
        else:
            rospy.logerr('Grasp type not supported!')
            raise rospy.ServiceException('Grasp type not supported!')

        # store grasp representation in image space
        gqcnn_grasp.center_px[0] = grasp.grasp.center[0]
        gqcnn_grasp.center_px[1] = grasp.grasp.center[1]
        gqcnn_grasp.angle = grasp.grasp.angle
        gqcnn_grasp.depth = grasp.grasp.depth
        gqcnn_grasp.thumbnail = grasp.image.rosmsg

        # create and publish the pose alone for visualization ease of grasp pose in rviz
        pose_stamped = PoseStamped()
        pose_stamped.pose = grasp.grasp.pose().pose_msg
        header = Header()
        header.stamp = rospy.Time.now()
        header.frame_id = pose_frame
        pose_stamped.header = header
        grasp_pose_publisher.publish(pose_stamped)

        # return GQCNNGrasp msg
        rospy.loginfo('Total grasp planning time: ' +
                      str(time.time() - grasp_planning_start_time) + ' secs.')

        return gqcnn_grasp