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#!/usr/bin/env python3 |
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#!/usr/bin/env python3 |
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import copy |
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import copy |
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import pickle |
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import pathlib |
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import subprocess |
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import numpy as np |
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import numpy as np |
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import rospy |
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import rospy |
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from std_msgs.msg import Empty, Float32 |
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from geometry_msgs.msg import PointStamped |
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from geometry_msgs.msg import PointStamped |
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from sensor_msgs.msg import PointCloud2, JointState |
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from sensor_msgs.msg import PointCloud2 |
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import hello_helpers.hello_misc as hm |
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import hello_helpers.hello_misc as hm |
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import stretch_pyfunmap.navigate as nv |
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import stretch_pyfunmap.manipulation_planning as mp |
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import stretch_pyfunmap.manipulation_planning as mp |
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import stretch_pyfunmap.segment_max_height_image as sm |
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import stretch_pyfunmap.segment_max_height_image as sm |
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class GraspObjectNode(hm.HelloNode): |
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class PlacePointNode(hm.HelloNode): |
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def __init__(self): |
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def __init__(self): |
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hm.HelloNode.__init__(self) |
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hm.HelloNode.__init__(self) |
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self.update_perception = True |
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self.publish_markers = True |
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self.active = False |
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self.update_perception = False |
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self.grasp_targets = None |
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self.is_holding_object = False |
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self.location_above_surface_m = None |
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self.location_above_surface_m = None |
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self.placement_target = None |
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self.placement_target = None |
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self.arm_position = None |
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self.lift_position = None |
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self.left_finger_position = None |
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self.yaw_position = None |
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self.pitch_position = None |
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self.roll_position = None |
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# TODO: investigate a better place for these to exist |
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self.yaw_offset = 0.09 |
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self.mb_offset = 0.02 |
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def drive_base(self, delta_m): |
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tolerance_distance_m = 0.005 |
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if delta_m > 0: |
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at_goal = self.move_base.forward(delta_m, detect_obstacles=False, tolerance_distance_m=tolerance_distance_m, floor_tf='map') |
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else: |
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at_goal = self.move_base.backward(delta_m, detect_obstacles=False, tolerance_distance_m=tolerance_distance_m, floor_tf='map') |
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return at_goal |
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def grasp_object(self, target): |
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target['elongated'] = False |
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pregrasp_lift_m = self.manip.get_pregrasp_lift(target, self.tf2_buffer) |
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lift_to_pregrasp_m = max(self.lift_position + pregrasp_lift_m, 0.1) |
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lift_to_pregrasp_m = min(lift_to_pregrasp_m, 1.1) |
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self.move_to_pose({'joint_lift': lift_to_pregrasp_m}) |
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if self.tool == "tool_stretch_dex_wrist": |
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self.move_to_pose({'joint_wrist_pitch': -0.3, 'joint_wrist_roll': 0.0}) |
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pregrasp_yaw = self.manip.get_pregrasp_yaw(target, self.tf2_buffer) |
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self.move_to_pose({'joint_wrist_yaw': pregrasp_yaw + self.yaw_offset}) |
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self.move_to_pose({'gripper_aperture': 0.125}) |
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pregrasp_base_m, pregrasp_arm_m = self.manip.get_pregrasp_planar_translation(target, self.tf2_buffer) |
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self.drive_base(pregrasp_base_m + self.mb_offset) |
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arm_to_pregrasp_m = max(self.arm_position + pregrasp_arm_m, 0.01) |
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arm_to_pregrasp_m = min(arm_to_pregrasp_m, 0.5) |
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self.move_to_pose({'wrist_extension': arm_to_pregrasp_m}) |
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rospy.sleep(1) |
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grasp_base_m, grasp_lift_m, grasp_arm_m = self.manip.get_grasp_from_pregrasp(target, self.tf2_buffer) |
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lift_to_grasp_m = max(self.lift_position + grasp_lift_m, 0.1) |
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lift_to_grasp_m = min(lift_to_grasp_m, 1.1) |
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arm_to_grasp_m = max(self.arm_position + grasp_arm_m, 0.01) |
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arm_to_grasp_m = min(arm_to_grasp_m, 0.5) |
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if self.tool == "tool_stretch_dex_wrist": |
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lift_to_grasp_m -= 0.03 |
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arm_to_grasp_m += 0.02 |
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self.move_to_pose({'translate_mobile_base': grasp_base_m + self.mb_offset, 'joint_lift': lift_to_grasp_m, 'wrist_extension': arm_to_grasp_m}) |
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pc_pkl_fpath = str(pathlib.Path(subprocess.Popen("rospack find stretch_demos", shell=True, stdout=subprocess.PIPE).stdout.read().decode()[:-1]) / 'empty_pc.pkl') |
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with open(pc_pkl_fpath, 'rb') as inp: |
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self.empty_pc = pickle.load(inp) |
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gripper_to_grasp_m = target['width_m'] - 0.18 |
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self.move_to_pose({'gripper_aperture': gripper_to_grasp_m}) |
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rospy.sleep(1) |
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self.move_to_pose({'joint_lift': lift_to_grasp_m + 0.2}) |
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self.location_above_surface_m = target['location_above_surface_m'] |
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self.is_holding_object = True |
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def grasp_point_callback(self, point_msg): |
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self.grasp_point(point_msg) |
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def grasp_clicked_point_callback(self, clicked_point_msg): |
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if not self.is_holding_object: |
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self.grasp_point(clicked_point_msg) |
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else: |
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self.place_object() |
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def enable_callback(self, msg): |
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self.location_above_surface_m = msg.data |
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print(self.location_above_surface_m) |
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self.placement_target = None |
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self.update_perception = True |
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self.active = True |
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def grasp_point(self, point_msg): |
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if self.grasp_targets is None: |
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print('cannot assign clicked point to object because no grasp targets available') |
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return |
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def disable_callback(self, msg): |
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self.active = False |
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self.update_perception = False |
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self.update_perception = False |
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self.location_above_surface_m = None |
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self.placement_target = None |
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points_to_image_mat, _ = self.manip.max_height_im.get_points_to_image_mat(point_msg.header.frame_id, self.tf2_buffer) |
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p_x = point_msg.point.x |
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p_y = point_msg.point.y |
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p_z = point_msg.point.z |
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point_xyz = np.array([p_x, p_y, p_z, 1.0]) |
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point_pix = np.matmul(points_to_image_mat, point_xyz)[:3] |
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i_x, i_y, _ = point_pix |
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h, w = self.manip.max_height_im.image.shape |
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if not (i_x >= 0 and i_x < w and i_y >= 0 and i_y < h): |
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print('point does not fall within the max height image') |
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self.update_perception = True |
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return |
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min_distance = float('inf') |
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best_target = None |
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for target in self.grasp_targets: |
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dist = np.sqrt((i_x - target['location_xy_pix'][0]) ** 2 + (i_y - target['location_xy_pix'][1]) ** 2) |
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if dist < min_distance: |
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min_distance = dist |
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best_target = target |
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if best_target is None: |
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print('couldnt find grasp target close to point') |
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self.update_perception = True |
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return |
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if self.publish_markers: # TODO: doesn't always appear in Rviz |
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image_copy = self.manip.max_height_im.image.copy() |
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image_copy[best_target['object_selector'] <= 0] = 0 |
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target_pc = self.manip.max_height_im.to_point_cloud(substitute_image=image_copy) |
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self.grasp_target_marker_pub.publish(target_pc) |
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self.grasp_object(best_target) |
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self.update_perception = True |
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def clicked_point_callback(self, clicked_point_msg): |
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self.place_object() |
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def place_point_callback(self, point_msg): |
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def place_point_callback(self, point_msg): |
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self.place_object() |
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self.place_object() |
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@ -148,45 +56,13 @@ class GraspObjectNode(hm.HelloNode): |
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self.update_perception = False |
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self.update_perception = False |
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target = copy.copy(self.placement_target) |
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target = copy.copy(self.placement_target) |
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pregrasp_lift_m = self.manip.get_pregrasp_lift(target, self.tf2_buffer) |
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lift_to_pregrasp_m = max(self.lift_position + pregrasp_lift_m, 0.1) |
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lift_to_pregrasp_m = min(lift_to_pregrasp_m, 1.1) |
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self.move_to_pose({'joint_lift': lift_to_pregrasp_m}) |
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if self.tool == "tool_stretch_dex_wrist": |
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self.move_to_pose({'joint_wrist_pitch': -0.3, 'joint_wrist_roll': 0.0}) |
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pregrasp_yaw = self.manip.get_pregrasp_yaw(target, self.tf2_buffer) |
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self.move_to_pose({'joint_wrist_yaw': pregrasp_yaw}) |
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pregrasp_base_m, pregrasp_arm_m = self.manip.get_pregrasp_planar_translation(target, self.tf2_buffer) |
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self.drive_base(pregrasp_base_m) |
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arm_to_pregrasp_m = max(self.arm_position + pregrasp_arm_m, 0.01) |
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arm_to_pregrasp_m = min(arm_to_pregrasp_m, 0.5) |
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self.move_to_pose({'wrist_extension': arm_to_pregrasp_m}) |
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rospy.sleep(1) |
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grasp_base_m, grasp_lift_m, grasp_arm_m = self.manip.get_grasp_from_pregrasp(target, self.tf2_buffer) |
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lift_to_grasp_m = max(self.lift_position + grasp_lift_m, 0.1) |
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lift_to_grasp_m = min(lift_to_grasp_m, 1.1) |
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arm_to_grasp_m = max(self.arm_position + grasp_arm_m, 0.01) |
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arm_to_grasp_m = min(arm_to_grasp_m, 0.5) |
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if self.tool == "tool_stretch_dex_wrist": |
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lift_to_grasp_m -= 0.03 |
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arm_to_grasp_m += 0.02 |
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self.move_to_pose({'translate_mobile_base': grasp_base_m, 'joint_lift': lift_to_grasp_m, 'wrist_extension': arm_to_grasp_m}) |
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self.move_to_pose({'gripper_aperture': 0.125}) |
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rospy.sleep(1) |
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self.move_to_pose({'joint_lift': lift_to_grasp_m + 0.2}) |
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self.manip.perform_cartesian_grasp(target, self, tooltip_frame='link_grasp_center_real', placing=True) |
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msg = Empty() |
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self.result_pub.publish(msg) |
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self.location_above_surface_m = None |
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self.location_above_surface_m = None |
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self.is_holding_object = False |
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self.update_perception = True |
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self.update_perception = False |
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self.active = False |
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def perceive_objects(self): |
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def perceive_objects(self): |
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if not self.update_perception: |
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if not self.update_perception: |
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@ -197,72 +73,42 @@ class GraspObjectNode(hm.HelloNode): |
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if surface_mask is None: |
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if surface_mask is None: |
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return |
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return |
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if self.publish_markers: |
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image_copy = self.manip.max_height_im.image.copy() |
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image_copy[surface_mask <= 0] = 0 |
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surface_pc = self.manip.max_height_im.to_point_cloud(substitute_image=image_copy) |
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self.surface_marker_pub.publish(surface_pc) |
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if not self.is_holding_object: |
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grasp_targets = sm.find_objects_to_grasp(surface_mask, plane_parameters, self.manip.max_height_im) |
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if len(grasp_targets) == 0: |
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return |
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if self.publish_markers: |
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objects_mask = grasp_targets[0]['object_selector'].copy() |
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for target in grasp_targets: |
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objects_mask = objects_mask | target['object_selector'] |
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placement_target = sm.find_placement_target_on_surface(surface_mask, self.location_above_surface_m, self.manip.max_height_im) |
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if placement_target is None: |
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return |
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self.placement_target = placement_target |
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image_copy = self.manip.max_height_im.image.copy() |
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image_copy[objects_mask <= 0] = 0 |
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objects_pc = self.manip.max_height_im.to_point_cloud(substitute_image=image_copy) |
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self.objects_marker_pub.publish(objects_pc) |
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self.grasp_targets = grasp_targets |
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def publish_markers(self): |
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if self.placement_target is not None: |
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image_copy = self.manip.max_height_im.image.copy() |
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image_copy[self.placement_target['surface_convex_hull_mask'] <= 0] = 0 |
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surface_placement_pc = self.manip.max_height_im.to_point_cloud(substitute_image=image_copy) |
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self.surface_target_marker_pub.publish(surface_placement_pc) |
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else: |
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else: |
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placement_target = sm.find_placement_target_on_surface(surface_mask, self.location_above_surface_m, self.manip.max_height_im) |
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if placement_target is None: |
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return |
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self.surface_target_marker_pub.publish(self.empty_pc) |
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if self.publish_markers: |
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image_copy = self.manip.max_height_im.image.copy() |
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image_copy[placement_target['surface_convex_hull_mask'] <= 0] = 0 |
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surface_placement_pc = self.manip.max_height_im.to_point_cloud(substitute_image=image_copy) |
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self.surface_placement_marker_pub.publish(surface_placement_pc) |
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self.placement_target = placement_target |
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def main(self): |
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hm.HelloNode.main(self, 'place_point', 'place_point', wait_for_first_pointcloud=True) |
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self.surface_target_marker_pub = rospy.Publisher('/place_point/surface_target_marker', PointCloud2, queue_size=1) |
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def joint_states_callback(self, joint_states): |
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self.arm_position, _, _ = hm.get_wrist_state(joint_states) |
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self.lift_position, _, _ = hm.get_lift_state(joint_states) |
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self.left_finger_position, _, _ = hm.get_left_finger_state(joint_states) |
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i = joint_states.name.index('joint_wrist_yaw') |
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self.yaw_position = joint_states.position[i] |
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i = joint_states.name.index('joint_wrist_pitch') |
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self.pitch_position = joint_states.position[i] |
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i = joint_states.name.index('joint_wrist_roll') |
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self.roll_position = joint_states.position[i] |
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self.clicked_point_sub = rospy.Subscriber('/clicked_point', PointStamped, self.clicked_point_callback) |
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self.trigger_sub = rospy.Subscriber('/place_point/trigger_place_point', PointStamped, self.place_point_callback) |
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self.enable_sub = rospy.Subscriber('/place_point/enable', Float32, self.enable_callback) |
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self.disable_sub = rospy.Subscriber('/place_point/disable', Empty, self.disable_callback) |
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self.result_pub = rospy.Publisher('/place_point/result', Empty, queue_size=1) |
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def main(self): |
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hm.HelloNode.main(self, 'grasp_object', 'grasp_object', wait_for_first_pointcloud=True) |
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self.surface_marker_pub = rospy.Publisher('/grasp_object/surface_marker', PointCloud2, queue_size=1) |
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self.surface_placement_marker_pub = rospy.Publisher('/grasp_object/surface_placement_marker', PointCloud2, queue_size=1) |
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self.objects_marker_pub = rospy.Publisher('/grasp_object/objects_marker', PointCloud2, queue_size=1) |
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self.grasp_target_marker_pub = rospy.Publisher('/grasp_object/grasp_target_marker', PointCloud2, queue_size=1) |
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self.grasp_clicked_point_sub = rospy.Subscriber('/clicked_point', PointStamped, self.grasp_clicked_point_callback) |
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self.joint_states_sub = rospy.Subscriber('/stretch/joint_states', JointState, self.joint_states_callback) |
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self.grasp_point_sub = rospy.Subscriber('/grasp_object/grasp_point', PointStamped, self.grasp_point_callback) |
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self.place_point_sub = rospy.Subscriber('/grasp_object/place_point', PointStamped, self.place_point_callback) |
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self.manip = mp.ManipulationView(self.tf2_buffer, None, self.get_tool()) |
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self.manip = mp.ManipulationView(self.tf2_buffer, None, self.get_tool()) |
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self.move_base = nv.MoveBase(self) |
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rate = rospy.Rate(10.0) |
|
|
rate = rospy.Rate(10.0) |
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|
while not rospy.is_shutdown(): |
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|
while not rospy.is_shutdown(): |
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self.perceive_objects() |
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self.perceive_objects() |
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self.publish_markers() |
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rate.sleep() |
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rate.sleep() |
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if __name__ == "__main__": |
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if __name__ == "__main__": |
|
|
try: |
|
|
try: |
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|
node = GraspObjectNode() |
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|
|
node = PlacePointNode() |
|
|
node.main() |
|
|
node.main() |
|
|
except KeyboardInterrupt: |
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|
except KeyboardInterrupt: |
|
|
pass |
|
|
pass |