Add single view baseline
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78
policies.py
78
policies.py
@ -57,15 +57,64 @@ class Policy:
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self.H_B_T = self.tf.lookup(self.base_frame_id, self.frame_id, rospy.Time.now())
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rospy.Subscriber(depth_topic, Image, self.sensor_cb, queue_size=1)
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vis.draw_workspace(0.3)
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def sensor_cb(self, msg):
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self.last_depth_img = self.cv_bridge.imgmsg_to_cv2(msg).astype(np.float32)
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self.last_extrinsic = self.tf.lookup(
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self.cam_frame_id, self.frame_id, msg.header.stamp, rospy.Duration(0.1)
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)
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def get_tsdf_grid(self):
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map_cloud = self.tsdf.get_map_cloud()
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points = np.asarray(map_cloud.points)
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distances = np.asarray(map_cloud.colors)[:, 0]
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return create_grid_from_map_cloud(points, distances, self.tsdf.voxel_size)
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def plan_best_grasp(self):
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tsdf_grid = self.get_tsdf_grid()
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out = self.vgn.predict(tsdf_grid)
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grasps = compute_grasps(out, voxel_size=self.tsdf.voxel_size)
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vis.draw_tsdf(tsdf_grid, self.tsdf.voxel_size)
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vis.draw_grasps(grasps, 0.05)
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# Ensure that the camera is pointing forward.
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grasp = grasps[0]
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rot = grasp.pose.rotation
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axis = rot.as_matrix()[:, 0]
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if axis[0] < 0:
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grasp.pose.rotation = rot * Rotation.from_euler("z", np.pi)
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# Compute target pose of the EE
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H_T_G = grasp.pose
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H_B_EE = self.H_B_T * H_T_G * self.H_EE_G.inv()
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return H_B_EE
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class SingleViewBaseline(Policy):
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pass
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def __init__(sel):
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super().__init__()
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def start(self):
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self.done = False
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def update(self):
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# Integrate image
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self.tsdf.integrate(
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self.last_depth_img,
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self.intrinsic,
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self.last_extrinsic,
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)
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# Visualize reconstruction
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cloud = self.tsdf.get_scene_cloud()
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vis.draw_points(np.asarray(cloud.points))
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# Plan grasp
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self.best_grasp = self.plan_best_grasp()
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self.done = True
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return
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class FixedTrajectoryBaseline(Policy):
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@ -74,7 +123,6 @@ class FixedTrajectoryBaseline(Policy):
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self.duration = 4.0
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self.radius = 0.1
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self.m = scipy.interpolate.interp1d([0, self.duration], [np.pi, 3.0 * np.pi])
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vis.draw_workspace(0.3)
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def start(self):
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self.tic = rospy.Time.now()
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@ -99,31 +147,7 @@ class FixedTrajectoryBaseline(Policy):
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vis.draw_points(np.asarray(cloud.points))
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if elapsed_time > self.duration:
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# Plan grasps
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map_cloud = self.tsdf.get_map_cloud()
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points = np.asarray(map_cloud.points)
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distances = np.asarray(map_cloud.colors)[:, 0]
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tsdf_grid = create_grid_from_map_cloud(
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points, distances, self.tsdf.voxel_size
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)
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out = self.vgn.predict(tsdf_grid)
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grasps = compute_grasps(out, voxel_size=self.tsdf.voxel_size)
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# Visualize
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vis.draw_tsdf(tsdf_grid, self.tsdf.voxel_size)
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vis.draw_grasps(grasps, 0.05)
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# Ensure that the camera is pointing forward.
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grasp = grasps[0]
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rot = grasp.pose.rotation
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axis = rot.as_matrix()[:, 0]
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if axis[0] < 0:
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grasp.pose.rotation = rot * Rotation.from_euler("z", np.pi)
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# Compute target pose of the EE
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H_T_G = grasp.pose
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H_B_EE = self.H_B_T * H_T_G * self.H_EE_G.inv()
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self.best_grasp = H_B_EE
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self.best_grasp = self.plan_best_grasp()
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self.done = True
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return
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