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This library provides primitives for dealing with scene and robot geometry

Project description

Overview

geometry.py provides primitives for dealing with scene and robot geometry.

Main Concepts

Geometrical types

  • Pose: The 6D position and orientation of a body. Construction methods:
Pose(position=[x, y, z], quaternion=[w, i, j, k])
Pose.from_hmat(homogeneous_matrix)
Pose.from_poseuler(poseuler=[x,y,z, p,r,w], ordering="XYZ")
  • Wrench and WrenchStamped 6D force-torque.
  • Twist and TwistStamped 6D velocity.
  • Accel and AccelStamped 6D acceleration.

For debugging and visualization, Pose and PoseStamped objects can be constructed with a name parameter.

Frames and Stamped types

All quantities here come in plain and 'Stamped' varieties. A stamped quantity (E.g. TwistStamped) is always defined as a plain type (E.g. Twist) with respect to a frame. A frame is something that can be evaluated to a world-pose -- either a PoseStamped or a Grounding. A grounding is optional (i.e. can use None to indicate world-frame). This library supports different grounding back-ends, e.g. mujoco-elements or observation-dicts.

For example, the pose of a plug in a robot gripper could be expressed as a PoseStamped with a combination of the Pose of the gripper in world frame and the pose of the plug with respect to the gripper.

A frame for a stamped quantity can be:

  • Another stamped quantity,
  • A "grounding" (a user chosen type).
  • A user supplied Physics instance must be able to provide the world Pose of a grounding. The library defined MujocoPhysics does this for mjcf.Element instances.
  • None, in which case, world frame is assumed.

Therefore in the above example, the first quantity might come from a mujoco model (possibly synchronized with the real world), and the second quantity might be known a priori or estimated by vision.

gripper_in_world = PoseStamped(pose=None, frame=synced_gripper_mjcf_body)
plug_in_gripper = Pose(...)  # From vision pose model.
plug_pose = PoseStamped(plug_in_gripper, frame=gripper_in_world)

(A more realistic example would have the pose of the plug in the camera frame then either having the camera in the kinematic tree of the robot (attached to the robot) or having it and the robot in world frame)

Then the pose of the plug in the world frame can be calculated as:

plug_in_world: Pose = plug_pose.get_world_pose()

Immutability

All types in geometry.py are immutable. You can create modified copies of existing values with the replace and with_* methods. replace is similar in spirit to collections.namedtuple._replace, these methods return new objects.

PoseStamped

This is the stamped version of a Pose.

  • Its frame hierarchy can be flattened with to_world, which returns a PoseStamped in world frame.
  • The Pose relative to another frame is returned from get_relative_pose.
  • The Pose relative to the world frame is returned from get_world_pose.

So, in the case of a gripper in camera frame which is not attached to the robot, we could to_world() either the gripper or plug PoseStamped, giving a new frame and then calculate thier relative pose (plug relative to robot) with get_relative_pose.

HybridPoseStamped

A PoseStamped where the position or orientation can be overriden. This is useful to express the idea of (for example) the position of the gripper with world orientation to allow for more intuitive operator control of the gripper.

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