import xml.etree.ElementTree as ET from copy import deepcopy import mujoco from robosuite.models.objects import MujocoObject from robosuite.models.robots import RobotModel from robosuite.models.world import MujocoWorldBase from robosuite.utils.mjcf_utils import get_ids def get_subtree_geom_ids_by_group(model: mujoco.MjModel, body_id: int, group: int) -> list[int]: """Get all geoms belonging to a subtree starting at a given body, filtered by group. Args: model: MuJoCo model. body_id: ID of body where subtree starts. group: Group ID to filter geoms. Returns: A list containing all subtree geom ids in the specified group. Adapted from https://github.com/kevinzakka/mink/blob/main/mink/utils.py """ def gather_geoms(body_id: int) -> list[int]: geoms: list[int] = [] geom_start = model.body_geomadr[body_id] geom_end = geom_start + model.body_geomnum[body_id] geoms.extend(geom_id for geom_id in range(geom_start, geom_end) if model.geom_group[geom_id] == group) children = [i for i in range(model.nbody) if model.body_parentid[i] == body_id] for child_id in children: geoms.extend(gather_geoms(child_id)) return geoms return gather_geoms(body_id) class Task(MujocoWorldBase): """ Creates MJCF model for a task performed. A task consists of one or more robots interacting with a variable number of objects. This class combines the robot(s), the arena, and the objects into a single MJCF model. Args: mujoco_arena (Arena): MJCF model of robot workspace mujoco_robots (RobotModel or list of RobotModel): MJCF model of robot model(s) (list) mujoco_objects (None or MujocoObject or list of MujocoObject): a list of MJCF models of physical objects enable_multiccd (bool) whether to set the multiccd flag in MuJoCo. False by default Raises: AssertionError: [Invalid input object type] """ def __init__( self, mujoco_arena, mujoco_robots, mujoco_objects=None, enable_multiccd=False, enable_sleeping_islands=False, ): super().__init__(enable_multiccd=enable_multiccd, enable_sleeping_islands=enable_sleeping_islands) # Store references to all models self.mujoco_arena = mujoco_arena self.mujoco_robots = [mujoco_robots] if isinstance(mujoco_robots, RobotModel) else mujoco_robots if mujoco_objects is None: self.mujoco_objects = [] else: self.mujoco_objects = [mujoco_objects] if isinstance(mujoco_objects, MujocoObject) else mujoco_objects # Merge all models self.merge_arena(self.mujoco_arena) for mujoco_robot in self.mujoco_robots: self.merge_robot(mujoco_robot) self.merge_objects(self.mujoco_objects) self._instances_to_ids = None self._geom_ids_to_instances = None self._site_ids_to_instances = None self._classes_to_ids = None self._geom_ids_to_classes = None self._site_ids_to_classes = None def merge_robot(self, mujoco_robot): """ Adds robot model to the MJCF model. Args: mujoco_robot (RobotModel): robot to merge into this MJCF model """ self.merge(mujoco_robot) def merge_arena(self, mujoco_arena): """ Adds arena model to the MJCF model. Args: mujoco_arena (Arena): arena to merge into this MJCF model """ self.merge(mujoco_arena) def merge_objects(self, mujoco_objects): """ Adds object models to the MJCF model. Args: mujoco_objects (list of MujocoObject): objects to merge into this MJCF model """ for mujoco_obj in mujoco_objects: # Make sure we actually got a MujocoObject assert isinstance(mujoco_obj, MujocoObject), "Tried to merge non-MujocoObject! Got type: {}".format( type(mujoco_obj) ) # Merge this object self.merge_assets(mujoco_obj) self.worldbody.append(mujoco_obj.get_obj()) def generate_id_mappings(self, sim): """ Generates IDs mapping class instances to set of (visual) geom IDs corresponding to that class instance Args: sim (MjSim): Current active mujoco simulation object """ self._instances_to_ids = {} self._geom_ids_to_instances = {} self._site_ids_to_instances = {} self._classes_to_ids = {} self._geom_ids_to_classes = {} self._site_ids_to_classes = {} models = [model for model in self.mujoco_objects] for robot in self.mujoco_robots: models += [robot] + robot.models worldbody = self.mujoco_arena.root.find("worldbody") exclude_bodies = ["table", "left_eef_target", "right_eef_target"] # targets used for viz / mjgui top_level_bodies = [ body.attrib.get("name") for body in worldbody.findall("body") if body.attrib.get("name") not in exclude_bodies ] models.extend(top_level_bodies) # Parse all mujoco models from robots and objects for model in models: if isinstance(model, str): body_name = model visual_group_number = 1 body_id = sim.model.body_name2id(body_name) inst, cls = body_name, body_name geom_ids = get_subtree_geom_ids_by_group(sim.model, body_id, visual_group_number) id_groups = [geom_ids, []] else: # Grab model class name and visual IDs cls = str(type(model)).split("'")[1].split(".")[-1] inst = model.name id_groups = [ get_ids(sim=sim, elements=model.visual_geoms + model.contact_geoms, element_type="geom"), get_ids(sim=sim, elements=model.sites, element_type="site"), ] group_types = ("geom", "site") ids_to_instances = (self._geom_ids_to_instances, self._site_ids_to_instances) ids_to_classes = (self._geom_ids_to_classes, self._site_ids_to_classes) # Add entry to mapping dicts # Instances should be unique assert inst not in self._instances_to_ids, f"Instance {inst} already registered; should be unique" self._instances_to_ids[inst] = {} # Classes may not be unique if cls not in self._classes_to_ids: self._classes_to_ids[cls] = {group_type: [] for group_type in group_types} for ids, group_type, ids_to_inst, ids_to_cls in zip( id_groups, group_types, ids_to_instances, ids_to_classes ): # Add geom, site ids self._instances_to_ids[inst][group_type] = ids self._classes_to_ids[cls][group_type] += ids # Add reverse mappings as well for idn in ids: assert idn not in ids_to_inst, f"ID {idn} already registered; should be unique" ids_to_inst[idn] = inst ids_to_cls[idn] = cls @property def geom_ids_to_instances(self): """ Returns: dict: Mapping from geom IDs in sim to specific class instance names """ return deepcopy(self._geom_ids_to_instances) @property def site_ids_to_instances(self): """ Returns: dict: Mapping from site IDs in sim to specific class instance names """ return deepcopy(self._site_ids_to_instances) @property def instances_to_ids(self): """ Returns: dict: Mapping from specific class instance names to {geom, site} IDs in sim """ return deepcopy(self._instances_to_ids) @property def geom_ids_to_classes(self): """ Returns: dict: Mapping from geom IDs in sim to specific classes """ return deepcopy(self._geom_ids_to_classes) @property def site_ids_to_classes(self): """ Returns: dict: Mapping from site IDs in sim to specific classes """ return deepcopy(self._site_ids_to_classes) @property def classes_to_ids(self): """ Returns: dict: Mapping from specific classes to {geom, site} IDs in sim """ return deepcopy(self._classes_to_ids)