from copy import deepcopy from gym import register from . import goal_object_change_mp_wrapper, goal_change_mp_wrapper, goal_endeffector_change_mp_wrapper, \ object_change_mp_wrapper ALL_METAWORLD_MOTION_PRIMITIVE_ENVIRONMENTS = {"DMP": [], "ProMP": []} # MetaWorld DEFAULT_BB_DICT_ProMP = { "name": 'EnvName', "wrappers": [], "trajectory_generator_kwargs": { 'trajectory_generator_type': 'promp' }, "phase_generator_kwargs": { 'phase_generator_type': 'linear' }, "controller_kwargs": { 'controller_type': 'metaworld', }, "basis_generator_kwargs": { 'basis_generator_type': 'zero_rbf', 'num_basis': 5, 'num_basis_zero_start': 1 } } _goal_change_envs = ["assembly-v2", "pick-out-of-hole-v2", "plate-slide-v2", "plate-slide-back-v2", "plate-slide-side-v2", "plate-slide-back-side-v2"] for _task in _goal_change_envs: task_id_split = _task.split("-") name = "".join([s.capitalize() for s in task_id_split[:-1]]) _env_id = f'{name}ProMP-{task_id_split[-1]}' kwargs_dict_goal_change_promp = deepcopy(DEFAULT_BB_DICT_ProMP) kwargs_dict_goal_change_promp['wrappers'].append(goal_change_mp_wrapper.MPWrapper) kwargs_dict_goal_change_promp['name'] = _task register( id=_env_id, entry_point='alr_envs.utils.make_env_helpers:make_bb_env_helper', kwargs=kwargs_dict_goal_change_promp ) ALL_METAWORLD_MOTION_PRIMITIVE_ENVIRONMENTS["ProMP"].append(_env_id) _object_change_envs = ["bin-picking-v2", "hammer-v2", "sweep-into-v2"] for _task in _object_change_envs: task_id_split = _task.split("-") name = "".join([s.capitalize() for s in task_id_split[:-1]]) _env_id = f'{name}ProMP-{task_id_split[-1]}' kwargs_dict_object_change_promp = deepcopy(DEFAULT_BB_DICT_ProMP) kwargs_dict_object_change_promp['wrappers'].append(object_change_mp_wrapper.MPWrapper) kwargs_dict_object_change_promp['name'] = _task register( id=_env_id, entry_point='alr_envs.utils.make_env_helpers:make_bb_env_helper', kwargs=kwargs_dict_object_change_promp ) ALL_METAWORLD_MOTION_PRIMITIVE_ENVIRONMENTS["ProMP"].append(_env_id) _goal_and_object_change_envs = ["box-close-v2", "button-press-v2", "button-press-wall-v2", "button-press-topdown-v2", "button-press-topdown-wall-v2", "coffee-button-v2", "coffee-pull-v2", "coffee-push-v2", "dial-turn-v2", "disassemble-v2", "door-close-v2", "door-lock-v2", "door-open-v2", "door-unlock-v2", "hand-insert-v2", "drawer-close-v2", "drawer-open-v2", "faucet-open-v2", "faucet-close-v2", "handle-press-side-v2", "handle-press-v2", "handle-pull-side-v2", "handle-pull-v2", "lever-pull-v2", "peg-insert-side-v2", "pick-place-wall-v2", "reach-v2", "push-back-v2", "push-v2", "pick-place-v2", "peg-unplug-side-v2", "soccer-v2", "stick-push-v2", "stick-pull-v2", "push-wall-v2", "reach-wall-v2", "shelf-place-v2", "sweep-v2", "window-open-v2", "window-close-v2" ] for _task in _goal_and_object_change_envs: task_id_split = _task.split("-") name = "".join([s.capitalize() for s in task_id_split[:-1]]) _env_id = f'{name}ProMP-{task_id_split[-1]}' kwargs_dict_goal_and_object_change_promp = deepcopy(DEFAULT_BB_DICT_ProMP) kwargs_dict_goal_and_object_change_promp['wrappers'].append(goal_object_change_mp_wrapper.MPWrapper) kwargs_dict_goal_and_object_change_promp['name'] = _task register( id=_env_id, entry_point='alr_envs.utils.make_env_helpers:make_bb_env_helper', kwargs=kwargs_dict_goal_and_object_change_promp ) ALL_METAWORLD_MOTION_PRIMITIVE_ENVIRONMENTS["ProMP"].append(_env_id) _goal_and_endeffector_change_envs = ["basketball-v2"] for _task in _goal_and_endeffector_change_envs: task_id_split = _task.split("-") name = "".join([s.capitalize() for s in task_id_split[:-1]]) _env_id = f'{name}ProMP-{task_id_split[-1]}' kwargs_dict_goal_and_endeffector_change_promp = deepcopy(DEFAULT_BB_DICT_ProMP) kwargs_dict_goal_and_endeffector_change_promp['wrappers'].append(goal_endeffector_change_mp_wrapper.MPWrapper) kwargs_dict_goal_and_endeffector_change_promp['name'] = _task register( id=_env_id, entry_point='alr_envs.utils.make_env_helpers:make_bb_env_helper', kwargs=kwargs_dict_goal_and_endeffector_change_promp ) ALL_METAWORLD_MOTION_PRIMITIVE_ENVIRONMENTS["ProMP"].append(_env_id)