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