fancy_gym/alr_envs/__init__.py

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from gym.envs.registration import register
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from alr_envs.stochastic_search.functions.f_rosenbrock import Rosenbrock
from alr_envs.utils.wrapper.dmp_wrapper import DmpWrapper
# Mujoco
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register(
id='ALRReacher-v0',
entry_point='alr_envs.mujoco:ALRReacherEnv',
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max_episode_steps=200,
kwargs={
"steps_before_reward": 0,
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"n_links": 5,
"balance": False,
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}
)
register(
id='ALRReacherSparse-v0',
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entry_point='alr_envs.mujoco:ALRReacherEnv',
max_episode_steps=200,
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kwargs={
"steps_before_reward": 200,
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"n_links": 5,
"balance": False,
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}
)
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register(
id='ALRReacherSparseBalanced-v0',
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entry_point='alr_envs.mujoco:ALRReacherEnv',
max_episode_steps=200,
kwargs={
"steps_before_reward": 200,
"n_links": 5,
"balance": True,
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}
)
register(
id='ALRLongReacher-v0',
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entry_point='alr_envs.mujoco:ALRReacherEnv',
max_episode_steps=200,
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kwargs={
"steps_before_reward": 0,
"n_links": 7,
"balance": False,
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}
)
register(
id='ALRLongReacherSparse-v0',
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entry_point='alr_envs.mujoco:ALRReacherEnv',
max_episode_steps=200,
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kwargs={
"steps_before_reward": 200,
"n_links": 7,
"balance": False,
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}
)
register(
id='ALRLongReacherSparseBalanced-v0',
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entry_point='alr_envs.mujoco:ALRReacherEnv',
max_episode_steps=200,
kwargs={
"steps_before_reward": 200,
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"n_links": 7,
"balance": True,
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}
)
# Classic control
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register(
id='SimpleReacher-v0',
entry_point='alr_envs.classic_control:SimpleReacherEnv',
max_episode_steps=200,
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kwargs={
"n_links": 2,
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}
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)
register(
id='LongSimpleReacher-v0',
entry_point='alr_envs.classic_control:SimpleReacherEnv',
max_episode_steps=200,
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kwargs={
"n_links": 5,
}
)
register(
id='ViaPointReacher-v0',
entry_point='alr_envs.classic_control.viapoint_reacher:ViaPointReacher',
max_episode_steps=200,
kwargs={
"n_links": 5,
"allow_self_collision": False,
"collision_penalty": 1000
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}
)
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register(
id='HoleReacher-v0',
entry_point='alr_envs.classic_control.hole_reacher:HoleReacher',
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max_episode_steps=200,
kwargs={
"n_links": 5,
"allow_self_collision": False,
"allow_wall_collision": False,
"hole_width": 0.15,
"hole_depth": 1,
"hole_x": 1,
"collision_penalty": 100,
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}
)
# DMP environments
register(
id='ViaPointReacherDMP-v0',
entry_point='alr_envs.classic_control.viapoint_reacher:viapoint_dmp',
# max_episode_steps=1,
)
register(
id='HoleReacherDMP-v0',
entry_point='alr_envs.classic_control.hole_reacher:holereacher_dmp',
# max_episode_steps=1,
)
register(
id='HoleReacherFixedGoalDMP-v0',
entry_point='alr_envs.classic_control.hole_reacher:holereacher_fix_goal_dmp',
# max_episode_steps=1,
)
register(
id='HoleReacherDetPMP-v0',
entry_point='alr_envs.classic_control.hole_reacher:holereacher_detpmp',
# max_episode_steps=1,
)
# BBO functions
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for dim in [5, 10, 25, 50, 100]:
register(
id=f'Rosenbrock{dim}-v0',
entry_point='alr_envs.stochastic_search:StochasticSearchEnv',
max_episode_steps=1,
kwargs={
"cost_f": Rosenbrock(dim),
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}
)