MO-Walker2D

../../_images/mo-walker2d.gif

Action Space

Box(-1.0, 1.0, (6,), float32)

Observation Shape

(17,)

Observation High

inf

Observation Low

-inf

Reward Shape

(2,)

Reward High

[inf inf]

Reward Low

[-inf -inf]

Import

mo_gymnasium.make("mo-walker2d-v5")

Description

Multi-objective version of the Walker2dEnv environment.

See Gymnasium’s env for more information.

The original Gymnasium’s ‘Walker2d-v5’ is recovered by the following linear scalarization:

env = mo_gym.make(‘mo-walker2d-v5’) LinearReward(env, weight=np.array([1.0, 1e-3]))

Reward Space

The reward is 2-dimensional:

  • 0: Reward for running forward (x-velocity)

  • 1: Control cost of the action

Version History

  • See https://gymnasium.farama.org/main/environments/mujoco/walker2d/#version-history