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[RFC] Introducing transform primatives for sim2real #4422

Description

@theap06

##Summary:

  • Six transforms for sim-to-real + Compose recipes over existing mechanics.
  • DomainRandomization needs a small protocol on EnvBase.
  • these are the primatives i think we need to introduce:
    ObservationDelay, ActionDelay,
    ObservationNoise, ActuatorModel, SymmetryAugmentation, DomainRandomization.
    DomainRandomization
    ##RFC decision for domainrandomization interaction with sim
    • A. EnvBase.physics_param_spec + set_physics_params(td); transform samples in _reset.
    • B. Config field on MujocoEnvBase. Not composable, not loggable, no Isaac Lab path.
    • C. Transform mutates env.unwrapped directly. No spec, breaks under ParallelEnv.

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