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45 changes: 33 additions & 12 deletions src/unilab/base/backend/motrix_backend.py
Original file line number Diff line number Diff line change
Expand Up @@ -76,6 +76,14 @@ def __init__(
self._data = mtx.SceneData(self._model, batch=[num_envs]) # pyright: ignore[reportPossiblyUnbound]
self._body = self._model.get_body(base_name)
self._body_link = self._model.get_link(base_name)
self._body_floatingbase = self._body.floatingbase
self._joint_dof_pos_indices = np.asarray(self._model.joint_dof_pos_indices, dtype=np.intp)
self._joint_dof_vel_indices = np.asarray(self._model.joint_dof_vel_indices, dtype=np.intp)
self._floating_base_quat_indices: tuple[np.ndarray, ...] = tuple(
np.asarray(floating_base.dof_pos_indices[3:7], dtype=np.intp)
for floating_base in getattr(self._model, "floating_bases", [])
if len(floating_base.dof_pos_indices) >= 7
)
self._default_base_mass_override = np.asarray(
self._body_link.get_mass_override(self._data)
).copy()
Expand Down Expand Up @@ -121,9 +129,7 @@ def num_actuators(self) -> int:

@property
def num_dof_vel(self) -> int:
# model.num_dof_vel includes 6 floating-base DOFs; exclude them
# to match get_dof_vel() which returns joint velocities only.
return int(self._model.num_dof_vel) - 6
return int(len(self._joint_dof_vel_indices))

def get_actuator_ctrl_range(self) -> np.ndarray:
arr: np.ndarray = np.array(self._model.actuator_ctrl_limits, dtype=self._np_dtype)
Expand Down Expand Up @@ -185,9 +191,7 @@ def set_state(
qvel: np.ndarray,
randomization: ResetRandomizationPayload | None = None,
) -> None:
# Convert quaternion from mujoco (wxyz) to motrix (xyzw)
qpos_motrix = qpos.copy()
qpos_motrix[:, 3:7] = qpos[:, [4, 5, 6, 3]]
qpos_motrix = self._mujoco_qpos_to_motrix(qpos)

# Create mask for batch operation
mask = np.zeros(self._num_envs, dtype=bool)
Expand All @@ -200,8 +204,8 @@ def set_state(
data_slice.set_dof_vel(qvel)
data_slice.set_dof_pos(qpos_motrix, self._model)

# Set control to joint positions (actuator target for PD control)
ctrl = qpos_motrix[:, 7:]
# Actuator targets follow the model's joint-position ordering only.
ctrl = qpos_motrix[:, self._joint_dof_pos_indices]
data_slice.actuator_ctrls = np.ascontiguousarray(ctrl)

self._model.forward_kinematic(data_slice)
Expand All @@ -226,16 +230,26 @@ def get_play_capabilities(self) -> BackendPlayCapabilities:
# ------------------------------------------------------------------ #

def get_base_pos(self) -> np.ndarray:
return np.asarray(self._body.floatingbase.get_translation(self._data))
if self._body_floatingbase is not None:
return np.asarray(self._body_floatingbase.get_translation(self._data))
return np.asarray(self._body_link.get_pose(self._data))[:, :3]

def get_base_quat(self) -> np.ndarray:
return self._xyzw_to_wxyz(np.asarray(self._body.floatingbase.get_rotation(self._data)))
if self._body_floatingbase is not None:
quat = np.asarray(self._body_floatingbase.get_rotation(self._data))
else:
quat = np.asarray(self._body_link.get_rotation(self._data))
return self._xyzw_to_wxyz(quat)

def get_base_lin_vel(self) -> np.ndarray:
return np.asarray(self._body.floatingbase.get_global_linear_velocity(self._data))
if self._body_floatingbase is not None:
return np.asarray(self._body_floatingbase.get_global_linear_velocity(self._data))
return np.asarray(self._body_link.get_linear_velocity(self._data))

def get_base_ang_vel(self) -> np.ndarray:
return np.asarray(self._body.floatingbase.get_global_angular_velocity(self._data))
if self._body_floatingbase is not None:
return np.asarray(self._body_floatingbase.get_global_angular_velocity(self._data))
return np.asarray(self._body_link.get_angular_velocity(self._data))

# ------------------------------------------------------------------ #
# DOF state #
Expand Down Expand Up @@ -328,6 +342,13 @@ def _xyzw_to_wxyz(self, q: np.ndarray) -> np.ndarray:
"""motrix xyzw → wxyz"""
return q[..., [3, 0, 1, 2]]

def _mujoco_qpos_to_motrix(self, qpos: np.ndarray) -> np.ndarray:
"""Convert every MuJoCo freejoint quaternion slice from wxyz to xyzw."""
qpos_motrix = np.array(qpos, copy=True)
for quat_indices in self._floating_base_quat_indices:
qpos_motrix[:, quat_indices] = qpos[:, quat_indices[[1, 2, 3, 0]]]
return qpos_motrix

def _refresh_link_pose_cache(self, env_indices: np.ndarray | None = None) -> None:
if env_indices is None:
self._link_poses = self._model.get_link_poses(self._data)
Expand Down
109 changes: 94 additions & 15 deletions tests/base/test_sim_backend.py
Original file line number Diff line number Diff line change
Expand Up @@ -7,6 +7,8 @@
uv run pytest -m slow tests/base/test_sim_backend.py -v
"""

from typing import Any, cast

import numpy as np
import pytest

Expand All @@ -26,6 +28,7 @@ def _xml(robot: str, scene: str = "scene_flat.xml") -> str:
]

_G1 = dict(model_file=_xml("g1"), base_name="pelvis")
_ALLEGRO = dict(model_file=_xml("allegro_hand", "scene.xml"), base_name="palm")

NUM_ENVS = 2
SIM_DT = 0.005
Expand All @@ -40,6 +43,12 @@ def _shape(arr: np.ndarray, *expected: int) -> None:
assert arr.shape == expected, f"expected shape {expected}, got {arr.shape}"


def _mujoco_module() -> Any:
import mujoco

return cast(Any, mujoco)


def _unit_quat(q: np.ndarray, tag: str = "") -> None:
np.testing.assert_allclose(
np.linalg.norm(q, axis=-1),
Expand All @@ -58,13 +67,24 @@ def _identity_qpos_mujoco(nq: int, xyz=(0.0, 0.0, 0.8)) -> np.ndarray:


def _mujoco_expected_dof_dims(model) -> tuple[int, int]:
import mujoco
mujoco = _mujoco_module()

if model.njnt > 0 and int(model.jnt_type[0]) == int(mujoco.mjtJoint.mjJNT_FREE):
return model.nq - 7, model.nv - 6
return model.nq, model.nv


def _allegro_state() -> tuple[np.ndarray, np.ndarray]:
qpos = np.zeros((1, 23), dtype=np.float64)
qvel = np.zeros((1, 22), dtype=np.float64)
qpos[0, :16] = np.linspace(-0.2, 0.2, 16)
qpos[0, 16:19] = np.array([-0.01, 0.02, 0.16])
qpos[0, 19:23] = np.array([0.92387953, 0.0, 0.38268343, 0.0])
qvel[0, :16] = np.linspace(-0.15, 0.15, 16)
qvel[0, 16:22] = np.array([0.1, -0.2, 0.05, 0.3, -0.1, 0.2])
return qpos, qvel


# ---------------------------------------------------------------------------
# MuJoCo — basic, 3 robots, no body sensors
# ---------------------------------------------------------------------------
Expand Down Expand Up @@ -226,7 +246,7 @@ def test_dof_pos_finite_after_step(self, bkd):

@pytest.mark.slow
def test_mujoco_backend_discards_visual_assets():
import mujoco
mujoco = _mujoco_module()

from unilab.base.backend.mujoco_backend import MuJoCoBackend

Expand All @@ -242,7 +262,7 @@ def test_mujoco_backend_discards_visual_assets():

@pytest.mark.slow
def test_mujoco_backend_fixed_base_dof_views_do_not_skip_first_joint():
import mujoco
mujoco = _mujoco_module()

from unilab.base.backend.mujoco_backend import MuJoCoBackend

Expand All @@ -258,6 +278,65 @@ def test_mujoco_backend_fixed_base_dof_views_do_not_skip_first_joint():
_unit_quat(bkd.get_base_quat(), "MuJoCo fixed-base quat")


@pytest.mark.slow
def test_motrix_backend_fixed_base_base_views_are_available():
from unilab.base.backend.motrix_backend import MotrixBackend

pytest.importorskip("motrixsim")
bkd = MotrixBackend(_ALLEGRO["model_file"], NUM_ENVS, SIM_DT, base_name=_ALLEGRO["base_name"])
_shape(bkd.get_base_pos(), NUM_ENVS, 3)
_shape(bkd.get_base_quat(), NUM_ENVS, 4)
np.testing.assert_allclose(bkd.get_base_lin_vel(), 0.0, atol=1e-8)
np.testing.assert_allclose(bkd.get_base_ang_vel(), 0.0, atol=1e-8)
_unit_quat(bkd.get_base_quat(), "Motrix fixed-base quat")


@pytest.mark.slow
def test_motrix_backend_fixed_base_set_state_matches_mujoco_for_hand_and_ball():
from unilab.base.backend.motrix_backend import MotrixBackend
from unilab.base.backend.mujoco_backend import MuJoCoBackend

pytest.importorskip("motrixsim")
mj = MuJoCoBackend(
_ALLEGRO["model_file"],
NUM_ENVS,
SIM_DT,
base_name=_ALLEGRO["base_name"],
add_body_sensors=True,
)
mx = MotrixBackend(
_ALLEGRO["model_file"],
NUM_ENVS,
SIM_DT,
base_name=_ALLEGRO["base_name"],
add_body_sensors=True,
)
qpos, qvel = _allegro_state()
env_idx = np.array([0])

mj.set_state(env_idx, qpos, qvel)
mx.set_state(env_idx, qpos, qvel)

np.testing.assert_allclose(mx.get_dof_pos()[0], qpos[0, :16], atol=1e-6)
np.testing.assert_allclose(mx.get_dof_vel()[0], qvel[0, :16], atol=1e-6)
np.testing.assert_allclose(np.asarray(mx.data.actuator_ctrls[0]), qpos[0, :16], atol=1e-6)
np.testing.assert_allclose(mx.get_base_pos(), mj.get_base_pos(), atol=2e-3)
np.testing.assert_allclose(np.abs(mx.get_base_quat()), np.abs(mj.get_base_quat()), atol=2e-3)

mj_ball_id = _mj_body_id(mj.model, "ball")
mx_ball_id = _mx_link_id(mx.model, "ball")
np.testing.assert_allclose(
mx.get_body_pos_w(np.array([mx_ball_id])),
mj.get_body_pos_w(np.array([mj_ball_id])),
atol=2e-3,
)
np.testing.assert_allclose(
mx.get_body_quat_w(np.array([mx_ball_id])),
mj.get_body_quat_w(np.array([mj_ball_id])),
atol=2e-3,
)


# ---------------------------------------------------------------------------
# MuJoCo — body sensors, G1 only
# ---------------------------------------------------------------------------
Expand All @@ -282,9 +361,9 @@ def body_ids(self, bkd):
return np.array(bkd._tracked_body_ids[:2])

def _bname(self, bkd, bid: int) -> str:
import mujoco
mujoco = _mujoco_module()

return mujoco.mj_id2name(bkd.model, mujoco.mjtObj.mjOBJ_BODY, bid)
return cast(str, mujoco.mj_id2name(bkd.model, mujoco.mjtObj.mjOBJ_BODY, bid))

# world frame

Expand Down Expand Up @@ -338,23 +417,23 @@ def test_get_sensor_data_unknown_raises(self, bkd):

def test_base_body_pos_b_is_zero(self, bkd):
"""Base body position relative to itself must be [0,0,0]."""
import mujoco
mujoco = _mujoco_module()

pelvis_id = mujoco.mj_name2id(bkd.model, mujoco.mjtObj.mjOBJ_BODY, "pelvis")
pos_b = bkd.get_body_pos_b(np.array([pelvis_id]))
np.testing.assert_allclose(pos_b, 0.0, atol=1e-5)

def test_base_body_pos_w_matches_get_base_pos(self, bkd):
"""get_body_pos_w for the base body must equal get_base_pos()."""
import mujoco
mujoco = _mujoco_module()

pelvis_id = mujoco.mj_name2id(bkd.model, mujoco.mjtObj.mjOBJ_BODY, "pelvis")
pos_w = bkd.get_body_pos_w(np.array([pelvis_id]))[:, 0, :]
np.testing.assert_allclose(pos_w, bkd.get_base_pos(), atol=1e-5)

def test_base_body_quat_b_is_identity(self, bkd):
"""Base body quaternion relative to itself must be identity [1,0,0,0]."""
import mujoco
mujoco = _mujoco_module()

pelvis_id = mujoco.mj_name2id(bkd.model, mujoco.mjtObj.mjOBJ_BODY, "pelvis")
quat_b = bkd.get_body_quat_b(np.array([pelvis_id]))[:, 0, :] # (N, 4)
Expand Down Expand Up @@ -578,13 +657,13 @@ def test_base_body_pos_b_is_zero(self, bkd):


def _mj_body_id(mj_model, name: str) -> int:
import mujoco
mujoco = _mujoco_module()

return mujoco.mj_name2id(mj_model, mujoco.mjtObj.mjOBJ_BODY, name)
return int(mujoco.mj_name2id(mj_model, mujoco.mjtObj.mjOBJ_BODY, name))


def _mx_link_id(mx_model, name: str) -> int:
return mx_model.get_link_index(name)
return int(mx_model.get_link_index(name))


@pytest.mark.slow
Expand Down Expand Up @@ -693,7 +772,7 @@ def synced(self):
@pytest.fixture
def body_pairs(self, synced):
"""选前 3 个 body(pelvis + 两个髋关节),分别返回 mujoco IDs 和 motrixsim link IDs。"""
import mujoco
mujoco = _mujoco_module()

mj, mx = synced
names = [
Expand Down Expand Up @@ -830,7 +909,7 @@ def test_get_init_qvel(self, bkd):
np.testing.assert_array_equal(qvel, 0.0)

def test_get_body_ids(self, bkd):
import mujoco
mujoco = _mujoco_module()

base_name = mujoco.mj_id2name(bkd.model, mujoco.mjtObj.mjOBJ_BODY, 1)
ids = bkd.get_body_ids([base_name])
Expand Down Expand Up @@ -922,8 +1001,8 @@ def backends(self):
from unilab.base.backend.motrix_backend import MotrixBackend
from unilab.base.backend.mujoco_backend import MuJoCoBackend

mj = MuJoCoBackend(**_G1, num_envs=NUM_ENVS, sim_dt=SIM_DT)
mx = MotrixBackend(**_G1, num_envs=NUM_ENVS, sim_dt=SIM_DT)
mj = MuJoCoBackend(_G1["model_file"], NUM_ENVS, SIM_DT, base_name=_G1["base_name"])
mx = MotrixBackend(_G1["model_file"], NUM_ENVS, SIM_DT, base_name=_G1["base_name"])
return mj, mx

def test_num_actuators_match(self, backends):
Expand Down
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