Add force and torque sensors to MJX.

PiperOrigin-RevId: 675130978
Change-Id: I8a3b925c57f317aebc0c345578cebeb4210dc11d
This commit is contained in:
Taylor Howell
2024-09-16 06:56:08 -07:00
committed by Copybara-Service
parent b15de2c951
commit 9d73211757
7 changed files with 69 additions and 5 deletions
+2 -1
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@@ -63,7 +63,8 @@ MJX
``SUBTREECOM``, ``CLOCK``.
14. Added velocity-dependent sensors: ``VELOCIMETER``, ``GYRO``, ``JOINTVEL``, ``ACTUATORVEL``, ``BALLANGVEL``,
``FRAMELINVEL``, ``FRAMEANGVEL``, ``SUBTREELINVEL``, ``SUBTREEANGMOM``.
15. Added acceleration/force-dependent sensors: ``ACCELEROMETER``, ``ACTUATORFRC``, ``JOINTACTFRC``.
15. Added acceleration/force-dependent sensors: ``ACCELEROMETER``, ``FORCE``, ``TORQUE``, ``ACTUATORFRC``,
``JOINTACTFRC``.
16. Changed default policy to avoid placing unused (MuJoCo-only) arrays on device.
17. Added ``device`` parameter to ``mjx.make_data`` to bring it to parity with ``mjx.put_model`` and ``mjx.put_data``.
18. Added support for :ref:`implicitfast integration<geIntegration>` for all cases except
+1 -1
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@@ -220,7 +220,7 @@ The following features are **fully supported** in MJX:
- ``MAGNETOMETER``, ``CAMPROJECTION``, ``RANGEFINDER``, ``JOINTPOS``, ``ACTUATORPOS``, ``BALLQUAT``, ``FRAMEPOS``,
``FRAMEXAXIS``, ``FRAMEYAXIS``, ``FRAMEZAXIS``, ``FRAMEQUAT``, ``SUBTREECOM``, ``CLOCK``, ``VELOCIMETER``,
``GYRO``, ``JOINTVEL``, ``ACTUATORVEL``, ``BALLANGVEL``, ``FRAMELINVEL``, ``FRAMEANGVEL``, ``SUBTREELINVEL``,
``SUBTREEANGMOM``, ``ACCELEROMETER``, ``ACTUATORFRC``, ``JOINTACTFRC``.
``SUBTREEANGMOM``, ``ACCELEROMETER``, ``FORCE``, ``TORQUE``, ``ACTUATORFRC``, ``JOINTACTFRC``.
The following features are **in development** and coming soon:
+23 -1
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@@ -422,7 +422,11 @@ def sensor_acc(m: Model, d: Data) -> Data:
stage_acc = m.sensor_needstage == mujoco.mjtStage.mjSTAGE_ACC
sensor_types = set(m.sensor_type[stage_acc])
if sensor_types & {SensorType.ACCELEROMETER}:
if sensor_types & {
SensorType.ACCELEROMETER,
SensorType.FORCE,
SensorType.TORQUE,
}:
d = smooth.rne_postconstraint(m, d)
sensors, adrs = [], []
@@ -452,6 +456,24 @@ def sensor_acc(m: Model, d: Data) -> Data:
sensor = _accelerometer(cvel, cacc, dif, rot)
adr = (adr[:, None] + np.arange(3)[None]).reshape(-1)
elif sensor_type == SensorType.FORCE:
bodyid = m.site_bodyid[objid]
cfrc_int = d.cfrc_int[bodyid]
site_xmat = d.site_xmat[objid]
sensor = jax.vmap(lambda mat, vec: mat.T @ vec)(
site_xmat, cfrc_int[:, 3:]
)
adr = (adr[:, None] + np.arange(3)[None]).reshape(-1)
elif sensor_type == SensorType.TORQUE:
bodyid = m.site_bodyid[objid]
rootid = m.body_rootid[bodyid]
cfrc_int = d.cfrc_int[bodyid]
site_xmat = d.site_xmat[objid]
dif = d.site_xpos[objid] - d.subtree_com[rootid]
sensor = jax.vmap(
lambda vec, dif, rot: rot.T @ (vec[:3] - jp.cross(dif, vec[3:]))
)(cfrc_int, dif, site_xmat)
adr = (adr[:, None] + np.arange(3)[None]).reshape(-1)
elif sensor_type == SensorType.ACTUATORFRC:
sensor = d.actuator_force[objid]
elif sensor_type == SensorType.JOINTACTFRC:
+3 -2
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@@ -68,9 +68,10 @@ class SensorTest(parameterized.TestCase):
cfrc_int=jp.zeros_like(d.cfrc_int),
cfrc_ext=jp.zeros_like(d.cfrc_ext),
)
dx = jax.jit(mjx.forward)(mx, dx)
dx = jax.jit(mjx.sensor_pos)(mx, dx)
dx = jax.jit(mjx.sensor_vel)(mx, dx)
dx = jax.jit(mjx.sensor_acc)(mx, dx)
# sensor values
_assert_eq(d.sensordata, dx.sensordata, 'sensordata')
def test_disable_sensor(self):
+4
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@@ -321,6 +321,8 @@ class SensorType(enum.IntEnum):
SUBTREELINVEL: subtree linear velocity
SUBTREEANGMOM: subtree angular momentum
ACCELEROMETER: accelerometer
FORCE: force
TORQUE: torque
ACTUATORFRC: scalar actuator force
JOINTACTFRC: scalar actuator force, measured at the joint
"""
@@ -347,6 +349,8 @@ class SensorType(enum.IntEnum):
SUBTREELINVEL = mujoco.mjtSensor.mjSENS_SUBTREELINVEL
SUBTREEANGMOM = mujoco.mjtSensor.mjSENS_SUBTREEANGMOM
ACCELEROMETER = mujoco.mjtSensor.mjSENS_ACCELEROMETER
FORCE = mujoco.mjtSensor.mjSENS_FORCE
TORQUE = mujoco.mjtSensor.mjSENS_TORQUE
ACTUATORFRC = mujoco.mjtSensor.mjSENS_ACTUATORFRC
JOINTACTFRC = mujoco.mjtSensor.mjSENS_JOINTACTFRC
+16
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@@ -47,6 +47,22 @@
<body name="body_rangefinder" pos="1 2 4">
<geom size="0.01" material="material"/>
</body>
<!-- bodies for force + torque sensors -->
<body>
<joint type="hinge" axis="1 0 0"/>
<joint type="hinge" axis="0 1 0"/>
<joint type="hinge" axis="0 0 1"/>
<site name="site_force"/>
<geom size="0.1"/>
</body>
<body>
<joint type="slide" axis="1 0 0"/>
<joint type="slide" axis="0 1 0"/>
<joint type="slide" axis="0 0 1"/>
<site name="site_torque"/>
<geom size="0.1"/>
</body>
</worldbody>
<actuator>
@@ -26,6 +26,8 @@
-subtreeangmom
* acceleration/force-dependent sensors:
-accelerometer
-force
-torque
-actuatorfrc
-jointactfrc
-->
@@ -78,6 +80,22 @@
<body name="body_rangefinder" pos="1 2 4">
<geom size="0.01" material="material"/>
</body>
<!-- bodies for force + torque sensors -->
<body pos="-1 -1 -1">
<joint type="hinge" axis="1 0 0"/>
<joint type="hinge" axis="0 1 0"/>
<joint type="hinge" axis="0 0 1"/>
<site name="site_force"/>
<geom size="0.1"/>
</body>
<body pos="-2 -2 -2">
<joint type="slide" axis="1 0 0"/>
<joint type="slide" axis="0 1 0"/>
<joint type="slide" axis="0 0 1"/>
<site name="site_torque"/>
<geom size="0.1"/>
</body>
</worldbody>
<actuator>
@@ -88,6 +106,7 @@
</actuator>
<sensor>
<torque site="site_torque"/>
<magnetometer name="magnetometer0" site="site0"/>
<velocimeter name="velocimeter0" site="site0"/>
<velocimeter name="velocimeter0cutoff" site="site0" cutoff="3e-4"/>
@@ -95,6 +114,7 @@
<gyro name="gyro0cutoff" site="site0" cutoff="2e-3"/>
<rangefinder name="rangefinder0" site="site_rangefinder0"/>
<accelerometer name="accelerometer1" site="site1"/>
<force site="site_force"/>
<jointpos name="jointpos0" joint="hinge0"/>
<jointpos name="jointpos0cutoff" joint="hinge0" cutoff="1e-4"/>
<jointvel name="jointvel0" joint="hinge0"/>