67fa7c1dc2
These io functions replace device_put, device_get_into. These new functions correctly copy intermediate fields such as efc_J, which the old functions could not. PiperOrigin-RevId: 586712273 Change-Id: Ia3a4104af17db2ebd41b41a2ca501c5de9ac5d05
175 lines
5.6 KiB
Python
175 lines
5.6 KiB
Python
# Copyright 2023 DeepMind Technologies Limited
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# ==============================================================================
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"""Tests for constraint functions."""
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from absl.testing import absltest
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from absl.testing import parameterized
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import jax
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from jax import numpy as jp
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import mujoco
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from mujoco import mjx
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from mujoco.mjx._src import constraint
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from mujoco.mjx._src import test_util
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# pylint: disable=g-importing-member
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from mujoco.mjx._src.types import DisableBit
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from mujoco.mjx._src.types import SolverType
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# pylint: enable=g-importing-member
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import numpy as np
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def _assert_eq(a, b, name, step, fname, atol=5e-3, rtol=5e-3):
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err_msg = f'mismatch: {name} at step {step} in {fname}'
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np.testing.assert_allclose(a, b, err_msg=err_msg, atol=atol, rtol=rtol)
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class ConstraintTest(parameterized.TestCase):
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@parameterized.parameters(enumerate(test_util.TEST_FILES))
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def test_constraints(self, seed, fname):
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"""Test constraints."""
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np.random.seed(seed)
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# exclude convex.xml since convex contacts are not exactly equivalent
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if fname == 'convex.xml':
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return
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m = test_util.load_test_file(fname)
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d = mujoco.MjData(m)
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mx = mjx.device_put(m)
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dx = mjx.make_data(mx)
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forward_jit_fn = jax.jit(mjx.forward)
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# give the system a little kick to ensure we have non-identity rotations
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d.qvel = np.random.random(m.nv)
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for i in range(100):
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dx = dx.replace(qpos=jax.device_put(d.qpos), qvel=jax.device_put(d.qvel))
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mujoco.mj_step(m, d)
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dx = forward_jit_fn(mx, dx)
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nnz_filter = dx.efc_J.any(axis=1)
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mj_efc_j = d.efc_J.reshape((-1, m.nv))
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mjx_efc_j = dx.efc_J[nnz_filter]
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_assert_eq(mj_efc_j, mjx_efc_j, 'efc_J', i, fname)
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mjx_efc_d = dx.efc_D[nnz_filter]
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_assert_eq(d.efc_D, mjx_efc_d, 'efc_D', i, fname)
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mjx_efc_aref = dx.efc_aref[nnz_filter]
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_assert_eq(d.efc_aref, mjx_efc_aref, 'efc_aref', i, fname)
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mjx_efc_frictionloss = dx.efc_frictionloss[nnz_filter]
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_assert_eq(
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d.efc_frictionloss,
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mjx_efc_frictionloss,
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'efc_frictionloss',
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i,
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fname,
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)
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_JNT_RANGE = """
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<mujoco>
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<worldbody>
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<body pos="0 0 1">
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<joint type="slide" axis="1 0 0" range="-1.8 1.8" solreflimit=".08 1"
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damping="5e-4"/>
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<geom type="box" size="0.2 0.15 0.1" mass="1"/>
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<body>
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<joint axis="0 1 0" damping="2e-6"/>
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<geom type="capsule" fromto="0 0 0 0 0 1" size="0.045" mass=".1"/>
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</body>
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</body>
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</worldbody>
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</mujoco>
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"""
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def test_jnt_range(self):
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"""Tests that mixed joint ranges are respected."""
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# TODO(robotics-simulation): also test ball
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m = mujoco.MjModel.from_xml_string(self._JNT_RANGE)
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m.opt.solver = SolverType.CG.value
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d = mujoco.MjData(m)
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d.qpos = np.array([2.0, 15.0])
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mx = mjx.device_put(m)
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dx = mjx.device_put(d)
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efc = jax.jit(constraint._instantiate_limit_slide_hinge)(mx, dx)
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# first joint is outside the joint range
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np.testing.assert_array_almost_equal(efc.J[0, 0], -1.0)
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# second joint has no range, so only one efc row
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self.assertEqual(efc.J.shape[0], 1)
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def test_disable_refsafe(self):
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m = test_util.load_test_file('ant.xml')
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timeconst = m.opt.timestep / 4.0 # timeconst < 2 * timestep
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solimp = jp.array([timeconst, 1.0])
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solref = jp.array([0.8, 0.99, 0.001, 0.2, 2])
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pos = jp.ones(3)
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m.opt.disableflags = m.opt.disableflags | DisableBit.REFSAFE
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mx = mjx.device_put(m)
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k, *_ = constraint._kbi(mx, solimp, solref, pos)
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self.assertEqual(k, 1 / (0.99**2 * timeconst**2))
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m.opt.disableflags = m.opt.disableflags & ~DisableBit.REFSAFE
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mx = mjx.device_put(m)
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k, *_ = constraint._kbi(mx, solimp, solref, pos)
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self.assertEqual(k, 1 / (0.99**2 * (2 * m.opt.timestep) ** 2))
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def test_disableconstraint(self):
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m = test_util.load_test_file('ant.xml')
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d = mujoco.MjData(m)
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m.opt.disableflags = m.opt.disableflags | DisableBit.CONSTRAINT
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mx, dx = mjx.device_put(m), mjx.device_put(d)
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dx = constraint.make_constraint(mx, dx)
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self.assertEqual(dx.efc_J.shape[0], 0)
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def test_disable_equality(self):
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m = test_util.load_test_file('equality.xml')
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d = mujoco.MjData(m)
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m.opt.disableflags = m.opt.disableflags | DisableBit.EQUALITY
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mx, dx = mjx.device_put(m), mjx.device_put(d)
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dx = constraint.make_constraint(mx, dx)
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self.assertEqual(dx.efc_J.shape[0], 0)
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def test_disable_contact(self):
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m = test_util.load_test_file('ant.xml')
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d = mujoco.MjData(m)
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d.qpos[2] = 0.0
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mujoco.mj_forward(m, d)
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m.opt.disableflags = m.opt.disableflags & ~DisableBit.CONTACT
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mx, dx = mjx.device_put(m), mjx.device_put(d)
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dx = dx.tree_replace(
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{'contact.frame': dx.contact.frame.reshape((-1, 3, 3))}
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)
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efc = constraint._instantiate_contact(mx, dx)
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self.assertIsNotNone(efc)
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m.opt.disableflags = m.opt.disableflags | DisableBit.CONTACT
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mx, dx = mjx.device_put(m), mjx.device_put(d)
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efc = constraint._instantiate_contact(mx, dx)
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self.assertIsNone(efc)
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if __name__ == '__main__':
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absltest.main()
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