Restrict midpoint integration to unconstrained free bodies in implicitfast
PiperOrigin-RevId: 908750768 Change-Id: I9a45a160ac757cc82bfe54871609956769988369
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Copybara-Service
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910b3336ed
@@ -8,6 +8,11 @@ Upcoming version (not yet released)
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- Added island support for the :ref:`PGS solver<soAlgorithms>`.
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- Added support for :ref:`elastic2d<body-flexcomp-elastic2d>` for trilinear and quadratic flex
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:ref:`dofs<body-flexcomp-dof>`.
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- :ref:`Midpoint integration<geMidpoint>` is now restricted to the ``implicitfast``
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:ref:`integrator<geIntegrators>` and is disabled when fluid forces are active
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(nonzero :ref:`density<option-density>` or :ref:`viscosity<option-viscosity>`).
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Midpoint integration treats external forces as zero-order-hold constants, which causes
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energy gain in the presence of contacts and in fluid media.
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Python
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^^^^^^
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@@ -575,7 +575,7 @@ Solving for :math:`v_{t+h}`, we obtain the implicit-in-velocity update
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.. _geMidpoint:
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Midpoint integration for free bodies
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Midpoint integration for free bodies in vacuum
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The implicit-in-velocity update :eq:`eq_implicit_update` treats the acceleration as a function of velocity and
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linearizes. While effective for damping-like forces, it is sub-optimal for rotational dynamics, where
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Coriolis and gyroscopic forces are *quadratic* in angular velocity. For this case, a better approach is to directly
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@@ -606,7 +606,9 @@ Midpoint integration for free bodies
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Casimir function of the `Lie-Poisson <https://en.wikipedia.org/wiki/Poisson_bracket>`__ structure, the midpoint
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method is a symmetric (time-reversible) and second-order accurate *Poisson integrator*.
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**Eligibility.** Midpoint integration is only applied to free bodies with no child bodies.
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**Eligibility.** Midpoint integration is only applied when using the ``implicitfast`` integrator, to
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free bodies with no child bodies, and only when the medium has zero :ref:`density<option-density>` and
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:ref:`viscosity<option-viscosity>`.
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**Performance.** While the midpoint method carries computational overhead, we've found it to be
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negligible compared to the rest of the pipeline, on the order of 1% in the worst case.
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@@ -652,9 +654,8 @@ Fast implicit-in-velocity (``implicitfast``)
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scenarios which are not common and already well-handled by the Runge-Kutta integrator (see below). Because the RNE
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derivatives are also the main source of asymmetry of :math:`D`, by dropping them and symmetrizing, we can use the
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faster :math:`L^TL` rather than :math:`LU` decomposition.
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Both ``implicit`` and ``implicitfast`` apply :ref:`midpoint integration<geMidpoint>` to eligible free bodies,
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providing exact energy conservation for spinning objects at negligible additional cost.
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The ``implicitfast`` integrator applies :ref:`midpoint integration<geMidpoint>` to eligible free bodies in vacuum,
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providing exact energy conservation for spinning objects at negligible additional cost.
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4th-order Runge-Kutta (``RK4``)
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One advantage of our continuous-time formulation is that we can use higher order integrators such as Runge-Kutta or
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@@ -688,10 +689,11 @@ providing exact energy conservation for spinning objects at negligible additiona
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increased stability, and is therefore a strict improvement. It is the recommended integrator for most models.
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**implicit**:
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The benefit over ``implicitfast`` is the implicit integration of Coriolis and centripetal forces for *coupled*
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rotational systems such as multi-link pendula. Both ``implicitfast`` and ``implicit`` apply :ref:`midpoint
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integration<geMidpoint>` to eligible free bodies with no children, for example
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`gyroscopic.xml <../_static/gyroscopic.xml>`__ shows an ellipsoid rolling on an
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inclined plane; both ``implicitfast`` and ``implicit`` handle this case well, while ``Euler`` quickly diverges.
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rotational systems such as multi-link pendula. Note that ``implicit`` does not apply :ref:`midpoint
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integration<geMidpoint>` (only ``implicitfast`` does), but its RNE derivatives provide comparable stability
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for free-body rotation. For example, `gyroscopic.xml <../_static/gyroscopic.xml>`__ shows an ellipsoid rolling
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on an inclined plane; both ``implicitfast`` and ``implicit`` handle this case well, while ``Euler`` quickly
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diverges.
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**RK4**:
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This integrator is best for systems which are energy conserving, or almost energy-conserving. `pendulum.xml
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<../_static/pendulum.xml>`__ shows a complicated pendulum mechanism which diverges quickly using ``Euler`` or
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+71
-11
@@ -1597,16 +1597,75 @@ static void flexInterp_solve(const mjModel* m, mjData* d, const FlexInterpContex
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// return 1 if free joint is eligible for midpoint quaternion integration:
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// standalone 6-DOF tree with no children
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static int midpoint_eligible(const mjModel* m, int jnt) {
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if (m->jnt_type[jnt] == mjJNT_FREE) {
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int body = m->jnt_bodyid[jnt];
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int treeid = m->dof_treeid[m->jnt_dofadr[jnt]];
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return m->tree_dofnum[treeid] == 6 &&
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m->body_subtreemass[body] == m->body_mass[body];
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// standalone 6-DOF tree with no children, awake, and unconstrained
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static int midpoint_eligible(const mjModel* m, const mjData* d, int jnt) {
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if (m->jnt_type[jnt] != mjJNT_FREE) {
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return 0;
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}
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return 0;
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int body = m->jnt_bodyid[jnt];
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int adr = m->jnt_dofadr[jnt];
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int tree = m->dof_treeid[adr];
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// must be standalone 6-DOF tree with no children
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if (m->tree_dofnum[tree] != 6 ||
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m->body_subtreemass[body] != m->body_mass[body]) {
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return 0;
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}
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// must be awake
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if (!d->tree_awake[tree]) {
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return 0;
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}
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// must be unconstrained
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if (d->nefc) {
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// islands enabled: O(1) lookup
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if (!mjDISABLED(mjDSBL_ISLAND)) {
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if (d->dof_island[adr] >= 0) {
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return 0;
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}
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}
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// islands disabled: check if any constraint involves this tree
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else {
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for (int c=0; c < d->nefc; c++) {
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int type = d->efc_type[c];
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int id = d->efc_id[c];
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// contact: check if either geom belongs to this body
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if (type == mjCNSTR_CONTACT_FRICTIONLESS ||
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type == mjCNSTR_CONTACT_PYRAMIDAL ||
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type == mjCNSTR_CONTACT_ELLIPTIC) {
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int g1 = d->contact[id].geom[0];
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int g2 = d->contact[id].geom[1];
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if (g1 >= 0 && m->geom_bodyid[g1] == body) return 0;
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if (g2 >= 0 && m->geom_bodyid[g2] == body) return 0;
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}
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// connect or weld: check if either body is this body
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else if (type == mjCNSTR_EQUALITY &&
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(m->eq_type[id] == mjEQ_CONNECT || m->eq_type[id] == mjEQ_WELD)) {
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int b1 = m->eq_obj1id[id];
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int b2 = m->eq_obj2id[id];
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if (m->eq_objtype[id] == mjOBJ_SITE) {
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b1 = m->site_bodyid[b1];
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b2 = m->site_bodyid[b2];
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}
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if (b1 == body || b2 == body) return 0;
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}
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// tendon limit or friction: check first two trees
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else if (type == mjCNSTR_LIMIT_TENDON || type == mjCNSTR_FRICTION_TENDON) {
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if (m->tendon_treeid[2*id] == tree ||
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m->tendon_treeid[2*id+1] == tree) return 0;
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}
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}
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}
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}
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// otherwise eligible
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return 1;
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}
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@@ -1980,11 +2039,12 @@ void mj_implicitSkip(const mjModel* m, mjData* d, int skipfactor) {
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// count and list joints of free bodies eligible for midpoint integration
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int nfree = 0;
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int* free_jntid = NULL;
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if (!mjENABLED(mjENBL_INVDISCRETE)) {
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if (!mjENABLED(mjENBL_INVDISCRETE) &&
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m->opt.integrator == mjINT_IMPLICITFAST &&
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m->opt.density == 0 && m->opt.viscosity == 0) {
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free_jntid = mjSTACKALLOC(d, m->njnt, int);
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for (int j=0; j < m->njnt; j++) {
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// add to list if eligible and awake
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if (midpoint_eligible(m, j) && d->tree_awake[m->dof_treeid[m->jnt_dofadr[j]]]) {
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if (midpoint_eligible(m, d, j)) {
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free_jntid[nfree++] = j;
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}
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}
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@@ -1745,79 +1745,5 @@ TEST_F(DerivativeTest, FlexInterpDerivativesDeformed) {
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mj_deleteModel(model);
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}
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TEST_F(DerivativeTest, MidpointFluidAccuracy) {
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const std::string xml_path =
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GetTestDataFilePath(kTumblingThinObjectEllipsoidPath);
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char error[1024];
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mjModel* m = mj_loadXML(xml_path.c_str(), nullptr, error, sizeof(error));
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ASSERT_THAT(m, NotNull()) << error;
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mjtNum dt_small = 1e-4;
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mjtNum dt_large = m->opt.timestep; // 2e-3, the default
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mjtNum duration = 0.5;
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mjData* d_ref = mj_makeData(m);
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mjData* d_midpoint = mj_makeData(m);
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mjData* d_nomidpoint = mj_makeData(m);
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// give initial angular velocity for tumbling
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mj_resetData(m, d_ref);
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mj_resetData(m, d_midpoint);
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mj_resetData(m, d_nomidpoint);
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d_ref->qvel[3] = 5;
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d_ref->qvel[4] = 3;
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d_ref->qvel[5] = 1;
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d_midpoint->qvel[3] = 5;
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d_midpoint->qvel[4] = 3;
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d_midpoint->qvel[5] = 1;
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d_nomidpoint->qvel[3] = 5;
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d_nomidpoint->qvel[4] = 3;
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d_nomidpoint->qvel[5] = 1;
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int nsteps_large = static_cast<int>(duration / dt_large);
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int substeps = static_cast<int>(dt_large / dt_small);
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mjtNum error_midpoint = 0;
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mjtNum error_nomidpoint = 0;
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for (int i = 0; i < nsteps_large; i++) {
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// reference: RK4 at small timestep
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m->opt.integrator = mjINT_RK4;
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m->opt.timestep = dt_small;
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m->opt.enableflags &= ~mjENBL_INVDISCRETE;
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for (int j = 0; j < substeps; j++) {
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mj_step(m, d_ref);
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}
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// implicit with midpoint (default)
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m->opt.integrator = mjINT_IMPLICIT;
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m->opt.timestep = dt_large;
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m->opt.enableflags &= ~mjENBL_INVDISCRETE;
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mj_step(m, d_midpoint);
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// implicit without midpoint
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m->opt.enableflags |= mjENBL_INVDISCRETE;
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mj_step(m, d_nomidpoint);
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// accumulate position errors
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for (int k = 0; k < 7; k++) {
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mjtNum diff_mid = d_ref->qpos[k] - d_midpoint->qpos[k];
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mjtNum diff_nomid = d_ref->qpos[k] - d_nomidpoint->qpos[k];
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error_midpoint += diff_mid * diff_mid;
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error_nomidpoint += diff_nomid * diff_nomid;
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}
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}
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// expect midpoint to be more accurate
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EXPECT_LT(error_midpoint, error_nomidpoint)
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<< "implicit midpoint should be more accurate than implicit without "
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<< "midpoint for a free body with fluid forces";
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mj_deleteData(d_nomidpoint);
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mj_deleteData(d_midpoint);
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mj_deleteData(d_ref);
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mj_deleteModel(m);
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}
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} // namespace
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} // namespace mujoco
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@@ -783,6 +783,140 @@ TEST_F(ImplicitIntegratorTest, MidpointFullNewtonConvergence) {
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EXPECT_LT((mjtNum)total_iter / ncases, 3.0);
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}
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// verify midpoint eligibility: compare with/without invdiscrete
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// if trajectories differ, midpoint was applied
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// if trajectories match, midpoint was skipped
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TEST_F(ImplicitIntegratorTest, MidpointEligibility) {
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// free body with asymmetric inertia, optionally near a plane
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static constexpr char xml[] = R"(
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<mujoco>
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<option integrator="implicitfast" timestep="0.01">
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<flag energy="enable"/>
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</option>
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<worldbody>
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<geom type="plane" size="5 5 0.1"/>
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<body name="free" pos="0 0 2">
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<freejoint/>
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<geom type="ellipsoid" size="0.3 0.2 0.1" mass="1"/>
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</body>
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</worldbody>
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</mujoco>
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)";
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char error[1024];
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mjModel* m = LoadModelFromString(xml, error, sizeof(error));
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ASSERT_THAT(m, NotNull()) << error;
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mjData* d1 = mj_makeData(m);
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mjData* d2 = mj_makeData(m);
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int nsteps = 50;
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auto spin_and_compare = [&](const char* label,
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bool expect_midpoint) {
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mj_resetData(m, d1);
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mj_resetData(m, d2);
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d1->qvel[3] = d2->qvel[3] = 5;
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d1->qvel[4] = d2->qvel[4] = 3;
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d1->qvel[5] = d2->qvel[5] = 1;
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// d1: midpoint enabled (default)
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m->opt.enableflags &= ~mjENBL_INVDISCRETE;
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for (int i = 0; i < nsteps; i++) mj_step(m, d1);
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// d2: midpoint disabled
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m->opt.enableflags |= mjENBL_INVDISCRETE;
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mj_resetData(m, d2);
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d2->qvel[3] = 5; d2->qvel[4] = 3; d2->qvel[5] = 1;
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for (int i = 0; i < nsteps; i++) mj_step(m, d2);
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m->opt.enableflags &= ~mjENBL_INVDISCRETE;
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// compare angular velocities
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mjtNum diff = 0;
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for (int k = 3; k < 6; k++) {
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mjtNum d = d1->qvel[k] - d2->qvel[k];
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diff += d * d;
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}
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if (expect_midpoint) {
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EXPECT_GT(diff, 1e-6)
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<< label << ": expected midpoint to be applied";
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} else {
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EXPECT_LT(diff, 1e-20)
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<< label << ": expected midpoint to be skipped";
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}
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};
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// case 1: free body in vacuum, implicitfast -> midpoint applied
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m->opt.integrator = mjINT_IMPLICITFAST;
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m->opt.density = 0;
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m->opt.viscosity = 0;
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spin_and_compare("vacuum+implicitfast", true);
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// case 2: implicit integrator -> midpoint NOT applied
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m->opt.integrator = mjINT_IMPLICIT;
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spin_and_compare("vacuum+implicit", false);
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// case 3: fluid (nonzero density) -> midpoint NOT applied
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m->opt.integrator = mjINT_IMPLICITFAST;
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m->opt.density = 1.2;
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spin_and_compare("fluid+implicitfast", false);
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m->opt.density = 0;
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// case 4: fluid (nonzero viscosity) -> midpoint NOT applied
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m->opt.viscosity = 0.001;
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spin_and_compare("viscosity+implicitfast", false);
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m->opt.viscosity = 0;
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// case 5: body with active contacts -> midpoint NOT applied
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// test both island-enabled and island-disabled branches
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for (int disable_island = 0; disable_island < 2; disable_island++) {
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m->opt.integrator = mjINT_IMPLICITFAST;
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if (disable_island) {
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m->opt.disableflags |= mjDSBL_ISLAND;
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} else {
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m->opt.disableflags &= ~mjDSBL_ISLAND;
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}
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mj_resetData(m, d1);
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mj_resetData(m, d2);
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d1->qpos[2] = d2->qpos[2] = 0.05;
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d1->qvel[3] = d2->qvel[3] = 5;
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d1->qvel[4] = d2->qvel[4] = 3;
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d1->qvel[5] = d2->qvel[5] = 1;
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// verify contacts are active
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mj_forward(m, d1);
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ASSERT_GT(d1->ncon, 0) << "body should be in contact with the plane";
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// single step with midpoint enabled
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mj_resetData(m, d1);
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d1->qpos[2] = 0.05;
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d1->qvel[3] = 5; d1->qvel[4] = 3; d1->qvel[5] = 1;
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m->opt.enableflags &= ~mjENBL_INVDISCRETE;
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mj_step(m, d1);
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// single step with midpoint disabled
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mj_resetData(m, d2);
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d2->qpos[2] = 0.05;
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d2->qvel[3] = 5; d2->qvel[4] = 3; d2->qvel[5] = 1;
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m->opt.enableflags |= mjENBL_INVDISCRETE;
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mj_step(m, d2);
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m->opt.enableflags &= ~mjENBL_INVDISCRETE;
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mjtNum diff = 0;
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for (int k = 0; k < m->nv; k++) {
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mjtNum d = d1->qvel[k] - d2->qvel[k];
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diff += d * d;
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}
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EXPECT_LT(diff, 1e-20)
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<< "contact (island " << (disable_island ? "disabled" : "enabled")
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<< "): expected midpoint to be skipped";
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}
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m->opt.disableflags &= ~mjDSBL_ISLAND;
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mj_deleteData(d2);
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mj_deleteData(d1);
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mj_deleteModel(m);
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}
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TEST_F(ForwardTest, ControlClamping) {
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static constexpr char xml[] = R"(
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<mujoco>
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