Add mjd_quatIntegrate, expose mjd_subQuat.

PiperOrigin-RevId: 546252926
Change-Id: I7d6b2bd6536e7e8afc368f3c46037c20f6a1cb5e
This commit is contained in:
Yuval Tassa
2023-07-07 05:32:18 -07:00
committed by Copybara-Service
parent 7401d6786a
commit 5cfbb6ac8b
13 changed files with 366 additions and 8 deletions
+114 -2
View File
@@ -70,9 +70,9 @@ static mjtNum CompareMatrices(mjtNum* Actual, mjtNum* Expected,
return max_error;
}
// utility function for matrix printing
// utility function for matrix printing (debug)
// NOLINTNEXTLINE(clang-diagnostic-unused-function)
static void PrintMatrix(mjtNum* mat, int nrow, int ncol) {
// NOLINT(clang-diagnostic-unused-function)
std::cerr.precision(5);
std::cerr << "\n";
for (int r=0; r < nrow; r++) {
@@ -836,5 +836,117 @@ TEST_F(DerivativeTest, SubQuat) {
}
}
// utility: random quaternion, 3D velocity
void randomQuatVel(mjtNum quat[4], mjtNum vel[3], int seed) {
// make distribution using seed
std::mt19937_64 rng;
rng.seed(seed);
std::normal_distribution<double> dist(0, 1);
// sample quat
for (int i=0; i < 4; i++) {
quat[i] = dist(rng);
}
mju_normalize4(quat);
// sample vel
for (int i=0; i < 3; i++) {
vel[i] = dist(rng);
}
}
// utility: finite-difference Jacobians of mju_quatIntegrate
void mjd_quatIntegrateFD(mjtNum Dquat[9], mjtNum Ds[9],
mjtNum Dvel[9], mjtNum Dh[3],
const mjtNum quat[4], const mjtNum vel[3],
mjtNum h, mjtNum eps) {
// compute y, output of mju_quatIntegrate(quat, vel, h)
mjtNum y[4] = {quat[0], quat[1], quat[2], quat[3]};
mju_quatIntegrate(y, vel, h);
mjtNum dx[3]; // nudged tangent-space input
mjtNum dq[4]; // quat output
mjtNum dy[3]; // nudged tangent-space output
mjtNum DquatT[9]; // Dquat transposed
mjtNum DsT[9]; // Ds transposed
mjtNum DvelT[9]; // Dvel transposed
for (int i = 0; i < 3; i++) {
// perturbation
mju_zero3(dx);
dx[i] = 1.0;
// d_y / d_quat
mju_copy4(dq, quat);
mju_quatIntegrate(dq, dx, eps); // nudge dq
mju_quatIntegrate(dq, vel, h); // compute nudged
mju_subQuat(dy, dq, y); // subtract
mju_scl3(DquatT + i * 3, dy, 1.0 / eps);
// d_y / d_sv (scaled velocity)
mju_copy4(dq, quat);
mjtNum dsv[3] = {vel[0]*h, vel[1]*h, vel[2]*h};
mju_addToScl3(dsv, dx, eps); // nudge dsv
mju_quatIntegrate(dq, dsv, 1.0); // compute nudged
mju_subQuat(dy, dq, y); // subtract
mju_scl3(DsT + i * 3, dy, 1.0 / eps);
// d_y / d_v (unscaled velocity)
mju_copy4(dq, quat);
mjtNum dv[3] = {vel[0], vel[1], vel[2]};
mju_addToScl3(dv, dx, eps); // nudge dv
mju_quatIntegrate(dq, dv, h); // compute nudged
mju_subQuat(dy, dq, y); // subtract
mju_scl3(DvelT + i * 3, dy, 1.0 / eps);
}
// d_y / d_h (unscaled velocity)
mju_copy4(dq, quat);
mju_quatIntegrate(dq, vel, h + eps); // compute nudged
mju_subQuat(dy, dq, y); // subtract
mju_scl3(Dh, dy, 1.0 / eps);
// transpose
mju_transpose(Dquat, DquatT, 3, 3);
mju_transpose(Ds, DsT, 3, 3);
mju_transpose(Dvel, DsT, 3, 3);
}
TEST_F(DerivativeTest, quatIntegrate) {
const int nrepeats = 10; // number of repeats
const mjtNum eps = 1e-7; // epsilon for finite-differencing and comparison
int seed = 1;
for (int i = 0; i < nrepeats; i++) {
for (mjtNum h : {0.0, 1e-9, 1e-5, 1e-2, 1.0, 4.0}) {
// make random quaternion and velocity
mjtNum quat[4];
mjtNum vel[3];
randomQuatVel(quat, vel, seed++);
// analytic Jacobians
mjtNum Dquat[9]; // d_quatIntegrate(quat, vel, h) / d_quat
mjtNum Dvel[9]; // d_quatIntegrate(quat, vel, h) / d_vel
mjtNum Dh[3]; // d_quatIntegrate(quat, vel, h) / d_h
mjd_quatIntegrate(vel, h, Dquat, Dvel, Dh);
// finite-differenced Jacobians
mjtNum DquatFD[9];
mjtNum DsFD[9];
mjtNum DvelFD[9];
mjtNum DhFD[3];
mjd_quatIntegrateFD(DquatFD, DsFD, DvelFD, DhFD, quat, vel, h, eps);
// expect numerical equality of un/scaled velocity derivatives
EXPECT_THAT(AsVector(DvelFD, 9), Pointwise(DoubleNear(eps), DsFD));
// expect numerical equality of analytic and FD derivatives
EXPECT_THAT(AsVector(DquatFD, 9), Pointwise(DoubleNear(eps), Dquat));
EXPECT_THAT(AsVector(DvelFD, 9), Pointwise(DoubleNear(eps), Dvel));
EXPECT_THAT(AsVector(DhFD, 3), Pointwise(DoubleNear(eps), Dh));
}
}
}
} // namespace
} // namespace mujoco