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Jungfraujoch/image_analysis/geom_refinement/XtalOptimizer.cpp
Filip Leonarski e2ab97c09b
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XtalOptimizer: Use rotation angle from spot (so it should work for centroid angles)
2026-02-05 11:22:49 +01:00

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// SPDX-FileCopyrightText: 2025 Filip Leonarski, Paul Scherrer Institute <filip.leonarski@psi.ch>
// SPDX-License-Identifier: GPL-3.0-only
#include "XtalOptimizer.h"
#include "ceres/ceres.h"
#include "ceres/rotation.h"
struct XtalResidual {
XtalResidual(double x, double y,
double lambda,
double pixel_size,
double angle_rad,
double exp_h, double exp_k,
double exp_l,
gemmi::CrystalSystem symmetry)
: obs_x(x), obs_y(y),
lambda(lambda),
pixel_size(pixel_size),
exp_h(exp_h),
exp_k(exp_k),
exp_l(exp_l),
angle_rad(angle_rad),
symmetry(symmetry) {
}
template<typename T>
bool operator()(const T *const beam_x,
const T *const beam_y,
const T *const distance_mm,
const T *const detector_rot,
const T *const rotation_axis,
const T *const p0,
const T *const p1,
const T *const p2,
T *residual) const {
// PyFAI convention (left-handed for rot1/rot2):
// poni_rot = Rz(-rot3) * Rx(-rot2) * Ry(+rot1)
// detector_rot[0] = rot1, detector_rot[1] = rot2 (rot3 = 0 assumed)
const T rot1 = detector_rot[0];
const T rot2 = detector_rot[1];
// Ry(+rot1): rotation around Y-axis
const T c1 = ceres::cos(rot1);
const T s1 = ceres::sin(rot1);
// Rx(-rot2): rotation around X-axis with inverted sign (PyFAI left-handed)
const T c2 = ceres::cos(-rot2);
const T s2 = ceres::sin(-rot2);
// Detector coordinates in mm
T det_x = (T(obs_x) - beam_x[0]) * T(pixel_size);
T det_y = (T(obs_y) - beam_y[0]) * T(pixel_size);
T det_z = T(distance_mm[0]);
// Apply Ry(rot1) first: rotate around Y
T t1_x = c1 * det_x + s1 * det_z;
T t1_y = det_y;
T t1_z = -s1 * det_x + c1 * det_z;
// Then apply Rx(-rot2): rotate around X
T x = t1_x;
T y = c2 * t1_y - s2 * t1_z;
T z = s2 * t1_y + c2 * t1_z;
// convert to recip space
T lab_norm = ceres::sqrt(x * x + y * y + z * z);
T recip[3];
recip[0] = x / (lab_norm * T(lambda));
recip[1] = y / (lab_norm * T(lambda));
recip[2] = (z / lab_norm - T(1.0)) / T(lambda);
Eigen::Map<const Eigen::Matrix<T, 3, 1>> e_obs_recip_raw(recip);
// Apply goniometer "back-to-start" rotation:
// brings observed reciprocal from image orientation into reference crystal frame
T v[3], rot_arr[9];
v[0] = T(angle_rad) * rotation_axis[0];
v[1] = T(angle_rad) * rotation_axis[1];
v[2] = T(angle_rad) * rotation_axis[2];
ceres::AngleAxisToRotationMatrix(v, rot_arr);
Eigen::Matrix<T, 3, 3> R_gonio_back(rot_arr);
Eigen::Matrix<T, 3, 1> e_obs_recip = R_gonio_back * e_obs_recip_raw;
Eigen::Matrix<T, 3, 1> e_pred;
Eigen::Matrix<T, 3, 3> e_latt;
T uc_rot_matrix[9];
ceres::AngleAxisToRotationMatrix(p0, uc_rot_matrix);
Eigen::Map<const Eigen::Matrix<T, 3, 3>> e_uc_rot_matrix(uc_rot_matrix);
Eigen::Matrix<T, 3, 1> e_uc_len = Eigen::Matrix<T, 3, 1>::Zero();
Eigen::Matrix<T, 3, 3> B = Eigen::Matrix<T, 3, 3>::Identity();
if (symmetry == gemmi::CrystalSystem::Hexagonal) {
e_uc_len << p1[0], p1[0], p1[2];
B(0, 1) = T(-0.5); // cos(120)
B(1, 1) = T(sqrt(3.0) / 2.0); // sin(120)
} else if (symmetry == gemmi::CrystalSystem::Orthorhombic) {
e_uc_len << p1[0], p1[1], p1[2];
} else if (symmetry == gemmi::CrystalSystem::Tetragonal) {
e_uc_len << p1[0], p1[0], p1[2];
} else if (symmetry == gemmi::CrystalSystem::Cubic) {
e_uc_len << p1[0], p1[0], p1[0];
} else if (symmetry == gemmi::CrystalSystem::Monoclinic) {
// Unique axis b: alpha = gamma = 90°, beta free (angle between a and c)
e_uc_len << p1[0], p1[1], p1[2];
B(0, 2) = ceres::cos(p2[0]);
B(2, 2) = ceres::sin(p2[0]);
} else {
// Triclinic: p1 = (a,b,c), p2 = (alpha, beta, gamma) in radians
const T ca = ceres::cos(p2[0]);
const T cb = ceres::cos(p2[1]);
const T cg = ceres::cos(p2[2]);
const T sg = ceres::sin(p2[2]);
e_uc_len << p1[0], p1[1], p1[2];
// B_triclinic builds lattice from lengths+angles in crystallographic convention
// columns correspond to a, b, c in Cartesian frame prior to global rotation
B(0, 0) = T(1);
B(1, 0) = T(0);
B(2, 0) = T(0);
B(0, 1) = cg;
B(1, 1) = sg;
B(2, 1) = T(0);
// c vector components:
T cx = cb;
T cy = (ca - cb * cg) / sg;
T v = T(1) - cx * cx - cy * cy;
T cz;
if (v >= T(0))
cz = ceres::sqrt(v);
else
cz = T(0);
B(0, 2) = cx;
B(1, 2) = cy;
B(2, 2) = cz;
}
e_latt = e_uc_rot_matrix * e_uc_len.asDiagonal() * B;
Eigen::Matrix<T, 3, 1> e_hkl;
e_hkl << T(exp_h), T(exp_k), T(exp_l);
auto e_pred_hkl = e_latt.transpose() * e_obs_recip;
residual[0] = exp_h - e_pred_hkl[0];
residual[1] = exp_k - e_pred_hkl[1];
residual[2] = exp_l - e_pred_hkl[2];
return true;
}
const double obs_x, obs_y;
const double lambda;
const double pixel_size;
const double exp_h;
const double exp_k;
const double exp_l;
const double angle_rad;
gemmi::CrystalSystem symmetry;
};
inline void LatticeToRodriguesAndLengths_GS(const CrystalLattice &latt,
double rod[3],
double lengths[3]) {
// Load lattice columns
const Coord a = latt.Vec0();
const Coord b = latt.Vec1();
const Coord c = latt.Vec2();
Eigen::Vector3d A(a[0], a[1], a[2]);
Eigen::Vector3d B(b[0], b[1], b[2]);
Eigen::Vector3d C(c[0], c[1], c[2]);
// Lengths = column norms (orthorhombic assumption)
lengths[0] = A.norm();
lengths[1] = B.norm();
lengths[2] = C.norm();
auto safe_unit = [](const Eigen::Vector3d &v, double eps = 1e-15) -> Eigen::Vector3d {
double n = v.norm();
return (n > eps) ? (v / n) : Eigen::Vector3d(1.0, 0.0, 0.0);
};
// GramSchmidt with original order: x from A, y from B orthogonalized vs x
Eigen::Vector3d e1 = safe_unit(A);
Eigen::Vector3d y = B - (e1.dot(B)) * e1;
Eigen::Vector3d e2 = safe_unit(y);
// z from cross to ensure right-handed basis
Eigen::Vector3d e3 = e1.cross(e2);
double n3 = e3.norm();
if (n3 < 1e-15) {
// Degenerate case: B nearly collinear with A → use C instead
y = C - (e1.dot(C)) * e1;
e2 = safe_unit(y);
e3 = e1.cross(e2);
n3 = e3.norm();
if (n3 < 1e-15) {
// Still degenerate: pick any perpendicular to e1
e2 = safe_unit((std::abs(e1.x()) < 0.9)
? Eigen::Vector3d::UnitX().cross(e1)
: Eigen::Vector3d::UnitY().cross(e1));
e3 = e1.cross(e2);
}
} else {
e3 /= n3;
}
Eigen::Matrix3d R;
R.col(0) = e1;
R.col(1) = e2;
R.col(2) = e3;
// Convert rotation to Rodrigues (axis * angle)
Eigen::AngleAxisd aa(R);
Eigen::Vector3d r = aa.angle() * aa.axis();
rod[0] = r.x();
rod[1] = r.y();
rod[2] = r.z();
}
void LatticeToRodriguesAndLengths_Hex(const CrystalLattice &latt, double rod[3], double ac[3]) {
const Coord a = latt.Vec0();
const Coord b = latt.Vec1();
const Coord c = latt.Vec2();
Eigen::Vector3d A(a[0], a[1], a[2]);
Eigen::Vector3d B(b[0], b[1], b[2]);
Eigen::Vector3d C(c[0], c[1], c[2]);
const double a_len = A.norm();
const double b_len = B.norm();
const double c_len = C.norm();
ac[0] = (a_len + b_len) / 2.0;
ac[1] = (a_len + b_len) / 2.0;
ac[2] = c_len;
Eigen::Vector3d e1;
Eigen::Vector3d e3;
if (a_len > 0.0)
e1 = A / a_len;
else
e1 = Eigen::Vector3d::UnitX();
if (c_len > 0.0)
e3 = C / c_len;
else
e3 = Eigen::Vector3d::UnitZ();
Eigen::Vector3d e2 = e3.cross(e1);
if (e2.norm() < 1e-15) {
e2 = (std::abs(e1.x()) < 0.9)
? Eigen::Vector3d::UnitX().cross(e1)
: Eigen::Vector3d::UnitY().cross(e1);
}
e2.normalize();
e3 = e1.cross(e2).normalized();
Eigen::Matrix3d R;
R.col(0) = e1;
R.col(1) = e2;
R.col(2) = e3;
Eigen::AngleAxisd aa(R);
Eigen::Vector3d r = aa.angle() * aa.axis();
rod[0] = r.x();
rod[1] = r.y();
rod[2] = r.z();
}
// Extract rotation (Rodrigues), lengths (a,b,c) and beta (rad) for monoclinic (unique axis b).
// Frame choice: e2 aligned with b; e1 from a projected orthogonal to e2; e3 = e1 x e2.
inline void LatticeToRodriguesLengthsBeta_Mono(const CrystalLattice &latt,
double rod[3],
double lengths[3],
double &beta_rad) {
const Coord a = latt.Vec0();
const Coord b = latt.Vec1();
const Coord c = latt.Vec2();
Eigen::Vector3d A(a[0], a[1], a[2]);
Eigen::Vector3d B(b[0], b[1], b[2]);
Eigen::Vector3d C(c[0], c[1], c[2]);
const double a_len = A.norm();
const double b_len = B.norm();
const double c_len = C.norm();
lengths[0] = a_len;
lengths[1] = b_len;
lengths[2] = c_len;
// beta = angle between a and c
double cos_beta = 0.0;
if (a_len > 0.0 && c_len > 0.0)
cos_beta = std::max(-1.0, std::min(1.0, A.dot(C) / (a_len * c_len)));
beta_rad = std::acos(cos_beta);
Eigen::Vector3d e2, ax;
// e2 along b (unique axis)
if (b_len > 0.0)
e2 = B / b_len;
else
e2 = Eigen::Vector3d::UnitY();
if (a_len > 0.0)
ax = A / a_len;
else
ax = Eigen::Vector3d::UnitX();
Eigen::Vector3d e1 = ax - (ax.dot(e2)) * e2;
double n1 = e1.norm();
if (n1 < 1e-15) {
// Fallback: use any perpendicular to e2
e1 = (std::abs(e2.x()) < 0.9
? Eigen::Vector3d::UnitX().cross(e2)
: Eigen::Vector3d::UnitY().cross(e2));
}
e1.normalize();
// e3 completes the right-handed frame
Eigen::Vector3d e3 = e1.cross(e2).normalized();
Eigen::Matrix3d R;
R.col(0) = e1;
R.col(1) = e2;
R.col(2) = e3;
Eigen::AngleAxisd aa(R);
Eigen::Vector3d r = aa.angle() * aa.axis();
rod[0] = r.x();
rod[1] = r.y();
rod[2] = r.z();
}
CrystalLattice AngleAxisAndLengthsToLattice(const double rod[3], const double lengths[3], bool hex) {
const Eigen::Vector3d r(rod[0], rod[1], rod[2]);
const double angle = r.norm();
Eigen::Matrix3d R = Eigen::Matrix3d::Identity();
if (angle > 0.0)
R = Eigen::AngleAxisd(angle, r / angle).toRotationMatrix();
const Eigen::DiagonalMatrix<double, 3> D(lengths[0], lengths[1], lengths[2]);
Eigen::Matrix3d Bhex = Eigen::Matrix3d::Identity();
if (hex) {
Bhex(0, 1) = -1 / 2.0;
Bhex(1, 1) = sqrt(3) / 2;
}
auto latt = R * D * Bhex;
return CrystalLattice(Coord(latt(0, 0), latt(1, 0), latt(2, 0)),
Coord(latt(0, 1), latt(1, 1), latt(2, 1)),
Coord(latt(0, 2), latt(1, 2), latt(2, 2)));
}
inline CrystalLattice AngleAxisLengthsBetaToLattice_Mono(const double rod[3],
const double lengths[3],
double beta_rad) {
const Eigen::Vector3d r(rod[0], rod[1], rod[2]);
const double angle = r.norm();
Eigen::Matrix3d R = Eigen::Matrix3d::Identity();
if (angle > 0.0)
R = Eigen::AngleAxisd(angle, r / angle).toRotationMatrix();
const Eigen::DiagonalMatrix<double, 3> D(lengths[0], lengths[1], lengths[2]);
Eigen::Matrix3d B = Eigen::Matrix3d::Identity();
// Bmono = [[1,0,cosβ],[0,1,0],[0,0,sinβ]]
B(0, 2) = std::cos(beta_rad);
B(2, 2) = std::sin(beta_rad);
Eigen::Matrix3d latt = R * D * B;
return CrystalLattice(Coord(latt(0, 0), latt(1, 0), latt(2, 0)),
Coord(latt(0, 1), latt(1, 1), latt(2, 1)),
Coord(latt(0, 2), latt(1, 2), latt(2, 2)));
}
bool XtalOptimizerInternal(XtalOptimizerData &data,
const std::vector<SpotToSave> &spots,
const float tolerance) {
try {
data.latt.Regularize(data.crystal_system);
Coord vec0 = data.latt.Vec0();
Coord vec1 = data.latt.Vec1();
Coord vec2 = data.latt.Vec2();
double beta = data.latt.GetUnitCell().beta;
// Initial guess for the parameters
double beam_x = data.geom.GetBeamX_pxl();
double beam_y = data.geom.GetBeamY_pxl();
double distance_mm = data.geom.GetDetectorDistance_mm();
double detector_rot[2] = {data.geom.GetPoniRot1_rad(), data.geom.GetPoniRot2_rad()};
ceres::Problem problem;
double latt_vec0[3], latt_vec1[3], latt_vec2[3];
double rot_vec[3] = {1, 0, 0};
switch (data.crystal_system) {
case gemmi::CrystalSystem::Orthorhombic:
LatticeToRodriguesAndLengths_GS(data.latt, latt_vec0, latt_vec1);
break;
case gemmi::CrystalSystem::Tetragonal:
LatticeToRodriguesAndLengths_GS(data.latt, latt_vec0, latt_vec1);
latt_vec1[0] = (latt_vec1[0] + latt_vec1[1]) / 2.0;
break;
case gemmi::CrystalSystem::Cubic:
LatticeToRodriguesAndLengths_GS(data.latt, latt_vec0, latt_vec1);
latt_vec1[0] = (latt_vec1[0] + latt_vec1[1] + latt_vec1[2]) / 3.0;
break;
case gemmi::CrystalSystem::Hexagonal:
LatticeToRodriguesAndLengths_Hex(data.latt, latt_vec0, latt_vec1);
break;
case gemmi::CrystalSystem::Monoclinic:
LatticeToRodriguesLengthsBeta_Mono(data.latt, latt_vec0, latt_vec1, beta);
latt_vec2[0] = beta;
latt_vec2[1] = 0.0;
latt_vec2[2] = 0.0;
break;
default:
// Triclinic: initialize a,b,c and α,β,γ from current unit cell
LatticeToRodriguesAndLengths_GS(data.latt, latt_vec0, latt_vec1);
auto uc = data.latt.GetUnitCell();
latt_vec2[0] = uc.alpha * M_PI / 180.0;
latt_vec2[1] = uc.beta * M_PI / 180.0;
latt_vec2[2] = uc.gamma * M_PI / 180.0;
break;
}
if (data.axis) {
rot_vec[0] = data.axis->GetAxis().x;
rot_vec[1] = data.axis->GetAxis().y;
rot_vec[2] = data.axis->GetAxis().z;
}
const float tolerance_sq = tolerance * tolerance;
// Add residuals for each point
for (const auto &pt: spots) {
if (!data.index_ice_rings && pt.ice_ring)
continue;
float angle_rad = 0.0;
Coord recip = pt.ReciprocalCoord(data.geom);
if (data.axis) {
recip = data.axis->GetTransformationAngle(pt.phi) * recip;
angle_rad = pt.phi * M_PI / 180.0;
}
double h_fp = recip * vec0;
double k_fp = recip * vec1;
double l_fp = recip * vec2;
double h = std::round(h_fp);
double k = std::round(k_fp);
double l = std::round(l_fp);
double norm_sq = (h - h_fp) * (h - h_fp) + (k - k_fp) * (k - k_fp) + (l - l_fp) * (l - l_fp);
if (norm_sq > tolerance_sq)
continue;
problem.AddResidualBlock(
new ceres::AutoDiffCostFunction<XtalResidual, 3, 1, 1, 1, 2, 3, 3, 3, 3>(
new XtalResidual(pt.x, pt.y,
data.geom.GetWavelength_A(),
data.geom.GetPixelSize_mm(),
angle_rad,
h, k, l,
data.crystal_system)),
nullptr,
&beam_x,
&beam_y,
&distance_mm,
detector_rot,
rot_vec,
latt_vec0,
latt_vec1,
latt_vec2
);
}
if (problem.NumResidualBlocks() < data.min_spots)
return false;
if (!data.refine_distance_mm)
problem.SetParameterBlockConstant(&distance_mm);
else {
const double dist_range = 0.1;
problem.SetParameterLowerBound(&distance_mm, 0, distance_mm * (1.0 - dist_range));
problem.SetParameterLowerBound(&distance_mm, 0, distance_mm * (1.0 + dist_range));
}
if (!data.refine_beam_center) {
problem.SetParameterBlockConstant(&beam_x);
problem.SetParameterBlockConstant(&beam_y);
}
if (!data.refine_detector_angles) {
problem.SetParameterBlockConstant(detector_rot);
} else {
const double rot_range = 3.0 / 180.0 * M_PI;
for (int i = 0; i < 2; ++i) {
problem.SetParameterLowerBound(detector_rot, i, detector_rot[i] - rot_range);
problem.SetParameterUpperBound(detector_rot, i, detector_rot[i] + rot_range);
}
}
if (!data.refine_rotation_axis) {
problem.SetParameterBlockConstant(rot_vec);
}
if (!data.refine_unit_cell) {
problem.SetParameterBlockConstant(latt_vec1);
problem.SetParameterBlockConstant(latt_vec2);
} else {
// Parameter bounds
// Lengths
for (int i = 0; i < 3; ++i) {
problem.SetParameterLowerBound(latt_vec1, i, data.min_length_A);
problem.SetParameterUpperBound(latt_vec1, i, data.max_length_A);
}
if (data.crystal_system == gemmi::CrystalSystem::Monoclinic) {
const double beta_lo = std::max(1e-6, M_PI * (data.min_angle_deg / 180.0));
const double beta_hi = std::min(M_PI - 1e-6, M_PI * (data.max_angle_deg / 180.0));
problem.SetParameterLowerBound(latt_vec2, 0, beta_lo);
problem.SetParameterUpperBound(latt_vec2, 0, beta_hi);
} else if (data.crystal_system == gemmi::CrystalSystem::Triclinic) {
// α, β, γ bounds (radians)
const double alo = M_PI * (data.min_angle_deg / 180.0);
const double ahi = M_PI * (data.max_angle_deg / 180.0);
for (int i = 0; i < 3; ++i) {
problem.SetParameterLowerBound(latt_vec2, i, alo);
problem.SetParameterUpperBound(latt_vec2, i, ahi);
}
}
}
// Configure solver
ceres::Solver::Options options;
options.linear_solver_type = ceres::DENSE_QR;
options.minimizer_progress_to_stdout = false;
options.max_solver_time_in_seconds = data.max_time;
options.logging_type = ceres::LoggingType::SILENT;
ceres::Solver::Summary summary;
// Run optimization
ceres::Solve(options, &problem, &summary);
if (data.refine_beam_center) {
data.beam_corr_x = data.geom.GetBeamX_pxl() - beam_x;
data.beam_corr_y = data.geom.GetBeamY_pxl() - beam_y;
data.geom.BeamX_pxl(beam_x).BeamY_pxl(beam_y);
}
if (data.refine_distance_mm)
data.geom.DetectorDistance_mm(distance_mm);
if (data.refine_detector_angles)
data.geom.PoniRot1_rad(detector_rot[0]).PoniRot2_rad(detector_rot[1]);
if (data.axis && data.refine_rotation_axis)
data.axis.value().Axis(Coord(rot_vec[0], rot_vec[1], rot_vec[2]));
if (data.crystal_system == gemmi::CrystalSystem::Orthorhombic)
data.latt = AngleAxisAndLengthsToLattice(latt_vec0, latt_vec1, false);
else if (data.crystal_system == gemmi::CrystalSystem::Tetragonal) {
latt_vec1[1] = latt_vec1[0];
data.latt = AngleAxisAndLengthsToLattice(latt_vec0, latt_vec1, false);
} else if (data.crystal_system == gemmi::CrystalSystem::Cubic) {
latt_vec1[1] = latt_vec1[0];
latt_vec1[2] = latt_vec1[0];
data.latt = AngleAxisAndLengthsToLattice(latt_vec0, latt_vec1, false);
} else if (data.crystal_system == gemmi::CrystalSystem::Hexagonal) {
latt_vec1[1] = latt_vec1[0];
data.latt = AngleAxisAndLengthsToLattice(latt_vec0, latt_vec1, true);
} else if (data.crystal_system == gemmi::CrystalSystem::Monoclinic) {
data.latt = AngleAxisLengthsBetaToLattice_Mono(latt_vec0, latt_vec1, latt_vec2[0]);
} else {
// Triclinic: reconstruct with generic B from α,β,γ
const Eigen::Vector3d r(latt_vec0[0], latt_vec0[1], latt_vec0[2]);
const double angle = r.norm();
Eigen::Matrix3d R = Eigen::Matrix3d::Identity();
if (angle > 0.0)
R = Eigen::AngleAxisd(angle, r / angle).toRotationMatrix();
Eigen::Matrix3d B = Eigen::Matrix3d::Identity();
const double ca = std::cos(latt_vec2[0]);
const double cb = std::cos(latt_vec2[1]);
const double cg = std::cos(latt_vec2[2]);
const double sg = std::sin(latt_vec2[2]);
// a along x, b in x-y, c general
B(0, 0) = 1.0;
B(1, 0) = 0.0;
B(2, 0) = 0.0;
B(0, 1) = cg;
B(1, 1) = sg;
B(2, 1) = 0.0;
const double cx = cb;
const double cy = (ca - cb * cg) / sg;
const double cz = std::sqrt(std::max(0.0, 1.0 - cx * cx - cy * cy));
B(0, 2) = cx;
B(1, 2) = cy;
B(2, 2) = cz;
Eigen::DiagonalMatrix<double, 3> D(latt_vec1[0], latt_vec1[1], latt_vec1[2]);
Eigen::Matrix3d latt = R * D * B;
data.latt = CrystalLattice(Coord(latt(0, 0), latt(1, 0), latt(2, 0)),
Coord(latt(0, 1), latt(1, 1), latt(2, 1)),
Coord(latt(0, 2), latt(1, 2), latt(2, 2)));
}
data.latt.Regularize(data.crystal_system);
return true;
} catch (...) {
// Convergence problems, likely not updated
return false;
}
}
bool XtalOptimizer(XtalOptimizerData &data, const std::vector<SpotToSave> &spots) {
if (!XtalOptimizerInternal(data, spots, 0.3))
return false;
XtalOptimizerInternal(data, spots, 0.2);
return XtalOptimizerInternal(data, spots, 0.1);
}