Cleaned up code: Removed commented out code, added debug condition
If debug is enabled, both blockwise and full implementations are performed and then comparedrelease/4.3a0
parent
6fc1464d7b
commit
c2f5adc7d0
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@ -44,8 +44,6 @@ namespace gtsam {
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const SharedNoiseModel noise_; ///< noise model used
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boost::optional<POSE> body_P_sensor_; ///< The pose of the sensor in the body frame
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// verbosity handling for Cheirality Exceptions
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bool throwCheirality_; ///< If true, rethrows Cheirality exceptions (default: false)
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bool verboseCheirality_; ///< If true, prints text for Cheirality exceptions (default: false)
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@ -140,7 +138,6 @@ namespace gtsam {
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&& ((!body_P_sensor_ && !e->body_P_sensor_) || (body_P_sensor_ && e->body_P_sensor_ && body_P_sensor_->equals(*e->body_P_sensor_)));
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}
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/// get the dimension of the factor (number of rows on linearization)
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virtual size_t dim() const {
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return 6*keys_.size();
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@ -149,8 +146,7 @@ namespace gtsam {
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/// linearize returns a Hessianfactor that is an approximation of error(p)
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virtual boost::shared_ptr<GaussianFactor> linearize(const Values& values, const Ordering& ordering) const {
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// std::cout.precision(20);
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bool debug = true;
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// Collect all poses (Cameras)
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std::vector<Pose3> cameraPoses;
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@ -167,19 +163,25 @@ namespace gtsam {
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if (!point)
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return HessianFactor::shared_ptr(new HessianFactor());
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std::cout << "point " << *point << std::endl;
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if (debug) {
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std::cout << "point " << *point << std::endl;
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}
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std::vector<Matrix> Gs(keys_.size()*(keys_.size()+1)/2);
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std::vector<Vector> gs(keys_.size());
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double f = 0;
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// fill in the keys
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double f = 0;
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std::vector<Index> js;
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BOOST_FOREACH(const Key& k, keys_) {
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js += ordering[k];
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}
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bool blockwise = false;
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// {
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// For debug only
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std::vector<Matrix> Gs1;
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std::vector<Vector> gs1;
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if (blockwise || debug){
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// ==========================================================================================================
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std::vector<Matrix> Hx(keys_.size());
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std::vector<Matrix> Hl(keys_.size());
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@ -190,7 +192,6 @@ namespace gtsam {
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std::cout << "pose " << pose << std::endl;
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PinholeCamera<CALIBRATION> camera(pose, *K_);
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b.at(i) = ( camera.project(*point,Hx.at(i),Hl.at(i)) - measured_.at(i) ).vector();
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// std::cout << "b.at(i) " << b.at(i) << std::endl;
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}
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// Shur complement trick
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@ -203,22 +204,23 @@ namespace gtsam {
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for(size_t i1 = 0; i1 < keys_.size(); i1++) {
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C += Hl.at(i1).transpose() * Hl.at(i1);
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}
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// std::cout << "Cnoinv"<< "=[" << Ctemp << "];" << std::endl;
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C = C.inverse().eval(); // this is very important: without eval, because of eigen aliasing the results will be incorrect
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// Calculate sub blocks
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for(size_t i1 = 0; i1 < keys_.size(); i1++) {
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for(size_t i2 = 0; i2 < keys_.size(); i2++) {
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// we only need the upper triangular entries
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Hxl[i1][i2] = Hx.at(i1).transpose() * Hl.at(i1) * C * Hl.at(i2).transpose();
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if (i1==0 & i2==0){
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std::cout << "Hoff"<< i1 << i2 << "=[" << Hx.at(i1).transpose() * Hl.at(i1) * C * Hl.at(i2).transpose() << "];" << std::endl;
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std::cout << "Hxoff"<< "=[" << Hx.at(i1) << "];" << std::endl;
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std::cout << "Hloff"<< "=[" << Hl.at(i1) << "];" << std::endl;
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std::cout << "Hloff2"<< "=[" << Hl.at(i2) << "];" << std::endl;
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std::cout << "C"<< "=[" << C << "];" << std::endl;
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if (debug) {
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std::cout << "Hoff"<< i1 << i2 << "=[" << Hx.at(i1).transpose() * Hl.at(i1) * C * Hl.at(i2).transpose() << "];" << std::endl;
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std::cout << "Hxoff"<< "=[" << Hx.at(i1) << "];" << std::endl;
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std::cout << "Hloff"<< "=[" << Hl.at(i1) << "];" << std::endl;
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std::cout << "Hloff2"<< "=[" << Hl.at(i2) << "];" << std::endl;
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std::cout << "C"<< "=[" << C << "];" << std::endl;
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}
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}
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}
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}
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@ -232,29 +234,39 @@ namespace gtsam {
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if (i2 == i1){
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Gs.at(GsCount) = Hx.at(i1).transpose() * Hx.at(i1) - Hxl[i1][i2] * Hx.at(i2);
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std::cout << "HxlH"<< GsCount << "=[" << Hxl[i1][i2] * Hx.at(i2) << "];" << std::endl;
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std::cout << "Hx2_"<< GsCount << "=[" << Hx.at(i2) << "];" << std::endl;
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std::cout << "H"<< GsCount << "=[" << Gs.at(GsCount) << "];" << std::endl;
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if (debug) {
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std::cout << "HxlH"<< GsCount << "=[" << Hxl[i1][i2] * Hx.at(i2) << "];" << std::endl;
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std::cout << "Hx2_"<< GsCount << "=[" << Hx.at(i2) << "];" << std::endl;
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std::cout << "H"<< GsCount << "=[" << Gs.at(GsCount) << "];" << std::endl;
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}
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GsCount++;
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}
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if (i2 > i1) {
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Gs.at(GsCount) = - Hxl[i1][i2] * Hx.at(i2);
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std::cout << "HxlH"<< GsCount << "=[" << Hxl[i1][i2] * Hx.at(i2) << "];" << std::endl;
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std::cout << "Hx2_"<< GsCount << "=[" << Hx.at(i2) << "];" << std::endl;
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std::cout << "H"<< GsCount << "=[" << Gs.at(GsCount) << "];" << std::endl;
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if (debug) {
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std::cout << "HxlH"<< GsCount << "=[" << Hxl[i1][i2] * Hx.at(i2) << "];" << std::endl;
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std::cout << "Hx2_"<< GsCount << "=[" << Hx.at(i2) << "];" << std::endl;
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std::cout << "H"<< GsCount << "=[" << Gs.at(GsCount) << "];" << std::endl;
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}
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GsCount++;
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}
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}
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}
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if (debug) {
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// Copy result for later comparison
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BOOST_FOREACH(const Matrix& m, Gs) {
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Gs1.push_back(m);
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}
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// Copy result for later comparison
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BOOST_FOREACH(const Matrix& m, gs) {
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gs1.push_back(m);
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}
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}
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}
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// std::cout << "GsCount " << GsCount << std::endl;
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// }
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// debug only
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std::vector<Matrix> Gs2(keys_.size()*(keys_.size()+1)/2);
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std::vector<Vector> gs2(keys_.size());
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// { // version with full matrix multiplication
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if (blockwise == false || debug){ // version with full matrix multiplication
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// ==========================================================================================================
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Matrix Hx2 = zeros(2*keys_.size(), 6*keys_.size());
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Matrix Hl2 = zeros(2*keys_.size(), 3);
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@ -267,18 +279,14 @@ namespace gtsam {
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Vector bi = ( camera.project(*point,Hxi,Hli) - measured_.at(i) ).vector();
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Hx2.block( 2*i, 6*i, 2, 6 ) = Hxi;
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Hl2.block( 2*i, 0, 2, 3 ) = Hli;
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// std::cout << "Hxi= \n" << Hxi << std::endl;
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// std::cout << "Hxi.transpose() * Hxi= \n" << Hxi.transpose() * Hxi << std::endl;
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// std::cout << "Hxl.transpose() * Hxl= \n" << Hli.transpose() * Hli << std::endl;
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if (debug) {
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std::cout << "Hxi= \n" << Hxi << std::endl;
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std::cout << "Hxi.transpose() * Hxi= \n" << Hxi.transpose() * Hxi << std::endl;
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std::cout << "Hxl.transpose() * Hxl= \n" << Hli.transpose() * Hli << std::endl;
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}
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subInsert(b2,bi,2*i);
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// std::cout << "================= measurement " << i << std::endl;
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// std::cout << "Hx " << Hx2 << std::endl;
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// std::cout << "Hl " << Hl2 << std::endl;
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// std::cout << "b " << b2.transpose() << std::endl;
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// std::cout << "b.at(i) " << b.at(i) << std::endl;
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// std::cout << "Hxi - Hx.at(i) " << Hxi - Hx.at(i) << std::endl;
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// std::cout << "Hli - Hl.at(i) " << Hli - Hl.at(i) << std::endl;
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}
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// Shur complement trick
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@ -286,54 +294,54 @@ namespace gtsam {
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Matrix3 C2 = (Hl2.transpose() * Hl2).inverse();
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H = Hx2.transpose() * Hx2 - Hx2.transpose() * Hl2 * C2 * Hl2.transpose() * Hx2;
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std::cout << "Hx2" << "=[" << Hx2 << "];" << std::endl;
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std::cout << "Hl2" << "=[" << Hl2 << "];" << std::endl;
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std::cout << "H" << "=[" << H << "];" << std::endl;
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if (debug) {
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std::cout << "Hx2" << "=[" << Hx2 << "];" << std::endl;
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std::cout << "Hl2" << "=[" << Hl2 << "];" << std::endl;
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std::cout << "H" << "=[" << H << "];" << std::endl;
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std::cout << "Cnoinv2"<< "=[" << Hl2.transpose() * Hl2 << "];" << std::endl;
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std::cout << "C2"<< "=[" << C2 << "];" << std::endl;
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std::cout << "================================================================================" << std::endl;
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}
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std::cout << "Cnoinv2"<< "=[" << Hl2.transpose() * Hl2 << "];" << std::endl;
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std::cout << "C2"<< "=[" << C2 << "];" << std::endl;
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Vector gs_vector = Hx2.transpose() * b2 - Hx2.transpose() * Hl2 * C2 * Hl2.transpose() * b2;
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// std::cout << "Hx2= \n" << Hx2 << std::endl;
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// std::cout << "Hx2.transpose() * Hx2= \n" << Hx2.transpose() * Hx2 << std::endl;
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Vector gs2_vector = Hx2.transpose() * b2 - Hx2.transpose() * Hl2 * C2 * Hl2.transpose() * b2;
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std::cout << "================================================================================" << std::endl;
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// Populate Gs and gs
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int GsCount2 = 0;
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for(size_t i1 = 0; i1 < keys_.size(); i1++) {
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gs2.at(i1) = sub(gs2_vector, 6*i1, 6*i1 + 6);
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gs.at(i1) = sub(gs_vector, 6*i1, 6*i1 + 6);
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for(size_t i2 = 0; i2 < keys_.size(); i2++) {
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if (i2 >= i1) {
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Gs2.at(GsCount2) = H.block(6*i1, 6*i2, 6, 6);
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Gs.at(GsCount2) = H.block(6*i1, 6*i2, 6, 6);
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GsCount2++;
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}
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}
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}
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// }
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//
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// Compare blockwise and full version
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bool gs2_equal_gs = true;
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for(size_t i = 0; i < measured_.size(); i++) {
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std::cout << "gs.at(i) " << gs.at(i).transpose() << std::endl;
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std::cout << "gs2.at(i) " << gs2.at(i).transpose() << std::endl;
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std::cout << "gs.error " << (gs.at(i)- gs2.at(i)).transpose() << std::endl;
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if( !equal(gs.at(i), gs2.at(i)), 1e-7) {
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gs2_equal_gs = false;
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}
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if (debug) {
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// Compare blockwise and full version
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bool gs1_equal_gs = true;
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for(size_t i = 0; i < measured_.size(); i++) {
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std::cout << "gs.at(i) " << gs.at(i).transpose() << std::endl;
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std::cout << "gs1.at(i) " << gs1.at(i).transpose() << std::endl;
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std::cout << "gs.error " << (gs.at(i)- gs1.at(i)).transpose() << std::endl;
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if( !equal(gs.at(i), gs1.at(i)), 1e-7) {
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gs1_equal_gs = false;
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}
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}
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}
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std::cout << "gs2_equal_gs " << gs2_equal_gs << std::endl;
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std::cout << "gs1_equal_gs " << gs1_equal_gs << std::endl;
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for(size_t i = 0; i < keys_.size()*(keys_.size()+1)/2; i++) {
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std::cout << "Gs.at(i) " << Gs.at(i).transpose() << std::endl;
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std::cout << "Gs2.at(i) " << Gs2.at(i).transpose() << std::endl;
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std::cout << "Gs.error " << (Gs.at(i)- Gs2.at(i)).transpose() << std::endl;
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for(size_t i = 0; i < keys_.size()*(keys_.size()+1)/2; i++) {
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std::cout << "Gs.at(i) " << Gs.at(i).transpose() << std::endl;
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std::cout << "Gs1.at(i) " << Gs1.at(i).transpose() << std::endl;
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std::cout << "Gs.error " << (Gs.at(i)- Gs1.at(i)).transpose() << std::endl;
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}
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std::cout << "Gs1_equal_Gs " << gs1_equal_gs << std::endl;
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}
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std::cout << "Gs2_equal_Gs " << gs2_equal_gs << std::endl;
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// ==========================================================================================================
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return HessianFactor::shared_ptr(new HessianFactor(js, Gs, gs, f));
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