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A tiny Eigen OSQP wrapper.
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#pragma once | |
/* | |
Description: A tiny Eigen OSQP wrapper. | |
Author: Yotam Gingold <yotam (strudel) yotamgingold.com> | |
License: Public Domain [CC0](http://creativecommons.org/publicdomain/zero/1.0/) | |
On GitHub as a gist: https://gist.github.com/yig/f8fb55fc37dbc11c4fc60cbca77b7dc7 | |
*/ | |
#include <Eigen/Dense> | |
#include <Eigen/Sparse> | |
#include <iostream> // std::cerr | |
#include "osqp.h" | |
struct QPSolver { | |
QPSolver( | |
const Eigen::SparseMatrix<double>& P_in, | |
const Eigen::VectorXd& q_in, | |
const Eigen::SparseMatrix<double>& A_in, | |
const Eigen::VectorXd& l_in, | |
const Eigen::VectorXd& u_in, | |
const OSQPSettings& settings_in = QPSolver::DefaultSettings() | |
) | |
: | |
P( P_in.triangularView<Upper>() ), | |
q( q_in ), | |
A( A_in ), | |
l( l_in ), | |
u( u_in ), | |
settings( settings_in ) | |
{ | |
/* | |
settings.eps_abs = 1e-5; | |
settings.eps_rel = 1e-5; | |
settings.alpha = 1.0; | |
*/ | |
P.makeCompressed(); | |
A.makeCompressed(); | |
csc_set_data( &P_solver, P.rows(), P.cols(), P.nonZeros(), P.valuePtr(), P.innerIndexPtr(), P.outerIndexPtr() ); | |
csc_set_data( &A_solver, A.rows(), A.cols(), A.nonZeros(), A.valuePtr(), A.innerIndexPtr(), A.outerIndexPtr() ); | |
status = osqp_setup( &solver, &P_solver, q.data(), &A_solver, l.data(), u.data(), A.rows(), P.rows(), &settings ); | |
std::cout << "QPSolver setup() exit flag (0 is good): " << status << '\n'; | |
} | |
Eigen::VectorXd solve() | |
{ | |
status = osqp_solve( solver ); | |
std::cout << "QPSolver solve() exit flag (0 is good): " << status << '\n'; | |
OSQPInt m, n; | |
osqp_get_dimensions( solver, &m, &n ); | |
return Eigen::Map< Eigen::VectorXd >( solver->solution->x, P.rows(), 1 ); | |
} | |
OSQPInt update_lower_bound( const Eigen::VectorXd& l_in ) | |
{ | |
l = l_in; | |
status = osqp_update_data_vec( solver, q.data(), l.data(), u.data() ); | |
std::cout << "QPSolver update_lower_bound() exit flag (0 is good): " << status << '\n'; | |
return status; | |
} | |
OSQPInt update_upper_bound( const Eigen::VectorXd& u_in ) | |
{ | |
u = u_in; | |
status = osqp_update_data_vec( solver, q.data(), l.data(), u.data() ); | |
std::cout << "QPSolver update_upper_bound() exit flag (0 is good): " << status << '\n'; | |
return status; | |
} | |
static OSQPSettings DefaultSettings() | |
{ | |
OSQPSettings settings; | |
osqp_set_default_settings( &settings ); | |
return settings; | |
} | |
~QPSolver() { osqp_cleanup( solver ); } | |
OSQPInt status = 0; | |
private: | |
Eigen::SparseMatrix<double> P; | |
Eigen::VectorXd q; | |
Eigen::SparseMatrix<double> A; | |
Eigen::VectorXd l; | |
Eigen::VectorXd u; | |
OSQPSettings settings{}; | |
OSQPSolver* solver{}; | |
OSQPCscMatrix P_solver{}; | |
OSQPCscMatrix A_solver{}; | |
}; |
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