| Contributing |
| ============= |
| |
| OSQP is an open-source project open to any academic or commercial applications. |
| Contributions are welcome as `GitHub pull requests <https://help.github.com/articles/creating-a-pull-request/>`_ in any part of the project such as |
| |
| * algorithm developments |
| * interfaces to other languages |
| * compatibility with new architectures |
| * linear system solvers interfaces |
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| .. _interfacing_new_linear_system_solvers : |
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| Interfacing new linear system solvers |
| ------------------------------------- |
| OSQP is designed to be easily interfaced to new linear system solvers via dynamic library loading. |
| To add a linear system solver interface you need to edit the :code:`lin_sys/` directory subfolder :code:`direct/` or :code:`indirect/` depending on the type of solver. |
| Create a subdirectory with your solver name with four files: |
| |
| * Dynamic library loading: :code:`mysolver_loader.c` and :code:`mysolver_loader.h`. |
| * Linear system solution: :code:`mysolver.c` and :code:`mysolver.h`. |
| |
| We suggest you to have a look at the `MKL Pardiso solver interface <https://github.com/osqp/osqp/tree/master/lin_sys/direct/pardiso>`_ for more details. |
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| Dynamic library loading |
| ^^^^^^^^^^^^^^^^^^^^^^^ |
| In this part define the methods to load the shared library and obtain the functions required to solve the linear system. |
| The main functions to be exported are :code:`lh_load_mysolver(const char* libname)` and :code:`lh_unload_mysolver()`. |
| In addition, the file :code:`mysolver_loader.c` must define static function pointers to the shared library functions to be loaded. |
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| Linear system solution |
| ^^^^^^^^^^^^^^^^^^^^^^ |
| In this part we define the core of the interface: **linear system solver object**. |
| The main functions are the external method |
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| * :code:`init_linsys_solver_mysolver`: create the instance and perform the setup |
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| and the internal methods of the object |
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| * :code:`free_linsys_solver_mysolver`: free the instance |
| * :code:`solve_linsys_mysolver`: solve the linear system |
| * :code:`update_matrices`: update problem matrices |
| * :code:`update_rho_vec`: update :math:`\rho` as a diagonal vector. |
| |
| After the initializations these functions are assigned to the internal pointers so that, for an instance :code:`s` they can be called as :code:`s->free`, :code:`s->solve`, :code:`s->update_matrices` and :code:`s->update_rho_vec`. |
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| The linear system solver object is defined in :code:`mysolver.h` as follows |
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| .. code:: c |
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| typedef struct mysolver mysolver_solver; |
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| struct mysolver { |
| // Methods |
| enum linsys_solver_type type; // Linear system solver defined in constants.h |
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| c_int (*solve)(struct mysolver * self, c_float * b); |
| void (*free)(struct mysolver * self); |
| c_int (*update_matrices)(struct mysolver * self, const csc *P, const csc *A); |
| c_int (*update_rho_vec)(struct mysolver * self, const c_float * rho_vec); |
| |
| // Attributes |
| c_int nthreads; // Number of threads used (required!) |
| |
| // Internal attributes of the solver |
| ... |
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| // Internal attributes required for matrix updates |
| c_int * Pdiag_idx, Pdiag_n; ///< index and number of diagonal elements in P |
| c_int * PtoKKT, * AtoKKT; ///< Index of elements from P and A to KKT matrix |
| c_int * rhotoKKT; ///< Index of rho places in KKT matrix |
| ... |
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| }; |
| |
| // Initialize mysolver solver |
| c_int init_linsys_solver_mysolver(mysolver_solver ** s, const csc * P, const csc * A, c_float sigma, c_float * rho_vec, c_int polish); |
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| // Solve linear system and store result in b |
| c_int solve_linsys_mysolver(mysolver_solver * s, c_float * b); |
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| // Update linear system solver matrices |
| c_int update_linsys_solver_matrices_mysolver(mysolver_solver * s, const csc *P, const csc *A); |
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| // Update rho_vec parameter in linear system solver structure |
| c_int update_linsys_solver_rho_vec_mysolver(mysolver_solver * s, const c_float * rho_vec); |
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| // Free linear system solver |
| void free_linsys_solver_mysolver(mysolver_solver * s); |
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| The function details are coded in the :code:`mysolver.c` file. |