| Python |
| ====== |
| |
| Before generating code for a parametric problem, the problem should be first |
| specified in the setup phase. See :ref:`python_setup` for more details. |
| |
| |
| Codegen |
| ------- |
| The code is generated by running |
| |
| .. code:: python |
| |
| m.codegen(dir_name, **opts) |
| |
| The argument :code:`dir_name` is the name of a directory where the generated |
| code is stored. |
| Additional codegen options are shown in the following table |
| |
| +-------------------------+---------------------------------------------------+--------------------------------+ |
| | Option | Description | Allowed values | |
| +=========================+===================================================+================================+ |
| | :code:`project_type` | Build environment | | :code:`''` (default) | |
| | | | | :code:`'Makefile'` | |
| | | | | :code:`'MinGW Makefiles'` | |
| | | | | :code:`'Unix Makefiles'` | |
| | | | | :code:`'CodeBlocks'` | |
| | | | | :code:`'Xcode'` | |
| +-------------------------+---------------------------------------------------+--------------------------------+ |
| | :code:`parameters` | Problem parameters | | :code:`'vectors'` (default) | |
| | | | | :code:`'matrices'` | |
| +-------------------------+---------------------------------------------------+--------------------------------+ |
| | :code:`python_ext_name` | Name of the generated Python module | | :code:`'emosqp'` (default) | |
| | | | | Nonempty string | |
| +-------------------------+---------------------------------------------------+--------------------------------+ |
| | :code:`force_rewrite` | Rewrite existing directory | | :code:`False` (default) | |
| | | | | :code:`True` | |
| +-------------------------+---------------------------------------------------+--------------------------------+ |
| | :code:`FLOAT` | Use :code:`float` type instead of :code:`double` | | :code:`False` (default) | |
| | | | | :code:`True` | |
| +-------------------------+---------------------------------------------------+--------------------------------+ |
| | :code:`LONG` | Use :code:`long long` type instead of :code:`int` | | :code:`True` (default) | |
| | | | | :code:`False` | |
| +-------------------------+---------------------------------------------------+--------------------------------+ |
| |
| The options are passed using named arguments, e.g., |
| |
| .. code:: python |
| |
| m.codegen('code', parameters='matrices', python_ext_name='emosqp') |
| |
| If the :code:`project_type` argument is not passed or is set to :code:`''`, |
| then no build files are generated. |
| |
| |
| |
| Extension module API |
| -------------------- |
| Once the code is generated, you can import a light python wrapper with |
| |
| .. code:: python |
| |
| import emosqp |
| |
| where :code:`emosqp` is the extension name given in the previous section. The module imports the following functions |
| |
| .. py:function:: solve() |
| :noindex: |
| |
| Solve the problem. |
| |
| :returns: tuple (x, y, status_val, iter, run_time) |
| |
| - **x** (*ndarray*) - Primal solution |
| - **y** (*ndarray*) - Dual solution |
| - **status_val** (*int*) - Status value as in :ref:`status_values` |
| - **iter** (*int*) - Number of iterations |
| - **run_time** (*double*) - Run time |
| |
| |
| |
| |
| |
| .. py:function:: update_lin_cost(q_new) |
| :noindex: |
| |
| Update linear cost. |
| |
| :param ndarray q_new: New linear cost vector |
| |
| |
| .. py:function:: update_lower_bound(l_new) |
| :noindex: |
| |
| Update lower bound in the constraints. |
| |
| :param ndarray l_new: New lower bound vector |
| |
| |
| .. py:function:: update_upper_bound(u_new) |
| :noindex: |
| |
| Update upper bound in the constraints. |
| |
| :param ndarray u_new: New upper bound vector |
| |
| |
| .. py:function:: update_bounds(l_new, u_new) |
| :noindex: |
| |
| Update lower and upper bounds in the constraints. |
| |
| :param ndarray l_new: New lower bound vector |
| :param ndarray u_new: New upper bound vector |
| |
| |
| If the code is generated with the option :code:`parameters` set to |
| :code:`'matrices'`, the following functions are also provided |
| |
| |
| .. py:function:: update_P(Px, Px_idx, Px_n) |
| :noindex: |
| |
| Update nonzero entries of the quadratic cost matrix (only upper triangular) without changing sparsity structure. |
| |
| :param ndarray Px: Values of entries to be updated |
| :param ndarray Px_idx: Indices of entries to be updated. Pass :code:`None` if |
| all the indices are to be updated |
| :param int Px_n: Number of entries to be updated. Used only if Px_idx is not |
| :code:`None`. |
| |
| |
| .. py:function:: update_A(Ax, Ax_idx, Ax_n) |
| :noindex: |
| |
| Update nonzero entries of the constraint matrix. |
| |
| :param ndarray Ax: Values of entries to be updated |
| :param ndarray Ax_idx: Indices of entries to be updated. Pass :code:`None` if |
| all the indices are to be updated |
| :param int Ax_n: Number of entries to be updated. Used only if Ax_idx is not |
| :code:`None`. |
| |
| |
| .. py:function:: update_P_A(Px, Px_idx, Px_n, Ax, Ax_idx, Ax_n) |
| :noindex: |
| |
| Update nonzero entries of the quadratic cost and constraint matrices. It considers only the upper-triangular part of P. |
| |
| :param ndarray Px: Values of entries to be updated |
| :param ndarray Px_idx: Indices of entries to be updated. Pass :code:`None` if |
| all the indices are to be updated |
| :param int Px_n: Number of entries to be updated. Used only if Px_idx is not |
| :code:`None`. |
| :param ndarray Ax: Values of entries to be updated |
| :param ndarray Ax_idx: Indices of entries to be updated. Pass :code:`None` if |
| all the indices are to be updated |
| :param int Ax_n: Number of entries to be updated. Used only if Ax_idx is not |
| :code:`None`. |
| |
| |
| You can update all the nonzero entries in matrix :math:`A` by running |
| |
| .. code:: python |
| |
| emosqp.update_A(Ax_new, None, 0); |
| |
| See C :ref:`C_sublevel_API` for more details on the input arguments. |