inst/HiGHS/docs/src/callbacks.md

In Uno: R Interface to the 'Uno' Nonlinear Optimization Solver

Callbacks

The HiGHS callback allows user actions to be performed within HiGHS. There is one generic callback method that can be defined by a user, with specific callback scenarios communicated to the user via a parameter. Particular callbacks must be activated (and can be deactivated) as described below. The user callback can be given any name and, below, is called userCallback. Its definition is

void userCallback(const int callback_type,
                  const char* message,
                  const HighsCallbackDataOut* data_out,
                  HighsCallbackDataIn* data_in,
                  void* user_callback_data);

where

• callback_type is the type of callback
• message is a line of text associated with the callback.
• data_out communicates data from HiGHS to the user
• data_in communicates data from the user to HiGHS
• user_callback_data allows the user to pass data to the callback

The logging callback type is a cast of the relevant member of the C++ enum HighsCallbackType, and is available in C as a constant.

The user's callback method is communicated to HiGHS via the method that in the HiGHS C++ class is

HighsStatus setCallback(void (*userCallback)(const int, const char*, const HighsCallbackDataOut*,
                        HighsCallbackDataIn*, void*), void* user_callback_data);

and, in the HiGHS C API is

HighsInt Highs_setCallback(
    void* highs,
    void (*userCallback)(const int, const char*,
                         const struct HighsCallbackDataOut*,
                         struct HighsCallbackDataIn*, void*),
    void* user_callback_data)

The current callback scenarios are set out below, and the particular callback is activated in C++ by calling

HighsStatus startCallback(const int callback_type);

and, in C, by calling

HighsInt Highs_startCallback(void* highs, const int callback_type);

, and de-activated in C++ by calling

HighsStatus stopCallback(const int callback_type);

and, in C, by calling

HighsInt Highs_stopCallback(void* highs, const int callback_type);

User interrupt

For the non-logging callbacks below, if the user_interrupt member of the HighsCallbackDataIn struct is set to a nonzero value, then the corresponding solver will be interrupted, and HiGHS will return to the user.

Logging callback

The logging callback type is a cast of kCallbackLogging in the C++ enum HighsCallbackType and, in C, is the constant kHighsCallbackLogging. The logging type is a cast of the particular member of the enum class 'HighsLogType', and is available as a constant in C. It is passed as the member log_type in the HighsCallbackDataOut struct, and the message is passed as the const char* parameter.

Simplex interrupt callback

The simplex interrupt is called once every simplex iteration, and its callback type is a cast of kCallbackSimplexInterrupt in the C++ enum HighsCallbackType, and the kHighsCallbackSimplexInterrupt constant in C. The simplex iteration count is passed as the simplex_iteration_count member of the HighsCallbackDataOut struct.

IPM interrupt callback

The IPM interrupt is called once every interior point iteration, and its callback type is a cast of kCallbackIpmInterrupt in the C++ enum HighsCallbackType, and the kHighsCallbackIpmInterrupt constant in C. The IPM iteration count is passed as the ipm_iteration_count member of the HighsCallbackDataOut struct.

MIP improving solution callback

The MIP improving solution is called whenever the MIP solver identifies an improving integer feasible solution, and its callback type is a cast of kCallbackMipImprovingSolution in the C++ enum HighsCallbackType, and the kHighsCallbackMipImprovingSolution constant in C. A pointer to the improving solution is passed as the objective_function_value and mip_solution members of the HighsCallbackDataOut struct.

MIP solution callback

The MIP solution is called whenever the MIP solver identifies an integer feasible solution, and its callback type is a cast of kCallbackMipSolution in the C++ enum HighsCallbackType, and the kHighsCallbackMipSolution constant in C. A pointer to the solution is passed as the objective_function_value and mip_solution members of the HighsCallbackDataOut struct.

MIP logging callback

The MIP logging callback is called once every time MIP logging takes place, and its callback type is a cast of kCallbackMipLogging in the C++ enum HighsCallbackType, and kHighsCallbackMipLogging in C.

MIP interrupt callback

The MIP interrupt callback is called when the MIP solver checks whether computation limits (such as time, node, leaves, improving solutions, and target objective) have been reached, and its callback type is a cast of kCallbackMipInterrupt in the C++ enum HighsCallbackType, and the kHighsCallbackMipInterrupt constant in C. The simplex iteration count is passed as the simplex_iteration_count member of the HighsCallbackDataOut struct.

MIP user solution callback

The MIP user solution callback is called after setting up the MIP solver, at five points when exploring the root node, and before each dive in the branch-and-bound tree search. The origin of the call is given by the value of the external_solution_query_origin member of the HighsCallbackDataOut struct. The aim is to allow potential feasible primal solutions generated externally to be passed to the HiGHS MIP solver. Note that by introducing data to the HiGHS MIP solver at the user's discretion, its behaviour will generally be non-deterministic.

MIP cut pool callback

The MIP cut pool callback is called after generating cuts at the root node, and its callback type is a cast of kCallbackMipGetCutPool in the C++ enum HighsCallbackType, and the kHighsCallbackMipGetCutPool constant in C. The data supplied consists of the compressed sparse column representation of the cutpool constraint matrix, and the corresponding lower and upper bounds.

Callback data output

The HighsCallbackDataOut struct supplies data to the user that is relevant to the particular callback. The general data are

• log_type: An integer cast of the HighsLogType value, indicating the severity of the logging message--relevant to the logging callback.
• running_time: The excution time of HiGHS--relevant to the interrupt callbacks.
• simplex_iteration_count: The number of simplex iterations performed--relevant to the simplex interrupt callback.
• ipm_iteration_count: The number of IPM iterations performed--relevant to the IPM interrupt callback.
• pdlp_iteration_count: The number of PDLP iterations performed--relevant to the PDLP interrupt callback.

MIP callback data

For each of the MIP callbacks, the following HighsCallbackDataOut struct members will also have their value set

• objective_function_value: the objective function value of the best integer feasible solution found
• mip_node_count: the number of MIP nodes explored to date
• mip_primal_bound: the primal bound
• mip_dual_bound: the dual bound
• mip_gap: the (relative) difference between the primal and dual bounds

Uno documentation built on Aug. 30, 2026, 5:07 p.m.