Hello OR-Tools / GLOP team,
I’m reaching out for guidance regarding feasibility tolerances in the GLOP solver and how to correctly relax them.
We have a linear feasibility model for which GLOP is able to find a solution reliably using the default parameters. With the defaults (notably primal_feasibility_tolerance = 1e-8), the solver converges in ~ 740-750 iterations and returns a valid solution.
For our use case, we would like to be more lenient on feasibility - specifically allowing slightly larger bound or constraint violations. To do this, we attempted to relax the tolerance by setting:
primal_feasibility_tolerance = 1e-7
(using the C# API via SetSolverSpecificParametersAsString).
Unexpectedly with this change, the solver no longer converges as expected. While the default settings consistently find a solution, the run with the relaxed tolerance does not.
To rule out mismatched feasibility criteria, we also tried explicitly setting:
dual_feasibility_tolerance = 1e-7
However, this did not change the behavior.
Given that numerically 1e-7 is a looser tolerance than the default 1e-8, we were expecting feasibility to be easier to satisfy, not harder.
Our questions are:
Is relaxing feasibility tolerances in GLOP (e.g., to 1e-7 or 1e-6) a supported and recommended use case?
Are there additional parameters that should be adjusted in conjunction with primal_feasibility_tolerance when relaxing feasibility requirements?
Is there known solver behavior where loosening feasibility tolerances can lead to non-convergence or solver stalling due to changes in pivot selection or numerical stability?
Are there best-practice guidelines for using GLOP when a looser feasibility acceptance is desired, particularly when using the C# API?
For context:
We are using the C# API of OR-Tools.
The model is continuous (no integer variables).
The objective is zero; this is effectively a feasibility problem.
Default parameter settings solve the model reliably.
Any guidance on the correct parameter combinations or recommended approach would be greatly appreciated.
Thank you for your time and for maintaining OR-Tools.
Regards,
Alfred
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