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The optimization routines with nonlinear constrains are definitely not trivial. I have the source code for feasible sequential quadratic programming of Prof. A. Tits. And it contains more than 10.000 lines of code. So we need a specialist to code it.
Finally I made an appropriate change of variable such that the constaints disappear: apparently this is the best idea.
Best
Przem
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