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1 500 nodes is a lot... don't expect any MILP solver to find decent solutions quickly (or at all). See for example @LocalSolver's benchmarks. Which brings me to my next point: for big graphs, maybe LocalSolver is the way to go. I also think its worth giving or tools a try. The API is not that user friendly (in my opinion), but the optimization engine is ...

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