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If you are just interested in the localization and it doesn't matter if it is global localization, then you can give it starting pose through the "2D Pose Estimate" button in Rviz. Then it will try to localize with respect to this initial point.

The issue with AMCL is that with the global localization you cannot be sure it converges to the correct localization due to aliasing and the probabilistic nature of the particle filter.