Mandevillas normally bloom throughout the growing season on older wood. Perhaps the vine has been too vigorous and decided to put too much energy into growth rather than blooms. Back off on fertilizing it, if you have been fertilizing. Keep watering to just what is needed. You can cut it back since it sounds like it is larger than you want it to be and it will regrow. In time it should settle down and start flowering again.
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