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Nadal, who is now 10-0 in semi-finals at the Foro Italico, broke loose after a tight first set lasting well over an hour to edge out Djokovic in their 51st career meeting in a rivalry stretching back to 2006.
In Sunday's final, Nadal will face either defending champion Alexander Zverev or Marin Cilic.