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In this work,we study the validated evaluation of two classes of polygamma functions.To achieve fast evaluation of high accuracy,we compare various expansion methods endowed with approximation error bounds and try to find the optimal approximation methods for different domains of real arguments of polygamma functions in terms of computation accuracy and speed.