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By methods of stochastic analysis on Riemannian manifolds, we derive explicit constants and for a -dimensional compact Riemannian manifold with boundary such that $c_1(D)\sqrt{\lambda}|\phi|_\infty \le |\nabla \phi|_\infty\le c_2(D)\sqrt{\lambda} |\phi|_\infty$ holds for any Dirichlet eigenfunction of with eigenvalue . In particular, when is convex with nonnegative Ricci curvature, this estimate holds for and . Corresponding two-sided gradient estimates for Neumann eigenfunctions are derived in the second part of the paper.

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