If convex, the equality is $\geq$. If concave, the equality is $\leq$. If both a true, the function is both concave and convex. Therefore, it is linear (try showing this using definitions of convex, concave and linear). Also, I'm not sure, but I think such implication holds without the assumption that f is convex.
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It implies that $x \mapsto f$ is a linear function.
If convex, the equality is $\geq$. If concave, the equality is $\leq$. If both a true, the function is both concave and convex. Therefore, it is linear (try showing this using definitions of convex, concave and linear). Also, I'm not sure, but I think such implication holds without the assumption that f is convex.