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Explicit demonstration: Let $x\gt0$ be such that $f(2x)\neq0$ and $f(x)\neq0$. Define $y$ such that $2x=e^y$, which is possible by surjectivity. $f$ cannot be differentiable at the point $x$, since: $$\begin{align}\liminf_{h\to0}\frac{f(e^{2h}e^y/2)-f(e^y/2)}{(e^{2h}-1)e^{y/2}}&\ge\limsup_{h\to0}\frac{f(e^{y+h})}{(e^{2h}-1)e^y/2}\\&=\infty\end{align}$$Since by continuity $f(e^{y+h})\to f(e^y)=f(2x)\neq0$ but the denominator tends to $0$. A similar argument is applicable for negative $x$.
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