I have this theorem "$X$ is compact $\leftrightarrow\exp X$ is compact", but i can not find source of it. It concerns Hausdorff metric.
Compactness and Hausdorff metric
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This is indeed true, for the Vietoris topology on the hyperspace $\operatorname{Exp}(X)$. For compact metric spaces this topology is metrisable and the Hausdorff metric is a compatible metric for it. This can be found in Nadler's book on hyperspaces, e.g., or spread over several exercises in Engelking's book "General Topology".
The Vietoris topology (on the set $\operatorname{Exp}(X)$ of closed non-empty subsets of a space $X$) has as a subbase all sets of the form $\langle U \rangle = \{ A \subset X: A \subset U \}$ and $[U] = \{A \subset X: A \cap U \neq \emptyset\}$, where $U$ ranges over the non-empty open subsets of $X$ (and all $A$ are closed non-empty).
Alexander's subbase lemma implies that if $X$ is compact, so is $\operatorname{Exp}(X)$. Proof: let $\{ \langle U_i \rangle: i \in I\} \cup \{ [V_j]: j \in J\}$ be a covering of $\operatorname{Exp}(X)$ by subbasic elements.
If the $V_j$ already cover $X$, this means that every point in the hyperspace intersects some $V_j$. But then same holds for a finite subcover of the $V_j$, and we are done. So assume $A = X \setminus \cup_j V_j$ is non-empty. This set is contained in some $U_{i_0}$. Then $X \setminus U_{i_0}$ is covered by the $V_j$ and as a closed subset of $X$ is compact, and thus covered by $V_{j_1},\ldots,V_{j_n}$. Then $\{[V_{j_1}],\ldots,[V_{j_n}],\langle U_{i_0} \rangle\}$ is a finite subcover.
There are also direct proofs from the metric, but I find these a bit more messy, although here the messy bits are in the proof of the equivalence of these topologies... Anyway, this is one way to go about this.
The theorem that the continuous image of a compact set is compact will give the result as $exp$ and $log$ are both continuous functions. The theorem states:
If $f:X \rightarrow Y$ is a continuous map of topological spaces and $A \subset X$ is compact, then so is $f(A)$.