  Let $X$ be a symmetric quasi-Banach function space with Fatou property and
let $E$ be an arbitrary symmetric quasi-Banach sequence space. Suppose that
$(f_k)_{k\geq0}\subset X$ is a sequence of independent random variables. We
present a necessary and sufficient condition on $X$ such that the quantity
$$\Big\|\ \Big\|\sum_{k=0}^nf_ke_k\Big\|_{E}\ \Big\|_X$$ admits an equivalent
characterization in terms of disjoint copies of $(f_k)_{k=0}^n$ for every $n\ge
0$; in particular, we obtain the deterministic description of $$\Big\|\
\Big\|\sum _{k=0}^nf_ke_k\Big\|_{\ell_q}\ \Big\|_{L_p}$$ for all
$0<p,q<\infty,$ which is the ultimate form of Rosenthal's inequality. We also
consider the case of a $\Delta$-normed symmetric function space $X$, defined
via an Orlicz function $\Phi$ satisfying the $\Delta_2$-condition. That is, we
provide a formula for \lq\lq $E$-valued $\Phi$-moments\rq\rq, namely the
quantity $\mathbb{E}\big(\Phi\big(\big\|(f_k)_{k\geq0} \big\|_E \big)\big)$, in
terms of the sum of disjoint copies of $f_k, k\geq0.$
