\section{Read-Write Quorum Systems} \NOTE[mwhittaker]{% These definitions are adapted from the quorum system definitions. We should double check that they all make sense or find the definitions in some paper. } Given a set $X = \set{x_1, \ldots, x_n}$, a \defword{read-write quorum system} over $X$ is a pair of sets $Q = (R, W)$ of subsets of $X$ such that every $r \in R$ intersects every $w \in W$. The elements $r \in R$ are called \defword{read quorums}, and the elements $w \in W$ are called \defword{write quorums}. \TODO[mwhittaker]{% How do we define coteries for read-write quorums? Obviously, we don't want one read quorum being a strict subset of another read quorum, and we don't want a write quorum being a strict subset of another write quorum, but can a read quorum be a strict subset of a write quorum and vice-versa? } \TODO[mwhittaker]{% Once we define coteries, we can define domination. } Let $\sigma_R: R \to [0, 1]$ and $\sigma_W: W \to [0, 1]$ be a discrete probability distribution over the read and write quorums of $Q$. We call $\sigma$ a \defword{strategy}. Let $0 \leq p_r \leq 1$ be the probability of performing a read and $p_w = 1 - p_r$ be the probability of performing a write. We have the following definitions. \begin{align*} l_{\sigma,p_r,p_w}(x) &\defeq p_r \cdot \parens*{\sum_{\setst{r \in R}{x \in r}} \sigma_R(r)} + p_w \cdot \parens*{\sum_{\setst{w \in W}{x \in w}} \sigma_W(w)} \\ L_{\sigma,p_r,p_w}(Q) &\defeq \max_{x \in X} l_{\sigma,p_r,p_w}(x) \\ L_{p_r,p_w}(Q) &\defeq \min_\sigma L_{\sigma,p_r,p_w}(Q) \end{align*} $l_{\sigma,p_r,p_w}(x)$ is the load on $x$ given some strategy $\sigma$ and some workload $p_r,p_w$. $L_{\sigma,p_r,p_w}(Q)$ is the load on most loaded element $x$. $L{p_r,p_w}(Q)$ is the \defword{load} of the best possible strategy. The \defword{read resilience} or \defword{read fault tolerance} of a quorum system $Q$ is the largest number $f_r$ such that for every subset $F \subseteq X$ with $|F| = f_r$, there still exists some read quorum $r \in R$ such that $r \cap F = \emptyset$. % The \defword{write resilience} or \defword{write fault tolerance} of a quorum system $Q$ is the largest number $f_w$ such that for every subset $F \subseteq X$ with $|F| = f_w$, there still exists some write quorum $w \in W$ such that $w \cap F = \emptyset$. % The \defword{resilience} or \defword{fault tolerance} of a quorum system is the minimum of its read resilience and write resilience. Intuitively, a quorum system has read fault tolerance $f_r$ if we can fail an arbitrary set of $f_r$ elements and still have some read quorum left; a quorum system has write fault tolerance $f_w$ if we can fail an arbitrary set of $f_w$ elements and still have some write quorum left; and a quorum system has fault tolerance $f$ if we can fail an arbitrary set of $f$ elements and still have some read quorum and some write quorum left.