2-Satisfiability solved by 116

Feb. 21, 2014, 5:41 p.m. by Rosalind Team

Topics: Graphs


In the 2SAT problem, you are given a set of clauses, where each clause is the disjunction (OR) of two literals (a literal is a Boolean variable or the negation of a Boolean variable). You are looking for a way to assign a value ${\tt true}$ or ${\tt false}$ to each of the variables so that all clauses are satisfied — that is, there is at least one true literal in each clause. For example, here’s an instance of 2SAT: $$(x_1 \lor \overline{x}_2) \land (\overline{x}_1 \lor \overline{x}_3) \land (x_1 \lor x_2) \land (\overline{x}_3 \lor x_4) \land (\overline{x}_1 \lor x_4)\, .$$ This instance has a satisfying assignment: set $x_1$, $x_2$, $x_3$, and $x_4$ to ${\tt true}$, ${\tt false}$, ${\tt false}$, and ${\tt true}$, respectively.

  1. Are there other satisfying truth assignments of this 2SAT formula? If so, find them all.
  2. Give an instance of 2SAT with four variables, and with no satisfying assignment.

The purpose of this problem is to lead you to a way of solving 2SAT efficiently by reducing it to the problem of finding the strongly connected components of a directed graph. Given an instance $I$ of 2SAT with $n$ variables and $m$ clauses, construct a directed graph $G_I = (V, E)$ as follows.

Note that the clause $(\alpha \lor \beta)$ is equivalent to either of the implications $\overline{\alpha} \Rightarrow \beta$ or $\overline{\beta} \Rightarrow \alpha$. In this sense, $G_I$ records all implications in $I$.

  1. Carry out this construction for the instance of 2SAT given above, and for the instance you constructed in 2.
  2. Show that if $G_I$ has a strongly connected component containing both $x$ and $\overline{x}$ for some variable $x$, then $I$ has no satisfying assignment.
  3. Now show the converse of 4: namely, that if none of $G_I$’s strongly connected components contain both a literal and its negation, then the instance $I$ must be satisfiable. (Hint: Assign values to the variables as follows: repeatedly pick a sink strongly connected component of $G_I$. Assign value ${\tt true}$ to all literals in the sink, assign ${\tt false}$ to their negations, and delete all of these. Show that this ends up discovering a satisfying assignment.)
  4. Conclude that there is a linear-time algorithm for solving 2SAT.

Source: Algorithms by Dasgupta, Papadimitriou, Vazirani. McGraw-Hill. 2006.

Given: A positive integer $k \le 20$ and $k$ 2SAT formulas represented as follows. The first line gives the number of variables $n \le 10^3$ and the number of clauses $m \le 10^4$, each of the following $m$ lines gives a clause of length $2$ by specifying two different literals: e.g., a clause $(x_3 \lor \overline{x}_5)$ is given by 3 -5.

Return: For each formula, output $0$ if it cannot be satisfied or $1$ followed by a satisfying assignment otherwise.

Sample Dataset


2 4
1 2
-1 2
1 -2
-1 -2

3 4
1 2
2 3
-1 -2
-2 -3

Sample Output

1 1 -2 3

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