2018-07-02 10:40:03 -04:00
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//! Routine to compute the strongly connected components (SCCs) of a
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//! graph, as well as the resulting DAG if each SCC is replaced with a
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//! node in the graph. This uses Tarjan's algorithm that completes in
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//! O(n) time.
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2019-02-09 01:36:22 +09:00
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use crate::fx::FxHashSet;
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2019-06-11 08:48:40 -04:00
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use crate::graph::{DirectedGraph, WithNumNodes, WithSuccessors, GraphSuccessors};
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2019-02-09 01:36:22 +09:00
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use crate::indexed_vec::{Idx, IndexVec};
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2018-07-02 10:40:03 -04:00
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use std::ops::Range;
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mod test;
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/// Strongly connected components (SCC) of a graph. The type `N` is
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/// the index type for the graph nodes and `S` is the index type for
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/// the SCCs. We can map from each node to the SCC that it
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/// participates in, and we also have the successors of each SCC.
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pub struct Sccs<N: Idx, S: Idx> {
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/// For each node, what is the SCC index of the SCC to which it
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/// belongs.
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scc_indices: IndexVec<N, S>,
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/// Data about each SCC.
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scc_data: SccData<S>,
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}
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struct SccData<S: Idx> {
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/// For each SCC, the range of `all_successors` where its
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/// successors can be found.
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ranges: IndexVec<S, Range<usize>>,
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2018-11-12 13:05:20 -05:00
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/// Contains the successors for all the Sccs, concatenated. The
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2018-07-02 10:40:03 -04:00
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/// range of indices corresponding to a given SCC is found in its
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/// SccData.
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all_successors: Vec<S>,
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}
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impl<N: Idx, S: Idx> Sccs<N, S> {
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pub fn new(graph: &(impl DirectedGraph<Node = N> + WithNumNodes + WithSuccessors)) -> Self {
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SccsConstruction::construct(graph)
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}
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/// Returns the number of SCCs in the graph.
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pub fn num_sccs(&self) -> usize {
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self.scc_data.len()
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}
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2018-07-13 01:28:06 -04:00
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/// Returns an iterator over the SCCs in the graph.
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2018-07-02 11:29:39 -04:00
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pub fn all_sccs(&self) -> impl Iterator<Item = S> {
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(0 .. self.scc_data.len()).map(S::new)
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}
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2018-07-02 10:40:03 -04:00
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/// Returns the SCC to which a node `r` belongs.
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pub fn scc(&self, r: N) -> S {
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self.scc_indices[r]
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}
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2018-07-13 01:18:00 -04:00
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/// Returns the successors of the given SCC.
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2018-07-02 10:40:03 -04:00
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pub fn successors(&self, scc: S) -> &[S] {
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self.scc_data.successors(scc)
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}
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}
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2019-06-11 08:48:40 -04:00
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impl<N: Idx, S: Idx> DirectedGraph for Sccs<N, S> {
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type Node = S;
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}
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impl<N: Idx, S: Idx> WithNumNodes for Sccs<N, S> {
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fn num_nodes(&self) -> usize {
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self.num_sccs()
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}
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}
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impl<N: Idx, S: Idx> GraphSuccessors<'graph> for Sccs<N, S> {
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type Item = S;
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type Iter = std::iter::Cloned<std::slice::Iter<'graph, S>>;
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}
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impl<N: Idx, S: Idx> WithSuccessors for Sccs<N, S> {
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fn successors<'graph>(
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&'graph self,
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node: S
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) -> <Self as GraphSuccessors<'graph>>::Iter {
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self.successors(node).iter().cloned()
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}
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}
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2018-07-02 10:40:03 -04:00
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impl<S: Idx> SccData<S> {
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/// Number of SCCs,
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fn len(&self) -> usize {
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self.ranges.len()
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}
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2018-07-13 01:18:00 -04:00
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/// Returns the successors of the given SCC.
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2018-07-02 10:40:03 -04:00
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fn successors(&self, scc: S) -> &[S] {
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// Annoyingly, `range` does not implement `Copy`, so we have
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// to do `range.start..range.end`:
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let range = &self.ranges[scc];
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&self.all_successors[range.start..range.end]
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}
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/// Creates a new SCC with `successors` as its successors and
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/// returns the resulting index.
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fn create_scc(&mut self, successors: impl IntoIterator<Item = S>) -> S {
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// Store the successors on `scc_successors_vec`, remembering
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// the range of indices.
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let all_successors_start = self.all_successors.len();
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self.all_successors.extend(successors);
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let all_successors_end = self.all_successors.len();
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debug!(
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"create_scc({:?}) successors={:?}",
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self.ranges.len(),
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&self.all_successors[all_successors_start..all_successors_end],
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);
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self.ranges.push(all_successors_start..all_successors_end)
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}
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}
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2019-02-09 01:36:22 +09:00
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struct SccsConstruction<'c, G: DirectedGraph + WithNumNodes + WithSuccessors, S: Idx> {
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2018-07-02 10:40:03 -04:00
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graph: &'c G,
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/// The state of each node; used during walk to record the stack
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/// and after walk to record what cycle each node ended up being
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/// in.
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node_states: IndexVec<G::Node, NodeState<G::Node, S>>,
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/// The stack of nodes that we are visiting as part of the DFS.
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node_stack: Vec<G::Node>,
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/// The stack of successors: as we visit a node, we mark our
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/// position in this stack, and when we encounter a successor SCC,
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/// we push it on the stack. When we complete an SCC, we can pop
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/// everything off the stack that was found along the way.
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successors_stack: Vec<S>,
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/// A set used to strip duplicates. As we accumulate successors
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/// into the successors_stack, we sometimes get duplicate entries.
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2018-07-13 01:18:35 -04:00
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/// We use this set to remove those -- we also keep its storage
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/// around between successors to amortize memory allocation costs.
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2018-07-02 10:40:03 -04:00
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duplicate_set: FxHashSet<S>,
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scc_data: SccData<S>,
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}
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#[derive(Copy, Clone, Debug)]
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enum NodeState<N, S> {
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/// This node has not yet been visited as part of the DFS.
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///
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/// After SCC construction is complete, this state ought to be
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/// impossible.
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NotVisited,
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/// This node is currently being walk as part of our DFS. It is on
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/// the stack at the depth `depth`.
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///
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/// After SCC construction is complete, this state ought to be
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/// impossible.
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BeingVisited { depth: usize },
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/// Indicates that this node is a member of the given cycle.
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InCycle { scc_index: S },
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/// Indicates that this node is a member of whatever cycle
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/// `parent` is a member of. This state is transient: whenever we
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/// see it, we try to overwrite it with the current state of
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/// `parent` (this is the "path compression" step of a union-find
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/// algorithm).
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InCycleWith { parent: N },
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}
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#[derive(Copy, Clone, Debug)]
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enum WalkReturn<S> {
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Cycle { min_depth: usize },
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Complete { scc_index: S },
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}
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impl<'c, G, S> SccsConstruction<'c, G, S>
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where
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G: DirectedGraph + WithNumNodes + WithSuccessors,
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S: Idx,
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{
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/// Identifies SCCs in the graph `G` and computes the resulting
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/// DAG. This uses a variant of [Tarjan's
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/// algorithm][wikipedia]. The high-level summary of the algorithm
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/// is that we do a depth-first search. Along the way, we keep a
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/// stack of each node whose successors are being visited. We
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/// track the depth of each node on this stack (there is no depth
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/// if the node is not on the stack). When we find that some node
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/// N with depth D can reach some other node N' with lower depth
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/// D' (i.e., D' < D), we know that N, N', and all nodes in
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/// between them on the stack are part of an SCC.
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///
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/// [wikipedia]: https://bit.ly/2EZIx84
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fn construct(graph: &'c G) -> Sccs<G::Node, S> {
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let num_nodes = graph.num_nodes();
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let mut this = Self {
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graph,
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node_states: IndexVec::from_elem_n(NodeState::NotVisited, num_nodes),
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node_stack: Vec::with_capacity(num_nodes),
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successors_stack: Vec::new(),
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scc_data: SccData {
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ranges: IndexVec::new(),
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all_successors: Vec::new(),
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},
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duplicate_set: FxHashSet::default(),
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};
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let scc_indices = (0..num_nodes)
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.map(G::Node::new)
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.map(|node| match this.walk_node(0, node) {
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WalkReturn::Complete { scc_index } => scc_index,
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WalkReturn::Cycle { min_depth } => panic!(
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"`walk_node(0, {:?})` returned cycle with depth {:?}",
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node, min_depth
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),
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})
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.collect();
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Sccs {
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scc_indices,
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scc_data: this.scc_data,
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}
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}
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2019-02-08 14:53:55 +01:00
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/// Visits a node during the DFS. We first examine its current
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2018-07-13 01:25:21 -04:00
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/// state -- if it is not yet visited (`NotVisited`), we can push
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/// it onto the stack and start walking its successors.
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///
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/// If it is already on the DFS stack it will be in the state
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/// `BeingVisited`. In that case, we have found a cycle and we
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/// return the depth from the stack.
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///
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/// Otherwise, we are looking at a node that has already been
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/// completely visited. We therefore return `WalkReturn::Complete`
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/// with its associated SCC index.
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2018-07-02 10:40:03 -04:00
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fn walk_node(&mut self, depth: usize, node: G::Node) -> WalkReturn<S> {
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debug!("walk_node(depth = {:?}, node = {:?})", depth, node);
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match self.find_state(node) {
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NodeState::InCycle { scc_index } => WalkReturn::Complete { scc_index },
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NodeState::BeingVisited { depth: min_depth } => WalkReturn::Cycle { min_depth },
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NodeState::NotVisited => self.walk_unvisited_node(depth, node),
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NodeState::InCycleWith { parent } => panic!(
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"`find_state` returned `InCycleWith({:?})`, which ought to be impossible",
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parent
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),
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}
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}
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/// Fetches the state of the node `r`. If `r` is recorded as being
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/// in a cycle with some other node `r2`, then fetches the state
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/// of `r2` (and updates `r` to reflect current result). This is
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/// basically the "find" part of a standard union-find algorithm
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/// (with path compression).
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fn find_state(&mut self, r: G::Node) -> NodeState<G::Node, S> {
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debug!("find_state(r = {:?} in state {:?})", r, self.node_states[r]);
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match self.node_states[r] {
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NodeState::InCycle { scc_index } => NodeState::InCycle { scc_index },
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NodeState::BeingVisited { depth } => NodeState::BeingVisited { depth },
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NodeState::NotVisited => NodeState::NotVisited,
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NodeState::InCycleWith { parent } => {
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let parent_state = self.find_state(parent);
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debug!("find_state: parent_state = {:?}", parent_state);
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match parent_state {
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NodeState::InCycle { .. } => {
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self.node_states[r] = parent_state;
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parent_state
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}
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NodeState::BeingVisited { depth } => {
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self.node_states[r] = NodeState::InCycleWith {
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parent: self.node_stack[depth],
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};
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parent_state
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}
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NodeState::NotVisited | NodeState::InCycleWith { .. } => {
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panic!("invalid parent state: {:?}", parent_state)
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}
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}
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}
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}
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}
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/// Walks a node that has never been visited before.
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fn walk_unvisited_node(&mut self, depth: usize, node: G::Node) -> WalkReturn<S> {
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debug!(
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"walk_unvisited_node(depth = {:?}, node = {:?})",
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depth, node
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);
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debug_assert!(match self.node_states[node] {
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NodeState::NotVisited => true,
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_ => false,
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});
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2018-07-13 01:25:21 -04:00
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// Push `node` onto the stack.
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2018-07-02 10:40:03 -04:00
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self.node_states[node] = NodeState::BeingVisited { depth };
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self.node_stack.push(node);
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// Walk each successor of the node, looking to see if any of
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// them can reach a node that is presently on the stack. If
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// so, that means they can also reach us.
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let mut min_depth = depth;
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let mut min_cycle_root = node;
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let successors_len = self.successors_stack.len();
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for successor_node in self.graph.successors(node) {
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debug!(
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"walk_unvisited_node: node = {:?} successor_ode = {:?}",
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node, successor_node
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);
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match self.walk_node(depth + 1, successor_node) {
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WalkReturn::Cycle {
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min_depth: successor_min_depth,
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} => {
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2018-07-13 01:25:21 -04:00
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// Track the minimum depth we can reach.
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2018-07-02 10:40:03 -04:00
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assert!(successor_min_depth <= depth);
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if successor_min_depth < min_depth {
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debug!(
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"walk_unvisited_node: node = {:?} successor_min_depth = {:?}",
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node, successor_min_depth
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);
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min_depth = successor_min_depth;
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min_cycle_root = successor_node;
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}
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}
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WalkReturn::Complete {
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scc_index: successor_scc_index,
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} => {
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2018-07-13 01:25:21 -04:00
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// Push the completed SCC indices onto
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// the `successors_stack` for later.
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2018-07-02 10:40:03 -04:00
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debug!(
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"walk_unvisited_node: node = {:?} successor_scc_index = {:?}",
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|
|
|
node, successor_scc_index
|
|
|
|
);
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|
|
|
self.successors_stack.push(successor_scc_index);
|
|
|
|
}
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
2018-07-13 01:25:21 -04:00
|
|
|
// Completed walk, remove `node` from the stack.
|
2018-07-02 10:40:03 -04:00
|
|
|
let r = self.node_stack.pop();
|
|
|
|
debug_assert_eq!(r, Some(node));
|
|
|
|
|
2018-07-13 01:25:21 -04:00
|
|
|
// If `min_depth == depth`, then we are the root of the
|
|
|
|
// cycle: we can't reach anyone further down the stack.
|
2018-07-02 10:40:03 -04:00
|
|
|
if min_depth == depth {
|
|
|
|
// Note that successor stack may have duplicates, so we
|
|
|
|
// want to remove those:
|
|
|
|
let deduplicated_successors = {
|
|
|
|
let duplicate_set = &mut self.duplicate_set;
|
|
|
|
duplicate_set.clear();
|
|
|
|
self.successors_stack
|
|
|
|
.drain(successors_len..)
|
|
|
|
.filter(move |&i| duplicate_set.insert(i))
|
|
|
|
};
|
|
|
|
let scc_index = self.scc_data.create_scc(deduplicated_successors);
|
|
|
|
self.node_states[node] = NodeState::InCycle { scc_index };
|
|
|
|
WalkReturn::Complete { scc_index }
|
|
|
|
} else {
|
|
|
|
// We are not the head of the cycle. Return back to our
|
2018-07-13 01:25:21 -04:00
|
|
|
// caller. They will take ownership of the
|
2018-07-02 10:40:03 -04:00
|
|
|
// `self.successors` data that we pushed.
|
|
|
|
self.node_states[node] = NodeState::InCycleWith {
|
|
|
|
parent: min_cycle_root,
|
|
|
|
};
|
|
|
|
WalkReturn::Cycle { min_depth }
|
|
|
|
}
|
|
|
|
}
|
|
|
|
}
|