introduce a generic SCC computation
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@ -8,7 +8,7 @@
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// option. This file may not be copied, modified, or distributed
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// option. This file may not be copied, modified, or distributed
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// except according to those terms.
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// except according to those terms.
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use graph::*;
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use graph::implementation::*;
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use std::fmt::Debug;
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use std::fmt::Debug;
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type TestGraph = Graph<&'static str, &'static str>;
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type TestGraph = Graph<&'static str, &'static str>;
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@ -14,6 +14,7 @@ pub mod dominators;
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pub mod implementation;
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pub mod implementation;
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pub mod iterate;
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pub mod iterate;
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mod reference;
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mod reference;
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pub mod scc;
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#[cfg(test)]
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#[cfg(test)]
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mod test;
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mod test;
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@ -0,0 +1,341 @@
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// Copyright 2017 The Rust Project Developers. See the COPYRIGHT
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// file at the top-level directory of this distribution and at
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// http://rust-lang.org/COPYRIGHT.
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//
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// Licensed under the Apache License, Version 2.0 <LICENSE-APACHE or
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// http://www.apache.org/licenses/LICENSE-2.0> or the MIT license
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// <LICENSE-MIT or http://opensource.org/licenses/MIT>, at your
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// option. This file may not be copied, modified, or distributed
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// except according to those terms.
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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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use fx::FxHashSet;
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use graph::{DirectedGraph, WithNumNodes, WithSuccessors};
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use indexed_vec::{Idx, IndexVec};
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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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/// Contains the succcessors for all the Sccs, concatenated. The
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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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/// 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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/// Returns the successor of the given SCC.
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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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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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/// Returns the successor of the given SCC.
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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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struct SccsConstruction<'c, G: DirectedGraph + WithNumNodes + WithSuccessors + 'c, S: Idx> {
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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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/// We use this set to remove those -- we keep it around between
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/// successors to amortize memory allocation costs.
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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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/// For each node, we track the lowest depth of any successor we
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/// have found, along with that
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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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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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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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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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debug!(
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"walk_unvisited_node: node = {:?} successor_scc_index = {:?}",
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node, successor_scc_index
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);
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self.successors_stack.push(successor_scc_index);
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}
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}
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}
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let r = self.node_stack.pop();
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debug_assert_eq!(r, Some(node));
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if min_depth == depth {
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// Note that successor stack may have duplicates, so we
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// want to remove those:
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let deduplicated_successors = {
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let duplicate_set = &mut self.duplicate_set;
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duplicate_set.clear();
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self.successors_stack
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.drain(successors_len..)
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.filter(move |&i| duplicate_set.insert(i))
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};
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let scc_index = self.scc_data.create_scc(deduplicated_successors);
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self.node_states[node] = NodeState::InCycle { scc_index };
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WalkReturn::Complete { scc_index }
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} else {
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// We are not the head of the cycle. Return back to our
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// caller. They will take ownership of the
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// `self.successors` data that we pushed.
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self.node_states[node] = NodeState::InCycleWith {
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parent: min_cycle_root,
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};
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WalkReturn::Cycle { min_depth }
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}
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}
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}
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@ -0,0 +1,178 @@
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// Copyright 2016 The Rust Project Developers. See the COPYRIGHT
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// file at the top-level directory of this distribution and at
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// http://rust-lang.org/COPYRIGHT.
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//
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// Licensed under the Apache License, Version 2.0 <LICENSE-APACHE or
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// http://www.apache.org/licenses/LICENSE-2.0> or the MIT license
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// <LICENSE-MIT or http://opensource.org/licenses/MIT>, at your
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// option. This file may not be copied, modified, or distributed
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// except according to those terms.
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#![cfg(test)]
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||||||
|
|
||||||
|
use graph::test::TestGraph;
|
||||||
|
use super::*;
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn diamond() {
|
||||||
|
let graph = TestGraph::new(0, &[(0, 1), (0, 2), (1, 3), (2, 3)]);
|
||||||
|
let sccs: Sccs<_, usize> = Sccs::new(&graph);
|
||||||
|
assert_eq!(sccs.num_sccs(), 4);
|
||||||
|
assert_eq!(sccs.num_sccs(), 4);
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn test_big_scc() {
|
||||||
|
// The order in which things will be visited is important to this
|
||||||
|
// test.
|
||||||
|
//
|
||||||
|
// We will visit:
|
||||||
|
//
|
||||||
|
// 0 -> 1 -> 2 -> 0
|
||||||
|
//
|
||||||
|
// and at this point detect a cycle. 2 will return back to 1 which
|
||||||
|
// will visit 3. 3 will visit 2 before the cycle is complete, and
|
||||||
|
// hence it too will return a cycle.
|
||||||
|
|
||||||
|
/*
|
||||||
|
+-> 0
|
||||||
|
| |
|
||||||
|
| v
|
||||||
|
| 1 -> 3
|
||||||
|
| | |
|
||||||
|
| v |
|
||||||
|
+-- 2 <--+
|
||||||
|
*/
|
||||||
|
let graph = TestGraph::new(0, &[
|
||||||
|
(0, 1),
|
||||||
|
(1, 2),
|
||||||
|
(1, 3),
|
||||||
|
(2, 0),
|
||||||
|
(3, 2),
|
||||||
|
]);
|
||||||
|
let sccs: Sccs<_, usize> = Sccs::new(&graph);
|
||||||
|
assert_eq!(sccs.num_sccs(), 1);
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn test_three_sccs() {
|
||||||
|
/*
|
||||||
|
0
|
||||||
|
|
|
||||||
|
v
|
||||||
|
+-> 1 3
|
||||||
|
| | |
|
||||||
|
| v |
|
||||||
|
+-- 2 <--+
|
||||||
|
*/
|
||||||
|
let graph = TestGraph::new(0, &[
|
||||||
|
(0, 1),
|
||||||
|
(1, 2),
|
||||||
|
(2, 1),
|
||||||
|
(3, 2),
|
||||||
|
]);
|
||||||
|
let sccs: Sccs<_, usize> = Sccs::new(&graph);
|
||||||
|
assert_eq!(sccs.num_sccs(), 3);
|
||||||
|
assert_eq!(sccs.scc(0), 1);
|
||||||
|
assert_eq!(sccs.scc(1), 0);
|
||||||
|
assert_eq!(sccs.scc(2), 0);
|
||||||
|
assert_eq!(sccs.scc(3), 2);
|
||||||
|
assert_eq!(sccs.successors(0), &[]);
|
||||||
|
assert_eq!(sccs.successors(1), &[0]);
|
||||||
|
assert_eq!(sccs.successors(2), &[0]);
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn test_find_state_2() {
|
||||||
|
// The order in which things will be visited is important to this
|
||||||
|
// test. It tests part of the `find_state` behavior.
|
||||||
|
//
|
||||||
|
// We will start in our DFS by visiting:
|
||||||
|
//
|
||||||
|
// 0 -> 1 -> 2 -> 1
|
||||||
|
//
|
||||||
|
// and at this point detect a cycle. The state of 2 will thus be
|
||||||
|
// `InCycleWith { 1 }`. We will then visit the 1 -> 3 edge, which
|
||||||
|
// will attempt to visit 0 as well, thus going to the state
|
||||||
|
// `InCycleWith { 0 }`. Finally, node 1 will complete; the lowest
|
||||||
|
// depth of any successor was 3 which had depth 0, and thus it
|
||||||
|
// will be in the state `InCycleWith { 3 }`.
|
||||||
|
//
|
||||||
|
// When we finally traverse the `0 -> 4` edge and then visit node 2,
|
||||||
|
// the states of the nodes are:
|
||||||
|
//
|
||||||
|
// 0 BeingVisited { 0 }
|
||||||
|
// 1 InCycleWith { 3 }
|
||||||
|
// 2 InCycleWith { 1 }
|
||||||
|
// 3 InCycleWith { 0 }
|
||||||
|
//
|
||||||
|
// and hence 4 will traverse the links, finding an ultimate depth of 0.
|
||||||
|
// If will also collapse the states to the following:
|
||||||
|
//
|
||||||
|
// 0 BeingVisited { 0 }
|
||||||
|
// 1 InCycleWith { 3 }
|
||||||
|
// 2 InCycleWith { 1 }
|
||||||
|
// 3 InCycleWith { 0 }
|
||||||
|
|
||||||
|
/*
|
||||||
|
/----+
|
||||||
|
0 <--+ |
|
||||||
|
| | |
|
||||||
|
v | |
|
||||||
|
+-> 1 -> 3 4
|
||||||
|
| | |
|
||||||
|
| v |
|
||||||
|
+-- 2 <----+
|
||||||
|
*/
|
||||||
|
let graph = TestGraph::new(0, &[
|
||||||
|
(0, 1),
|
||||||
|
(0, 4),
|
||||||
|
(1, 2),
|
||||||
|
(1, 3),
|
||||||
|
(2, 1),
|
||||||
|
(3, 0),
|
||||||
|
(4, 2),
|
||||||
|
]);
|
||||||
|
let sccs: Sccs<_, usize> = Sccs::new(&graph);
|
||||||
|
assert_eq!(sccs.num_sccs(), 1);
|
||||||
|
assert_eq!(sccs.scc(0), 0);
|
||||||
|
assert_eq!(sccs.scc(1), 0);
|
||||||
|
assert_eq!(sccs.scc(2), 0);
|
||||||
|
assert_eq!(sccs.scc(3), 0);
|
||||||
|
assert_eq!(sccs.scc(4), 0);
|
||||||
|
assert_eq!(sccs.successors(0), &[]);
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn test_find_state_3() {
|
||||||
|
/*
|
||||||
|
/----+
|
||||||
|
0 <--+ |
|
||||||
|
| | |
|
||||||
|
v | |
|
||||||
|
+-> 1 -> 3 4 5
|
||||||
|
| | | |
|
||||||
|
| v | |
|
||||||
|
+-- 2 <----+-+
|
||||||
|
*/
|
||||||
|
let graph = TestGraph::new(0, &[
|
||||||
|
(0, 1),
|
||||||
|
(0, 4),
|
||||||
|
(1, 2),
|
||||||
|
(1, 3),
|
||||||
|
(2, 1),
|
||||||
|
(3, 0),
|
||||||
|
(4, 2),
|
||||||
|
(5, 2),
|
||||||
|
]);
|
||||||
|
let sccs: Sccs<_, usize> = Sccs::new(&graph);
|
||||||
|
assert_eq!(sccs.num_sccs(), 2);
|
||||||
|
assert_eq!(sccs.scc(0), 0);
|
||||||
|
assert_eq!(sccs.scc(1), 0);
|
||||||
|
assert_eq!(sccs.scc(2), 0);
|
||||||
|
assert_eq!(sccs.scc(3), 0);
|
||||||
|
assert_eq!(sccs.scc(4), 0);
|
||||||
|
assert_eq!(sccs.scc(5), 1);
|
||||||
|
assert_eq!(sccs.successors(0), &[]);
|
||||||
|
assert_eq!(sccs.successors(1), &[0]);
|
||||||
|
}
|
|
@ -13,7 +13,7 @@ use std::cmp::max;
|
||||||
use std::slice;
|
use std::slice;
|
||||||
use std::iter;
|
use std::iter;
|
||||||
|
|
||||||
use super::{ControlFlowGraph, GraphPredecessors, GraphSuccessors};
|
use super::*;
|
||||||
|
|
||||||
pub struct TestGraph {
|
pub struct TestGraph {
|
||||||
num_nodes: usize,
|
num_nodes: usize,
|
||||||
|
@ -44,23 +44,31 @@ impl TestGraph {
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
impl ControlFlowGraph for TestGraph {
|
impl DirectedGraph for TestGraph {
|
||||||
type Node = usize;
|
type Node = usize;
|
||||||
|
}
|
||||||
|
|
||||||
|
impl WithStartNode for TestGraph {
|
||||||
fn start_node(&self) -> usize {
|
fn start_node(&self) -> usize {
|
||||||
self.start_node
|
self.start_node
|
||||||
}
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
impl WithNumNodes for TestGraph {
|
||||||
fn num_nodes(&self) -> usize {
|
fn num_nodes(&self) -> usize {
|
||||||
self.num_nodes
|
self.num_nodes
|
||||||
}
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
impl WithPredecessors for TestGraph {
|
||||||
fn predecessors<'graph>(&'graph self,
|
fn predecessors<'graph>(&'graph self,
|
||||||
node: usize)
|
node: usize)
|
||||||
-> <Self as GraphPredecessors<'graph>>::Iter {
|
-> <Self as GraphPredecessors<'graph>>::Iter {
|
||||||
self.predecessors[&node].iter().cloned()
|
self.predecessors[&node].iter().cloned()
|
||||||
}
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
impl WithSuccessors for TestGraph {
|
||||||
fn successors<'graph>(&'graph self, node: usize) -> <Self as GraphSuccessors<'graph>>::Iter {
|
fn successors<'graph>(&'graph self, node: usize) -> <Self as GraphSuccessors<'graph>>::Iter {
|
||||||
self.successors[&node].iter().cloned()
|
self.successors[&node].iter().cloned()
|
||||||
}
|
}
|
||||||
|
|
Loading…
Reference in New Issue