algorithms_fourth 0.1.10

用rust实现算法4书中的算法,作为rust的学习实践
Documentation
//! 无向图的最小生成树
//!
//! 根据切分原理,两个树用用小的边连接,就是两个树组成的最小生成树
//!
//! # 使用
//!
//! * 精度原因会造成同样的数据不同的顺序相加结果不同
//! ## 延迟算法
//!
//! 以第一个节点为最小树,然后找到与这个树相连的的最小边,从而扩大最小树,直至包含
//! 所有节点
//! ```
//!  use algorithms_fourth::{add_edge_weighted, graph::edge_weighted::{EdgeWeightedGraph, mst::prim::LazyPrimMST}};
//! let mut g = EdgeWeightedGraph::new(8);
//! add_edge_weighted!(g, 4, 5, 0.35);
//! add_edge_weighted!(g, 4, 7, 0.37);
//! add_edge_weighted!(g, 5, 7, 0.28);
//! add_edge_weighted!(g, 0, 7, 0.16);
//! add_edge_weighted!(g, 1, 5, 0.32);
//! add_edge_weighted!(g, 0, 4, 0.38);
//! add_edge_weighted!(g, 2, 3, 0.17);
//! add_edge_weighted!(g, 1, 7, 0.19);
//! add_edge_weighted!(g, 0, 2, 0.26);
//! add_edge_weighted!(g, 1, 2, 0.36);
//! add_edge_weighted!(g, 1, 3, 0.29);
//! add_edge_weighted!(g, 2, 7, 0.34);
//! add_edge_weighted!(g, 6, 2, 0.40);
//! add_edge_weighted!(g, 3, 6, 0.52);
//! add_edge_weighted!(g, 6, 0, 0.58);
//! add_edge_weighted!(g, 6, 4, 0.93);
//! let prim = LazyPrimMST::new(&g);
//! let mut g = EdgeWeightedGraph::new(8);
//! for e in prim.edges(){
//! let v = e.either();
//! let w = e.other(v);
//!     add_edge_weighted!(g,v,w,e.weight());
//! }
//! //g.print_dot("mst.dot");
//! println!("weight:{}",prim.weight());
//!
//!```
//!
//! ## 非延迟算法
//!
//! 找最小边用的是优先级队列,无效边的添加会使得优先级队列相关的操作过多,
//! 如果将新边添加到优先级队列之前就过滤掉无效边,则有助于加快速度
//!
//! ```
//!  use algorithms_fourth::add_edge_weighted;
//! use algorithms_fourth::graph::edge_weighted::mst::prim::PrimMST;
//! use algorithms_fourth::graph::edge_weighted::EdgeWeightedGraph;
//! let mut g = EdgeWeightedGraph::new(8);
//! add_edge_weighted!(g, 4, 5, 0.35);
//! add_edge_weighted!(g, 4, 7, 0.37);
//! add_edge_weighted!(g, 5, 7, 0.28);
//! add_edge_weighted!(g, 0, 7, 0.16);
//! add_edge_weighted!(g, 1, 5, 0.32);
//! add_edge_weighted!(g, 0, 4, 0.38);
//! add_edge_weighted!(g, 2, 3, 0.17);
//! add_edge_weighted!(g, 1, 7, 0.19);
//! add_edge_weighted!(g, 0, 2, 0.26);
//! add_edge_weighted!(g, 1, 2, 0.36);
//! add_edge_weighted!(g, 1, 3, 0.29);
//! add_edge_weighted!(g, 2, 7, 0.34);
//! add_edge_weighted!(g, 6, 2, 0.40);
//! add_edge_weighted!(g, 3, 6, 0.52);
//! add_edge_weighted!(g, 6, 0, 0.58);
//! add_edge_weighted!(g, 6, 4, 0.93);
//!    let prim = PrimMST::new(&g);
//!    let mut gg = EdgeWeightedGraph::new(g.vertex_count());
//!    for e in prim.edges() {
//!         let v = e.either();
//!         let w = e.other(v);
//!        add_edge_weighted!(gg, v, w, e.weight());
//!    }
//!    // gg.print_dot("mst2.dot");
//!    println!("weight:{}", prim.weight() as f32);
//!
//! ```

use crate::{
    graph::edge_weighted::{Edge, EdgeWeightedGraph},
    priority_queue::{IndexPQ, PQ},
};

pub struct LazyPrimMST<'a> {
    marked: Vec<bool>,
    mst: Vec<&'a Edge>,
    min_pq: PQ<&'a Edge>,
}
impl<'a> LazyPrimMST<'a> {
    pub fn new(g: &'a EdgeWeightedGraph) -> Self {
        let marked = vec![false; g.vertex_count()];
        let mst = Vec::new();
        let min_pq = PQ::new_min_pq();
        let mut prim = LazyPrimMST {
            marked,
            mst,
            min_pq,
        };
        prim.visit(g, 0);
        while let Some(edge) = prim.min_pq.pop() {
            let v = edge.either();
            let w = edge.other(v);
            if prim.marked[v] && prim.marked[w] {
                continue;
            }
            prim.mst.push(edge);
            for v in [v, w] {
                if !prim.marked[v] {
                    prim.visit(g, v);
                }
            }
        }
        prim
    }

    fn visit(&mut self, g: &'a EdgeWeightedGraph, v: usize) {
        self.marked[v] = true;
        for e in g.adj(v) {
            if !self.marked[e.other(v)] {
                self.min_pq.push(e);
            }
        }
    }
    pub fn edges(&self) -> std::slice::Iter<&Edge> {
        self.mst.iter()
    }
    pub fn weight(&self) -> f64 {
        self.edges().map(|f| f.weight()).sum()
    }
}
pub struct PrimMST<'a> {
    /// 距离树最近的边
    edge_to: Vec<Option<&'a Edge>>,
    dist_to: Vec<f64>,
    /// 如果v在树中则为true
    marked: Vec<bool>,
    /// 有效的横切边
    min_pq: IndexPQ<f64>,
}
impl<'a> PrimMST<'a> {
    pub fn new(g: &'a EdgeWeightedGraph) -> Self {
        let mut edge_to = Vec::with_capacity(g.vertex_count());
        for _ in 0..g.vertex_count() {
            edge_to.push(None);
        }
        let dist_to = vec![f64::MAX; g.vertex_count()];
        let marked = vec![false; g.vertex_count()];
        let min_pq = IndexPQ::new_min_pq(g.vertex_count());
        let mut prim = PrimMST {
            edge_to,
            dist_to,
            marked,
            min_pq,
        };
        prim.dist_to[0] = 0.0;
        prim.min_pq.push(0, 0.0);
        while let Some((k, _d)) = prim.min_pq.pop() {
            prim.visit(g, k);
        }
        prim
    }

    fn visit(&mut self, g: &'a EdgeWeightedGraph, v: usize) {
        self.marked[v] = true;
        for e in g.adj(v) {
            let w = e.other(v);
            if self.marked[w] {
                continue;
            }
            if e.weight() < self.dist_to[w] {
                self.edge_to[w] = Some(e);
                self.dist_to[w] = e.weight();
                if self.min_pq.contains(w) {
                    self.min_pq.change(w, e.weight());
                } else {
                    self.min_pq.push(w, e.weight());
                }
            }
        }
    }
    pub fn edges(&self) -> Vec<&Edge> {
        self.edge_to
            .iter()
            .skip(1)
            .map(|f| f.as_deref().unwrap())
            .collect()
    }
    pub fn weight(&self) -> f64 {
        self.dist_to.iter().skip(1).sum()
    }
}
#[cfg(test)]
mod test {
    use crate::{
        add_edge_weighted,
        graph::edge_weighted::{
            mst::prim::{LazyPrimMST, PrimMST},
            EdgeWeightedGraph,
        },
    };

    #[test]
    fn test() {
        let mut g = EdgeWeightedGraph::new(8);
        add_edge_weighted!(g, 4, 5, 0.35);
        add_edge_weighted!(g, 4, 7, 0.37);
        add_edge_weighted!(g, 5, 7, 0.28);
        add_edge_weighted!(g, 0, 7, 0.16);
        add_edge_weighted!(g, 1, 5, 0.32);
        add_edge_weighted!(g, 0, 4, 0.38);
        add_edge_weighted!(g, 2, 3, 0.17);
        add_edge_weighted!(g, 1, 7, 0.19);
        add_edge_weighted!(g, 0, 2, 0.26);
        add_edge_weighted!(g, 1, 2, 0.36);
        add_edge_weighted!(g, 1, 3, 0.29);
        add_edge_weighted!(g, 2, 7, 0.34);
        add_edge_weighted!(g, 6, 2, 0.40);
        add_edge_weighted!(g, 3, 6, 0.52);
        add_edge_weighted!(g, 6, 0, 0.58);
        add_edge_weighted!(g, 6, 4, 0.93);
        let prim = LazyPrimMST::new(&g);
        let mut gg = EdgeWeightedGraph::new(g.vertex_count());
        for e in prim.edges() {
            add_edge_weighted!(gg, e.v, e.w, e.weight);
        }
        // gg.print_dot("mst1.dot");
        let weight = prim.weight();
        println!("weight:{}", weight as f32);
        let prim = PrimMST::new(&g);
        let mut gg = EdgeWeightedGraph::new(g.vertex_count());
        for e in prim.edges() {
            add_edge_weighted!(gg, e.v, e.w, e.weight);
        }
        // gg.print_dot("mst2.dot");
        println!("weight:{}", prim.weight() as f32);
        assert_eq!(weight as f32, prim.weight() as f32);
    }
}