private boolean hasEulerLoop(){CC cc =newCC(G);if(cc.count()>1)returnfalse;for(int v =0; v < G.V(); v ++)if(G.degree(v)%2==1)returnfalse;returntrue;}
3 Hierholzer算法详解
public ArrayList<Integer>result(){ArrayList<Integer> res = new ArrayList<>();if(!hasEulerLoop())return res;//根据小g进行删边Graph g =(Graph)G.clone();Stack<Integer> stack = new Stack<>();int curv =0;//出发点stack.push(curv);while(!stack.isEmpty()){if(g.degree(curv)!=0){stack.push(curv);int w = g.adj(curv).iterator().next();g.removeEdge(curv, w);curv = w;}else{res.add(curv);curv = stack.pop();}}return res;}
4 Hierholzer算法实现
4.1 修改Graph,增加API
//移除边
public voidremoveEdge(int v,int w){validateVertex(v);validateVertex(w);if(adj[v].contains(w)) E --;adj[v].remove(w);adj[w].remove(v);}//深拷贝
@Override
public Object clone(){try{Graph cloned =(Graph) super.clone();cloned.adj = new TreeSet[V];for(int v =0; v < V; v ++){cloned.adj[v]= new TreeSet<Integer>();for(int w: adj[v])cloned.adj[v].add(w);}return cloned;}catch(CloneNotSupportedException e){e.printStackTrace();}return null;}
4.2 Graph.java
package Chapter08_EulerLoop_And_EulerPath;import java.io.File;
import java.io.IOException;
import java.util.TreeSet;
import java.util.Scanner;/// 暂时只支持无向无权图
public class Graph implements Cloneable{private int V;private int E;private TreeSet<Integer>[] adj;public Graph(String filename){File file = new File(filename);try(Scanner scanner = new Scanner(file)){V = scanner.nextInt();if(V <0) throw new IllegalArgumentException("V must be non-negative");adj = new TreeSet[V];for(int i =0; i < V; i ++)adj[i]= new TreeSet<Integer>();E = scanner.nextInt();if(E <0) throw new IllegalArgumentException("E must be non-negative");for(int i =0; i < E; i ++){int a = scanner.nextInt();validateVertex(a);int b = scanner.nextInt();validateVertex(b);if(a == b) throw new IllegalArgumentException("Self Loop is Detected!");if(adj[a].contains(b)) throw new IllegalArgumentException("Parallel Edges are Detected!");adj[a].add(b);adj[b].add(a);}}catch(IOException e){e.printStackTrace();}}public voidvalidateVertex(int v){if(v <0|| v >= V)throw new IllegalArgumentException("vertex "+ v +"is invalid");}public intV(){return V;}public intE(){return E;}public boolean hasEdge(int v,int w){validateVertex(v);validateVertex(w);return adj[v].contains(w);}public Iterable<Integer>adj(int v){validateVertex(v);return adj[v];}public intdegree(int v){validateVertex(v);return adj[v].size();}public voidremoveEdge(int v,int w){validateVertex(v);validateVertex(w);if(adj[v].contains(w)) E --;adj[v].remove(w);adj[w].remove(v);}@Overridepublic Object clone(){try{Graph cloned =(Graph) super.clone();cloned.adj = new TreeSet[V];for(int v =0; v < V; v ++){cloned.adj[v]= new TreeSet<Integer>();for(int w: adj[v])cloned.adj[v].add(w);}return cloned;}catch(CloneNotSupportedException e){e.printStackTrace();}return null;}@Overridepublic String toString(){StringBuilder sb = new StringBuilder();sb.append(String.format("V = %d, E = %d\n", V, E));for(int v =0; v < V; v ++){sb.append(String.format("%d : ", v));for(int w : adj[v])sb.append(String.format("%d ", w));sb.append('\n');}return sb.toString();}public staticvoidmain(String[] args){Graph g = new Graph("g.txt");System.out.print(g);}}
4.3 联通分量类
package Chapter08_EulerLoop_And_EulerPath;import java.util.ArrayList;public class CC {private Graph G;private int[] visited;private int cccount =0;public CC(Graph G){this.G = G;visited = new int[G.V()];for(int i =0; i < visited.length; i ++)visited[i]=-1;for(int v =0; v < G.V(); v ++)if(visited[v]==-1){dfs(v, cccount);cccount ++;}}private voiddfs(int v,int ccid){visited[v]= ccid;for(int w: G.adj(v))if(visited[w]==-1)dfs(w, ccid);}public intcount(){return cccount;}public boolean isConnected(int v,int w){G.validateVertex(v);G.validateVertex(w);return visited[v]== visited[w];}public ArrayList<Integer>[]components(){ArrayList<Integer>[] res = new ArrayList[cccount];for(int i =0; i < cccount; i ++)res[i]= new ArrayList<Integer>();for(int v =0; v < G.V(); v ++)res[visited[v]].add(v);return res;}public staticvoidmain(String[] args){Graph g = new Graph("g.txt");CC cc = new CC(g);System.out.println(cc.count());System.out.println(cc.isConnected(0,6));System.out.println(cc.isConnected(5,6));ArrayList<Integer>[] comp = cc.components();for(int ccid =0; ccid < comp.length; ccid ++){System.out.print(ccid +" : ");for(int w: comp[ccid])System.out.print(w +" ");System.out.println();}}}
4.4 欧拉回路类
package Chapter08_EulerLoop_And_EulerPath;import java.util.ArrayList;
import java.util.Stack;public class EulerLoop {private Graph G;public EulerLoop(Graph G){this.G = G;}private boolean hasEulerLoop(){CC cc = new CC(G);if(cc.count()>1)return false;for(int v =0; v < G.V(); v ++)if(G.degree(v)%2==1)return false;return true;}public ArrayList<Integer>result(){ArrayList<Integer> res = new ArrayList<>();if(!hasEulerLoop())return res;Graph g =(Graph)G.clone();Stack<Integer> stack = new Stack<>();int curv =0;stack.push(curv);while(!stack.isEmpty()){if(g.degree(curv)!=0){stack.push(curv);int w = g.adj(curv).iterator().next();g.removeEdge(curv, w);curv = w;}else{res.add(curv);curv = stack.pop();}}return res;}public staticvoidmain(String[] args){Graph g = new Graph("g8.txt");EulerLoop el = new EulerLoop(g);System.out.println(el.result());Graph g2 = new Graph("g2.txt");EulerLoop el2 = new EulerLoop(g2);System.out.println(el2.result());}}
` 文章目录 基础CNN网络读取数据卷积层池化层全连接层模型配置模型训练CNN变体网络简单的深度网络添加了其它功能层的深度卷积NIN网络文本卷积基础CNN网络 读取数据
import numpy as np
import tensorflow as tf
import tensorflow.keras as keras
import tensorflow.keras.la…