图是一种多对多的关系,可以有零个或多个直接前驱,也可以有零个或多个直接后驱。相较于线性表和树,图的结点可以是任意的,而线性表有头结点,只要知道了头结点,那么整个线性表就可以直接访问,树有根结点,可以根据树的根结点直接访问整棵树的所有结点,也就是说线性表和树如果要访问的话只有从头部进入访问。而图就不一样了,可以选择任意的结点进行访问。所以在遍历图的时候就一定会有多个遍历方式。
在创建图的时候我们一般采用二维数组的形式。根据bool矩阵来进行存储图的关系。行和列都代表结点
typedef struct Graph
{
int **connections;//创建一个二维数组
int numNodes;//记录结点个数,从0开始编号如果有五个结点编号 0 1 2 3 4
} * GraphPtr;
//初始化图
GraphPtr initGraph(int paraSize, int **paraData)
{
int i, j;
GraphPtr resultPtr = (GraphPtr)malloc(sizeof(Graph));//申请图的空间
resultPtr->numNodes = paraSize;
// resultPtr -> connections = (int**)malloc(paraSize * paraSize * sizeof(int));
//申请二维数组空间
resultPtr->connections = (int **)malloc(paraSize * sizeof(int *));
for (i = 0; i < paraSize; i++)
{
resultPtr->connections[i] = (int *)malloc(paraSize * sizeof(int));
for (j = 0; j < paraSize; j++)
{
resultPtr->connections[i][j] = paraData[i][j];//将图结点以0 1矩阵的方式存储
}
}
return resultPtr;
}
在这里声明一下visitedPtr数组用来记录每一个结点是否被访问,下标代表结点,如果没有被访问数组值为0被访问数组值为1。
函数传入的参数是图和首先访问的结点,首先访问传入的结点,一旦访问就标记为1,然后从0 1 矩阵的该结点的行从左到右依次遍历,如果找到矩阵数为1,并且该列数没有被标记为1,那么就直接访问该结点。这里用到了递归的调用,在递归里面有for循环所以在递归到最后for循环截止的时候,就会返回上一个for循环继续向后递归,这里非常向N皇后问题,就不多做阐述。
void depthFirstTranverse(GraphPtr paraGraphPtr, int paraNode)
{
int i;
visitedPtr[paraNode] = 1;//如果结点被访问就标记为1,之后不再访问该结点
printf("%d\t", paraNode);//打印出遍历的结点
for (i = 0; i < paraGraphPtr->numNodes; i++)
{
if (!visitedPtr[i])
{
if (paraGraphPtr->connections[paraNode][i])
{
//如果该结点connection[paraNode][i](结点编号为i)与paraNode结点相连,那么就打印,再次递归调用该函数、
depthFirstTranverse(paraGraphPtr, i);
}
}
}
}
广度优先遍历用到了队列,该函数传入的参数是图,首先遍历的结点。还是像深度优先遍历一样如果结点被访问标记为1,没有被访问标记为0。首先进行打印遍历,然后再将该结点入队,同深度优先遍历一样,如果结点的行有矩阵数为1并且该列列数没有被标记为1那么就直接打印遍历。
void widthFirstTranverse(GraphPtr paraGraphPtr, int paraStart)
{
int i, j, tempNode;
i = 0;
QueuePtr tempQueuePtr = initQueue();//队列创建并初始化
printf("%d\t", paraStart);//打印结点
visitedPtr[paraStart] = 1;//标记结点
enqueue(tempQueuePtr, paraStart);//入队
while (!isQueueEmpty(tempQueuePtr))
{
tempNode = dequeue(tempQueuePtr);
visitedPtr[tempNode] = 1;
// For output.
i++;
for (j = 0; j < paraGraphPtr->numNodes; j++)
{
if (visitedPtr[j])
continue;
if (paraGraphPtr->connections[tempNode][j] == 0)
continue;
printf("%d\t", j);
visitedPtr[j] = 1;
enqueue(tempQueuePtr, j);
}
}
}
所有代码
#include
#include
#define QUEUE_SIZE 10
int *visitedPtr;
typedef struct GraphNodeQueue
{
int *nodes;
int front;
int rear;
} GraphNodeQueue, *QueuePtr;
QueuePtr initQueue()
{
QueuePtr resultQueuePtr = (QueuePtr)malloc(sizeof(struct GraphNodeQueue));
resultQueuePtr->nodes = (int *)malloc(QUEUE_SIZE * sizeof(int));
resultQueuePtr->front = 0;
resultQueuePtr->rear = 1;
return resultQueuePtr;
}
bool isQueueEmpty(QueuePtr paraQueuePtr)
{
if ((paraQueuePtr->front + 1) % QUEUE_SIZE == paraQueuePtr->rear)
{
return true;
}
return false;
}
void enqueue(QueuePtr paraQueuePtr, int paraNode)
{
// printf("front = %d, rear = %d.\r\n", paraQueuePtr->front, paraQueuePtr->rear);
if ((paraQueuePtr->rear + 1) % QUEUE_SIZE == paraQueuePtr->front % QUEUE_SIZE)
{
printf("Error, trying to enqueue %d. queue full.\r\n", paraNode);
return;
}
paraQueuePtr->nodes[paraQueuePtr->rear] = paraNode;
paraQueuePtr->rear = (paraQueuePtr->rear + 1) % QUEUE_SIZE;
// printf("enqueue %d ends.\r\n", paraNode);
}
int dequeue(QueuePtr paraQueuePtr)
{
if (isQueueEmpty(paraQueuePtr))
{
printf("Error, empty queue\r\n");
return NULL;
}
paraQueuePtr->front = (paraQueuePtr->front + 1) % QUEUE_SIZE;
// printf("dequeue %d ends.\r\n", paraQueuePtr->nodes[paraQueuePtr->front]);
return paraQueuePtr->nodes[paraQueuePtr->front];
}
typedef struct Graph
{
int **connections;
int numNodes;
} * GraphPtr;
GraphPtr initGraph(int paraSize, int **paraData)
{
int i, j;
GraphPtr resultPtr = (GraphPtr)malloc(sizeof(Graph));
resultPtr->numNodes = paraSize;
// resultPtr -> connections = (int**)malloc(paraSize * paraSize * sizeof(int));
resultPtr->connections = (int **)malloc(paraSize * sizeof(int *));
for (i = 0; i < paraSize; i++)
{
resultPtr->connections[i] = (int *)malloc(paraSize * sizeof(int));
for (j = 0; j < paraSize; j++)
{
resultPtr->connections[i][j] = paraData[i][j];
}
}
return resultPtr;
}
void initTranverse(GraphPtr paraGraphPtr)
{
int i;
visitedPtr = (int *)malloc(paraGraphPtr->numNodes * sizeof(int));
for (i = 0; i < paraGraphPtr->numNodes; i++)
{
visitedPtr[i] = 0;
}
}
void depthFirstTranverse(GraphPtr paraGraphPtr, int paraNode)
{
int i;
visitedPtr[paraNode] = 1;
printf("%d\t", paraNode);
for (i = 0; i < paraGraphPtr->numNodes; i++)
{
if (!visitedPtr[i])
{
if (paraGraphPtr->connections[paraNode][i])
{
depthFirstTranverse(paraGraphPtr, i);
}
}
}
}
void widthFirstTranverse(GraphPtr paraGraphPtr, int paraStart)
{
int i, j, tempNode;
i = 0;
QueuePtr tempQueuePtr = initQueue();
printf("%d\t", paraStart);
visitedPtr[paraStart] = 1;
enqueue(tempQueuePtr, paraStart);
while (!isQueueEmpty(tempQueuePtr))
{
tempNode = dequeue(tempQueuePtr);
visitedPtr[tempNode] = 1;
// For output.
i++;
for (j = 0; j < paraGraphPtr->numNodes; j++)
{
if (visitedPtr[j])
continue;
if (paraGraphPtr->connections[tempNode][j] == 0)
continue;
printf("%d\t", j);
visitedPtr[j] = 1;
enqueue(tempQueuePtr, j);
}
}
}
void testGraphTranverse()
{
int i, j;
int myGraph[5][5] = {
{0, 1, 0, 1, 0},
{1, 0, 1, 0, 1},
{0, 1, 0, 1, 1},
{1, 0, 1, 0, 0},
{0, 1, 1, 0, 0}};
int **tempPtr;
printf("Preparing data\r\n");
tempPtr = (int **)malloc(5 * sizeof(int *));
for (i = 0; i < 5; i++)
{
tempPtr[i] = (int *)malloc(5 * sizeof(int));
}
for (i = 0; i < 5; i++)
{
for (j = 0; j < 5; j++)
{
// printf("i = %d, j = %d, ", i, j);
// printf("%d\r\n", tempPtr[i][j]);
tempPtr[i][j] = myGraph[i][j];
// printf("i = %d, j = %d, %d\r\n", i, j, tempPtr[i][j]);
}
}
printf("Data ready\r\n");
GraphPtr tempGraphPtr = initGraph(5, tempPtr);
printf("num nodes = %d \r\n", tempGraphPtr->numNodes);
printf("Graph initialized\r\n");
printf("Depth first visit:\r\n");
initTranverse(tempGraphPtr);
depthFirstTranverse(tempGraphPtr, 4);
printf("\r\nWidth first visit:\r\n");
initTranverse(tempGraphPtr);
widthFirstTranverse(tempGraphPtr, 4);
}
int main()
{
testGraphTranverse();
return 1;
}
运行结果
Preparing data
Data ready
num nodes = 5
Graph initialized
Depth first visit:
4 1 0 3 2
Width first visit:
4 1 2 0 3
PS D:\Data Struction\weekSix\student>