在之前的后缀树文章中,我们为一个字符串创建了后缀树,然后查询该树以查找字符串 子串检查 , 搜索所有模式 , 最长重复子串 和 内置后缀数组 (所有线性时间操作)。 在涉及多个字符串的情况下,还有很多其他问题。 e、 g.在文本文件或字典、拼写检查器、电话簿中进行模式搜索, 自动完成 , 最长公共子串问题 , 最长回文子串 和 更多 . 对于此类操作,所有涉及的字符串都需要索引,以便更快地搜索和检索。一种方法是使用后缀trie或后缀树。我们将在这里讨论后缀树。 由一组字符串组成的后缀树称为 广义后缀树 . 我们将讨论一种简单的构建方法 广义后缀树 来这里 只有两条线 . 稍后,我们将讨论另一种构建方法 广义后缀树 对于 两个或更多字符串 . 这里我们将使用 后缀树实现 对于已经讨论过的一个字符串,请稍加修改以构建它 广义后缀树 . 让我们考虑两个字符串x和y,我们要为它们建立广义后缀树。为此,我们将创建一个新字符串X#Y$,其中#和$都是终端符号(必须是唯一的)。然后我们将为X#Y$建立后缀树,这将是X和Y的通用后缀树。相同的逻辑将应用于两个以上的字符串(即,使用唯一的终端符号连接所有字符串,然后为连接的字符串建立后缀树)。 假设X=xabxa,Y=babxba X#Y$=xabxa#babxba$ 如果我们运行在 Ukkonen后缀树构造——第6部分 对于字符串xabxa#babxba$,我们得到以下输出: 输出:
图片视图:
我们可以使用这棵树来解决一些问题,但我们可以通过删除路径标签上不需要的子字符串来对其进行一些改进。一个路径标签应该只包含来自一个输入字符串的子字符串,因此如果有路径标签包含来自多个输入字符串的子字符串,我们可以只保留对应于一个字符串的初始部分,并删除所有后续部分。例如,对于路径标签#babxba$、a#babxba$和bxa#babxba$,我们可以删除babxba$(属于2) 钕 输入字符串),然后新的路径标签将分别为#、a#和bxa#。通过此更改,上图将如下所示:
下面的实现是建立在 最初的实施 .这里我们将删除路径标签上不需要的字符。如果路径标签中有“#”字符,那么我们将修剪该路径标签中“#”之后的所有字符。
注意:这个实现只为两个字符串X和Y构建通用后缀树,这两个字符串被连接为X#Y$
C
// A C program to implement Ukkonen's Suffix Tree Construction // And then build generalized suffix tree #include <stdio.h> #include <string.h> #include <stdlib.h> #define MAX_CHAR 256 struct SuffixTreeNode { struct SuffixTreeNode *children[MAX_CHAR]; //pointer to other node via suffix link struct SuffixTreeNode *suffixLink; /*(start, end) interval specifies the edge, by which the node is connected to its parent node. Each edge will connect two nodes, one parent and one child, and (start, end) interval of a given edge will be stored in the child node. Lets say there are two nods A and B connected by an edge with indices (5, 8) then this indices (5, 8) will be stored in node B. */ int start; int *end; /*for leaf nodes, it stores the index of suffix for the path from root to leaf*/ int suffixIndex; }; typedef struct SuffixTreeNode Node; char text[100]; //Input string Node *root = NULL; //Pointer to root node /*lastNewNode will point to newly created internal node, waiting for it's suffix link to be set, which might get a new suffix link (other than root) in next extension of same phase. lastNewNode will be set to NULL when last newly created internal node (if there is any) got it's suffix link reset to new internal node created in next extension of same phase. */ Node *lastNewNode = NULL; Node *activeNode = NULL; /*activeEdge is represented as input string character index (not the character itself)*/ int activeEdge = -1; int activeLength = 0; // remainingSuffixCount tells how many suffixes yet to // be added in tree int remainingSuffixCount = 0; int leafEnd = -1; int *rootEnd = NULL; int *splitEnd = NULL; int size = -1; //Length of input string Node *newNode( int start, int *end) { Node *node =(Node*) malloc ( sizeof (Node)); int i; for (i = 0; i < MAX_CHAR; i++) node->children[i] = NULL; /*For root node, suffixLink will be set to NULL For internal nodes, suffixLink will be set to root by default in current extension and may change in next extension*/ node->suffixLink = root; node->start = start; node->end = end; /*suffixIndex will be set to -1 by default and actual suffix index will be set later for leaves at the end of all phases*/ node->suffixIndex = -1; return node; } int edgeLength(Node *n) { if (n == root) return 0; return *(n->end) - (n->start) + 1; } int walkDown(Node *currNode) { /*activePoint change for walk down (APCFWD) using Skip/Count Trick (Trick 1). If activeLength is greater than current edge length, set next internal node as activeNode and adjust activeEdge and activeLength accordingly to represent same activePoint*/ if (activeLength >= edgeLength(currNode)) { activeEdge += edgeLength(currNode); activeLength -= edgeLength(currNode); activeNode = currNode; return 1; } return 0; } void extendSuffixTree( int pos) { /*Extension Rule 1, this takes care of extending all leaves created so far in tree*/ leafEnd = pos; /*Increment remainingSuffixCount indicating that a new suffix added to the list of suffixes yet to be added in tree*/ remainingSuffixCount++; /*set lastNewNode to NULL while starting a new phase, indicating there is no internal node waiting for it's suffix link reset in current phase*/ lastNewNode = NULL; //Add all suffixes (yet to be added) one by one in tree while (remainingSuffixCount > 0) { if (activeLength == 0) activeEdge = pos; //APCFALZ // There is no outgoing edge starting with // activeEdge from activeNode if (activeNode->children] == NULL) { //Extension Rule 2 (A new leaf edge gets created) activeNode->children] = newNode(pos, &leafEnd); /*A new leaf edge is created in above line starting from an existing node (the current activeNode), and if there is any internal node waiting for it's suffix link get reset, point the suffix link from that last internal node to current activeNode. Then set lastNewNode to NULL indicating no more node waiting for suffix link reset.*/ if (lastNewNode != NULL) { lastNewNode->suffixLink = activeNode; lastNewNode = NULL; } } // There is an outgoing edge starting with activeEdge // from activeNode else { // Get the next node at the end of edge starting // with activeEdge Node *next = activeNode->children]; if (walkDown(next)) //Do walkdown { //Start from next node (the new activeNode) continue ; } /*Extension Rule 3 (current character being processed is already on the edge)*/ if (text[next->start + activeLength] == text[pos]) { //If a newly created node waiting for it's //suffix link to be set, then set suffix link //of that waiting node to current active node if (lastNewNode != NULL && activeNode != root) { lastNewNode->suffixLink = activeNode; lastNewNode = NULL; } //APCFER3 activeLength++; /*STOP all further processing in this phase and move on to next phase*/ break ; } /*We will be here when activePoint is in middle of the edge being traversed and current character being processed is not on the edge (we fall off the tree). In this case, we add a new internal node and a new leaf edge going out of that new node. This is Extension Rule 2, where a new leaf edge and a new internal node get created*/ splitEnd = ( int *) malloc ( sizeof ( int )); *splitEnd = next->start + activeLength - 1; //New internal node Node *split = newNode(next->start, splitEnd); activeNode->children] = split; //New leaf coming out of new internal node split->children] = newNode(pos, &leafEnd); next->start += activeLength; split->children] = next; /*We got a new internal node here. If there is any internal node created in last extensions of same phase which is still waiting for it's suffix link reset, do it now.*/ if (lastNewNode != NULL) { /*suffixLink of lastNewNode points to current newly created internal node*/ lastNewNode->suffixLink = split; } /*Make the current newly created internal node waiting for it's suffix link reset (which is pointing to root at present). If we come across any other internal node (existing or newly created) in next extension of same phase, when a new leaf edge gets added (i.e. when Extension Rule 2 applies is any of the next extension of same phase) at that point, suffixLink of this node will point to that internal node.*/ lastNewNode = split; } /* One suffix got added in tree, decrement the count of suffixes yet to be added.*/ remainingSuffixCount--; if (activeNode == root && activeLength > 0) //APCFER2C1 { activeLength--; activeEdge = pos - remainingSuffixCount + 1; } else if (activeNode != root) //APCFER2C2 { activeNode = activeNode->suffixLink; } } } void print( int i, int j) { int k; for (k=i; k<=j && text[k] != '#' ; k++) printf ( "%c" , text[k]); if (k<=j) printf ( "#" ); } //Print the suffix tree as well along with setting suffix index //So tree will be printed in DFS manner //Each edge along with it's suffix index will be printed void setSuffixIndexByDFS(Node *n, int labelHeight) { if (n == NULL) return ; if (n->start != -1) //A non-root node { //Print the label on edge from parent to current node print(n->start, *(n->end)); } int leaf = 1; int i; for (i = 0; i < MAX_CHAR; i++) { if (n->children[i] != NULL) { if (leaf == 1 && n->start != -1) printf ( " [%d]" , n->suffixIndex); //Current node is not a leaf as it has outgoing //edges from it. leaf = 0; setSuffixIndexByDFS(n->children[i], labelHeight + edgeLength(n->children[i])); } } if (leaf == 1) { for (i= n->start; i<= *(n->end); i++) { if (text[i] == '#' ) //Trim unwanted characters { n->end = ( int *) malloc ( sizeof ( int )); *(n->end) = i; } } n->suffixIndex = size - labelHeight; printf ( " [%d]" , n->suffixIndex); } } void freeSuffixTreeByPostOrder(Node *n) { if (n == NULL) return ; int i; for (i = 0; i < MAX_CHAR; i++) { if (n->children[i] != NULL) { freeSuffixTreeByPostOrder(n->children[i]); } } if (n->suffixIndex == -1) free (n->end); free (n); } /*Build the suffix tree and print the edge labels along with suffixIndex. suffixIndex for leaf edges will be >= 0 and for non-leaf edges will be -1*/ void buildSuffixTree() { size = strlen (text); int i; rootEnd = ( int *) malloc ( sizeof ( int )); *rootEnd = - 1; /*Root is a special node with start and end indices as -1, as it has no parent from where an edge comes to root*/ root = newNode(-1, rootEnd); activeNode = root; //First activeNode will be root for (i=0; i<size; i++) extendSuffixTree(i); int labelHeight = 0; setSuffixIndexByDFS(root, labelHeight); //Free the dynamically allocated memory freeSuffixTreeByPostOrder(root); } // driver program to test above functions int main( int argc, char *argv[]) { // strcpy(text, "xabxac#abcabxabcd$"); buildSuffixTree(); strcpy (text, "xabxa#babxba$" ); buildSuffixTree(); return 0; } |
输出:(你可以看到下面的输出对应于2 钕 上图)
# [5]$ [12]a [-1]# [4]$ [11]bx [-1]a# [1]ba$ [7]b [-1]a [-1]$ [10]bxba$ [6]x [-1]a# [2]ba$ [8]x [-1]a [-1]# [3]bxa# [0]ba$ [9]
如果两个字符串的大小分别为M和N,那么这个实现将占用O(M+N)的时间和空间。 如果输入字符串尚未连接,则总共需要2个(M+N)空间,M+N空间用于存储广义后缀树,另一个M+N空间用于存储连接的字符串。
后续行动: 将上述实现扩展到两个以上的字符串(即,使用唯一的终端符号连接所有字符串,然后为连接的字符串构建后缀树) 这种方法的一个问题是每个输入字符串都需要唯一的终端符号。这将适用于少数字符串,但如果有太多的输入字符串,我们可能无法找到许多唯一的终端符号。 我们将很快讨论另一种构建通用后缀树的方法,我们只需要一个唯一的终端符号,这将解决上述问题,并可用于为任意数量的输入字符串构建通用后缀树。
我们发表了以下更多关于后缀树应用程序的文章:
- 后缀树应用程序1–子字符串检查
- 后缀树应用程序2–搜索所有模式
- 后缀树应用程序3–最长重复子字符串
- 后缀树应用程序4–构建线性时间后缀数组
- 后缀树应用程序5–最长公共子字符串
- 后缀树应用程序6–最长回文子串
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