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下面的B+树算法是在我学习了别人的代码之后经过修改完成的,主要在叶子节点上使用了二分查找,另外在更新节点上也减少了部分的递归操作,还对节点的结构做了细微的修改(每个节点得孩子指针比关键码多1,原来是孩子指针和关键码一样多,这也与B+树的原本定义一致),应该说整个程序的逻辑比原来清晰了一些。在此特别感谢wguoyong作者!大家可以参考原博主的代码点击打开链接
在写B+树的过程中,其实查询和插入操作都不算很难,最难的是删除操作,在做中间节点合并的时候需要特别注意关键字和孩子指针的更新,具体见代码。
我对改进后的算法与之前的做了比较,下面的测试我在Macbook air OS X 10.9.2上做的测试:
阶数10阶 | 修改前 | 修改后 |
随机插入100万条数据 | 4100ms | 2200ms |
顺序插入100万条数据 | 1800ms | 940ms |
随机查询100万次数据 | 2800ms | 1350ms |
顺序查询100万次数据 | 730ms | 250ms |
随机删除100万次数据 | 4600ms | 1400ms |
顺序删除100万次数据 | 2000ms | 450ms |
阶数100阶 | 修改前 | 修改后 |
随机插入100万条数据 | 8100ms | 2100ms |
顺序插入100万条数据 | 4300ms | 700ms |
随机查询100万次数据 | 2000ms | 1200ms |
顺序查询100万次数据 | 850ms | 250ms |
随机删除100万次数据 | 8000ms | 1500ms |
顺序删除100万次数据 | 4500ms | 300ms |
源代码:
BplusTree.java
- /**
- * B+树的定义:
- *
- * 1.任意非叶子结点最多有M个子节点;且M>2;M为B+树的阶数
- * 2.除根结点以外的非叶子结点至少有 (M+1)/2个子节点;
- * 3.根结点至少有2个子节点;
- * 4.除根节点外每个结点存放至少(M-1)/2和至多M-1个关键字;(至少1个关键字)
- * 5.非叶子结点的子树指针比关键字多1个;
- * 6.非叶子节点的所有key按升序存放,假设节点的关键字分别为K[0], K[1] … K[M-2],
- * 指向子女的指针分别为P[0], P[1]…P[M-1]。则有:
- * P[0] < K[0] <= P[1] < K[1] …..< K[M-2] <= P[M-1]
- * 7.所有叶子结点位于同一层;
- * 8.为所有叶子结点增加一个链指针;
- * 9.所有关键字都在叶子结点出现
- */
- /**
- * @author LeeJay 2014-04-03
- *
- */
-
- import java.util.ArrayList;
- import java.util.List;
- import java.util.Random;
-
- public class BplusTree <K extends Comparable<K>, V>{
-
- /** 根节点 */
- protected BplusNode<K, V> root;
-
- /** 阶数,M值 */
- protected int order;
-
- /** 叶子节点的链表头 */
- protected BplusNode<K, V> head;
-
- /** 树高*/
- protected int height = 0;
-
- public BplusNode<K, V> getHead() {
- return head;
- }
-
- public void setHead(BplusNode<K, V> head) {
- this.head = head;
- }
-
- public BplusNode<K, V> getRoot() {
- return root;
- }
-
- public void setRoot(BplusNode<K, V> root) {
- this.root = root;
- }
-
- public int getOrder() {
- return order;
- }
-
- public void setOrder(int order) {
- this.order = order;
- }
-
- public void setHeight(int height) {
- this.height = height;
- }
-
- public int getHeight() {
- return height;
- }
-
- public V get(K key) {
- return root.get(key);
- }
-
- public V remove(K key) {
- return root.remove(key, this);
- }
-
- public void insertOrUpdate(K key, V value) {
- root.insertOrUpdate(key, value, this);
-
- }
-
- public BplusTree(int order) {
- if (order < 3) {
- System.out.print("order must be greater than 2");
- System.exit(0);
- }
- this.order = order;
- root = new BplusNode<K, V>(true, true);
- head = root;
- }
-
- // 测试
- public static void main(String[] args) {
-
- int size = 1000000;
- int order = 100;
- // testRandomInsert(size, order);
- //
- // testOrderInsert(size, order);
- //
- // testRandomSearch(size, order);
- //
- // testOrderSearch(size, order);
- //
- // testRandomRemove(size, order);
- //
- // testOrderRemove(size, order);
- }
-
- private static void testOrderRemove(int size, int order) {
- BplusTree<Integer, Integer> tree = new BplusTree<Integer, Integer>(order);
- System.out.println("\nTest order remove " + size + " datas, of order:"
- + order);
- System.out.println("Begin order insert...");
- for (int i = 0; i < size; i++) {
- tree.insertOrUpdate(i, i);
- }
- System.out.println("Begin order remove...");
- long current = System.currentTimeMillis();
- for (int j = 0; j < size; j++) {
- if (tree.remove(j) == null) {
- System.err.println("得不到数据:" + j);
- break;
- }
- }
- long duration = System.currentTimeMillis() - current;
- System.out.println("time elpsed for duration: " + duration);
- System.out.println(tree.getHeight());
- }
-
- private static void testRandomRemove(int size, int order) {
- BplusTree<Integer, Integer> tree = new BplusTree<Integer, Integer>(order);
- System.out.println("\nTest random remove " + size + " datas, of order:"
- + order);
- Random random = new Random();
- boolean[] a = new boolean[size + 10];
- List<Integer> list = new ArrayList<Integer>();
- int randomNumber = 0;
- System.out.println("Begin random insert...");
- for (int i = 0; i < size; i++) {
- randomNumber = random.nextInt(size);
- a[randomNumber] = true;
- list.add(randomNumber);
- tree.insertOrUpdate(randomNumber, randomNumber);
- }
- System.out.println("Begin random remove...");
- long current = System.currentTimeMillis();
- for (int j = 0; j < size; j++) {
- randomNumber = list.get(j);
- if (a[randomNumber]) {
- if (tree.remove(randomNumber) == null) {
- System.err.println("得不到数据:" + randomNumber);
- break;
- } else {
- a[randomNumber] = false;
- }
- }
- }
- long duration = System.currentTimeMillis() - current;
- System.out.println("time elpsed for duration: " + duration);
- System.out.println(tree.getHeight());
- }
-
- private static void testOrderSearch(int size, int order) {
- BplusTree<Integer, Integer> tree = new BplusTree<Integer, Integer>(order);
- System.out.println("\nTest order search " + size + " datas, of order:"
- + order);
- System.out.println("Begin order insert...");
- for (int i = 0; i < size; i++) {
- tree.insertOrUpdate(i, i);
- }
- System.out.println("Begin order search...");
- long current = System.currentTimeMillis();
- for (int j = 0; j < size; j++) {
- if (tree.get(j) == null) {
- System.err.println("得不到数据:" + j);
- break;
- }
- }
- long duration = System.currentTimeMillis() - current;
- System.out.println("time elpsed for duration: " + duration);
- }
-
- private static void testRandomSearch(int size, int order) {
- BplusTree<Integer, Integer> tree = new BplusTree<Integer, Integer>(order);
- System.out.println("\nTest random search " + size + " datas, of order:"
- + order);
- Random random = new Random();
- boolean[] a = new boolean[size + 10];
- int randomNumber = 0;
- System.out.println("Begin random insert...");
- for (int i = 0; i < size; i++) {
- randomNumber = random.nextInt(size);
- a[randomNumber] = true;
- tree.insertOrUpdate(randomNumber, randomNumber);
- }
- System.out.println("Begin random search...");
- long current = System.currentTimeMillis();
- for (int j = 0; j < size; j++) {
- randomNumber = random.nextInt(size);
- if (a[randomNumber]) {
- if (tree.get(randomNumber) == null) {
- System.err.println("得不到数据:" + randomNumber);
- break;
- }
- }
- }
- long duration = System.currentTimeMillis() - current;
- System.out.println("time elpsed for duration: " + duration);
- }
-
- private static void testRandomInsert(int size, int order) {
- BplusTree<Integer, Integer> tree = new BplusTree<Integer, Integer>(order);
- System.out.println("\nTest random insert " + size + " datas, of order:"
- + order);
- Random random = new Random();
- int randomNumber = 0;
- long current = System.currentTimeMillis();
- for (int i = 0; i < size; i++) {
- randomNumber = random.nextInt(size);
- tree.insertOrUpdate(randomNumber, randomNumber);
- }
- long duration = System.currentTimeMillis() - current;
- System.out.println("time elpsed for duration: " + duration);
-
- System.out.println(tree.getHeight());
- }
-
- private static void testOrderInsert(int size, int order) {
- BplusTree<Integer, Integer> tree = new BplusTree<Integer, Integer>(order);
- System.out.println("\nTest order insert " + size + " datas, of order:"
- + order);
- long current = System.currentTimeMillis();
- for (int i = 0; i < size; i++) {
- tree.insertOrUpdate(i, i);
- }
- long duration = System.currentTimeMillis() - current;
- System.out.println("time elpsed for duration: " + duration);
- }
- }
- import java.util.AbstractMap.SimpleEntry;
- import java.util.ArrayList;
- import java.util.List;
- import java.util.Map.Entry;
-
- public class BplusNode <K extends Comparable<K>, V> {
-
- /** 是否为叶子节点 */
- protected boolean isLeaf;
-
- /** 是否为根节点*/
- protected boolean isRoot;
-
- /** 父节点 */
- protected BplusNode<K, V> parent;
-
- /** 叶节点的前节点*/
- protected BplusNode<K, V> previous;
-
- /** 叶节点的后节点*/
- protected BplusNode<K, V> next;
-
- /** 节点的关键字 */
- protected List<Entry<K, V>> entries;
-
- /** 子节点 */
- protected List<BplusNode<K, V>> children;
-
- public BplusNode(boolean isLeaf) {
- this.isLeaf = isLeaf;
- entries = new ArrayList<Entry<K, V>>();
-
- if (!isLeaf) {
- children = new ArrayList<BplusNode<K, V>>();
- }
- }
-
- public BplusNode(boolean isLeaf, boolean isRoot) {
- this(isLeaf);
- this.isRoot = isRoot;
- }
-
- public V get(K key) {
-
- //如果是叶子节点
- if (isLeaf) {
- int low = 0, high = entries.size() - 1, mid;
- int comp ;
- while (low <= high) {
- mid = (low + high) / 2;
- comp = entries.get(mid).getKey().compareTo(key);
- if (comp == 0) {
- return entries.get(mid).getValue();
- } else if (comp < 0) {
- low = mid + 1;
- } else {
- high = mid - 1;
- }
- }
- //未找到所要查询的对象
- return null;
- }
- //如果不是叶子节点
- //如果key小于节点最左边的key,沿第一个子节点继续搜索
- if (key.compareTo(entries.get(0).getKey()) < 0) {
- return children.get(0).get(key);
- //如果key大于等于节点最右边的key,沿最后一个子节点继续搜索
- }else if (key.compareTo(entries.get(entries.size()-1).getKey()) >= 0) {
- return children.get(children.size()-1).get(key);
- //否则沿比key大的前一个子节点继续搜索
- }else {
- int low = 0, high = entries.size() - 1, mid= 0;
- int comp ;
- while (low <= high) {
- mid = (low + high) / 2;
- comp = entries.get(mid).getKey().compareTo(key);
- if (comp == 0) {
- return children.get(mid+1).get(key);
- } else if (comp < 0) {
- low = mid + 1;
- } else {
- high = mid - 1;
- }
- }
- return children.get(low).get(key);
- }
- }
-
- public void insertOrUpdate(K key, V value, BplusTree<K,V> tree){
- //如果是叶子节点
- if (isLeaf){
- //不需要分裂,直接插入或更新
- if (contains(key) != -1 || entries.size() < tree.getOrder()){
- insertOrUpdate(key, value);
- if(tree.getHeight() == 0){
- tree.setHeight(1);
- }
- return ;
- }
- //需要分裂
- //分裂成左右两个节点
- BplusNode<K,V> left = new BplusNode<K,V>(true);
- BplusNode<K,V> right = new BplusNode<K,V>(true);
- //设置链接
- if (previous != null){
- previous.next = left;
- left.previous = previous ;
- }
- if (next != null) {
- next.previous = right;
- right.next = next;
- }
- if (previous == null){
- tree.setHead(left);
- }
-
- left.next = right;
- right.previous = left;
- previous = null;
- next = null;
-
- //复制原节点关键字到分裂出来的新节点
- copy2Nodes(key, value, left, right, tree);
-
- //如果不是根节点
- if (parent != null) {
- //调整父子节点关系
- int index = parent.children.indexOf(this);
- parent.children.remove(this);
- left.parent = parent;
- right.parent = parent;
- parent.children.add(index,left);
- parent.children.add(index + 1, right);
- parent.entries.add(index,right.entries.get(0));
- entries = null; //删除当前节点的关键字信息
- children = null; //删除当前节点的孩子节点引用
-
- //父节点插入或更新关键字
- parent.updateInsert(tree);
- parent = null; //删除当前节点的父节点引用
- //如果是根节点
- }else {
- isRoot = false;
- BplusNode<K,V> parent = new BplusNode<K,V> (false, true);
- tree.setRoot(parent);
- left.parent = parent;
- right.parent = parent;
- parent.children.add(left);
- parent.children.add(right);
- parent.entries.add(right.entries.get(0));
- entries = null;
- children = null;
- }
- return ;
-
- }
- //如果不是叶子节点
- //如果key小于等于节点最左边的key,沿第一个子节点继续搜索
- if (key.compareTo(entries.get(0).getKey()) < 0) {
- children.get(0).insertOrUpdate(key, value, tree);
- //如果key大于节点最右边的key,沿最后一个子节点继续搜索
- }else if (key.compareTo(entries.get(entries.size()-1).getKey()) >= 0) {
- children.get(children.size()-1).insertOrUpdate(key, value, tree);
- //否则沿比key大的前一个子节点继续搜索
- }else {
- int low = 0, high = entries.size() - 1, mid= 0;
- int comp ;
- while (low <= high) {
- mid = (low + high) / 2;
- comp = entries.get(mid).getKey().compareTo(key);
- if (comp == 0) {
- children.get(mid+1).insertOrUpdate(key, value, tree);
- break;
- } else if (comp < 0) {
- low = mid + 1;
- } else {
- high = mid - 1;
- }
- }
- if(low>high){
- children.get(low).insertOrUpdate(key, value, tree);
- }
- }
- }
-
- private void copy2Nodes(K key, V value, BplusNode<K,V> left,
- BplusNode<K,V> right,BplusTree<K,V> tree) {
- //左右两个节点关键字长度
- int leftSize = (tree.getOrder() + 1) / 2 + (tree.getOrder() + 1) % 2;
- boolean b = false;//用于记录新元素是否已经被插入
- for (int i = 0; i < entries.size(); i++) {
- if(leftSize !=0){
- leftSize --;
- if(!b&&entries.get(i).getKey().compareTo(key) > 0){
- left.entries.add(new SimpleEntry<K, V>(key, value));
- b = true;
- i--;
- }else {
- left.entries.add(entries.get(i));
- }
- }else {
- if(!b&&entries.get(i).getKey().compareTo(key) > 0){
- right.entries.add(new SimpleEntry<K, V>(key, value));
- b = true;
- i--;
- }else {
- right.entries.add(entries.get(i));
- }
- }
- }
- if(!b){
- right.entries.add(new SimpleEntry<K, V>(key, value));
- }
- }
-
- /** 插入节点后中间节点的更新 */
- protected void updateInsert(BplusTree<K,V> tree){
-
- //如果子节点数超出阶数,则需要分裂该节点
- if (children.size() > tree.getOrder()) {
- //分裂成左右两个节点
- BplusNode<K, V> left = new BplusNode<K, V>(false);
- BplusNode<K, V> right = new BplusNode<K, V>(false);
- //左右两个节点子节点的长度
- int leftSize = (tree.getOrder() + 1) / 2 + (tree.getOrder() + 1) % 2;
- int rightSize = (tree.getOrder() + 1) / 2;
- //复制子节点到分裂出来的新节点,并更新关键字
- for (int i = 0; i < leftSize; i++){
- left.children.add(children.get(i));
- children.get(i).parent = left;
- }
- for (int i = 0; i < rightSize; i++){
- right.children.add(children.get(leftSize + i));
- children.get(leftSize + i).parent = right;
- }
- for (int i = 0; i < leftSize - 1; i++) {
- left.entries.add(entries.get(i));
- }
- for (int i = 0; i < rightSize - 1; i++) {
- right.entries.add(entries.get(leftSize + i));
- }
-
- //如果不是根节点
- if (parent != null) {
- //调整父子节点关系
- int index = parent.children.indexOf(this);
- parent.children.remove(this);
- left.parent = parent;
- right.parent = parent;
- parent.children.add(index,left);
- parent.children.add(index + 1, right);
- parent.entries.add(index,entries.get(leftSize - 1));
- entries = null;
- children = null;
-
- //父节点更新关键字
- parent.updateInsert(tree);
- parent = null;
- //如果是根节点
- }else {
- isRoot = false;
- BplusNode<K, V> parent = new BplusNode<K, V>(false, true);
- tree.setRoot(parent);
- tree.setHeight(tree.getHeight() + 1);
- left.parent = parent;
- right.parent = parent;
- parent.children.add(left);
- parent.children.add(right);
- parent.entries.add(entries.get(leftSize - 1));
- entries = null;
- children = null;
- }
- }
- }
-
- /** 删除节点后中间节点的更新*/
- protected void updateRemove(BplusTree<K,V> tree) {
-
- // 如果子节点数小于M / 2或者小于2,则需要合并节点
- if (children.size() < tree.getOrder() / 2 || children.size() < 2) {
- if (isRoot) {
- // 如果是根节点并且子节点数大于等于2,OK
- if (children.size() >= 2) return;
- // 否则与子节点合并
- BplusNode<K, V> root = children.get(0);
- tree.setRoot(root);
- tree.setHeight(tree.getHeight() - 1);
- root.parent = null;
- root.isRoot = true;
- entries = null;
- children = null;
- return ;
- }
- //计算前后节点
- int currIdx = parent.children.indexOf(this);
- int prevIdx = currIdx - 1;
- int nextIdx = currIdx + 1;
- BplusNode<K, V> previous = null, next = null;
- if (prevIdx >= 0) {
- previous = parent.children.get(prevIdx);
- }
- if (nextIdx < parent.children.size()) {
- next = parent.children.get(nextIdx);
- }
-
- // 如果前节点子节点数大于M / 2并且大于2,则从其处借补
- if (previous != null
- && previous.children.size() > tree.getOrder() / 2
- && previous.children.size() > 2) {
- //前叶子节点末尾节点添加到首位
- int idx = previous.children.size() - 1;
- BplusNode<K, V> borrow = previous.children.get(idx);
- previous.children.remove(idx);
- borrow.parent = this;
- children.add(0, borrow);
- int preIndex = parent.children.indexOf(previous);
-
- entries.add(0,parent.entries.get(preIndex));
- parent.entries.set(preIndex, previous.entries.remove(idx - 1));
- return ;
- }
-
- // 如果后节点子节点数大于M / 2并且大于2,则从其处借补
- if (next != null
- && next.children.size() > tree.getOrder() / 2
- && next.children.size() > 2) {
- //后叶子节点首位添加到末尾
- BplusNode<K, V> borrow = next.children.get(0);
- next.children.remove(0);
- borrow.parent = this;
- children.add(borrow);
- int preIndex = parent.children.indexOf(this);
- entries.add(parent.entries.get(preIndex));
- parent.entries.set(preIndex, next.entries.remove(0));
- return ;
- }
-
- // 同前面节点合并
- if (previous != null
- && (previous.children.size() <= tree.getOrder() / 2
- || previous.children.size() <= 2)) {
- for (int i = 0; i < children.size(); i++) {
- previous.children.add(children.get(i));
- }
- for(int i = 0; i < previous.children.size();i++){
- previous.children.get(i).parent = this;
- }
- int indexPre = parent.children.indexOf(previous);
- previous.entries.add(parent.entries.get(indexPre));
- for (int i = 0; i < entries.size(); i++) {
- previous.entries.add(entries.get(i));
- }
- children = previous.children;
- entries = previous.entries;
-
- //更新父节点的关键字列表
- parent.children.remove(previous);
- previous.parent = null;
- previous.children = null;
- previous.entries = null;
- parent.entries.remove(parent.children.indexOf(this));
- if((!parent.isRoot
- && (parent.children.size() >= tree.getOrder() / 2
- && parent.children.size() >= 2))
- ||parent.isRoot && parent.children.size() >= 2){
- return ;
- }
- parent.updateRemove(tree);
- return ;
- }
-
- // 同后面节点合并
- if (next != null
- && (next.children.size() <= tree.getOrder() / 2
- || next.children.size() <= 2)) {
- for (int i = 0; i < next.children.size(); i++) {
- BplusNode<K, V> child = next.children.get(i);
- children.add(child);
- child.parent = this;
- }
- int index = parent.children.indexOf(this);
- entries.add(parent.entries.get(index));
- for (int i = 0; i < next.entries.size(); i++) {
- entries.add(next.entries.get(i));
- }
- parent.children.remove(next);
- next.parent = null;
- next.children = null;
- next.entries = null;
- parent.entries.remove(parent.children.indexOf(this));
- if((!parent.isRoot && (parent.children.size() >= tree.getOrder() / 2
- && parent.children.size() >= 2))
- ||parent.isRoot && parent.children.size() >= 2){
- return ;
- }
- parent.updateRemove(tree);
- return ;
- }
- }
- }
-
- public V remove(K key, BplusTree<K,V> tree){
- //如果是叶子节点
- if (isLeaf){
- //如果不包含该关键字,则直接返回
- if (contains(key) == -1){
- return null;
- }
- //如果既是叶子节点又是根节点,直接删除
- if (isRoot) {
- if(entries.size() == 1){
- tree.setHeight(0);
- }
- return remove(key);
- }
- //如果关键字数大于M / 2,直接删除
- if (entries.size() > tree.getOrder() / 2 && entries.size() > 2) {
- return remove(key);
- }
- //如果自身关键字数小于M / 2,并且前节点关键字数大于M / 2,则从其处借补
- if (previous != null &&
- previous.parent == parent
- && previous.entries.size() > tree.getOrder() / 2
- && previous.entries.size() > 2 ) {
- //添加到首位
- int size = previous.entries.size();
- entries.add(0, previous.entries.remove(size - 1));
- int index = parent.children.indexOf(previous);
- parent.entries.set(index, entries.get(0));
- return remove(key);
- }
- //如果自身关键字数小于M / 2,并且后节点关键字数大于M / 2,则从其处借补
- if (next != null
- && next.parent == parent
- && next.entries.size() > tree.getOrder() / 2
- && next.entries.size() > 2) {
- entries.add(next.entries.remove(0));
- int index = parent.children.indexOf(this);
- parent.entries.set(index, next.entries.get(0));
- return remove(key);
- }
-
- //同前面节点合并
- if (previous != null
- && previous.parent == parent
- && (previous.entries.size() <= tree.getOrder() / 2
- || previous.entries.size() <= 2)) {
- V returnValue = remove(key);
- for (int i = 0; i < entries.size(); i++) {
- //将当前节点的关键字添加到前节点的末尾
- previous.entries.add(entries.get(i));
- }
- entries = previous.entries;
- parent.children.remove(previous);
- previous.parent = null;
- previous.entries = null;
- //更新链表
- if (previous.previous != null) {
- BplusNode<K, V> temp = previous;
- temp.previous.next = this;
- previous = temp.previous;
- temp.previous = null;
- temp.next = null;
- }else {
- tree.setHead(this);
- previous.next = null;
- previous = null;
- }
- parent.entries.remove(parent.children.indexOf(this));
- if((!parent.isRoot && (parent.children.size() >= tree.getOrder() / 2
- && parent.children.size() >= 2))
- ||parent.isRoot && parent.children.size() >= 2){
- return returnValue;
- }
- parent.updateRemove(tree);
- return returnValue;
- }
- //同后面节点合并
- if(next != null
- && next.parent == parent
- && (next.entries.size() <= tree.getOrder() / 2
- || next.entries.size() <= 2)) {
- V returnValue = remove(key);
- for (int i = 0; i < next.entries.size(); i++) {
- //从首位开始添加到末尾
- entries.add(next.entries.get(i));
- }
- next.parent = null;
- next.entries = null;
- parent.children.remove(next);
- //更新链表
- if (next.next != null) {
- BplusNode<K, V> temp = next;
- temp.next.previous = this;
- next = temp.next;
- temp.previous = null;
- temp.next = null;
- }else {
- next.previous = null;
- next = null;
- }
- //更新父节点的关键字列表
- parent.entries.remove(parent.children.indexOf(this));
- if((!parent.isRoot && (parent.children.size() >= tree.getOrder() / 2
- && parent.children.size() >= 2))
- ||parent.isRoot && parent.children.size() >= 2){
- return returnValue;
- }
- parent.updateRemove(tree);
- return returnValue;
- }
- }
- /*如果不是叶子节点*/
-
- //如果key小于等于节点最左边的key,沿第一个子节点继续搜索
- if (key.compareTo(entries.get(0).getKey()) < 0) {
- return children.get(0).remove(key, tree);
- //如果key大于节点最右边的key,沿最后一个子节点继续搜索
- }else if (key.compareTo(entries.get(entries.size()-1).getKey()) >= 0) {
- return children.get(children.size()-1).remove(key, tree);
- //否则沿比key大的前一个子节点继续搜索
- }else {
- int low = 0, high = entries.size() - 1, mid= 0;
- int comp ;
- while (low <= high) {
- mid = (low + high) / 2;
- comp = entries.get(mid).getKey().compareTo(key);
- if (comp == 0) {
- return children.get(mid + 1).remove(key, tree);
- } else if (comp < 0) {
- low = mid + 1;
- } else {
- high = mid - 1;
- }
- }
- return children.get(low).remove(key, tree);
- }
- }
-
- /** 判断当前节点是否包含该关键字*/
- protected int contains(K key) {
- int low = 0, high = entries.size() - 1, mid;
- int comp ;
- while (low <= high) {
- mid = (low + high) / 2;
- comp = entries.get(mid).getKey().compareTo(key);
- if (comp == 0) {
- return mid;
- } else if (comp < 0) {
- low = mid + 1;
- } else {
- high = mid - 1;
- }
- }
- return -1;
- }
-
- /** 插入到当前节点的关键字中*/
- protected void insertOrUpdate(K key, V value){
- //二叉查找,插入
- int low = 0, high = entries.size() - 1, mid;
- int comp ;
- while (low <= high) {
- mid = (low + high) / 2;
- comp = entries.get(mid).getKey().compareTo(key);
- if (comp == 0) {
- entries.get(mid).setValue(value);
- break;
- } else if (comp < 0) {
- low = mid + 1;
- } else {
- high = mid - 1;
- }
- }
- if(low>high){
- entries.add(low, new SimpleEntry<K, V>(key, value));
- }
- }
-
- /** 删除节点*/
- protected V remove(K key){
- int low = 0,high = entries.size() -1,mid;
- int comp;
- while(low<= high){
- mid = (low+high)/2;
- comp = entries.get(mid).getKey().compareTo(key);
- if(comp == 0){
- return entries.remove(mid).getValue();
- }else if(comp < 0){
- low = mid + 1;
- }else {
- high = mid - 1;
- }
- }
- return null;
- }
- public String toString(){
- StringBuilder sb = new StringBuilder();
- sb.append("isRoot: ");
- sb.append(isRoot);
- sb.append(", ");
- sb.append("isLeaf: ");
- sb.append(isLeaf);
- sb.append(", ");
- sb.append("keys: ");
- for (Entry<K,V> entry : entries){
- sb.append(entry.getKey());
- sb.append(", ");
- }
- sb.append(", ");
- return sb.toString();
-
- }
-
- }
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