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BTree.java
package btree;
/**
* description:
*
* @author: dawn.he QQ: 905845006
* @email: dawn.he@cloudwise.com
* @email: 905845006@qq.com
* @date: 2019/12/12 12:03 AM
*/
import java.util.ArrayDeque;
import java.util.LinkedList;
import java.util.Queue;
/**
* @author Herry
*
* @param <K>
* @param <V>
*/
public class BTree<K extends Comparable<K>, V> {
private BTNode<K, V> mRoot = null;
private long mSize = 0l;
/**
* @return
*/
public BTNode<K, V> getRootNode() {
return mRoot;
}
/**
* @return
*/
public long size() {
return mSize;
}
/**
*
*/
public void clear() {
mSize = 0l;
mRoot = null;
}
/**
* @return
*/
private BTNode<K, V> createNode() {
BTNode<K, V> btNode = new BTNode<>();
btNode.mIsLeaf = true;
btNode.mCurrentKeyNum = 0;
return btNode;
}
/**
* @param key
*/
private void checkKey(K key) {
if (key == null) {
throw new IllegalArgumentException();
}
}
/**
* 查找指定键所对应的值
*
* @param key
* @return 若键存在,则返回键所对应的值。若键不存在,则抛出异常。
*/
public V search(K key) {
checkKey(key);
BTNode<K, V> currentNode = mRoot;
// 迭代查找每一个可能存储key的结点
while (currentNode != null) {
int possibleIdx = binarySearch(mRoot, key);
BTKeyValue<K, V> possibleKeyValue = currentNode.mKeys[possibleIdx];
// 判断二分查找返回位置索引处的元素是否为查找的元素,若是则返回其值,如不是,则迭代到下一个可能的结点中查找
if (possibleIdx < currentNode.mCurrentKeyNum && key.compareTo(possibleKeyValue.mKey) == 0) {
return possibleKeyValue.mValue;
} else {
currentNode = currentNode.mChildren[possibleIdx];
}
}
return null;
}
/**
* 用二分查找法查找结点中键的位置,若找到返回键的位置,若没找到,则返回键应该插入的位置
*
* @param btNode
* @param key
* @return
*/
private int binarySearch(BTNode<K, V> btNode, K key) {
BTKeyValue<K, V>[] keys = btNode.mKeys;
int lo = 0;
int hi = btNode.mCurrentKeyNum - 1;
while (lo <= hi) {
int mid = (hi - lo) / 2 + lo;
int cmp = key.compareTo(keys[mid].mKey);
if (cmp == 0) {
return mid;
} else if (cmp > 0) {
lo = mid + 1;
} else if (cmp < 0) {
hi = mid - 1;
}
}
return lo;
}
/**
* 将键-值对插入到BTree结构中
*
* @param key 键不允许为null
* @param value
*/
public void insert(K key, V value) {
checkKey(key);
if (mRoot == null) {
mRoot = createNode();
}
// 使用递归的方法将键-值对插入到BTree结构中
mRoot = insert(mRoot, key, value);
}
/**
* 递归插入方法
*
* @param x 要插入到的结点
* @param key
* @param value
* @return
*/
private BTNode<K, V> insert(BTNode<K, V> x, K key, V value) {
// 1.首先判断此节点是否已经为满,若满,则将此节点分裂
if (x.mCurrentKeyNum == BTNode.UPPER_BOUND_KEYNUM) {
x = split(x);
}
// 2.对没有满的结点进行键值对的查找,找出可能的键值对索引,和可能的键值对
int possibleIdx = binarySearch(x, key);
/*
* 由于第一步操作会确定当前节点为非满结点,故不用担心数组越界问题(不然试想,当此结点已满,且要插入的键大于此节点中所有键,
* 故possibleIdx的值会等于UPPER_BOUND_KEYNUM,故造成越界)
*/
BTKeyValue<K, V> possibleKeyValue = x.mKeys[possibleIdx];
/*
* 3.判断可能的键值对中的键是否与要插入的键相同(当要插入的键大于当前结点中所有的键时,possibleKeyValue取值为x.mKeys[x.
* mCurrentKeyNum]为null,故要判断possibleKeyValue的值是否为空,以防止空指针异常)
* 如果相同则直接替换当前值为插入值,并返回当前结点(用于更新)
*/
if (possibleKeyValue != null && key.compareTo(possibleKeyValue.mKey) == 0) {
possibleKeyValue.mValue = value;
return x;
}
/*
* 4.当前节点为叶子节点时,直接插入(由于在最前边进行了当前结点是否为满的判断,并做了相应的处理,故到此步插入键值对后,此节点最多为满,且不会溢出)
* 当前结点不为叶子结点时,递归到下一个可能的结点继续寻找、插入
*/
if (x.mIsLeaf) {
// 4.1
for (int i = x.mCurrentKeyNum; i > possibleIdx; i--) {
x.mKeys[i] = x.mKeys[i - 1];
}
x.mKeys[possibleIdx] = new BTKeyValue<>(key, value);
x.mCurrentKeyNum++;
mSize++;
} else {
// 4.2
BTNode<K, V> t = insert(x.mChildren[possibleIdx], key, value);
/*
* 4.3判断当返回的结点中的键值对数量为1时,说明返回的结点经过了分裂,故需要将其合并到当前节点中(同上理,合并后,当前结点最多为满)
*/
if (t.mCurrentKeyNum == 1) {
// 4.3.1移动当前节点中的键值对为要合并的键值对腾出地方,并存入
for (int i = x.mCurrentKeyNum; i > possibleIdx; i--) {
x.mKeys[i] = x.mKeys[i - 1];
}
x.mKeys[possibleIdx] = t.mKeys[0];
// 4.3.2移动当前节点中的子结点为要合并的子结点腾出地方,并存入
for (int i = x.mCurrentKeyNum + 1; i > possibleIdx + 1; i--) {
x.mChildren[i] = x.mChildren[i - 1];
}
x.mChildren[possibleIdx] = t.mChildren[0];
x.mChildren[possibleIdx + 1] = t.mChildren[1];
// 4.3.3更新当前结点的键值对计数器
x.mCurrentKeyNum++;
}
}
return x;
}
/**
* 将满结点x分裂为含有一个键值对的父结点和两个子结点,并返回父结点的链接
*
* @param x
* @return
*/
private BTNode<K, V> split(BTNode<K, V> x) {
int mid = x.mCurrentKeyNum / 2;
BTNode<K, V> left = new BTNode<>();
for (int i = 0; i < mid; i++) {
left.mKeys[i] = x.mKeys[i];
left.mChildren[i] = x.mChildren[i];
}
left.mChildren[mid] = x.mChildren[mid];
left.mIsLeaf = x.mIsLeaf;
left.mCurrentKeyNum = mid;
BTNode<K, V> right = new BTNode<>();
for (int i = mid + 1; i < x.mCurrentKeyNum; i++) {
right.mKeys[i - mid - 1] = x.mKeys[i];
right.mChildren[i - mid - 1] = x.mChildren[i];
}
right.mChildren[x.mCurrentKeyNum - mid - 1] = x.mChildren[x.mCurrentKeyNum];
right.mIsLeaf = x.mIsLeaf;
right.mCurrentKeyNum = x.mCurrentKeyNum - mid - 1;
BTNode<K, V> top = new BTNode<>();
top.mCurrentKeyNum = 1;
top.mIsLeaf = false;
top.mKeys[0] = x.mKeys[mid];
top.mChildren[0] = left;
top.mChildren[1] = right;
return top;
}
/**
* @return
*/
public BTKeyValue<K, V> minKey() {
return minKey(mRoot);
}
/**
* @param x
* @return
*/
private BTKeyValue<K, V> minKey(BTNode<K, V> x) {
if (x == null) {
return null;
}
if (x.mChildren[0] != null) {
return minKey(x.mChildren[0]);
} else {
return x.mKeys[0];
}
}
/**
* @return
*/
public BTKeyValue<K, V> maxKey() {
return maxKey(mRoot);
}
/**
* @param x
* @return
*/
private BTKeyValue<K, V> maxKey(BTNode<K, V> x) {
if (x == null) {
return null;
}
if (x.mChildren[x.mCurrentKeyNum] != null) {
return maxKey(x.mChildren[x.mCurrentKeyNum]);
} else {
return x.mKeys[x.mCurrentKeyNum - 1];
}
}
/**
*
* @param key
* @return
*/
public V deleteKey(K key) {
checkKey(key);
V v = search(key);
// 递归的删除键key
mRoot = deleteKey(mRoot, key);
return v;
}
/**
* @param x
* @param key
* @return
*/
private BTNode<K, V> deleteKey(BTNode<K, V> x, K key) {
// 1.获取要删除的键可能处在当前结点上的索引位置
int possibleIdx = binarySearch(x, key);
// 2.根据当前结点是否为叶子结点分情况讨论
if (x.mIsLeaf == true) {
// 2.1当前结点为叶子节点
if (possibleIdx < x.mCurrentKeyNum && key.compareTo(x.mKeys[possibleIdx].mKey) == 0) {
// 2.1.1判断在当前结点上possible索引位置上的键是否与要删除的键相等(前提是possible索引小于当前节点键的数量,负责会出现空指针异常)
// 如果相等,则直接删除此键,否则,此键不存在树中,不做任何操作
for (int i = possibleIdx; i < x.mCurrentKeyNum - 1; i++) {
x.mKeys[i] = x.mKeys[i + 1];
}
x.mKeys[x.mCurrentKeyNum - 1] = null;
x.mCurrentKeyNum--;
mSize--;
}
} else {
// 2.2当前结点不为子结点
if (possibleIdx < x.mCurrentKeyNum && key.compareTo(x.mKeys[possibleIdx].mKey) == 0) {
// 2.2.1判断在当前结点上possible索引位置上的键是否与要删除的键相等(前提是possible索引小于当前节点键的数量,负责会出现空指针异常)
// 如果成立,用possible索引处的子结点的最大键替换要删除的键
// 1)记住possilbe索引处子结点的最大键
BTKeyValue<K, V> keyNeedToSwim = maxKey(x.mChildren[possibleIdx]);
// 2)将1)中记住的键删除
x = deleteKey(x, keyNeedToSwim.mKey);
// 3)将key替换为记住的键
possibleIdx = binarySearch(x, key);
x.mKeys[possibleIdx] = keyNeedToSwim;
} else {
// 2.2.2
// 如果不成立,递归的在possible索引处子结点上删除键key
// 递归删除
BTNode<K, V> t = deleteKey(x.mChildren[possibleIdx], key);
// 检测删除后返回结点的状态,如果不满足键数量>=最低度数-1,则酌情旋转或合并
if (t.mCurrentKeyNum < BTNode.LOWER_BOUND_KEYNUM) {
// 不满足键数量>=最低度数-1
// 判断返回结点的兄弟结点的状况,若兄弟结点的键数量>最低度数-1,则旋转(向兄弟结点借键),若兄弟结点的键数量<=最低度数-1,则与兄弟结点合并
if (BTNode.hasLeftSiblingAtIndex(x, possibleIdx)) {
if (BTNode.getLeftSiblingAtIndex(x, possibleIdx).mCurrentKeyNum > BTNode.LOWER_BOUND_KEYNUM) {
leftRotate(x, possibleIdx);
} else {
leftMerge(x, possibleIdx);
}
} else if (BTNode.hasRightSiblingAtIndex(x, possibleIdx)) {
if (BTNode.getRightSiblingAtIndex(x, possibleIdx).mCurrentKeyNum > BTNode.LOWER_BOUND_KEYNUM) {
rightRotate(x, possibleIdx);
} else {
rightMerge(x, possibleIdx);
}
}
// 判断删完后根节点是否没有键存在,若没有,则将根节点重新赋值
if (x == mRoot && x.mCurrentKeyNum == 0) {
x = x.mChildren[0];
}
}
}
}
return x;
}
/**
* 合并父结点中位于possibleIdx和possibleIdx+1处的俩结点(由此可见可用执行做合并来完成右合并同样的任务)
*
* @param x
* @param possibleIdx
* @return
*/
private BTNode<K, V> rightMerge(BTNode<K, V> x, int possibleIdx) {
return leftMerge(x, possibleIdx + 1);
}
/**
* 合并父结点中位于possibleIdx和possibleIdx-1处的俩结点
*
* @param x
* @param possibleIdx
* @return
*/
private BTNode<K, V> leftMerge(BTNode<K, V> x, int possibleIdx) {
// 获取左节点
BTNode<K, V> leftNode = x.mChildren[possibleIdx - 1];
// 获取父结点要合并到左节点的键值对
BTKeyValue<K, V> topKey = x.mKeys[possibleIdx - 1];
// 获取需要合并的结点
BTNode<K, V> possibleNode = x.mChildren[possibleIdx];
// 将父结点获取的键值对放入左节点
leftNode.mKeys[leftNode.mCurrentKeyNum] = topKey;
// 将需要合并的结点的键值对全部放入左节点
for (int i = 0; i < possibleNode.mCurrentKeyNum; i++) {
leftNode.mKeys[i + leftNode.mCurrentKeyNum + 1] = possibleNode.mKeys[i];
}
// 同理,将结点链接也移过来
for (int i = 0; i < possibleNode.mCurrentKeyNum + 1; i++) {
leftNode.mChildren[i + leftNode.mCurrentKeyNum + 1] = possibleNode.mChildren[i];
}
// 更新左节点的键值对计数器
leftNode.mCurrentKeyNum += 1 + possibleNode.mCurrentKeyNum;
// 更新父结点
for (int i = possibleIdx; i < x.mCurrentKeyNum; i++) {
x.mKeys[i - 1] = x.mKeys[i];
}
x.mKeys[x.mCurrentKeyNum - 1] = null;
for (int i = possibleIdx; i < x.mCurrentKeyNum; i++) {
x.mChildren[i] = x.mChildren[i + 1];
}
x.mChildren[x.mCurrentKeyNum] = null;
x.mCurrentKeyNum--;
// System.out.println("leftMerge executed");
return x;
}
/**
* 从右结点借一个键值对过来
*
* @param x
* @param possibleIdx
* @return
*/
private BTNode<K, V> rightRotate(BTNode<K, V> x, int possibleIdx) {
// 获取右节点和右节点中最小的键值对
BTNode<K, V> rightNode = x.mChildren[possibleIdx + 1];
BTKeyValue<K, V> rightKey = rightNode.mKeys[0];
// 获取右节点中最小的结点
BTNode<K, V> rightFirstNode = rightNode.mChildren[0];
// 获取父结点交换位置的键值对
BTKeyValue<K, V> topKey = x.mKeys[possibleIdx];
// 获取需补齐键值对的节点,并将父结点交换位置的键值对加到此节点的最高位
BTNode<K, V> possibleNode = x.mChildren[possibleIdx];
possibleNode.mKeys[possibleNode.mCurrentKeyNum] = topKey;
// 将右节点中最小的结点添加到此节点
possibleNode.mChildren[possibleNode.mCurrentKeyNum + 1] = rightFirstNode;
possibleNode.mCurrentKeyNum++;
// 将父结点拿走键值对的位置填上右节点提出的键值对
x.mKeys[possibleIdx] = rightKey;
// 将右节点提出的键值对和最小结点在右节点中删除
for (int i = 1; i < rightNode.mCurrentKeyNum; i++) {
rightNode.mKeys[i - 1] = rightNode.mKeys[i];
}
rightNode.mKeys[rightNode.mCurrentKeyNum - 1] = null;
for (int i = 1; i < rightNode.mCurrentKeyNum + 1; i++) {
rightNode.mChildren[i - 1] = rightNode.mChildren[i];
}
rightNode.mChildren[rightNode.mCurrentKeyNum] = null;
rightNode.mCurrentKeyNum--;
// System.out.println("rightRotate executed");
return x;
}
/**
* ‘
*
* @param x 父结点
* @param possibleIdx 需要补充键值对的子结点的索引
* @return
*/
private BTNode<K, V> leftRotate(BTNode<K, V> x, int possibleIdx) {
// 获取左节点和左节点中最大的键值对
BTNode<K, V> leftNode = x.mChildren[possibleIdx - 1];
BTKeyValue<K, V> leftKey = leftNode.mKeys[leftNode.mCurrentKeyNum - 1];
// 获取左节点中最大的结点
BTNode<K, V> leftLastNode = leftNode.mChildren[leftNode.mCurrentKeyNum];
// 获取父结点交换位置的键值对
BTKeyValue<K, V> topKey = x.mKeys[possibleIdx - 1];
// 获取需补齐键值对的节点,并移动其中的键值对将最低位空出来:以用来填充从父结点交换过来的键值对
BTNode<K, V> possibleNode = x.mChildren[possibleIdx];
for (int i = possibleNode.mCurrentKeyNum; i > 0; i--) {
possibleNode.mKeys[i] = possibleNode.mKeys[i - 1];
}
// 同理对此节点的子结点
for (int i = possibleNode.mCurrentKeyNum + 1; i > 0; i--) {
possibleNode.mChildren[i] = possibleNode.mChildren[i - 1];
}
// 填充键值对和其带过来的链接,并将键数量计数器加1
possibleNode.mKeys[0] = topKey;
possibleNode.mChildren[0] = leftLastNode;
possibleNode.mCurrentKeyNum++;
// 将父结点拿走键值对的位置填上左节点提出的键值对
x.mKeys[possibleIdx - 1] = leftKey;
// 将左节点提出的键值对和子结点在左节点中删除
leftNode.mKeys[leftNode.mCurrentKeyNum - 1] = null;
leftNode.mChildren[leftNode.mCurrentKeyNum] = null;
leftNode.mCurrentKeyNum--;
// System.out.println("leftRotate executed");
return x;
}
public static void main(String[] args) {
BTree<Integer, String> bt = new BTree<>();
for (int i = 1; i <= 56; i++) {
bt.insert(i, "");
}
System.out.println("insert completed");
System.out.println("size before delete:" + bt.size());
bt.deleteKey(27);
bt.deleteKey(42);
System.out.println("size after delete:" + bt.size());
Queue<BTNode<Integer, String>> queue = new ArrayDeque<>();
((ArrayDeque<BTNode<Integer,String>>) queue).offerLast(bt.getRootNode());
while (!queue.isEmpty()) {
BTNode<Integer, String> btn = queue.poll();
for (int i = 0; i < btn.mCurrentKeyNum; i++) {
System.out.print(btn.mKeys[i].mKey + " ");
}
System.out.println();
if (!btn.mIsLeaf) {
for (int i = 0; i <= btn.mCurrentKeyNum; i++) {
((ArrayDeque<BTNode<Integer,String>>) queue).offerLast(btn.mChildren[i]);
}
}
}
// //add()和remove()方法在失败的时候会抛出异常(不推荐)
// Queue<String> queue = new ArrayDeque<String>();
// //添加元素
// queue.offer("a");
// queue.offer("b");
// queue.offer("c");
// queue.offer("d");
// queue.offer("e");
// for(String q : queue){
// System.out.println(q);
// }
// System.out.println("===");
// System.out.println("poll="+queue.poll()); //返回第一个元素,并在队列中删除
// for(String q : queue){
// System.out.println(q);
// }
// System.out.println("===");
// System.out.println("element="+queue.element()); //返回第一个元素
// for(String q : queue){
// System.out.println(q);
// }
// System.out.println("===");
// System.out.println("peek="+queue.peek()); //返回第一个元素
// for(String q : queue){
// System.out.println(q);
// }
}
}
/**
*
*
*
* |9|26|45|
* |p1|p2|p3|p4|
*
* | | | |
*
*
* | | | |
*
*
*
* | | | |
*
* | | | |
*
* | | | |
*
* | | | |
*
* |3 | 6| |12|15|18|21| |30|33|36|41| |3 | 6|
* |p1|p2|p3| |p1|p2|p3|p4|p5| |p1|p2|p3|p4|p5| |p1|p2|p3|
* | | | | | | | | | | | | | | | |
*
*
* | | | | | | | | | | | | | | | |
*
* | | | | | | |
*
* | | | | | | | | | | | | | | | |
*
*
* | | | | | | | | | | | | | | | |
*
* |
* | | | | | | | | | | | | | | | |
*
* | | | | | | | | | | | | | | | |
*
*|1 | 2| |4 | 5| |7 | 8| |10|11| |13|14| |16|17| |19|20| |22|23|24|25| |28|29| |31|32| |34|35| |37|38|39|40| |43|44| |46|47| |49|50| |52|53|54|55|56|
* ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
|p1|p2|p3| |p1|p2|p3| |p1|p2|p3| |p1|p2|p3| |p1|p2|p3| |p1|p2|p3| |p1|p2|p3| |p1|p2|p3|p4|p5| |p1|p2|p3| |p1|p2|p3| |p1|p2|p3| |p1|p2|p3|p4|p5| |p1|p2|p3| |p1|p2|p3| |p1|p2|p3| |p1|p2|p3|p4|p5
*
* */
BTNode.java
package btree;
/**
* description:
*
* @author: dawn.he QQ: 905845006
* @email: dawn.he@cloudwise.com
* @email: 905845006@qq.com
* @date: 2019/12/12 12:04 AM
*/
public class BTNode<K extends Comparable<K>, V> {
// 构成B树的最小度数
public final static int MIN_DEGREE = 3;
// 除根节点外,每个结点中总键数的下限
public final static int LOWER_BOUND_KEYNUM = MIN_DEGREE - 1;
// 包含根节点外,每个结点中总键数的上限
public final static int UPPER_BOUND_KEYNUM = (MIN_DEGREE * 2) - 1;
protected boolean mIsLeaf;// 标记此节点是否为叶子结点
protected int mCurrentKeyNum;// 此节点的键数量计数器
protected BTKeyValue<K, V>[] mKeys;// 用于存键值对的数组
protected BTNode<K, V>[] mChildren;// 用于存子结点的数组
/**
* 构造函数
*/
@SuppressWarnings("unchecked")
public BTNode() {
mIsLeaf = true;
mCurrentKeyNum = 0;
mKeys = new BTKeyValue[UPPER_BOUND_KEYNUM];
mChildren = new BTNode[UPPER_BOUND_KEYNUM + 1];
}
protected static BTNode<?, ?> getChildNodeAtIndex(BTNode<?, ?> btNode, int keyIdx, int nDirection) {
if (btNode.mIsLeaf) {
return null;
}
keyIdx += nDirection;
if ((keyIdx < 0) || (keyIdx > btNode.mCurrentKeyNum)) {
throw new IllegalArgumentException();
}
return btNode.mChildren[keyIdx];
}
/**
* 返回btNode节点中位于keyIdx位上的键左边的子结点
* @param btNode
* @param keyIdx
* @return
*/
protected static BTNode<?, ?> getLeftChildAtIndex(BTNode<?, ?> btNode, int keyIdx) {
return getChildNodeAtIndex(btNode, keyIdx, 0);
}
/**
* 返回btNode节点中位于keyIdx位上的键右边的子结点
* @param btNode
* @param keyIdx
* @return
*/
protected static BTNode<?, ?> getRightChildAtIndex(BTNode<?, ?> btNode, int keyIdx) {
return getChildNodeAtIndex(btNode, keyIdx, 1);
}
/**
* @param parentNode
* @param keyIdx
* @return 返回父结点的keyIdx位上的子结点的左兄弟结点
*/
protected static BTNode<?, ?> getLeftSiblingAtIndex(BTNode<?, ?> parentNode, int keyIdx) {
return getChildNodeAtIndex(parentNode, keyIdx, -1);
}
/**
*
* @param parentNode
* @param keyIdx
* @return 返回父结点的keyIdx位上的子结点的右兄弟结点
*/
protected static BTNode<?, ?> getRightSiblingAtIndex(BTNode<?, ?> parentNode, int keyIdx) {
return getChildNodeAtIndex(parentNode, keyIdx, 1);
}
/**
* 判断父结点的keyIdx位上的子结点是否存在左兄弟结点
* @param parentNode
* @param keyIdx
* @return
*/
protected static boolean hasLeftSiblingAtIndex(BTNode<?, ?> parentNode, int keyIdx) {
if (keyIdx - 1 < 0) {
return false;
} else {
return true;
}
}
/**
* 判断父结点的keyIdx位上的子结点是否存在右兄弟结点
* @param parentNode
* @param keyIdx
* @return
*/
protected static boolean hasRightSiblingAtIndex(BTNode<?, ?> parentNode, int keyIdx) {
if (keyIdx + 1 > parentNode.mCurrentKeyNum) {
return false;
} else {
return true;
}
}
}
BTKeyValue.java
package btree;
/**
* description:
*
* @author: dawn.he QQ: 905845006
* @email: dawn.he@cloudwise.com
* @email: 905845006@qq.com
* @date: 2019/12/12 12:04 AM
*/
/**
* @author Herry
*
* @param <K>
* @param <V>
*/
public class BTKeyValue<K extends Comparable<K>, V> {
protected K mKey;
protected V mValue;
public BTKeyValue(K mKey, V mValue) {
super();
this.mKey = mKey;
this.mValue = mValue;
}
}
来源:oschina
链接:https://my.oschina.net/u/3730149/blog/3146153