Rehashing
update Aug 22, 2017
The size of the hash table is not determinate at the very beginning. If the total size of keys is too large (e.g. size >= capacity / 10), we should double the size of the hash table and rehash every keys. Say you have a hash table looks like below:
size=3, capacity=4
[null, 21, 14, null]
↓ ↓
9 null
↓
null
The hash function is:
int hashcode(int key, int capacity) {
return key % capacity;
}
here we have three numbers, 9, 14 and 21, where 21 and 9 share the same position as they all have the same hashcode 1 (21 % 4 = 9 % 4 = 1). We store them in the hash table by linked list.
rehashing this hash table, double the capacity, you will get:
size=3, capacity=8
index: 0 1 2 3 4 5 6 7
hash : [null, 9, null, null, null, 21, 14, null]
Given the original hash table, return the new hash table after rehashing .
Notice
For negative integer in hash table, the position can be calculated as follow:
C++/Java: if you directly calculate -4 % 3 you will get -1. You can use function: a % b = (a % b + b) % b to make it is a non negative integer. Python: you can directly use -1 % 3, you will get 2 automatically.
Example
Given [null, 21->9->null, 14->null, null],
return [null, 9->null, null, null, null, 21->null, 14->null, null]
Basic Idea:
其实就是rehashing的基本操作,用linkedList解决collision;
Java Code:
/**
* Definition for ListNode
* public class ListNode {
* int val;
* ListNode next;
* ListNode(int x) {
* val = x;
* next = null;
* }
* }
*/
public class Solution {
/**
* @param hashTable: A list of The first node of linked list
* @return: A list of The first node of linked list which have twice size
*/
public ListNode[] rehashing(ListNode[] hashTable) {
int capacity = 2 * hashTable.length;
ListNode[] newTable = new ListNode[capacity];
for (int i = 0; i < hashTable.length; ++i) {
ListNode node = hashTable[i];
while (node != null) {
int index = hashcode(node.val, capacity);
put(newTable, node, index);
node = node.next;
}
}
return newTable;
}
private void put(ListNode[] table, ListNode node, int index) {
ListNode copy = new ListNode(node.val);
if (table[index] == null) table[index] = copy;
else {
ListNode root = table[index];
while (root.next != null) root = root.next;
root.next = copy;
}
}
private int hashcode(int key, int capacity) {
if (key >= 0) return key % capacity;
else return ((key % capacity + capacity) % capacity);
}
}