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数据结构——散列表

程序员文章站 2024-03-16 15:52:34
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实现一个基于链表法解决冲突问题的散列表


class _ListNode:
    def __init__(self, key):
        self.key = key
        self.next = None


class HashMap:
    def __init__(self, size):
        self._table = [None] * size
        self._n = 0

    def __len__(self):
        return self._n

    def _hash(self, key):
        return abs(hash(key) % len(self._table))

    def __getitem__(self, key):
        j = self._hash(key)
        node = self._table[j]
        while node is not None and node.key != key:
            node = node.next
        if node is None:
            raise Exception
        return node

    def insert(self, key):
        try:
            self[key]
        except KeyError:
            j = self._hash(key)
            node = self._table[j]
            self._table[j] = _ListNode(key)
            self._table[j].next = node
            self._n += 1

    def __delitem__(self, key):
        j = self._hash(key)
        node = self._table[j]
        if node is not None:
            if node.key == key:
                self._table[j] = node.next
                self._n -= 1
            else:
                while node.next is not None:
                    pre = node
                    node = node.next
                    if node.key == key:
                        pre.next = node.next
                        self._n -= 1
                        break

 


实现一个 LRU 缓存淘汰算法


class LRUCache:

    def __init__(self, capacity):
        self.dic = {}
        self.remain = capacity

    def get(self, key):
        if key not in self.dic:
            return -1
        value = self.dic.pop(key)
        self.dic[key] = value
        return value

    def put(self, key, value):
        if key in self.dic:
            self.dic.pop(key)
        else:
            if self.remain > 0:
                self.remain -= 1
            else:
                self.dic.popitem()

        self.dic[key] = value