Python之数据结构与算法学习笔记

 

 Python内置类型性能分析

队列

class Queue(object):
    def __init__(self):
        self.__list = []

    def enqueue(self, item):
        self.__list.append(item)

    def dequeue(self):
        return self.__list.pop(0)

    def is_empty(self):
        return self.__list == []

    def size(self):
        return len(self.__list)

单向链表

class Node(object):
    def __init__(self, elem):
        self.elem = elem
        self.next = None


class SingleLinkList(object):
    def __init__(self, node=None):
        self._head = node

    def is_empty(self):
        return self._head == None

    def length(self):
        cur = self._head
        count = 0
        while cur != None:
            count += 1
            cur = cur.next
        return count

    def travel(self):
        cur = self._head
        while cur != None:
            print(cur.elem, end=" ")
            cur = cur.next

    def add(self, item):
        node = Node(item)
        node.next = self._head
        self._head = node

    def append(self, item):
        node = Node(item)
        if self.is_empty():
            self._head = node
        else:
            cur = self._head
            while cur.next != None:
                cur = cur.next
            cur.next = node

    def insert(self, pos, item):
        if pos <= 0:
            self.add(item)
        elif pos > (self.length()-1):
            self.append(item)
        else:
            node = Node(item)
            pre = self._head
            count = 0
            while count < (pos-1):
                count += 1
                pre = pre.next
            node.next = pre.next
            pre.next = node

    def remove(self, item):
        cur = self._head
        pre = None
        while cur != None:
            if cur.elem == item:
                if cur == self._head:
                    self._head = cur.next
                else:
                    pre.next = cur.next
                break
            else:
                pre = cur
                cur = cur.next

    def search(self, item):
        cur = self._head
        while cur != None:
            if cur.elem == item:
                return True
            else:
                cur = cur.next
        return False

 

单向循环链表

class Node(object):
    def __init__(self, elem):
        self.elem = elem
        self.next = None


class SingleLinkList(object):
    def __init__(self, node=None):
        self._head = node
        if node:
            node.next = node

    def is_empty(self):
        return self._head == None

    def length(self):
        if self.is_empty():
            return 0
        cur = self._head
        count = 1
        while cur.next != self._head:
            count += 1
            cur = cur.next
        return count

    def travel(self):
        if self.is_empty():
            return
        cur = self._head
        while cur.next != self._head:
            print(cur.elem, end=" ")
            cur = cur.next
        print(cur.elem)

    def add(self, item):
        node = Node(item)
        if self.is_empty():
            self._head = node
            node.next = node
        else:
            cur = self._head
            while cur.next != self._head:
                cur = cur.next
            node.next = self._head
            self._head = node
            cur.next = self._head

    def append(self, item):
        node = Node(item)
        if self.is_empty():
            self._head = node
            node.next = node
        else:
            cur = self._head
            while cur.next != self._head:
                cur = cur.next
            cur.next = node
            node.next = self._head

    def insert(self, pos, item):
        if pos <= 0:
            self.add(item)
        elif pos > (self.length()-1):
            self.append(item)
        else:
            node = Node(item)
            pre = self._head
            count = 0
            while count < (pos-1):
                count += 1
                pre = pre.next
            node.next = pre.next
            pre.next = node

    def remove(self, item):
        if self.is_empty():
            return
        cur = self._head
        pre = None
        while cur.next != self._head:
            if cur.elem == item:
                if cur == self._head:
                    rear = self._head
                    while rear.next != self._head:
                        rear = rear.next
                    self._head = cur.next
                    rear.next = self._head
                else:
                    pre.next = cur.next
                return
            else:
                pre = cur
                cur = cur.next
        if cur.elem == item:
            if cur == self._head:
                self._head = None
            else:
                pre.next = self._head

    def search(self, item):
        if self.is_empty():
            return False
        cur = self._head
        while cur.next != self._head:
            if cur.elem == item:
                return True
            else:
                cur = cur.next
        if cur.elem == item:
            return True
        return False

 双向链表

class Node(object):
    def __init__(self, item):
        self.elem = item
        self.next = None
        self.prev = None


class DoubleLinkList(object):
    def __init__(self, node=None):
        self.__head = node

    def is_empty(self):
        return self.__head is None

    def length(self):
        cur = self.__head
        count = 0
        while cur != None:
            count += 1
            cur = cur.next
        return count

    def travel(self):
        cur = self.__head
        while cur != None:
            print(cur.elem, end=" ")
            cur = cur.next
        print("")

    def add(self, item):
        node = Node(item)
        node.next = self.__head
        self.__head = node
        node.next.pre = node

    def append(self, item):
        node = Node(item)
        if self.is_empty():
            self.__head = node
        else:
            cur = self.__head
            while cur.next != None:
                cur = cur.next
            cur.next = node
            node.pre = cur

    def insert(self, pos, item):
        if pos <= 0:
            self.add(item)
        elif pos > (self.length()-1):
            self.append(item)
        else:
            count = 0
            cur = self.__head
            while count < pos:
                count += 1
                cur = cur.next
            node = Node(item)
            node.next = cur
            node.pre = cur.pre
            cur.pre.next = node
            cur.pre = node

    def remove(self, item):
        cur = self.__head
        while cur != None:
            if cur.elem == item:
                if cur == self.__head:
                    self.__head = cur.next
                    if cur.next:
                        cur.next.prev = None
                else:
                    cur.prev.next = cur.next
                    if cur.next:
                        cur.next.prev = cur.prev
                break
            else:
                cur = cur.next

    def search(self, item):
        cur = self.__head
        while cur != None:
            if cur.elem = item:
                return True
            else:
                cur = cur.next
        return False


 冒泡排序

def bubble_sort(alist):
    """冒泡排序"""
    n = len(alist)
    for j in range(n-1):
        count = 0
        for i in range(0, n-1-j):
            # 班长从头走到尾
            if alist[i] > alist[i+1]:
                alist[i],alist[i+1] = alist[i+1], alist[i]
                count += 1
        if 0 == count:
            return

 选择排序

def select_sort(alist):
    """选择排序"""
    n = len(alist)
    for j in range(n-1): # j: 0 ~ n-2
        min_index = j
        for i in range(j+1, n):
            if alist[min_index] > alist[i]:
                min_index = i
        alist[j], alist[min_index] = alist[min_index], alist[j]

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转载自blog.csdn.net/zym326975/article/details/81448302