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python数据结构之链表详解

2020-01-04 16:44:05
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数据结构是计算机科学必须掌握的一门学问,之前很多的教材都是用C语言实现链表,因为c有指针,可以很方便的控制内存,很方便就实现链表,其他的语言,则没那么方便,有很多都是用模拟链表,不过这次,我不是用模拟链表来实现,因为python是动态语言,可以直接把对象赋值给新的变量。

好了,在说我用python实现前,先简单说说链表吧。在我们存储一大波数据时,我们很多时候是使用数组,但是当我们执行插入操作的时候就是非常麻烦,看下面的例子,有一堆数据1,2,3,5,6,7我们要在3和5之间插入4,如果用数组,我们会怎么做?当然是将5之后的数据往后退一位,然后再插入4,这样非常麻烦,但是如果用链表,我就直接在3和5之间插入4就行,听着就很方便。

那么链表的结构是怎么样的呢?顾名思义,链表当然像锁链一样,由一节节节点连在一起,组成一条数据链。

链表的节点的结构如下:

python,数据结构,链表

data为自定义的数据,next为下一个节点的地址。

链表的结构为,head保存首位节点的地址:

python,数据结构,链表

接下来我们来用python实现链表

python实现链表

首先,定义节点类Node:

class Node:  '''  data: 节点保存的数据  _next: 保存下一个节点对象  '''  def __init__(self, data, pnext=None):    self.data = data    self._next = pnext  def __repr__(self):    '''    用来定义Node的字符输出,    print为输出data    '''    return str(self.data)

然后,定义链表类:

链表要包括:

属性:

链表头:head

链表长度:length

方法:

判断是否为空: isEmpty()

def isEmpty(self):  return (self.length == 0

增加一个节点(在链表尾添加): append()

def append(self, dataOrNode):  item = None  if isinstance(dataOrNode, Node):    item = dataOrNode  else:    item = Node(dataOrNode)  if not self.head:    self.head = item    self.length += 1  else:    node = self.head    while node._next:      node = node._next    node._next = item    self.length += 1

删除一个节点: delete()

#删除一个节点之后记得要把链表长度减一def delete(self, index):  if self.isEmpty():    print "this chain table is empty."    return  if index < 0 or index >= self.length:    print 'error: out of index'    return  #要注意删除第一个节点的情况  #如果有空的头节点就不用这样  #但是我不喜欢弄头节点  if index == 0:    self.head = self.head._next    self.length -= 1    return  #prev为保存前导节点  #node为保存当前节点  #当j与index相等时就  #相当于找到要删除的节点  j = 0  node = self.head  prev = self.head  while node._next and j < index:    prev = node    node = node._next    j += 1  if j == index:    prev._next = node._next    self.length -= 1

修改一个节点: update()

def update(self, index, data):  if self.isEmpty() or index < 0 or index >= self.length:    print 'error: out of index'    return  j = 0  node = self.head  while node._next and j < index:    node = node._next    j += 1  if j == index:    node.data = data

查找一个节点: getItem()

def getItem(self, index):  if self.isEmpty() or index < 0 or index >= self.length:    print "error: out of index"    return  j = 0  node = self.head  while node._next and j < index:    node = node._next    j += 1  return node.data

查找一个节点的索引: getIndex()

def getIndex(self, data):  j = 0  if self.isEmpty():    print "this chain table is empty"    return  node = self.head  while node:    if node.data == data:      return j    node = node._next    j += 1  if j == self.length:    print "%s not found" % str(data)    return

插入一个节点: insert()

def insert(self, index, dataOrNode):  if self.isEmpty():    print "this chain tabale is empty"    return  if index < 0 or index >= self.length:    print "error: out of index"    return  item = None  if isinstance(dataOrNode, Node):    item = dataOrNode  else:    item = Node(dataOrNode)  if index == 0:    item._next = self.head    self.head = item    self.length += 1    return  j = 0  node = self.head  prev = self.head  while node._next and j < index:    prev = node    node = node._next    j += 1  if j == index:    item._next = node    prev._next = item    self.length += 1

清空链表: clear()

def clear(self):  self.head = None  self.length = 0

以上就是链表类的要实现的方法。

执行的结果:

python,数据结构,链表

python,数据结构,链表

python,数据结构,链表

接下来是完整代码:

# -*- coding:utf8 -*-#/usr/bin/env pythonclass Node(object): def __init__(self, data, pnext = None):  self.data = data  self._next = pnext def __repr__(self):  return str(self.data)class ChainTable(object): def __init__(self):  self.head = None  self.length = 0 def isEmpty(self):  return (self.length == 0) def append(self, dataOrNode):  item = None  if isinstance(dataOrNode, Node):   item = dataOrNode  else:   item = Node(dataOrNode)  if not self.head:   self.head = item   self.length += 1  else:   node = self.head   while node._next:    node = node._next   node._next = item   self.length += 1 def delete(self, index):  if self.isEmpty():   print "this chain table is empty."   return  if index < 0 or index >= self.length:   print 'error: out of index'   return  if index == 0:   self.head = self.head._next   self.length -= 1   return  j = 0  node = self.head  prev = self.head  while node._next and j < index:   prev = node   node = node._next   j += 1  if j == index:   prev._next = node._next   self.length -= 1 def insert(self, index, dataOrNode):  if self.isEmpty():   print "this chain tabale is empty"   return  if index < 0 or index >= self.length:   print "error: out of index"   return  item = None  if isinstance(dataOrNode, Node):   item = dataOrNode  else:   item = Node(dataOrNode)  if index == 0:   item._next = self.head   self.head = item   self.length += 1   return  j = 0  node = self.head  prev = self.head  while node._next and j < index:   prev = node   node = node._next   j += 1  if j == index:   item._next = node   prev._next = item   self.length += 1 def update(self, index, data):  if self.isEmpty() or index < 0 or index >= self.length:   print 'error: out of index'   return  j = 0  node = self.head  while node._next and j < index:   node = node._next   j += 1  if j == index:   node.data = data def getItem(self, index):  if self.isEmpty() or index < 0 or index >= self.length:   print "error: out of index"   return  j = 0  node = self.head  while node._next and j < index:   node = node._next   j += 1  return node.data def getIndex(self, data):  j = 0  if self.isEmpty():   print "this chain table is empty"   return  node = self.head  while node:   if node.data == data:    return j   node = node._next   j += 1  if j == self.length:   print "%s not found" % str(data)   return def clear(self):  self.head = None  self.length = 0 def __repr__(self):  if self.isEmpty():   return "empty chain table"  node = self.head  nlist = ''  while node:   nlist += str(node.data) + ' '   node = node._next  return nlist def __getitem__(self, ind):  if self.isEmpty() or ind < 0 or ind >= self.length:   print "error: out of index"   return  return self.getItem(ind) def __setitem__(self, ind, val):  if self.isEmpty() or ind < 0 or ind >= self.length:   print "error: out of index"   return  self.update(ind, val) def __len__(self):  return self.length

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