The Monotone Queue Implementation in Python

  • 时间:2020-09-18 17:01:02
  • 分类:网络文摘
  • 阅读:147 次
queue-data-structure The Monotone Queue Implementation in Python data structure python

queue-data-structure

A queue is a first-in-first-out (FIFO) data structure.

We all know that the list/array in Python is very powerful, that it can be used as a queue itself. For example, to create a queue in Python, we do this:

1
q = []
q = []

Then, we can push an element to the queue using the list append() method.

1
2
3
4
5
q.append(1)
q.append(2)
q.append(3)
# now the queue has 3 elements
[1, 2, 3]
q.append(1)
q.append(2)
q.append(3)
# now the queue has 3 elements
[1, 2, 3]

We can check the length of the list in order to perform the queue.empty() test.

1
2
def isEmptyQueue(queue):
   return len(queue) == 0
def isEmptyQueue(queue):
   return len(queue) == 0

The last element in the list/array will be useful, such as peeking the top of the queue:

1
2
def peekQueue(queue):
   return queue[-1]
def peekQueue(queue):
   return queue[-1]

Popping an element i.e. deQueue() is even simpler with the array.pop(0) method – which removes the first element (index zero) from the list/array and return it. For example:

1
2
def deQueue(queue):
   return queue.pop(0)
def deQueue(queue):
   return queue.pop(0)

The Monotone Queue in Python

A Monotone queue is a queue, however, it preserves the orders of the elements in the queue from left to the right. For example, the Monotone decreasing queue looks like:

1
q = [5, 4, 3, 2, 1]
q = [5, 4, 3, 2, 1]

Now, if we now push another element, e.g. 3, to the queue. It will dequeue the elements that are larger than 3 before 3 is pushed to the queue.

1
q = [3, 3, 2, 1] # 5 and 4 will be dequeued and removed.
q = [3, 3, 2, 1] # 5 and 4 will be dequeued and removed.

At anytime, the monotone queue will keep the elements in the queue in either increasing or decreasing order (monotone sequence). The Monotone queue is handy as it tells us the next smaller-or-equal element. For example, in the above case, we know the next smaller-or-equal number is 3.

1
2
3
4
def pushMontoQueue(queue, ele):
   while len(queue) > 0 and queue[0] > ele:
       queue.pop(0) # deQueue
   queue.push(ele)
def pushMontoQueue(queue, ele):
   while len(queue) > 0 and queue[0] > ele:
       queue.pop(0) # deQueue
   queue.push(ele)

Similar, the array/list can be used to implement a monotone stack.

–EOF (The Ultimate Computing & Technology Blog) —

推荐阅读:
保健养生:果蔬是“抗癌”食品首选  国家食药总局曝光10种假冒保健食品  饮食养生:春韭对人体有何保健作用  保健食品批准文号假冒现象透析  哪些食物未烹饪熟时易中毒?  豆角中毒的预防方法和治疗措施  炒豆角一定要煮熟才是安全的  姜蒜发芽了不会产生有毒物质  营养保健:七种干果养胃补肾延寿  整治食品安全要用重典才能阻击问题食品 
评论列表
添加评论