I promised to write about bubble sort and merge sort in my previous blog http://crazyhottommy.blogspot.com/2013/06/define-python-function-find-biggest.html?view=sidebar

Finally, I got some time to write it. My undergraduate helped me to do some molecular cloning stuff today, I guess I will be too lazy to do bench work :)

The examples I am going to use are from the MIT open course lecture 9 and 10

http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-00-introduction-to-computer-science-and-programming-fall-2008/video-lectures/lecture-9/

http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-00-introduction-to-computer-science-and-programming-fall-2008/video-lectures/lecture-10/

The question is that you have a list of numbers, and how do you sort it from small to big.

I will lay down the python code first.

A trick....I copied (M-w) the code from my emacs editor and tried to paste (ctrl-v) in the blog, but it did not work. In fact, click the middle mouse button did the trick :)

# a demonstration of buble sort and merge sort, p is a list of integers

# for bubble sort swap the values if p[i+1] < p[i]

def bubblesort(p):

for j in range(len(p)):

for i in range(len(p)-1):

if p[i] > p[i+1]:

temp = p[i]

p[i] = p[i+1]

p[i+1] = temp

return p

# for bubble sort, we can do better, when there is no swap, we stop the for loop

def bubblesort2(p):

swapped = True

while swapped:

swapped = False

for i in range(len(p)-1):

if p[i] > p[i+1]:

temp = p[i]

p[i] = p[i+1]

p[i+1] = temp

swapped = True

return p

---------------------------------------------------------------------------

# divide and conqure method merge-sort

# divide the list in half, continue until we have single list, merge sub-lists

def mergesort(p):

# print p

if len(p) < 2 :

return p[:]

else:

middle = len(p) / 2

left = mergesort(p[:middle]) # this is the beauty of recursion, further break down the list to smaller lists

right =mergesort(p[middle:])

together = merge(left, right)

#print "merged", together

return together

# now we need to define the merge function, this function merges two sorted lists of numbers.

def merge(left, right):

result = []

i,j = 0,0

while i < len(left) and j < len(right):

if left[i] <= right[j]:

result.append(left[i])

i = i+1

else:

result.append(right[j])

j = j+1

while i< len(left):

result.append(left[i])

i = i + 1

while j < len(right):

result.append(right[j])

j = j + 1

return result

--------------------------------------------------------------

The code above is pretty self-explanatory.

for bubblesort, we have a nested loop, the inner loop put the biggest number to the end of the list every time when execute the outer loop.

bubblesort2 uses a variable "swapped" to track if there is any swap occurs. if no swap occurs, the list is already pre-sorted, quit the loop. return the result.

mergesort splits the list into smaller sub-list until only single number list. Then, we merge back the sorted list into a big list.

Let's have a look at the performance of these three functions by Ipython's magic function %time

In [15]: time a=bubblesort(range(10000))

CPU times: user 7.86 s, sys: 0.00 s, total: 7.86 s

Wall time: 7.88 s

In [16]: time a=bubblesort2(range(10000))

CPU times: user 0.00 s, sys: 0.00 s, total: 0.00 s

Wall time: 0.00 s

In [17]: time a=mergesort(range(10000))

CPU times: user 0.05 s, sys: 0.01 s, total: 0.06 s

Wall time: 0.05 s

in this particular test, I generated a list of range(10000): [0,1,2,3,4,5......999]

you will see bubblesort took the longest time, because it is not aware that the list is already pre-sorted.

bubblesort2 caught that and return the result instantly.

performance of mergesort is also decent. If we had a not pre-sorted list, the mergesort would out-perform the bubblesort2.

Finally, I want to show off my Emacs python editor :)

This blog by Tommy Tang is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

replica rolex orologi, combining elegant style and cutting-edge technology, a variety of styles of replica rolex lady datejust orologi, the pointer walks between your exclusive taste style.

ReplyDelete