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Copy pathCODE.py
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200 lines (187 loc) · 5.1 KB
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import random
import time
import psutil
import matplotlib.pyplot as plt
import sys
import os
sys.setrecursionlimit(10000000)
def mem():
print(psutil.virtual_memory())
x=psutil.Process(os.getpid())
mem=x.memory_full_info()[0]/float(2**20)
return mem
def mergeSort(array):
c = 1
while c < len(array) - 1:
left = 0
while left < len(array) - 1:
mid = min((left + c - 1), (len(array) - 1))
right = ((2 * c + left - 1, len(array) - 1)[2 * c + left - 1 > len(array) - 1])
merge(array, left, mid, right)
left = left + c * 2
c = 2 * c
def merge(array, left, middle, right):
n1 = middle - left + 1
n2 = right - middle
L = [0] * n1
R = [0] * n2
for i in range(0, n1):
L[i] = array[left + i]
for i in range(0, n2):
R[i] = array[middle + i + 1]
i, j, k = 0, 0, left
while i < n1 and j < n2:
if L[i] > R[j]:
array[k] = R[j]
j += 1
else:
array[k] = L[i]
i += 1
k += 1
while i < n1:
array[k] = L[i]
i += 1
k += 1
while j < n2:
array[k] = R[j]
j += 1
k += 1
def partition(arr, l, h):
i = (l - 1)
x = arr[h]
for j in range(l, h):
if arr[j] <= x:
i = i + 1
arr[i], arr[j] = arr[j], arr[i]
arr[i + 1], arr[h] = arr[h], arr[i + 1]
return (i + 1)
def quickSortIterative(arr, l, h):
size = h - l + 1
stack = [0] * (size)
top = -1
top = top + 1
stack[top] = l
top = top + 1
stack[top] = h
while top >= 0:
h = stack[top]
top = top - 1
l = stack[top]
top = top - 1
p = partition(arr, l, h)
if p - 1 > l:
top = top + 1
stack[top] = l
top = top + 1
stack[top] = p - 1
if p + 1 < h:
top = top + 1
stack[top] = p + 1
top = top + 1
stack[top] = h
def merge_sort(arr):
n=len(arr)
if n>1:
mid=n//2
L=arr[:mid]
R=arr[mid:]
merge_sort(L)
merge_sort(R)
i,j,k=0,0,0
while i<len(L) and j<len(R):
if L[i]<R[j]:
arr[k]=L[i]
i+=1
else:
arr[k]=R[j]
j+=1
k+=1
while i<len(L):
arr[k]=L[i]
i+=1
k+=1
while j<len(R):
arr[k]=R[j]
j+=1
k+=1
def pivot(arr, low, high):
i=low-1
pivot=arr[high]
for j in range(low,high):
if arr[j]<pivot:
i=i+1
arr[i],arr[j]=arr[j],arr[i]
arr[i+1],arr[high]=arr[high],arr[i+1]
return i+1
def quick_sort(arr,low,high):
if low<high:
pi=pivot(arr, low, high)
quick_sort(arr,low,pi-1)
quick_sort(arr,pi+1,high)
#Taking random numbers from random library'''
n = int(input("Enter number : "))
print("Before anything: ",mem())
ar = random.sample(range(0, n), n)
start = time.time()
merge_sort(ar)
end = time.time()
print("\nAfter merge rec: ", mem())
print("Runtime of the merge sort rec is ",end-start)
ar = random.sample(range(0, n), n)
start = time.time()
quick_sort(ar,0,n-1)
end = time.time()
print("\nAfter quick rec: ", mem())
print("Runtime of the quick sort rec is ",end-start)
arr = random.sample(range(0, n), n)
start = time.time()
quickSortIterative(arr,0,n-1)
end = time.time()
print("\nAfter quick iter: ", mem())
print("Runtime of the quick sort iter is ",end-start)
arr = random.sample(range(0, n), n)
start = time.time()
mergeSort(arr)
end = time.time()
print("\nAfter merge iter: ", mem())
print("Runtime of the merge sort iter is ",end-start)
list_n = [10,100,1000,100000]
list_mergei = []
list_quicki = []
list_merger = []
list_quickr = []
for array_size in list_n:
arr = random.sample(range(0, array_size), array_size)
start = time.time()
quick_sort(arr, 0, array_size - 1)
end = time.time()
q = end - start
list_quickr.append(q)
arr = random.sample(range(0, array_size), array_size)
start = time.time()
merge_sort(arr)
end = time.time()
m = end - start
list_merger.append(m)
arr = random.sample(range(0, array_size), array_size)
start = time.time()
quickSortIterative(arr, 0, array_size - 1)
end = time.time()
q = end - start
list_quicki.append(q)
arr = random.sample(range(0, array_size), array_size)
start = time.time()
mergeSort(arr)
end = time.time()
m = end - start
list_mergei.append(m)
print("\nMerger Recursive",list_merger)
print("\nQuick Recursive",list_quickr)
print("\nMerge Itteration",list_mergei)
print("\nQuick Itteration",list_quicki)
plt.plot(list_n,list_merger)
plt.plot(list_n,list_quickr)
plt.plot(list_n,list_mergei)
plt.plot(list_n,list_quicki)
plt.legend(['merge rec','quick rec','merge iter','quick iter'],bbox_to_anchor=(1.1,1.15),ncol=5)
plt.show()