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Add Lazy Segment Tree
Add Lazy Segment Tree with Lazy Approach
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data_structures/Binary Tree/LazySegmentTree.py
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90
data_structures/Binary Tree/LazySegmentTree.py
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import math
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class SegmentTree:
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def __init__(self, N):
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self.N = N
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self.st = [0 for i in range(0,4*N)] # approximate the overall size of segment tree with array N
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self.lazy = [0 for i in range(0,4*N)] # create array to store lazy update
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self.flag = [0 for i in range(0,4*N)] # flag for lazy update
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def left(self, idx):
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return idx*2
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def right(self, idx):
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return idx*2 + 1
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def build(self, idx, l, r, A):
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if l==r:
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self.st[idx] = A[l-1]
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else :
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mid = (l+r)//2
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self.build(self.left(idx),l,mid, A)
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self.build(self.right(idx),mid+1,r, A)
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self.st[idx] = max(self.st[self.left(idx)] , self.st[self.right(idx)])
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# update with O(lg N) (Normal segment tree without lazy update will take O(Nlg N) for each update)
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def update(self, idx, l, r, a, b, val): # update(1, 1, N, a, b, v) for update val v to [a,b]
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if self.flag[idx] == True:
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self.st[idx] = self.lazy[idx]
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self.flag[idx] = False
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if l!=r:
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self.lazy[self.left(idx)] = self.lazy[idx]
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self.lazy[self.right(idx)] = self.lazy[idx]
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self.flag[self.left(idx)] = True
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self.flag[self.right(idx)] = True
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if r < a or l > b:
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return True
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if l >= a and r <= b :
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self.st[idx] = val
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if l!=r:
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self.lazy[self.left(idx)] = val
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self.lazy[self.right(idx)] = val
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self.flag[self.left(idx)] = True
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self.flag[self.right(idx)] = True
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return True
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mid = (l+r)//2
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self.update(self.left(idx),l,mid,a,b,val)
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self.update(self.right(idx),mid+1,r,a,b,val)
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self.st[idx] = max(self.st[self.left(idx)] , self.st[self.right(idx)])
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return True
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# query with O(lg N)
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def query(self, idx, l, r, a, b): #query(1, 1, N, a, b) for query max of [a,b]
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if self.flag[idx] == True:
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self.st[idx] = self.lazy[idx]
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self.flag[idx] = False
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if l != r:
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self.lazy[self.left(idx)] = self.lazy[idx]
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self.lazy[self.right(idx)] = self.lazy[idx]
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self.flag[self.left(idx)] = True
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self.flag[self.right(idx)] = True
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if r < a or l > b:
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return -math.inf
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if l >= a and r <= b:
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return self.st[idx]
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mid = (l+r)//2
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q1 = self.query(self.left(idx),l,mid,a,b)
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q2 = self.query(self.right(idx),mid+1,r,a,b)
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return max(q1,q2)
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def showData(self):
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showList = []
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for i in range(1,N+1):
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showList += [self.query(1, 1, self.N, i, i)]
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print (showList)
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if __name__ == '__main__':
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A = [1,2,-4,7,3,-5,6,11,-20,9,14,15,5,2,-8]
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N = 15
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segt = SegmentTree(N)
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segt.build(1,1,N,A)
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print (segt.query(1,1,N,4,6))
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print (segt.query(1,1,N,7,11))
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print (segt.query(1,1,N,7,12))
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segt.update(1,1,N,1,3,111)
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print (segt.query(1,1,N,1,15))
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segt.update(1,1,N,7,8,235)
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segt.showData()
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