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fenwick_tree.py: Add FenwickTree Data Structure
This adds Fenwick Data Structure which can update an element of a list and query the sum of any range of it in only O(log(N)) time complexity. Closes NITSkmOS#220
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def lsb(x): | ||
"""Returns the Last Significant Bit (LSB) of x""" | ||
return x & -x | ||
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class FenwickTree: | ||
"""A simple implementation of a Fenwick tree""" | ||
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def __init__(self, size): | ||
self.data = [0] * (size + 1) # Initialise 0-filled data array | ||
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def _cumulative_sum(self, right): | ||
""" | ||
Returns the sum from 0 to right (inclusive) | ||
:param right: The inclusive right index | ||
:return: sum([left; right]) | ||
""" | ||
res = 0 | ||
index = right + 1 # Convert to 1-based index | ||
while index > 0: | ||
res += self.data[index] | ||
index -= lsb(index) | ||
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return res | ||
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def sum(self, left, right): | ||
""" | ||
Returns the sum from left (inclusive) to right (inclusive) | ||
:param right: The inclusive right index | ||
:param left: The inclusive left index | ||
:return: sum([left; right]) | ||
""" | ||
return self._cumulative_sum(right) - self._cumulative_sum(left - 1) | ||
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def add(self, index, diff): | ||
""" | ||
Add the difference to the data index | ||
:param index: The index to update | ||
:param diff: The amount to add to that index | ||
""" | ||
index += 1 # Convert to 1-based index | ||
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while index < len(self.data): | ||
self.data[index] += diff | ||
index += lsb(index) | ||
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def main(): | ||
tree = FenwickTree(8) | ||
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# Set initial value(by default it's 0) | ||
for i in range(8): | ||
tree.add(i, i) | ||
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# Now it's 0, 1, 2, 3, 4, 5, 6, 7 | ||
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# [0, 1, 2, 3, 4, 5, 6, 7] | ||
# ^--------------------^ | ||
# 0 + 1 + 2...+ 7 = 28 | ||
assert tree.sum(0, 7) == 28 | ||
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# [0, 1, 2, 3, 4, 5, 6, 7] | ||
# ^-----^ | ||
# 4 + 5 + 6 = 15 | ||
assert tree.sum(4, 6) == 15 | ||
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# [0, 1, 2, 3, 4, 5, 6, 7] | ||
# ^--------^ | ||
# 0 + 1 + 2 + 3 = 6 | ||
assert tree.sum(0, 3) == 6 | ||
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# Update the numbers again | ||
for i in range(8): | ||
tree.add(i, 1 - i) | ||
# Initial value i | ||
# Added: 1 - i | ||
# Res: i + 1 - i = 1 | ||
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# [1, 1, 1, 1, 1, 1, 1, 1] | ||
# ^--------------------^ | ||
# 1 * 8 = 8 | ||
assert tree.sum(0, 7) == 8 | ||
print("Tests passed") | ||
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if __name__ == "__main__": | ||
main() |