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fenwick_tree.java: Add Fenwick Tree Data
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 #218
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public class fenwick_tree { | ||
private int[] data; | ||
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public fenwick_tree(int size) { | ||
data = new int[size + 1]; | ||
} | ||
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/** | ||
* Returns the sum from 0 to right (inclusive) | ||
* @param right the inclusive right index | ||
* @return sum([0; right]) | ||
*/ | ||
public int sum(int right) { | ||
int sum = 0; | ||
int index = right + 1;// Convert to 1-based index | ||
for (; index > 0; index -= LSB(index)) { | ||
sum += data[index]; | ||
} | ||
return sum; | ||
} | ||
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/** | ||
* Returns the sum from left (inclusive) to right (inclusive) | ||
* @param left the inclusive left index | ||
* @param right the inclusive right index | ||
* @return sum([left; right]) | ||
*/ | ||
public int sum(int left, int right) { | ||
return sum(right) - sum(left - 1); | ||
} | ||
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/** | ||
* Add the difference to the data index | ||
* @param index the index to update | ||
* @param diff the amount to add to that index | ||
*/ | ||
public void add(int index, int diff) { | ||
index++; // Convert to 1-based index | ||
for (; index < data.length; index += LSB(index)) { | ||
data[index] += diff; | ||
} | ||
} | ||
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/** | ||
* Returns the tree's capacity | ||
* @return tree sizes | ||
*/ | ||
public int getSize() { | ||
return data.length - 1;// The 0 index isn't used | ||
} | ||
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private static int LSB(int x) { | ||
// Last Significant Bit | ||
return x & -x; | ||
} | ||
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/** | ||
* Example usage | ||
* run with "java -ea fenwick_tree" to enable assertions | ||
*/ | ||
public static void main(String[] args) { | ||
fenwick_tree tree = new fenwick_tree(8); | ||
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// Set initial value (by default it's 0) | ||
for (int i = 0; i < 8; i++) { | ||
tree.add(i, i); | ||
} | ||
// 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(3) == 6; | ||
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// Update the numbers again | ||
for (int i = 0; i < 8; i++) { | ||
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; | ||
System.out.println("Tests passed"); | ||
} | ||
} |