2020-07-21 13:20:51 +00:00
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/**
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* Implements a binary indexed tree, aka Fenwick tree. See
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* http://en.wikipedia.org/wiki/Fenwick_tree
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*/
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function BinaryIndexedTree(optSize) {
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this.tree = [];
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if (optSize > 0) {
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this.tree.length = optSize;
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for (var i = 0; i < optSize; i++) {
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this.tree[i] = 0;
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}
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// The last valid index rounded down to the nearest power of 2.
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this.mask = mostSignificantOne(this.tree.length - 1);
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}
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}
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/**
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* Returns a number that contains only the least significant one in `num`.
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* @param {Number} num - Positive integer.
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* @returns {Number} The least significant one in `num`, e.g. for 10110, returns 00010.
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*/
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function leastSignificantOne(num) {
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return num & (-num);
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}
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BinaryIndexedTree.leastSignificantOne = leastSignificantOne;
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/**
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* Strips the least significant one from `num`.
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* @param {Number} num - Positive integer.
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* @returns {Number} `num` with the least significant one removed, e.g. for 10110, returns 10100.
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*/
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function stripLeastSignificantOne(num) {
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return num & (num - 1);
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}
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BinaryIndexedTree.stripLeastSignificantOne = stripLeastSignificantOne;
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function mostSignificantOne(num) {
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if (num === 0) {
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return 0;
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}
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var msb = 1;
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while ((num >>>= 1)) {
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msb <<= 1;
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}
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return msb;
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}
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BinaryIndexedTree.mostSignificantOne = mostSignificantOne;
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/**
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* Converts in-place an array of cumulative values to the original values.
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2020-10-02 15:10:00 +00:00
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* @param {Array<number>} values - Array of cumulative values, or partial sums.
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* @returns {Array<number>} - same `values` array, with elements replaced by deltas.
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2020-07-21 13:20:51 +00:00
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* E.g. [1,3,6,10] is converted to [1,2,3,4].
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*/
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function cumulToValues(values) {
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for (var i = values.length - 1; i >= 1; i--) {
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values[i] -= values[i - 1];
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}
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return values;
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}
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BinaryIndexedTree.cumulToValues = cumulToValues;
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/**
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* Converts in-place an array of values to cumulative values, or partial sums.
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2020-10-02 15:10:00 +00:00
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* @param {Array<number>} values - Array of numerical values.
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* @returns {Array<number>} - same `values` array, with elements replaced by partial sums.
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2020-07-21 13:20:51 +00:00
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* E.g. [1,2,3,4] is converted to [1,3,6,10].
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*/
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function valuesToCumul(values) {
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for (var i = 1; i < values.length; i++) {
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values[i] += values[i - 1];
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}
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return values;
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}
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BinaryIndexedTree.valuesToCumul = valuesToCumul;
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/**
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* @returns {Number} length of the tree.
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*/
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BinaryIndexedTree.prototype.size = function() {
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return this.tree.length;
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};
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/**
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* Converts the BinaryIndexedTree to a cumulative array.
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* Takes time linear in the size of the array.
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2020-10-02 15:10:00 +00:00
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* @returns {Array<number>} - array with each element a partial sum.
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2020-07-21 13:20:51 +00:00
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*/
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BinaryIndexedTree.prototype.toCumulativeArray = function() {
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var cumulValues = [this.tree[0]];
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var len = cumulValues.length = this.tree.length;
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for (var i = 1; i < len; i++) {
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cumulValues[i] = this.tree[i] + cumulValues[stripLeastSignificantOne(i)];
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}
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return cumulValues;
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};
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/**
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* Converts the BinaryIndexedTree to an array of individual values.
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* Takes time linear in the size of the array.
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2020-10-02 15:10:00 +00:00
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* @returns {Array<number>} - array with each element containing the value that was inserted.
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2020-07-21 13:20:51 +00:00
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*/
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BinaryIndexedTree.prototype.toValueArray = function() {
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return cumulToValues(this.toCumulativeArray());
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};
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/**
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* Creates a tree from an array of cumulative values.
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* Takes time linear in the size of the array.
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2020-10-02 15:10:00 +00:00
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* @param {Array<number>} - array with each element a partial sum.
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2020-07-21 13:20:51 +00:00
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*/
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BinaryIndexedTree.prototype.fillFromCumulative = function(cumulValues) {
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var len = this.tree.length = cumulValues.length;
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if (len > 0) {
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this.tree[0] = cumulValues[0];
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for (var i = 1; i < len; i++) {
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this.tree[i] = cumulValues[i] - cumulValues[stripLeastSignificantOne(i)];
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}
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// The last valid index rounded down to the nearest power of 2.
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this.mask = mostSignificantOne(this.tree.length - 1);
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} else {
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this.mask = 0;
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}
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};
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/**
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2022-02-19 09:46:49 +00:00
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* Creates a tree from an array of individual values.
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2020-07-21 13:20:51 +00:00
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* Takes time linear in the size of the array.
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2020-10-02 15:10:00 +00:00
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* @param {Array<number>} - array with each element containing the value to insert.
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2020-07-21 13:20:51 +00:00
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*/
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BinaryIndexedTree.prototype.fillFromValues = function(values) {
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this.fillFromCumulative(valuesToCumul(values.slice()));
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};
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/**
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* Reads the cumulative value at the given index. Takes time O(log(index)).
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* @param {Number} index - index in the array.
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* @returns {Number} - cumulative values up to and including `index`.
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*/
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BinaryIndexedTree.prototype.getCumulativeValue = function(index) {
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var sum = this.tree[0];
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while (index > 0) {
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sum += this.tree[index];
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index = stripLeastSignificantOne(index);
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}
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return sum;
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};
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/**
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* Reads the cumulative value from start(inclusive) to end(exclusive). Takes time O(log(end)).
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* @param {Number} start - start index
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* @param {Number} end - end index
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* @returns {Number} - cumulative values between start(inclusive) and end(exclusive)
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*/
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BinaryIndexedTree.prototype.getCumulativeValueRange = function(start, end) {
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return this.getSumTo(end) - this.getSumTo(start);
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};
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/**
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* Returns the sum of values up to the given index. Takes time O(log(index)).
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* @param {Number} index - index in the array.
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* @returns {Number} - cumulative values up to but not including `index`.
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*/
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BinaryIndexedTree.prototype.getSumTo = function(index) {
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return (index > 0 ? this.getCumulativeValue(index - 1) : 0);
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};
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/**
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* Returns the total of all values in the tree. Takes time O(log(N)).
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* @returns {Number} - sum of all values.
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*/
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BinaryIndexedTree.prototype.getTotal = function() {
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return this.getCumulativeValue(this.tree.length - 1);
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};
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/**
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* Reads a single value at the given index. Takes time O(log(index)).
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* @param {Number} index - index in the array.
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* @returns {Number} - the value that was inserted at `index`.
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*/
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BinaryIndexedTree.prototype.getValue = function(index) {
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var value = this.tree[index];
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if (index > 0) {
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var parent = stripLeastSignificantOne(index);
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index--;
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while (index !== parent) {
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value -= this.tree[index];
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index = stripLeastSignificantOne(index);
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}
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}
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return value;
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};
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/**
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* Updates a value at an index. Takes time O(log(table size)).
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* @param {Number} index - index in the array.
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* @param {Number} delta - value to add to the previous value at `index`.
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*/
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BinaryIndexedTree.prototype.addValue = function(index, delta) {
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if (index === 0) {
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this.tree[0] += delta;
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} else {
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while (index < this.tree.length) {
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this.tree[index] += delta;
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index += leastSignificantOne(index);
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}
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}
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};
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/**
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* Sets a value at an index. Takes time O(log(table size)).
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* @param {Number} index - index in the array.
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* @param {Number} value - new value to set at `index`.
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*/
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BinaryIndexedTree.prototype.setValue = function(index, value) {
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this.addValue(index, value - this.getValue(index));
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};
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/**
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* Given a cumulative value, finds the first element whose inclusion reaches the value.
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* E.g. for values [1,2,3,4] (cumulative [1,3,6,10]), getIndex(3) = 1, getIndex(3.1) = 2.
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* @param {Number} cumulValue - cumulative value to exceed.
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* @returns {Number} index - the first index such that getCumulativeValue(index) >= cumulValue.
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* If cumulValue is too large, return one more than the highest valid index.
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*/
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BinaryIndexedTree.prototype.getIndex = function(cumulValue) {
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if (this.tree.length === 0 || this.tree[0] >= cumulValue) {
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return 0;
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}
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var index = 0;
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var mask = this.mask;
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var sum = this.tree[0];
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while (mask !== 0) {
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var testIndex = index + mask;
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if (testIndex < this.tree.length && sum + this.tree[testIndex] < cumulValue) {
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index = testIndex;
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sum += this.tree[index];
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}
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mask >>>= 1;
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}
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return index + 1;
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};
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module.exports = BinaryIndexedTree;
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