Find the Kth Smallest Sum of a Matrix With Sorted Rows

Description

You are given an m * n matrix, mat, and an integer k, which has its rows sorted in non-decreasing order.

You are allowed to choose exactly 1 element from each row to form an array. Return the Kth smallest array sum among all possible arrays.

 

Example 1:

Input: mat = [[1,3,11],[2,4,6]], k = 5
Output: 7
Explanation: Choosing one element from each row, the first k smallest sum are:
[1,2], [1,4], [3,2], [3,4], [1,6]. Where the 5th sum is 7.  

Example 2:

Input: mat = [[1,3,11],[2,4,6]], k = 9
Output: 17

Example 3:

Input: mat = [[1,10,10],[1,4,5],[2,3,6]], k = 7
Output: 9
Explanation: Choosing one element from each row, the first k smallest sum are:
[1,1,2], [1,1,3], [1,4,2], [1,4,3], [1,1,6], [1,5,2], [1,5,3]. Where the 7th sum is 9.  

Example 4:

Input: mat = [[1,1,10],[2,2,9]], k = 7
Output: 12

 

Constraints:

• m == mat.length
• n == mat.length[i]
• 1 <= m, n <= 40
• 1 <= k <= min(200, n ^ m)
• 1 <= mat[i][j] <= 5000
• mat[i] is a non decreasing array.

Solution(javascript)

/* eslint-disable no-loop-func */

class Heap {
  constructor(list, compare = (a, b) => a - b) {
    this.left = index => 2 * index + 1
    this.right = index => 2 * index + 2
    this.parent = index => Math.floor((index - 1) / 2)
    this.heapify = (index = 0) => {
      const { list } = this
      const leftIndex = this.left(index)
      const rightIndex = this.right(index)
      let maxIndex = index
      if (list[leftIndex] !== undefined
        && this.compare(list[maxIndex], list[leftIndex]) > 0) {
        maxIndex = leftIndex
      }
      if (list[rightIndex] !== undefined
        && this.compare(list[maxIndex], list[rightIndex]) > 0) {
        maxIndex = rightIndex
      }
      if (index !== maxIndex) {
        const temp = list[index]
        list[index] = list[maxIndex]
        list[maxIndex] = temp
        this.heapify(maxIndex)
      }
    }
    this.buildHeap = () => {
      for (let i = Math.floor(this.list.length / 2); i >= 0; i--) {
        this.heapify(i)
      }
      return this.list
    }
    this.extract = () => {
      const temp = this.list[0]
      this.list[0] = this.list[this.list.length - 1]
      this.list[this.list.length - 1] = temp
      const result = this.list.pop()
      this.heapify(0)
      return result
    }
    this.insert = (item) => {
      const { list } = this
      list.push(item)
      let index = list.length - 1
      let parentIndex = this.parent(index)
      while (list[parentIndex] !== undefined && this.compare(list[parentIndex], list[index]) > 0) {
        const temp = list[index]
        list[index] = list[parentIndex]
        list[parentIndex] = temp
        index = parentIndex
        parentIndex = this.parent(index)
      }
    }
    this.list = list
    this.compare = compare
    this.buildHeap()
  }
}


/**
 * @param {number[][]} mat
 * @param {number} k
 * @return {number}
 */
const kthSmallest = function (mat, k) {
  const arr = mat.map((items, index) => [index, 0])
  const sum = (arr = []) => arr.reduce((acc, [row, column]) => acc + mat[row][column], 0)

  const minHeap = new Heap(
    [{ sum: sum(arr), list: arr }],
    (a, b) => a.sum - b.sum,
  )
  const key = (arr = []) => arr.reduce((acc, a) => acc + a[1], '')

  const visited = {
    [key(arr)]: true,
  }

  while (k > 0) {
    const min = minHeap.extract()
    if (k === 1) {
      return min.sum
    }
    const { list } = min
    list.forEach(([row, column], index) => {
      if (mat[row][column + 1] !== undefined) {
        const item = [...list.slice(0, index),
          [row, column + 1],
          ...list.slice(index + 1)]
        const currentKey = key(item)
        if (!visited[currentKey]) {
          minHeap.insert({ sum: sum(item), list: item })
          visited[currentKey] = true
        }
      }
    })
    k--
  }
}