Smallest Number In Range
Suppose that we are given a sequence of n values x1, x2, ..., xn and seek to quickly answer repeated queries of the form: given i and j, find the smallest value in xi, . . . , xj.
Given arrays of integer [values] of size n, convert it into matrix M of nxn such that M[i][j + 1] <= M[i][j] and anything before M[i][i] is null. M[i][i] holds the ith index item of [values]
package algorithmdesignmanualbook.datastructures
import _utils.UseCommentAsDocumentation
import kotlin.test.assertTrue
private typealias Table = Array<Array<Int?>>
private interface SmallestNumberInRange {
fun getSmallest(startIndex: Int, endIndex: Int): Int
}
/**
*
* Suppose that we are given a sequence of n values x1, x2, ..., xn and seek to
* quickly answer repeated queries of the form: given i and j, find the smallest value
* in xi, . . . , xj.
*
* Given arrays of integer [values] of size n, convert it into matrix M of nxn
* such that M[i][j + 1] <= M[i][j] and anything before M[i][i] is null. M[i][i] holds the ith index item of [values]
*/
@UseCommentAsDocumentation
class SmallestNumberInRangeMatrixApproach(private val values: Array<Int>) : SmallestNumberInRange {
// O(n^2) initialization
private val table: Table = Array(values.size) { row ->
Array(values.size) { col ->
if (col == row) {
values[row]
} else null
}
}
// O(n^2) initialization
init {
for (i in 0..values.lastIndex) {
for (j in i..values.lastIndex) {
val compareValue = values[j]
val previousValue = table.getOrNull(i)?.getOrNull(j - 1) ?: table[i][i]!!
if (previousValue < compareValue) {
table[i][j] = previousValue
} else {
table[i][j] = compareValue
}
}
}
table.forEach { row ->
row.forEach { print(String.format("%6s", it)) }
println()
}
}
/**
* O(1) search
*/
override fun getSmallest(startIndex: Int, endIndex: Int): Int {
require(startIndex < table.size && endIndex < table.size && startIndex <= endIndex)
return table[startIndex][endIndex]!!
}
}
/**
* Uses map with key as i#j
*/
class SmallestNumberInRangeHashMapApproach(private val values: Array<Int>) : SmallestNumberInRange {
private val map = mutableMapOf<String, Int>()
private fun get(startIndex: Int, endIndex: Int): Int? {
return map["$startIndex#$endIndex"]
}
private fun set(startIndex: Int, endIndex: Int, value: Int) {
map["$startIndex#$endIndex"] = value
}
init {
for (i in 0..values.lastIndex) {
for (j in i..values.lastIndex) {
val currentValue = values[j]
if (i == j) {
set(i, i, currentValue)
continue
}
val prevValue = get(i, j - 1) ?: get(i, i)!!
if (prevValue < currentValue) {
set(i, j, prevValue)
} else {
set(i, j, currentValue)
}
}
}
println(map)
}
/**
* O(1) search
*/
override fun getSmallest(startIndex: Int, endIndex: Int): Int {
require(startIndex <= endIndex && endIndex < values.size)
return get(startIndex, endIndex)!!
}
}
fun main() {
val input = arrayOf(1, 2, 4, 0, 3)
val matrixSolution = SmallestNumberInRangeMatrixApproach(input)
val hashMapSolution = SmallestNumberInRangeHashMapApproach(input)
listOf(matrixSolution, hashMapSolution).forEach { solution ->
assertTrue { solution.getSmallest(0, 4) == 0 }
assertTrue { solution.getSmallest(1, 4) == 0 }
assertTrue { solution.getSmallest(2, 4) == 0 }
assertTrue { solution.getSmallest(3, 4) == 0 }
assertTrue { solution.getSmallest(4, 4) == 3 }
assertTrue { solution.getSmallest(0, 2) == 1 }
assertTrue { solution.getSmallest(1, 2) == 2 }
assertTrue { solution.getSmallest(2, 2) == 4 }
}
}
Updated on 2021-02-08