Created
October 19, 2018 02:13
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topK with O(n)
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/** | |
* 查找数组的top K元素 | |
* @param {Array} arr | |
* @param {Number} k | |
*/ | |
function topK(arr, k) { | |
topKRange(arr, 0, arr.length - 1, k); | |
return arr.slice(0, k); | |
} | |
/** | |
* 在arr[l..h]中查找top k | |
* @param {Array} arr | |
* @param {Number} l | |
* @param {Number} h | |
* @param {Number} k | |
*/ | |
function topKRange(arr, l, h, k) { | |
if (l >= h) return; | |
const m = partition(arr, l, h); | |
if (m - l + 1 === k) { | |
return; | |
} | |
if (m - l + 1 > k) { | |
topKRange(arr, l, m - 1, k); | |
} else { | |
topKRange(arr, m + 1, h, k - (m - l + 1)); | |
} | |
} | |
/** | |
* partition arr by the last element | |
* @param {Array} arr | |
* @param {Number} l | |
* @param {Number} h | |
* @returns index of the partition element | |
*/ | |
function partition(arr, l, h) { | |
let i = l; | |
let j = l; | |
while (j < h) { | |
if (arr[j] > arr[h]) { | |
swapArrEle(arr, i++, j++); | |
} else { | |
j++; | |
} | |
} | |
swapArrEle(arr, i, h); | |
return i; | |
} | |
function swapArrEle(arr, i, j) { | |
if (i === j) return; | |
const tmp = arr[j]; | |
arr[j] = arr[i]; | |
arr[i] = tmp; | |
} | |
let arr = [10, 3, 4, 5, 1, 9]; | |
console.log(topK(arr, 1)); | |
console.log(topK(arr, 2)); | |
console.log(topK(arr, 3)); | |
console.log(topK(arr, 4)); | |
console.log(topK(arr, 5)); | |
console.log(topK(arr, 6)); | |
arr = [5, 9, 20, 74, 87, 3, 5, 6, 9, 64, 23]; | |
console.log(topK(arr, 2)); | |
console.log(topK(arr, 3)); | |
console.log(topK(arr, 4)); | |
console.log(topK(arr, 5)); | |
console.log(topK(arr, 6)); | |
arr = [2, 4, 5, 3] | |
console.log(topK(arr, 3)) |
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