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{
"data": {
"question": {
"questionId": "1000021",
"questionFrontendId": "面试题 17.14",
"categoryTitle": "LCCI",
"boundTopicId": 93044,
"title": "Smallest K LCCI",
"titleSlug": "smallest-k-lcci",
"content": "<p>Design an algorithm to find the smallest K numbers in an array.</p>\r\n\r\n<p><strong>Example: </strong></p>\r\n\r\n<pre>\r\n<strong>Input: </strong> arr = [1,3,5,7,2,4,6,8], k = 4\r\n<strong>Output: </strong> [1,2,3,4]\r\n</pre>\r\n\r\n<p><strong>Note: </strong></p>\r\n\r\n<ul>\r\n\t<li><code>0 &lt;= len(arr) &lt;= 100000</code></li>\r\n\t<li><code>0 &lt;= k &lt;= min(100000, len(arr))</code></li>\r\n</ul>\r\n",
"translatedTitle": "最小K个数",
"translatedContent": "<p>设计一个算法找出数组中最小的k个数。以任意顺序返回这k个数均可。</p>\n\n<p><strong>示例:</strong></p>\n\n<pre><strong>输入:</strong> arr = [1,3,5,7,2,4,6,8], k = 4\n<strong>输出:</strong> [1,2,3,4]\n</pre>\n\n<p><strong>提示:</strong></p>\n\n<ul>\n\t<li><code>0 &lt;= len(arr) &lt;= 100000</code></li>\n\t<li><code>0 &lt;= k &lt;= min(100000, len(arr))</code></li>\n</ul>\n",
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{
"name": "Array",
"slug": "array",
"translatedName": "数组",
"__typename": "TopicTagNode"
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{
"name": "Divide and Conquer",
"slug": "divide-and-conquer",
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"name": "Quickselect",
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"code": "class Solution(object):\n def smallestK(self, arr, k):\n \"\"\"\n :type arr: List[int]\n :type k: int\n :rtype: List[int]\n \"\"\"",
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"hints": [
"实际上有几种方法。动脑筋想一想。从简单的方法开始也没问题。",
"考虑以某种方式重新组织数据或者使用其他数据结构。",
"你能把这些数字排序吗?",
"使用堆或某种树怎么样?",
"如果你选了一个任意的元素,那么需要多长时间才能算出它的元素的排序(比它大或比它小的元素的个数)?",
"如果你选择一个任意的元素平均来说就会得到一个在第50百分位数附近的元素一半的元素比它大一半的元素比它小。如果反复这样做呢?",
"回想一下前面的提示,特别是与快速排序相关的提示。",
"如果当你选择一个元素时,你交换周围的元素(就像在快速排序中所做的那样),使它所有下方的元素都位于上方的元素之前,那会怎么样?如果你重复做这个,能找到最小的一百万个数吗?"
],
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"bookName": "《程序员面试金典(第 6 版)》",
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