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        "question": {
            "questionId": "1477",
            "questionFrontendId": "1352",
            "categoryTitle": "Algorithms",
            "boundTopicId": 93324,
            "title": "Product of the Last K Numbers",
            "titleSlug": "product-of-the-last-k-numbers",
            "content": "<p>Design an algorithm that accepts a stream of integers and retrieves the product of the last <code>k</code> integers of the stream.</p>\n\n<p>Implement the <code>ProductOfNumbers</code> class:</p>\n\n<ul>\n\t<li><code>ProductOfNumbers()</code> Initializes the object with an empty stream.</li>\n\t<li><code>void add(int num)</code> Appends the integer <code>num</code> to the stream.</li>\n\t<li><code>int getProduct(int k)</code> Returns the product of the last <code>k</code> numbers in the current list. You can assume that always the current list has at least <code>k</code> numbers.</li>\n</ul>\n\n<p>The test cases are generated so that, at any time, the product of any contiguous sequence of numbers will fit into a single 32-bit integer without overflowing.</p>\n\n<p>&nbsp;</p>\n<p><strong class=\"example\">Example:</strong></p>\n\n<pre>\n<strong>Input</strong>\n[&quot;ProductOfNumbers&quot;,&quot;add&quot;,&quot;add&quot;,&quot;add&quot;,&quot;add&quot;,&quot;add&quot;,&quot;getProduct&quot;,&quot;getProduct&quot;,&quot;getProduct&quot;,&quot;add&quot;,&quot;getProduct&quot;]\n[[],[3],[0],[2],[5],[4],[2],[3],[4],[8],[2]]\n\n<strong>Output</strong>\n[null,null,null,null,null,null,20,40,0,null,32]\n\n<strong>Explanation</strong>\nProductOfNumbers productOfNumbers = new ProductOfNumbers();\nproductOfNumbers.add(3);        // [3]\nproductOfNumbers.add(0);        // [3,0]\nproductOfNumbers.add(2);        // [3,0,2]\nproductOfNumbers.add(5);        // [3,0,2,5]\nproductOfNumbers.add(4);        // [3,0,2,5,4]\nproductOfNumbers.getProduct(2); // return 20. The product of the last 2 numbers is 5 * 4 = 20\nproductOfNumbers.getProduct(3); // return 40. The product of the last 3 numbers is 2 * 5 * 4 = 40\nproductOfNumbers.getProduct(4); // return 0. The product of the last 4 numbers is 0 * 2 * 5 * 4 = 0\nproductOfNumbers.add(8);        // [3,0,2,5,4,8]\nproductOfNumbers.getProduct(2); // return 32. The product of the last 2 numbers is 4 * 8 = 32 \n</pre>\n\n<p>&nbsp;</p>\n<p><strong>Constraints:</strong></p>\n\n<ul>\n\t<li><code>0 &lt;= num &lt;= 100</code></li>\n\t<li><code>1 &lt;= k &lt;= 4 * 10<sup>4</sup></code></li>\n\t<li>At most <code>4 * 10<sup>4</sup></code> calls will be made to <code>add</code> and <code>getProduct</code>.</li>\n\t<li>The product of the stream at any point in time will fit in a <strong>32-bit</strong> integer.</li>\n</ul>\n",
            "translatedTitle": "最后 K 个数的乘积",
            "translatedContent": "<p>请你实现一个「数字乘积类」<code>ProductOfNumbers</code>,要求支持下述两种方法:</p>\n\n<p>1.<code>&nbsp;add(int num)</code></p>\n\n<ul>\n\t<li>将数字&nbsp;<code>num</code>&nbsp;添加到当前数字列表的最后面。</li>\n</ul>\n\n<p>2.<code> getProduct(int k)</code></p>\n\n<ul>\n\t<li>返回当前数字列表中,最后&nbsp;<code>k</code>&nbsp;个数字的乘积。</li>\n\t<li>你可以假设当前列表中始终 <strong>至少</strong> 包含 <code>k</code> 个数字。</li>\n</ul>\n\n<p>题目数据保证:任何时候,任一连续数字序列的乘积都在 32-bit 整数范围内,不会溢出。</p>\n\n<p>&nbsp;</p>\n\n<p><strong>示例:</strong></p>\n\n<pre><strong>输入:</strong>\n[&quot;ProductOfNumbers&quot;,&quot;add&quot;,&quot;add&quot;,&quot;add&quot;,&quot;add&quot;,&quot;add&quot;,&quot;getProduct&quot;,&quot;getProduct&quot;,&quot;getProduct&quot;,&quot;add&quot;,&quot;getProduct&quot;]\n[[],[3],[0],[2],[5],[4],[2],[3],[4],[8],[2]]\n\n<strong>输出:</strong>\n[null,null,null,null,null,null,20,40,0,null,32]\n\n<strong>解释:</strong>\nProductOfNumbers productOfNumbers = new ProductOfNumbers();\nproductOfNumbers.add(3);        // [3]\nproductOfNumbers.add(0);        // [3,0]\nproductOfNumbers.add(2);        // [3,0,2]\nproductOfNumbers.add(5);        // [3,0,2,5]\nproductOfNumbers.add(4);        // [3,0,2,5,4]\nproductOfNumbers.getProduct(2); // 返回 20 。最后 2 个数字的乘积是 5 * 4 = 20\nproductOfNumbers.getProduct(3); // 返回 40 。最后 3 个数字的乘积是 2 * 5 * 4 = 40\nproductOfNumbers.getProduct(4); // 返回  0 。最后 4 个数字的乘积是 0 * 2 * 5 * 4 = 0\nproductOfNumbers.add(8);        // [3,0,2,5,4,8]\nproductOfNumbers.getProduct(2); // 返回 32 。最后 2 个数字的乘积是 4 * 8 = 32 \n</pre>\n\n<p>&nbsp;</p>\n\n<p><strong>提示:</strong></p>\n\n<ul>\n\t<li><code>add</code> 和 <code>getProduct</code>&nbsp;两种操作加起来总共不会超过&nbsp;<code>40000</code>&nbsp;次。</li>\n\t<li><code>0 &lt;= num&nbsp;&lt;=&nbsp;100</code></li>\n\t<li><code>1 &lt;= k &lt;= 40000</code></li>\n</ul>\n",
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                    "lang": "C++",
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                    "code": "class ProductOfNumbers {\npublic:\n    ProductOfNumbers() {\n\n    }\n    \n    void add(int num) {\n\n    }\n    \n    int getProduct(int k) {\n\n    }\n};\n\n/**\n * Your ProductOfNumbers object will be instantiated and called as such:\n * ProductOfNumbers* obj = new ProductOfNumbers();\n * obj->add(num);\n * int param_2 = obj->getProduct(k);\n */",
                    "__typename": "CodeSnippetNode"
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                {
                    "lang": "Java",
                    "langSlug": "java",
                    "code": "class ProductOfNumbers {\n\n    public ProductOfNumbers() {\n\n    }\n    \n    public void add(int num) {\n\n    }\n    \n    public int getProduct(int k) {\n\n    }\n}\n\n/**\n * Your ProductOfNumbers object will be instantiated and called as such:\n * ProductOfNumbers obj = new ProductOfNumbers();\n * obj.add(num);\n * int param_2 = obj.getProduct(k);\n */",
                    "__typename": "CodeSnippetNode"
                },
                {
                    "lang": "Python",
                    "langSlug": "python",
                    "code": "class ProductOfNumbers(object):\n\n    def __init__(self):\n\n\n    def add(self, num):\n        \"\"\"\n        :type num: int\n        :rtype: None\n        \"\"\"\n\n\n    def getProduct(self, k):\n        \"\"\"\n        :type k: int\n        :rtype: int\n        \"\"\"\n\n\n\n# Your ProductOfNumbers object will be instantiated and called as such:\n# obj = ProductOfNumbers()\n# obj.add(num)\n# param_2 = obj.getProduct(k)",
                    "__typename": "CodeSnippetNode"
                },
                {
                    "lang": "Python3",
                    "langSlug": "python3",
                    "code": "class ProductOfNumbers:\n\n    def __init__(self):\n\n\n    def add(self, num: int) -> None:\n\n\n    def getProduct(self, k: int) -> int:\n\n\n\n# Your ProductOfNumbers object will be instantiated and called as such:\n# obj = ProductOfNumbers()\n# obj.add(num)\n# param_2 = obj.getProduct(k)",
                    "__typename": "CodeSnippetNode"
                },
                {
                    "lang": "C",
                    "langSlug": "c",
                    "code": "\n\n\ntypedef struct {\n    \n} ProductOfNumbers;\n\n\nProductOfNumbers* productOfNumbersCreate() {\n    \n}\n\nvoid productOfNumbersAdd(ProductOfNumbers* obj, int num) {\n    \n}\n\nint productOfNumbersGetProduct(ProductOfNumbers* obj, int k) {\n    \n}\n\nvoid productOfNumbersFree(ProductOfNumbers* obj) {\n    \n}\n\n/**\n * Your ProductOfNumbers struct will be instantiated and called as such:\n * ProductOfNumbers* obj = productOfNumbersCreate();\n * productOfNumbersAdd(obj, num);\n \n * int param_2 = productOfNumbersGetProduct(obj, k);\n \n * productOfNumbersFree(obj);\n*/",
                    "__typename": "CodeSnippetNode"
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                {
                    "lang": "C#",
                    "langSlug": "csharp",
                    "code": "public class ProductOfNumbers {\n\n    public ProductOfNumbers() {\n\n    }\n    \n    public void Add(int num) {\n\n    }\n    \n    public int GetProduct(int k) {\n\n    }\n}\n\n/**\n * Your ProductOfNumbers object will be instantiated and called as such:\n * ProductOfNumbers obj = new ProductOfNumbers();\n * obj.Add(num);\n * int param_2 = obj.GetProduct(k);\n */",
                    "__typename": "CodeSnippetNode"
                },
                {
                    "lang": "JavaScript",
                    "langSlug": "javascript",
                    "code": "\nvar ProductOfNumbers = function() {\n\n};\n\n/** \n * @param {number} num\n * @return {void}\n */\nProductOfNumbers.prototype.add = function(num) {\n\n};\n\n/** \n * @param {number} k\n * @return {number}\n */\nProductOfNumbers.prototype.getProduct = function(k) {\n\n};\n\n/**\n * Your ProductOfNumbers object will be instantiated and called as such:\n * var obj = new ProductOfNumbers()\n * obj.add(num)\n * var param_2 = obj.getProduct(k)\n */",
                    "__typename": "CodeSnippetNode"
                },
                {
                    "lang": "TypeScript",
                    "langSlug": "typescript",
                    "code": "class ProductOfNumbers {\n    constructor() {\n        \n    }\n\n    add(num: number): void {\n        \n    }\n\n    getProduct(k: number): number {\n        \n    }\n}\n\n/**\n * Your ProductOfNumbers object will be instantiated and called as such:\n * var obj = new ProductOfNumbers()\n * obj.add(num)\n * var param_2 = obj.getProduct(k)\n */",
                    "__typename": "CodeSnippetNode"
                },
                {
                    "lang": "PHP",
                    "langSlug": "php",
                    "code": "class ProductOfNumbers {\n    /**\n     */\n    function __construct() {\n\n    }\n\n    /**\n     * @param Integer $num\n     * @return NULL\n     */\n    function add($num) {\n\n    }\n\n    /**\n     * @param Integer $k\n     * @return Integer\n     */\n    function getProduct($k) {\n\n    }\n}\n\n/**\n * Your ProductOfNumbers object will be instantiated and called as such:\n * $obj = ProductOfNumbers();\n * $obj->add($num);\n * $ret_2 = $obj->getProduct($k);\n */",
                    "__typename": "CodeSnippetNode"
                },
                {
                    "lang": "Swift",
                    "langSlug": "swift",
                    "code": "\nclass ProductOfNumbers {\n\n    init() {\n\n    }\n    \n    func add(_ num: Int) {\n\n    }\n    \n    func getProduct(_ k: Int) -> Int {\n\n    }\n}\n\n/**\n * Your ProductOfNumbers object will be instantiated and called as such:\n * let obj = ProductOfNumbers()\n * obj.add(num)\n * let ret_2: Int = obj.getProduct(k)\n */",
                    "__typename": "CodeSnippetNode"
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                {
                    "lang": "Kotlin",
                    "langSlug": "kotlin",
                    "code": "class ProductOfNumbers() {\n\n    fun add(num: Int) {\n\n    }\n\n    fun getProduct(k: Int): Int {\n\n    }\n\n}\n\n/**\n * Your ProductOfNumbers object will be instantiated and called as such:\n * var obj = ProductOfNumbers()\n * obj.add(num)\n * var param_2 = obj.getProduct(k)\n */",
                    "__typename": "CodeSnippetNode"
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                    "lang": "Dart",
                    "langSlug": "dart",
                    "code": "class ProductOfNumbers {\n\n  ProductOfNumbers() {\n    \n  }\n  \n  void add(int num) {\n    \n  }\n  \n  int getProduct(int k) {\n    \n  }\n}\n\n/**\n * Your ProductOfNumbers object will be instantiated and called as such:\n * ProductOfNumbers obj = ProductOfNumbers();\n * obj.add(num);\n * int param2 = obj.getProduct(k);\n */",
                    "__typename": "CodeSnippetNode"
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                {
                    "lang": "Go",
                    "langSlug": "golang",
                    "code": "type ProductOfNumbers struct {\n\n}\n\n\nfunc Constructor() ProductOfNumbers {\n\n}\n\n\nfunc (this *ProductOfNumbers) Add(num int)  {\n\n}\n\n\nfunc (this *ProductOfNumbers) GetProduct(k int) int {\n\n}\n\n\n/**\n * Your ProductOfNumbers object will be instantiated and called as such:\n * obj := Constructor();\n * obj.Add(num);\n * param_2 := obj.GetProduct(k);\n */",
                    "__typename": "CodeSnippetNode"
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                {
                    "lang": "Ruby",
                    "langSlug": "ruby",
                    "code": "class ProductOfNumbers\n    def initialize()\n\n    end\n\n\n=begin\n    :type num: Integer\n    :rtype: Void\n=end\n    def add(num)\n\n    end\n\n\n=begin\n    :type k: Integer\n    :rtype: Integer\n=end\n    def get_product(k)\n\n    end\n\n\nend\n\n# Your ProductOfNumbers object will be instantiated and called as such:\n# obj = ProductOfNumbers.new()\n# obj.add(num)\n# param_2 = obj.get_product(k)",
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                {
                    "lang": "Scala",
                    "langSlug": "scala",
                    "code": "class ProductOfNumbers() {\n\n    def add(num: Int) {\n\n    }\n\n    def getProduct(k: Int): Int = {\n\n    }\n\n}\n\n/**\n * Your ProductOfNumbers object will be instantiated and called as such:\n * var obj = new ProductOfNumbers()\n * obj.add(num)\n * var param_2 = obj.getProduct(k)\n */",
                    "__typename": "CodeSnippetNode"
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                    "lang": "Rust",
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                    "code": "struct ProductOfNumbers {\n\n}\n\n\n/**\n * `&self` means the method takes an immutable reference.\n * If you need a mutable reference, change it to `&mut self` instead.\n */\nimpl ProductOfNumbers {\n\n    fn new() -> Self {\n\n    }\n    \n    fn add(&self, num: i32) {\n\n    }\n    \n    fn get_product(&self, k: i32) -> i32 {\n\n    }\n}\n\n/**\n * Your ProductOfNumbers object will be instantiated and called as such:\n * let obj = ProductOfNumbers::new();\n * obj.add(num);\n * let ret_2: i32 = obj.get_product(k);\n */",
                    "__typename": "CodeSnippetNode"
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                    "lang": "Racket",
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                    "code": "(define product-of-numbers%\n  (class object%\n    (super-new)\n    \n    (init-field)\n    \n    ; add : exact-integer? -> void?\n    (define/public (add num)\n      )\n    ; get-product : exact-integer? -> exact-integer?\n    (define/public (get-product k)\n      )))\n\n;; Your product-of-numbers% object will be instantiated and called as such:\n;; (define obj (new product-of-numbers%))\n;; (send obj add num)\n;; (define param_2 (send obj get-product k))",
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                    "lang": "Erlang",
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                    "code": "-spec product_of_numbers_init_() -> any().\nproduct_of_numbers_init_() ->\n  .\n\n-spec product_of_numbers_add(Num :: integer()) -> any().\nproduct_of_numbers_add(Num) ->\n  .\n\n-spec product_of_numbers_get_product(K :: integer()) -> integer().\nproduct_of_numbers_get_product(K) ->\n  .\n\n\n%% Your functions will be called as such:\n%% product_of_numbers_init_(),\n%% product_of_numbers_add(Num),\n%% Param_2 = product_of_numbers_get_product(K),\n\n%% product_of_numbers_init_ will be called before every test case, in which you can do some necessary initializations.",
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                    "lang": "Elixir",
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                    "code": "defmodule ProductOfNumbers do\n  @spec init_() :: any\n  def init_() do\n    \n  end\n\n  @spec add(num :: integer) :: any\n  def add(num) do\n    \n  end\n\n  @spec get_product(k :: integer) :: integer\n  def get_product(k) do\n    \n  end\nend\n\n# Your functions will be called as such:\n# ProductOfNumbers.init_()\n# ProductOfNumbers.add(num)\n# param_2 = ProductOfNumbers.get_product(k)\n\n# ProductOfNumbers.init_ will be called before every test case, in which you can do some necessary initializations.",
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            "hints": [
                "Keep all prefix products of numbers in an array, then calculate the product of last K elements in O(1) complexity.",
                "When a zero number is added, clean the array of prefix products."
            ],
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            "sampleTestCase": "[\"ProductOfNumbers\",\"add\",\"add\",\"add\",\"add\",\"add\",\"getProduct\",\"getProduct\",\"getProduct\",\"add\",\"getProduct\"]\n[[],[3],[0],[2],[5],[4],[2],[3],[4],[8],[2]]",
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