140個Google面試問題

鴨脖發表於2015-04-12
Go面試
某獵頭收集了140多個Google的面試題，都張到他的Blog中了，主要是下面這些職位的，因為被牆，且無任何敏感資訊，所以，我原文搬過來了。
  • Product Marketing Manager
  • Product Manager
  • Software Engineer
  • Software Engineer in Test
  • Quantitative Compensation Analyst
  • Engineering Manager
  • AdWords Associate

這篇Blog例舉了Google用來面試下面這幾個職位的面試題。很多不是很容易回答，不過都比較經典與變態，是Google，Microsoft，Amazon之類的公司的風格。對於本文，我沒有翻譯，因為我相信，英文問題是最好的。不過對於有些問題，我做了一些註釋，不一定對，但希望對你有幫助啟發。對於一些問題，如果你百思不得其解，可以Google一下，StackOverflow或是Wikipedia上可能會給你非常全面的答案。

Product Marketing Manager
  • Why do you want to join Google?
  • What do you know about Google’s product and technology?
  • If you are Product Manager for Google’s Adwords, how do you plan to market this?
  • What would you say during an AdWords or AdSense product seminar?
  • Who are Google’s competitors, and how does Google compete with them?
  • Have you ever used Google’s products? Gmail?
  • What’s a creative way of marketing Google’s brand name and product?
  • If you are the product marketing manager for Google’s Gmail product, how do you plan to market it so as to achieve 100 million customers in 6 months?
  • How much money you think Google makes daily from Gmail ads?
  • Name a piece of technology you’ve read about recently. Now tell me your own creative execution for an ad for that product.
  • Say an advertiser makes $0.10 every time someone clicks on their ad. Only 20% of people who visit the site click on their ad. How many people need to visit the site for the advertiser to make $20?
  • Estimate the number of students who are college seniors, attend four-year schools, and graduate with a job in the United States every year.
Product Manager
  • How would you boost the GMail subscription base?
  • What is the most efficient way to sort a million integers?  （陳皓：merge sort）
  • How would you re-position Google’s offerings to counteract competitive threats from Microsoft?
  • How many golf balls can fit in a school bus? （陳皓：這種題一般來說是考你的解題思路的，注意，你不能單純地把高爾夫球當成一個小立方體，其是一個圓球，堆起來的時候應該是錯開的——也就是三個相鄰的球的圓心是個等邊三角形）
  • You are shrunk to the height of a nickel and your mass is proportionally reduced so as to maintain your original density. You are then thrown into an empty glass blender. The blades will start moving in 60 seconds. What do you do?
  • How much should you charge to wash all the windows in Seattle?
  • How would you find out if a machine’s stack grows up or down in memory?
  • Explain a database in three sentences to your eight-year-old nephew. （陳皓：用三句話向8歲的侄子解釋什麼是資料庫，考你的表達能力了）
  • How many times a day does a clock’s hands overlap?（陳皓：經典的時鐘問題）
  • You have to get from point A to point B. You don’t know if you can get there. What would you do?
  • Imagine you have a closet full of shirts. It’s very hard to find a shirt. So what can you do to organize your shirts for easy retrieval? （陳皓：很不錯的一道題，不要以為分類查詢很容易，想想圖書館圖書的分類查詢問題吧。另外，你處想想如何在你在你的衣櫃裡實現一個相當於Hash表或是一個Tree之類的資料結構）
  • Every man in a village of 100 married couples has cheated on his wife. Every wife in the village instantly knows when a man other than her husband has cheated, but does not know when her own husband has. The village has a law that does not allow for adultery. Any wife who can prove that her husband is unfaithful must kill him that very day. The women of the village would never disobey this law. One day, the queen of the village visits and announces that at least one husband has been unfaithful. What happens? （陳皓：這個問題很有限制級，哈哈，非常搞的一個問題，注意wife們的遞迴，這類的問題是經典的分散式通訊問題，上網搜 一搜吧。）
  • In a country in which people only want boys, every family continues to have children until they have a boy. If they have a girl, they have another child. If they have a boy, they stop. What is the proportion of boys to girls in the country?（陳皓：第一反應是——這個國家是中國。一個概率問題，其實，無論你怎麼生，50%的概率是永遠不變的。）
  • If the probability of observing a car in 30 minutes on a highway is 0.95, what is the probability of observing a car in 10 minutes (assuming constant default probability)?
  • If you look at a clock and the time is 3:15, what is the angle between the hour and the minute hands? (The answer to this is not zero!)
  • Four people need to cross a rickety rope bridge to get back to their camp at night. Unfortunately, they only have one flashlight and it only has enough light left for seventeen minutes. The bridge is too dangerous to cross without a flashlight, and it’s only strong enough to support two people at any given time. Each of the campers walks at a different speed. One can cross the bridge in 1 minute, another in 2 minutes, the third in 5 minutes, and the slow poke takes 10 minutes to cross. How do the campers make it across in 17 minutes?（陳皓：經典的過橋問題）
  • You are at a party with a friend and 10 people are present including you and the friend. your friend makes you a wager that for every person you find that has the same birthday as you, you get $1; for every person he finds that does not have the same birthday as you, he gets $2. would you accept the wager?
  • How many piano tuners are there in the entire world?
  • You have eight balls all of the same size. 7 of them weigh the same, and one of them weighs slightly more. How can you find the ball that is heavier by using a balance and only two weighings?（陳皓：經典的稱重問題。這樣的問題花樣很多，不過都不難回答）
  • You have five pirates, ranked from 5 to 1 in descending order. The top pirate has the right to propose how 100 gold coins should be divided among them. But the others get to vote on his plan, and if fewer than half agree with him, he gets killed. How should he allocate the gold in order to maximize his share but live to enjoy it? (Hint: One pirate ends up with 98 percent of the gold.)
  • You are given 2 eggs. You have access to a 100-story building. Eggs can be very hard or very fragile means it may break if dropped from the first floor or may not even break if dropped from 100th floor. Both eggs are identical. You need to figure out the highest floor of a 100-story building an egg can be dropped without breaking. The question is how many drops you need to make. You are allowed to break 2 eggs in the process. （陳皓：Binary Search，二分查）
  • Describe a technical problem you had and how you solved it.
  • How would you design a simple search engine?
  • Design an evacuation plan for San Francisco.
  • There’s a latency problem in South Africa. Diagnose it. （陳皓：這個問題完全是在考你的解決問題的能力。沒有明確的答案。不過，解決效能問題的第一步通常是找出瓶頸，找瓶頸有很多種方法，工具，二分查，時間記錄等等。）
  • What are three long term challenges facing Google?
  • Name three non-Google websites that you visit often and like. What do you like about the user interface and design? Choose one of the three sites and comment on what new feature or project you would work on. How would you design it?
  • If there is only one elevator in the building, how would you change the design? How about if there are only two elevators in the building? （陳皓：經典的電梯設計問題，這種問題千變萬化，主要是考你的設計能力和需求變化的適變能力，與此相似的是酒店訂房系統。）
  • How many vacuum’s are made per year in USA?
Software Engineer
  • Why are manhole covers round? （陳皓：為什麼下水井蓋是圓的？這是有N種答案的，上Wiki看看吧）
  • What is the difference between a mutex and a semaphore? Which one would you use to protect access to an increment operation?
  • A man pushed his car to a hotel and lost his fortune. What happened? （陳皓：腦筋急轉彎？他在玩大富翁遊戲？！！）
  • Explain the significance of “dead beef”.（陳皓：要是你看到的是16進位制 DEAD BEEF，你會覺得這是什麼？IPv6的地址？）
  • Write a C program which measures the the speed of a context switch on a UNIX/Linux system.
  • Given a function which produces a random integer in the range 1 to 5, write a function which produces a random integer in the range 1 to 7.（陳皓：上StackOverflow看看吧，經典的問題）
  • Describe the algorithm for a depth-first graph traversal.
  • Design a class library for writing card games. （陳皓：用一系列的類來設計一個撲克遊戲，設計題）
  • You need to check that your friend, Bob, has your correct phone number, but you cannot ask him directly. You must write a the question on a card which and give it to Eve who will take the card to Bob and return the answer to you. What must you write on the card, besides the question, to ensure Bob can encode the message so that Eve cannot read your phone number?（陳皓：協議+數字加密，我試想了一個，紙條上可以這樣寫，“Bob，請把我的手機號以MD5演算法加密後的字串，比對下面的字串——XXXXXX，它們是一樣的嗎？”）
  • How are cookies passed in the HTTP protocol?
  • Design the SQL database tables for a car rental database.
  • Write a regular expression which matches a email address. （陳皓：上StackOverflow查相當的問題吧。）
  • Write a function f(a, b) which takes two character string arguments and returns a string containing only the characters found in both strings in the order of a. Write a version which is order N-squared and one which is order N.（陳皓：演算法題，不難，不說了。一個O(n^2)和一個O(n)的演算法複雜度）
  • You are given a the source to a application which is crashing when run. After running it 10 times in a debugger, you find it never crashes in the same place. The application is single threaded, and uses only the C standard library. What programming errors could be causing this crash? How would you test each one? （陳皓：和隨機數有關係？或是時間？）
  • Explain how congestion control works in the TCP protocol.
  • In Java, what is the difference between final, finally, and finalize?
  • What is multithreaded programming? What is a deadlock?
  • Write a function (with helper functions if needed) called to Excel that takes an excel column value (A,B,C,D…AA,AB,AC,… AAA..) and returns a corresponding integer value (A=1,B=2,… AA=26..).
  • You have a stream of infinite queries (ie: real time Google search queries that people are entering). Describe how you would go about finding a good estimate of 1000 samples from this never ending set of data and then write code for it.
  • Tree search algorithms. Write BFS and DFS code, explain run time and space requirements. Modify the code to handle trees with weighted edges and loops with BFS and DFS, make the code print out path to goal state.
  • You are given a list of numbers. When you reach the end of the list you will come back to the beginning of the list (a circular list). Write the most efficient algorithm to find the minimum # in this list. Find any given # in the list. The numbers in the list are always increasing but you don’t know where the circular list begins, ie: 38, 40, 55, 89, 6, 13, 20, 23, 36. （陳皓：迴圈排序陣列的二分查詢問題）
  • Describe the data structure that is used to manage memory. (stack)
  • What’s the difference between local and global variables?
  • If you have 1 million integers, how would you sort them efficiently? (modify a specific sorting algorithm to solve this)
  • In Java, what is the difference between static, final, and const. (if you don’t know Java they will ask something similar for C or C++).
  • Talk about your class projects or work projects (pick something easy)… then describe how you could make them more efficient (in terms of algorithms).
  • Suppose you have an NxN matrix of positive and negative integers. Write some code that finds the sub-matrix with the maximum sum of its elements.（陳皓：以前見過一維陣列的這個問題，現在是二維的。感覺應該是把二維的第一行的最大和的區間算出來，然後再在這個基礎之上進行二維的分析。思路應該是這個，不過具體的演算法還需要想一想）
  • Write some code to reverse a string.
  • Implement division (without using the divide operator, obviously).（陳皓：想一想手算除法的過程。）
  • Write some code to find all permutations of the letters in a particular string.
  • What method would you use to look up a word in a dictionary? （陳皓：使用排序，雜湊，樹等演算法和資料結構）
  • Imagine you have a closet full of shirts. It’s very hard to find a shirt. So what can you do to organize your shirts for easy retrieval?
  • You have eight balls all of the same size. 7 of them weigh the same, and one of them weighs slightly more. How can you fine the ball that is heavier by using a balance and only two weighings?
  • What is the C-language command for opening a connection with a foreign host over the internet?
  • Design and describe a system/application that will most efficiently produce a report of the top 1 million Google search requests. These are the particulars: 1) You are given 12 servers to work with. They are all dual-processor machines with 4Gb of RAM, 4x400GB hard drives and networked together.(Basically, nothing more than high-end PC’s) 2) The log data has already been cleaned for you. It consists of 100 Billion log lines, broken down into 12 320 GB files of 40-byte search terms per line. 3) You can use only custom written applications or available free open-source software.
  • There is an array A[N] of N numbers. You have to compose an array Output[N] such that Output[i] will be equal to multiplication of all the elements of A[N] except A[i]. For example Output[0] will be multiplication of A[1] to A[N-1] and Output[1] will be multiplication of A[0] and from A[2] to A[N-1]. Solve it without division operator and in O(n).（陳皓：注意其不能使用除法。演算法思路是這樣的，把output[i]=a[i]左邊的乘積 x a[i]右邊的乘積，所以，我們可以分兩個迴圈，第一次先把A[i]左邊的乘積放在Output[i]中，第二次把A[i]右邊的乘積算出來。我們先看第一次的迴圈，使用迭代累積的方式，程式碼如下：for(r=1; i=0; i<n-1; i++){ Output[i]=r; r*=a[i]; }，看明白了吧。第二次的迴圈我就不說了，方法一樣的。）
  • There is a linked list of numbers of length N. N is very large and you don’t know N. You have to write a function that will return k random numbers from the list. Numbers should be completely random. Hint: 1. Use random function rand() (returns a number between 0 and 1) and irand() (return either 0 or 1) 2. It should be done in O(n).（陳皓：本題其實不難。在遍歷連結串列的同時一邊生成隨機數，一邊記錄最大的K個隨機數和其連結地址。）
  • Find or determine non existence of a number in a sorted list of N numbers where the numbers range over M, M>> N and N large enough to span multiple disks. Algorithm to beat O(log n) bonus points for constant time algorithm.（陳皓：使用bitmap，如果一個長整形有64位，那麼我們可以使用M/64個bitmap）
  • You are given a game of Tic Tac Toe. You have to write a function in which you pass the whole game and name of a player. The function will return whether the player has won the game or not. First you to decide which data structure you will use for the game. You need to tell the algorithm first and then need to write the code. Note: Some position may be blank in the game। So your data structure should consider this condition also.
  • You are given an array [a1 To an] and we have to construct another array [b1 To bn] where bi = a1*a2*…*an/ai. you are allowed to use only constant space and the time complexity is O(n). No divisions are allowed.（陳皓：前面說過了）
  • How do you put a Binary Search Tree in an array in a efficient manner. Hint :: If the node is stored at the ith position and its children are at 2i and 2i+1(I mean level order wise)Its not the most efficient way.（陳皓：按順序遍歷樹）
  • How do you find out the fifth maximum element in an Binary Search Tree in efficient manner. Note: You should not use use any extra space. i.e sorting Binary Search Tree and storing the results in an array and listing out the fifth element.
  • Given a Data Structure having first n integers and next n chars. A = i1 i2 i3 … iN c1 c2 c3 … cN.Write an in-place algorithm to rearrange the elements of the array ass A = i1 c1 i2 c2 … in cn（陳皓：這個演算法其實就是從中間開始交換元素，程式碼：for(i=n-1; i>1; i++) {  for(j=i; j<2*n-i; j+=2) { swap(a[j], a[j+1]); } }，不好意思寫在同一行上了。）
  • Given two sequences of items, find the items whose absolute number increases or decreases the most when comparing one sequence with the other by reading the sequence only once.
  • Given That One of the strings is very very long , and the other one could be of various sizes. Windowing will result in O(N+M) solution but could it be better? May be NlogM or even better?
  • How many lines can be drawn in a 2D plane such that they are equidistant from 3 non-collinear points?
  • Let’s say you have to construct Google maps from scratch and guide a person standing on Gateway of India (Mumbai) to India Gate(Delhi). How do you do the same?
  • Given that you have one string of length N and M small strings of length L. How do you efficiently find the occurrence of each small string in the larger one?
  • Given a binary tree, programmatically you need to prove it is a binary search tree.
  • You are given a small sorted list of numbers, and a very very long sorted list of numbers – so long that it had to be put on a disk in different blocks. How would you find those short list numbers in the bigger one?
  • Suppose you have given N companies, and we want to eventually merge them into one big company. How many ways are theres to merge?
  • Given a file of 4 billion 32-bit integers, how to find one that appears at least twice? （陳皓：我能想到的是拆分成若干個小陣列，排序，然後一點點歸併起來）
  • Write a program for displaying the ten most frequent words in a file such that your program should be efficient in all complexity measures.（陳皓：你可能需要看看這篇文章Finding Frequent Items in Data Streams）
  • Design a stack. We want to push, pop, and also, retrieve the minimum element in constant time.
  • Given a set of coin denominators, find the minimum number of coins to give a certain amount of change.（陳皓：你應該檢視一下這篇文章：Coin Change Problem）
  • Given an array, i) find the longest continuous increasing subsequence. ii) find the longest increasing subsequence.（陳皓：這個題不難，O(n)演算法是邊遍歷邊記錄當前最大的連續的長度。）
  • Suppose we have N companies, and we want to eventually merge them into one big company. How many ways are there to merge?
  • Write a function to find the middle node of a single link list. （陳皓：我能想到的演算法是——設定兩個指標p1和p2，每一次，p1走兩步，p2走一步，這樣，當p1走到最後時，p2就在中間）
  • Given two binary trees, write a compare function to check if they are equal or not. Being equal means that they have the same value and same structure.（陳皓：這個很簡單，使用遞迴演算法。）
  • Implement put/get methods of a fixed size cache with LRU replacement algorithm.
  • You are given with three sorted arrays ( in ascending order), you are required to find a triplet ( one element from each array) such that distance is minimum. Distance is defined like this : If a[i], b[j] and c[k] are three elements then distance=max(abs(a[i]-b[j]),abs(a[i]-c[k]),abs(b[j]-c[k]))” Please give a solution in O(n) time complexity（陳皓：三個指標，a, b, c分別指向三個陣列頭，假設：a[0]<b[0]<c[0]，推進a直到a[i]>b[0]，計算 abs(a[i-1] – c[0])，把結果儲存在min中。現在情況變成找 a[i], b[0],c[0]，重複上述過程，如果有一個新的值比min要小，那就取代現有的min。）
  • How does C++ deal with constructors and deconstructors of a class and its child class?
  • Write a function that flips the bits inside a byte (either in C++ or Java). Write an algorithm that take a list of n words, and an integer m, and retrieves the mth most frequent word in that list.
  • What’s 2 to the power of 64?
  • Given that you have one string of length N and M small strings of length L. How do you efficiently find the occurrence of each small string in the larger one? （陳皓：我能想到的是——把那M個小字串排個序，然後遍歷大字串，並在那M個字串中以二分取中的方式查詢。）
  • How do you find out the fifth maximum element in an Binary Search Tree in efficient manner.
  • Suppose we have N companies, and we want to eventually merge them into one big company. How many ways are there to merge?
  • There is linked list of millions of node and you do not know the length of it. Write a function which will return a random number from the list.
  • You need to check that your friend, Bob, has your correct phone number, but you cannot ask him directly. You must write a the question on a card which and give it to Eve who will take the card to Bob and return the answer to you. What must you write on the card, besides the question, to ensure Bob can encode the message so that Eve cannot read your phone number?
  • How long it would take to sort 1 trillion numbers? Come up with a good estimate.
  • Order the functions in order of their asymptotic performance: 1) 2^n 2) n^100 3) n! 4) n^n
  • There are some data represented by(x,y,z). Now we want to find the Kth least data. We say (x1, y1, z1) > (x2, y2, z2) when value(x1, y1, z1) > value(x2, y2, z2) where value(x,y,z) = (2^x)*(3^y)*(5^z). Now we can not get it by calculating value(x,y,z) or through other indirect calculations as lg(value(x,y,z)). How to solve it?
  • How many degrees are there in the angle between the hour and minute hands of a clock when the time is a quarter past three?
  • Given an array whose elements are sorted, return the index of a the first occurrence of a specific integer. Do this in sub-linear time. I.e. do not just go through each element searching for that element.
  • Given two linked lists, return the intersection of the two lists: i.e. return a list containing only the elements that occur in both of the input lists. （陳皓：把第一個連結串列存入hash表，然後遍歷第二個連結串列。不知道還沒有更好的方法。）
  • What’s the difference between a hashtable and a hashmap?
  • If a person dials a sequence of numbers on the telephone, what possible words/strings can be formed from the letters associated with those numbers?（陳皓：這個問題和美國的電話有關係，大家可以試著想一下我們發簡訊的手機，按數字鍵出字母，一個組合的數學問題。）
  • How would you reverse the image on an n by n matrix where each pixel is represented by a bit?
  • Create a fast cached storage mechanism that, given a limitation on the amount of cache memory, will ensure that only the least recently used items are discarded when the cache memory is reached when inserting a new item. It supports 2 functions: String get(T t) and void put(String k, T t).
  • Create a cost model that allows Google to make purchasing decisions on to compare the cost of purchasing more RAM memory for their servers vs. buying more disk space.
  • Design an algorithm to play a game of Frogger and then code the solution. The object of the game is to direct a frog to avoid cars while crossing a busy road. You may represent a road lane via an array. Generalize the solution for an N-lane road.
  • What sort would you use if you had a large data set on disk and a small amount of ram to work with?
  • What sort would you use if you required tight max time bounds and wanted highly regular performance.
  • How would you store 1 million phone numbers?（陳皓：試想電話是有區段的，可以把區段統一儲存，Flyweight設計模式）
  • Design a 2D dungeon crawling game. It must allow for various items in the maze – walls, objects, and computer-controlled characters. (The focus was on the class structures, and how to optimize the experience for the user as s/he travels through the dungeon.)
  • What is the size of the C structure below on a 32-bit system? On a 64-bit? （陳皓：注意編譯器的對齊）

struct foo {

char a;
char* b;
};
Software Engineer in Test
  • Efficiently implement 3 stacks in a single array.
  • Given an array of integers which is circularly sorted, how do you find a given integer.
  • Write a program to find depth of binary search tree without using recursion.
  • Find the maximum rectangle (in terms of area) under a histogram in linear time.
  • Most phones now have full keyboards. Before there there three letters mapped to a number button. Describe how you would go about implementing spelling and word suggestions as people type.
  • Describe recursive mergesort and its runtime. Write an iterative version in C++/Java/Python.
  • How would you determine if someone has won a game of tic-tac-toe on a board of any size?
  • Given an array of numbers, replace each number with the product of all the numbers in the array except the number itself *without* using division.
  • Create a cache with fast look up that only stores the N most recently accessed items.
  • How to design a search engine? If each document contains a set of keywords, and is associated with a numeric attribute, how to build indices?
  • Given two files that has list of words (one per line), write a program to show the intersection.
  • What kind of data structure would you use to index annagrams of words? e.g. if there exists the word “top” in the database, the query for “pot” should list that.
Quantitative Compensation Analyst
  • What is the yearly standard deviation of a stock given the monthly standard deviation?
  • How many resumes does Google receive each year for software engineering?
  • Anywhere in the world, where would you open up a new Google office and how would you figure out compensation for all the employees at this new office?
  • What is the probability of breaking a stick into 3 pieces and forming a triangle?
Engineering Manager
  • You’re the captain of a pirate ship, and your crew gets to vote on how the gold is divided up. If fewer than half of the pirates agree with you, you die. How do you recommend apportioning the gold in such a way that you get a good share of the booty, but still survive?
AdWords Associate
  • How would you work with an advertiser who was not seeing the benefits of the AdWords relationship due to poor conversions?
  • How would you deal with an angry or frustrated advertisers on the phone?
Sources

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