140個Google的面試題
阿新 • • 發佈：2018-12-23
- Why are manhole covers round? (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? (腦筋急轉彎？他在玩大富翁遊戲？！！)
- Explain the significance of “dead beef”.(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.(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. (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?(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. (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.(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? (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. (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.(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).(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? (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).(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).(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.(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.(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.(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(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? (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.(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.(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.(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. (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.(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(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? (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. (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?(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?(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? (注意編譯器的對齊)