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COMP5434 Big Data Computing
创建日期：2024-07-18 18:11:22
标签： COMP5434
Big Data Computing
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COMP5434 Big Data Computing

 A sample input file is given below. Each line corresponds to a point-of-interest (POI), which contains a keyword, coordinate values x and y

 

Individual Assignment 

Please submit your assignment in Blackboard
and follow our requirements in Section 2.

1. Problem statement 

A sample input file is given below. Each line corresponds to a point-of-interest (POI), which contains a keyword, coordinate values x and y (separated by white space).

park 3 5

lake 2 3

mall 1 4 

park 2 4

lake 9 8

mall 2 7

We measure the distance between two points p1=(x1,y1) and p2=(x2,y2) by:

dist(p1, p2) = Ö(x1 – x2)2 + (y1 – y2)2

Each keyword k is associated with a group G(k) of points.

[Example] The group of “park” contains two points: (3,5) and (2,4).

There are 2 questions in this programming assignment.
You should write a MapReduce program to solve each of them.

Question Q1: Find the centroid (i.e., the mean position of points) of each group.

[Example]

Input: the sample input above

Output:

lake  5.5  5.5

mall  1.5  5.5

park  2.5  4.5

Question Q2: Find the diameter (i.e., the maximum distance between any two points inside a group) of each group.

[Example]

Input: the sample input above

Output:

lake  8.602 

mall  3.162

park  1.414

2. Requirements 

  1. Though MapReduce support multiple languages, in this assignment, you should use Java (Java 8) for implementation.
  2. You submission should be organized as follows

<YourStudentID> // your folder name, [Example] 19001234g

— Q1.java              // source file for question 1

— Q1.jar                // jar file for question 1, compiled and archived from Q1.java 

— Q2.java              // source file for question 2

— Q2.jar                // jar file for question 2, compiled and archived from Q2.java

  1. Archive the above structure as <YourStudentID>.zip and submit this .zip file in blackboard. [Example]zip
  2. Make sure that you can compile your source file and run with the latest Hadoop version’s (i.e., Hadoop 3.2.1) pseudo-distributed mode.
  3. Your jar file should be directly runnable on Linux platform with the following call:

bin/hadoop jar Q1.jar Q1 <input path> <output path>

bin/hadoop jar Q2.jar Q2 <input path> <output path>

  1. Your output result should preserve double precision.
  2. You should only use one MapReduce round to solve each sub-question.
  3. [Hint] You may use the Ubuntu image we provided for this assignment.

-Google drive:

-The Y drive in COMP Lab: Y:\Subject\COMP5434
       Note: These files will get expired on November 7!

3. Grading criteria 

20 marks will be given if your program can be compiled.

-for each .java file, 10 marks

80 marks will be given if your program is correct. We will test the correctness of your program by using 8 test cases (4 for each sub-question). 

-For each test case, 10 marks

Notice this is an individual assignment. Plagiarism will result in 0 mark!

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