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MapReduce Implementation

Group Members

  • Ayushe Gangal (SPIRE ID: 33018381)
  • Pragyanta Dhal (SPIRE ID: 33069605)
  • Mudit Chaudhary (SPIRE ID: 32607978)

For more information, please check the documentation document provided in docs/Documentation.pdf.

IMPORTANT NOTE:

The Inter-process communicator uses port 9997 on localhost. Please, keep that port free to run the program.

How to run, compile and test

To compile, run, and test you can run the given script:

./compile_run_test.sh

Alternatively, you can run the given commands in the script in command line

$ rm -rf runMapReduceTest
$ mkdir runMapReduceTest
$ rm -rf resources/Intermediate_files/
$ javac -sourcepath src -d runMapReduceTest -cp lib/junit-platform-console-standalone-1.8.1.jar:. src/main/java/**/**/**/*.java src/test/java/*.java
$ java -jar lib/junit-platform-console-standalone-1.8.1.jar --class-path runMapReduceTest --scan-class-path
$ rm -rf runMapReduceTest

If all the cases are passed, the following output should appear at the end:


╷
├─ JUnit Jupiter ✔
└─ JUnit Vintage ✔
   └─ TestMapReduce ✔
      ├─ getAverageStockPriceTest_N_MapperReducer ✔
      ├─ searchWordConfigTest_N_MapperReducer ✔
      ├─ searchWordConfigTest_failedMapper 14113 ms ✔
      ├─ getAverageStockPriceTest_failedMapper 14106 ms ✔
      ├─ wordCountTest_SingleMapperReducer ✔
      ├─ wordCountTest_N_MapperReducer ✔
      ├─ searchWordConfigTest_SingleMapperReducer ✔
      ├─ getAverageStockPriceTest_SingleMapperReducer ✔
      └─ wordCountTest_failedMapper 14094 ms ✔

Test run finished after 54903 ms
[         3 containers found      ]
[         0 containers skipped    ]
[         3 containers started    ]
[         0 containers aborted    ]
[         3 containers successful ]
[         0 containers failed     ]
[         9 tests found           ]
[         0 tests skipped         ]
[         9 tests started         ]
[         0 tests aborted         ]
[         9 tests successful      ]
[         0 tests failed          ]

The output of the tasks after running the task will be stored in resources/Output_files.

Structure

Our MapReduce library is available in src/main/java/com/compsci532/mapreduce.
The user defined functions are available in src/main/java/com/compsci532/usercode.

Config format

The config files (e.g., for testing) are available in resources/test_configs The config file can follow the following example:

inputFile=resources/Input_files/getAverageStockPrice.txt
outputFileDirectory=resources/Output_files/
num_workers=1

# sparkOutputFile property is only for testing config
sparkOutputFile=spark_test_outputs/getAverageStockPrice_testOut/part-00000

Test tasks

We test our mapreduce library for UDFs on the following tasks:

  • Word Count: Given a text file, count instances of each word.
  • Average Stock Price: Given a file with stocks and their prices on different dates, find the average for each stock.
  • Search Word: Given a text file, check if the given word appears.

Generate PySpark outputs for tests (Not Required)

We provide a python script that runs PySpark to generate test case output files for the above tasks.
You can run it through python generateTestOutputs.py. However, we have already generated and saved the test case output files in the folder spark_test_outputs. Hence, the grader does not need to run it to test our program.

Versions

  • Java 1.8