Difference between revisions of "Windbag MapReduce Application"
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− | A simple Mapper and two simple | + | A simple Mapper and two simple ClassicReducers reinforce our understanding of how pieces of the MapReduce puzzle can be reused. Further, we will reduce the value type of List<Boolean> to both an Integer and a Double in separate Reducers. |
=Background= | =Background= |
Revision as of 18:41, 7 March 2023
Contents
Motivation
A simple Mapper and two simple ClassicReducers reinforce our understanding of how pieces of the MapReduce puzzle can be reused. Further, we will reduce the value type of List<Boolean> to both an Integer and a Double in separate Reducers.
Background
A windbag is an exhaustively talkative person. Act I Scene 3 of Hamlet has a famous example.
In this assignment we will try to determine who is the biggest windbag in a particular play with Hamlet and The Importance of Being Earnest serving as two pieces of data.
Code To Implement
WindbagMapper
class: | WindbagMapper.java | |
methods: | map | |
package: | mapreduce.apps.windbag.studio | |
source folder: | student/src/main/java |
Note: the WindBagMapper is constructed with an IntPredicate. This IntPredicate's test method should be invoked to determine if a PlayLine's word count qualifies it as a windbag line. You can investigate the PlayLine class to see what information it contains.
method: public void map(PlayLine item, BiConsumer<PlayRole, Boolean> keyValuePairConsumer)
(sequential implementation only)
TrueCountClassicReducer
This Collector reduces to the number of emitted trues.
For example, if a total of eight (8) values were emitted for a particular key and three (3) of them were true:
[false, true, false, false, true, true, false, false]
then the reduced value would be 3
class: | TrueCountClassicReducer.java | |
methods: | reduce | |
package: | mapreduce.apps.windbag.exercise | |
source folder: | student/src/main/java |
method: public Integer reduce(List<Boolean> container)
(sequential implementation only)
Warning:This class inherits from ClassicReducer. Be sure to have completed that studio first. |
TruePortionClassicReducer
This Collector reduces to the portion of emitted trues.
For example, if a total of eight (8) values were emitted for a particular key and three (3) of them were true:
[false, true, false, false, true, true, false, false]
then the reduced value would be 0.375
class: | TruePortionClassicReducer.java | |
methods: | reduce | |
package: | mapreduce.apps.windbag.exercise | |
source folder: | student/src/main/java |
method: public Double reduce(List<Boolean> container)
(sequential implementation only)
Warning:This class inherits from ClassicReducer. Be sure to have completed that studio first. |
Testing Your Solution
Correctness
class: | WindbagStudioTestSuite.java | |
package: | mapreduce | |
source folder: | testing/src/test/java |
Output
class: | WindbagApp.java | |
package: | mapreduce.apps.windbag.client | |
source folder: | src/main/java |
COUNT =========================== HAMLET: 27 KING: 14 POLONIUS: 7 HORATIO: 5 OPHELIA: 2 GHOST: 2 FIRST PLAYER: 2 LAERTES: 1 ROSENCRANTZ: 1 VOLTEMAND: 1 PLAYER KING: 1 GENTLEMAN: 1 PLAYER QUEEN: 1 QUEEN: 1 PORTION =========================== VOLTEMAND: 1.000000 GENTLEMAN: 0.333333 PLAYER KING: 0.250000 FIRST PLAYER: 0.250000 PLAYER QUEEN: 0.200000 GHOST: 0.142857 KING: 0.137255 POLONIUS: 0.081395 HAMLET: 0.075419 HORATIO: 0.046729 OPHELIA: 0.034483 ROSENCRANTZ: 0.022222 LAERTES: 0.016129 QUEEN: 0.014493