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Homework #6
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<?xml version="1.0" encoding="UTF-8"?> | ||
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<component name="NewModuleRootManager" LANGUAGE_LEVEL="JDK_1_8"> | ||
<output url="file://$MODULE_DIR$/target/classes" /> | ||
<output-test url="file://$MODULE_DIR$/target/test-classes" /> | ||
<content url="file://$MODULE_DIR$"> | ||
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# 2017-big-data | ||
Репозиторий для практических домашних заданий 2017 года курса "Введение в машинное обучение для java-разработчиков" в [Технополис](https://polis.mail.ru). | ||
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### Fork | ||
[Форкните проект](https://help.github.com/articles/fork-a-repo/), склонируйте и добавьте `upstream`: | ||
``` | ||
$ git clone [email protected]:<username>/2017-big-data.git | ||
Cloning into '2017-big-data'... | ||
remote: Counting objects: 3, done. | ||
remote: Compressing objects: 100% (2/2), done. | ||
remote: Total 3 (delta 2), reused 3 (delta 2), pack-reused 0 | ||
Receiving objects: 100% (3/3), 10.1 KiB | 4.5 MiB/s, done. | ||
Resolving deltas: 100% (2/2), done. | ||
$ git remote add upstream [email protected]:polis-mail-ru/2017-big-data.git | ||
$ git fetch upstream | ||
From github.com:polis-mail-ru/2017-big-data | ||
* [new branch] master -> upstream/master | ||
``` | ||
### Job run time | ||
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### Develop | ||
Откройте в IDE -- [IntelliJ IDEA Community Edition](https://www.jetbrains.com/idea/) | ||
через File->Open, выбрав pom.xml | ||
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Пример конфигурация для запуска таски из idea можно посмотреть в файле config.png | ||
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В своём Java package `<username>` выполните все задания. | ||
Время работы job WordCount без combiner составило 47m 38.473s. С использованием combiner, после добавления combiner время работы составило 31m 38.491s. | ||
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WordCount without combiner | ||
real 47m38.473s | ||
user 44m32.444s | ||
sys 1m5.972s | ||
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WordCount with combiner | ||
real 31m38.491s | ||
user 33m37.704s | ||
sys 0m19.676s | ||
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WordsSort | ||
real 0m23.659s | ||
user 0m25.428s | ||
sys 0m1.880s | ||
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Manifest-Version: 1.0 | ||
Main-Class: kubrin.SortWords | ||
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package kubrin; | ||
// based on implementation of a-filippo (https://github.com/a-filippo/2017-big-data) | ||
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import java.io.IOException; | ||
import java.util.SortedSet; | ||
import java.util.TreeSet; | ||
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import org.apache.hadoop.conf.Configuration; | ||
import org.apache.hadoop.conf.Configured; | ||
import org.apache.hadoop.fs.Path; | ||
import org.apache.hadoop.io.IntWritable; | ||
import org.apache.hadoop.io.Text; | ||
import org.apache.hadoop.mapreduce.Job; | ||
import org.apache.hadoop.mapreduce.Mapper; | ||
import org.apache.hadoop.mapreduce.Reducer; | ||
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; | ||
import org.apache.hadoop.mapreduce.lib.input.TextInputFormat; | ||
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; | ||
import org.apache.hadoop.mapreduce.lib.output.TextOutputFormat; | ||
import org.apache.hadoop.util.Tool; | ||
import org.apache.hadoop.util.ToolRunner; | ||
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public class GetRow extends Configured implements Tool { | ||
private static int valueNumber; | ||
private static IntWritable ONE = new IntWritable(1); | ||
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static class MyMapper extends Mapper<Object, Text, IntWritable, TextWithCountWritable>{ | ||
private int count; | ||
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@Override | ||
protected void setup(Context context) throws IOException, InterruptedException { | ||
super.setup(context); | ||
count = 0; | ||
} | ||
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@Override | ||
protected void map(Object key, Text value, Context context) throws IOException, InterruptedException { | ||
final String line = value.toString(); | ||
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int pos = line.indexOf(0x09); | ||
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int inputCount = Integer.valueOf(line.substring(0, pos)); | ||
String inputString = line.substring(pos+1); | ||
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if (count <= valueNumber){ | ||
context.write(ONE, new TextWithCountWritable(inputString, inputCount)); | ||
count++; | ||
} | ||
} | ||
} | ||
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static class MyReducer extends Reducer<IntWritable, TextWithCountWritable, Text, IntWritable>{ | ||
private SortedSet<TextWithCountWritable> setOfTextWithCount; | ||
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@Override | ||
protected void setup(Context context) throws IOException, InterruptedException { | ||
super.setup(context); | ||
setOfTextWithCount = new TreeSet<>(); | ||
} | ||
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@Override | ||
protected void reduce(IntWritable key, Iterable<TextWithCountWritable> values, Context context) throws IOException, InterruptedException { | ||
values.forEach((textWithCountWriteble -> { | ||
setOfTextWithCount.add(textWithCountWriteble.clone()); | ||
if (setOfTextWithCount.size() > valueNumber + 1){ | ||
setOfTextWithCount.remove(setOfTextWithCount.last()); | ||
} | ||
})); | ||
} | ||
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@Override | ||
protected void cleanup(Context context) throws IOException, InterruptedException { | ||
super.cleanup(context); | ||
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int i = 0; | ||
for (TextWithCountWritable textWithCountWriteble : setOfTextWithCount){ | ||
if (i == valueNumber){ | ||
context.write(new Text(textWithCountWriteble.getText()), new IntWritable(textWithCountWriteble.getCount())); | ||
break; | ||
} | ||
i++; | ||
} | ||
} | ||
} | ||
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@Override | ||
public int run(String[] args) throws Exception { | ||
final Configuration conf = this.getConf(); | ||
final Job job = new Job(conf, "GetRow"); | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Job считается deprecated, ужасов никаких нет, но будъте добры выберите из двух вариантов: |
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valueNumber = Integer.valueOf(args[2]); | ||
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job.setJarByClass(GetRow.class); | ||
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job.setInputFormatClass(TextInputFormat.class); | ||
job.setOutputFormatClass(TextOutputFormat.class); | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. |
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job.setMapperClass(MyMapper.class); | ||
job.setReducerClass(MyReducer.class); | ||
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job.setMapOutputKeyClass(IntWritable.class); | ||
job.setMapOutputValueClass(TextWithCountWritable.class); | ||
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job.setOutputKeyClass(Text.class); | ||
job.setOutputValueClass(IntWritable.class); | ||
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FileInputFormat.addInputPath(job, new Path(args[0])); | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Где проверка на присутсвие аргументов, биг дата, бигдатой, но исключение ловить хотелось бы |
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FileOutputFormat.setOutputPath(job, new Path(args[1])); | ||
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return job.waitForCompletion(true) ? 0 : 1; | ||
} | ||
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public static void main(String[] args) throws Exception{ | ||
final int returnCode = ToolRunner.run(new Configuration(), new GetRow(), args); | ||
System.exit(returnCode); | ||
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} | ||
} |
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package kubrin; | ||
// based on implementation of a-filippo (https://github.com/a-filippo/2017-big-data) | ||
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import java.io.IOException; | ||
import java.util.regex.Matcher; | ||
import java.util.regex.Pattern; | ||
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import org.apache.hadoop.conf.Configuration; | ||
import org.apache.hadoop.conf.Configured; | ||
import org.apache.hadoop.fs.Path; | ||
import org.apache.hadoop.io.IntWritable; | ||
import org.apache.hadoop.io.Text; | ||
import org.apache.hadoop.mapreduce.Job; | ||
import org.apache.hadoop.mapreduce.Mapper; | ||
import org.apache.hadoop.mapreduce.Reducer; | ||
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; | ||
import org.apache.hadoop.mapreduce.lib.input.TextInputFormat; | ||
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; | ||
import org.apache.hadoop.mapreduce.lib.output.TextOutputFormat; | ||
import org.apache.hadoop.util.Tool; | ||
import org.apache.hadoop.util.ToolRunner; | ||
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public class NameCount extends Configured implements Tool { | ||
private static final Pattern namePattern = Pattern.compile("^[A-Z][a-z0-9]*$"); | ||
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static class MyMapper extends Mapper<Object, Text, Text, TextWithCountWritable>{ | ||
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@Override | ||
protected void map(Object key, Text value, Context context) throws IOException, InterruptedException { | ||
final String line = value.toString(); | ||
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int pos = line.indexOf('\t'); | ||
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String inputString = line.substring(0, pos); | ||
int inputCount = Integer.valueOf(line.substring(pos+1)); | ||
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context.write(new Text(inputString.toLowerCase()), new TextWithCountWritable(inputString, inputCount)); | ||
} | ||
} | ||
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static class MyReducer extends Reducer<Text, TextWithCountWritable, Text, IntWritable>{ | ||
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@Override | ||
protected void reduce(Text key, Iterable<TextWithCountWritable> values, Context context) throws IOException, InterruptedException { | ||
int sumAllForms = 0; | ||
int rightFormCount = 0; | ||
String rightFormText = null; | ||
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for (final TextWithCountWritable value : values){ | ||
sumAllForms += value.getCount(); | ||
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if (rightFormText == null){ | ||
Matcher matcher = namePattern.matcher(value.getText()); | ||
if (matcher.matches()){ | ||
rightFormText = value.getText(); | ||
rightFormCount = value.getCount(); | ||
} | ||
} | ||
} | ||
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if (rightFormText == null){ | ||
return; | ||
} | ||
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if (rightFormCount / (double)sumAllForms >= 0.995){ | ||
context.write(new Text(rightFormText), new IntWritable(rightFormCount)); | ||
} | ||
} | ||
} | ||
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@Override | ||
public int run(String[] args) throws Exception { | ||
final Configuration conf = this.getConf(); | ||
final Job job = new Job(conf, "NamesPercent"); | ||
job.setJarByClass(NameCount.class); | ||
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job.setInputFormatClass(TextInputFormat.class); | ||
job.setOutputFormatClass(TextOutputFormat.class); | ||
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job.setMapperClass(MyMapper.class); | ||
job.setReducerClass(MyReducer.class); | ||
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job.setMapOutputKeyClass(Text.class); | ||
job.setMapOutputValueClass(TextWithCountWritable.class); | ||
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job.setOutputKeyClass(Text.class); | ||
job.setOutputValueClass(IntWritable.class); | ||
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FileInputFormat.addInputPath(job, new Path(args[0])); | ||
FileOutputFormat.setOutputPath(job, new Path(args[1])); | ||
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return job.waitForCompletion(true) ? 0 : 1; | ||
} | ||
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public static void main(String[] args) throws Exception{ | ||
final int returnCode = ToolRunner.run(new Configuration(), new NameCount(), args); | ||
System.exit(returnCode); | ||
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} | ||
} |
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Это сработает для всех языков? Даже для тех где мультибайтовая кодировка?
И где проверка на корректность