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Indentify the utility that allows you to create and run MapReduce jobs with any executable or script as the mapper and/or the reducer?
- Hadoop Streaming
Hadoop streaming is a utility that comes with the Hadoop distribution. The utility allows you to create and run Map/Reduce jobs with any executable or script as the mapper and/or the reducer.
(Hadoop Streaming, second sentence)
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Questions & Answers for Hadoop MapReduce developers, How the Client communicates with HDFS?
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How are keys and values presented and passed to the reducers during a standard sort and shuffle phase of MapReduce?
- Keys are presented to reducer in sorted order; values for a given key are not sorted.
- Keys are presented to reducer in sorted order; values for a given key are sorted in ascending order.
- Keys are presented to a reducer in random order; values for a given key are not sorted.
- Keys are presented to a reducer in random order; values for a given key are sorted in ascending order.
Reducer has 3 primary phases:
The Reducer copies the sorted output from each Mapper using HTTP across the network.
The framework merge sorts Reducer inputs by keys (since different Mappers may have output the same key).
The shuffle and sort phases occur simultaneously i.e. while outputs are being fetched they are merged.
To achieve a secondary sort on the values returned by the value iterator, the application should extend the key with the secondary key and define a grouping comparator. The keys will be sorted using the entire key, but will be grouped using the grouping comparator to decide which keys and values are sent in the same call to reduce.
In this phase the reduce(Object, Iterable, Context) method is called for each
The output of the reduce task is typically written to a RecordWriter via TaskInputOutputContext.write(Object, Object).
The output of the Reducer is not re-sorted.
org.apache.hadoop.mapreduce, Class Reducer
Questions & Answers for Hadoop MapReduce developers, How the Client communicates with HDFS?