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| Section | Objectives |
|---|---|
| Topic 1: Data Processing | - End-to-end Hadoop workflows
|
| Topic 2: Data Ingestion | - Import data into Hadoop
|
| Topic 3: Data Transformation with Pig | - Pig Latin programming
|
| Topic 4: Data Analysis with Hive | - Hive query development
|
1. Given a directory of files with the following structure: line number, tab character, string:
Example:
1abialkjfjkaoasdfjksdlkjhqweroij
2kadfjhuwqounahagtnbvaswslmnbfgy
3kjfteiomndscxeqalkzhtopedkfsikj
You want to send each line as one record to your Mapper. Which InputFormat should you use to complete the line: conf.setInputFormat (____.class) ; ?
A) KeyValueFileInputFormat
B) SequenceFileAsTextInputFormat
C) BDBInputFormat
D) SequenceFileInputFormat
2. You want to perform analysis on a large collection of images. You want to store this data in HDFS and process it with MapReduce but you also want to give your data analysts and data scientists the ability to process the data directly from HDFS with an interpreted high-level programming language like Python. Which format should you use to store this data in HDFS?
A) Avro
B) CSV
C) HTML
D) SequenceFiles
E) XML
F) JSON
3. Analyze each scenario below and indentify which best describes the behavior of the default partitioner?
A) The default partitioner assigns key-values pairs to reduces based on an internal random number generator.
B) The default partitioner implements a round-robin strategy, shuffling the key-value pairs to each reducer in turn. This ensures an event partition of the key space.
C) The default partitioner computes the hash of the key and divides that valule modulo the number of reducers. The result determines the reducer assigned to process the key-value pair.
D) The default partitioner computes the hash of the value and takes the mod of that value with the number of reducers. The result determines the reducer assigned to process the key-value pair.
E) The default partitioner computes the hash of the key. Hash values between specific ranges are associated with different buckets, and each bucket is assigned to a specific reducer.
4. Determine which best describes when the reduce method is first called in a MapReduce job?
A) Reducers start copying intermediate key-value pairs from each Mapper as soon as it has completed. The reduce method is called only after all intermediate data has been copied and sorted.
B) Reducers start copying intermediate key-value pairs from each Mapper as soon as it has completed. The reduce method is called as soon as the intermediate key-value pairs start to arrive.
C) Reduce methods and map methods all start at the beginning of a job, in order to provide optimal performance for map-only or reduce-only jobs.
D) Reducers start copying intermediate key-value pairs from each Mapper as soon as it has completed. The programmer can configure in the job what percentage of the intermediate data should arrive before the reduce method begins.
5. All keys used for intermediate output from mappers must:
A) Implement WritableComparable.
B) Override isSplitable.
C) Implement a comparator for speedy sorting.
D) Be a subclass of FileInputFormat.
E) Implement a splittable compression algorithm.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: A |
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