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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Apache Hive Development | 25% | - Create and manage Hive tables, partitions, and buckets - Use Hive functions, views, and metastore - Write and optimize HiveQL queries |
| Topic 2: Apache Pig Development | 30% | - Write and optimize Pig Latin scripts - Data transformation, filtering, joining, and aggregation - Debug and tune Pig jobs |
| Topic 3: Data Ingestion | 25% | - Load data into HDFS from external sources - Import/export data using Sqoop - Ingest streaming data with Flume |
| Topic 4: Hadoop Fundamentals & Architecture | 20% | - YARN architecture and job execution - HDFS operations and file management - MapReduce concepts and job lifecycle |
1. Which Two of the following statements are true about hdfs? Choose 2 answers
A) HDFS works best when storing a large number of relatively small files
B) Blocks are replicated to multiple datanodes
C) Block sizes for all files must be the same size
D) An HDFS file that is larger than dfs.block.size is split into blocks
2. In a MapReduce job, you want each of your input files processed by a single map task. How do you configure a MapReduce job so that a single map task processes each input file regardless of how many blocks the input file occupies?
A) Increase the parameter that controls minimum split size in the job configuration.
B) Set the number of mappers equal to the number of input files you want to process.
C) Write a custom MapRunner that iterates over all key-value pairs in the entire file.
D) Write a custom FileInputFormat and override the method isSplitable to always return false.
3. Which describes how a client reads a file from HDFS?
A) The client contacts the NameNode for the block location(s). The NameNode then queries the DataNodes for block locations. The DataNodes respond to the NameNode, and the NameNode redirects the client to the DataNode that holds the requested data block(s). The client then reads the data directly off the DataNode.
B) The client queries the NameNode for the block location(s). The NameNode returns the block location(s) to the client. The client reads the data directory off the DataNode(s).
C) The client queries all DataNodes in parallel. The DataNode that contains the requested data responds directly to the client. The client reads the data directly off the DataNode.
D) The client contacts the NameNode for the block location(s). The NameNode contacts the DataNode that holds the requested data block. Data is transferred from the DataNode to the NameNode, and then from the NameNode to the client.
4. You use the hadoop fs -put command to write a 300 MB file using and HDFS block size of 64 MB. Just after this command has finished writing 200 MB of this file, what would another user see when trying to access this life?
A) They would see the current of the file through the last completed block.
B) They would see the current state of the file, up to the last bit written by the command.
C) They would see no content until the whole file written and closed.
D) They would see Hadoop throw an ConcurrentFileAccessException when they try to access this file.
5. Can you use MapReduce to perform a relational join on two large tables sharing a key? Assume that the two tables are formatted as comma-separated files in HDFS.
A) Yes, so long as both tables fit into memory.
B) Yes, but only if one of the tables fits into memory
C) No, MapReduce cannot perform relational operations.
D) Yes.
E) No, but it can be done with either Pig or Hive.
Solutions:
| Question # 1 Answer: B,D | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: D |
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