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Apache Hive Essentials

You're reading from   Apache Hive Essentials Essential techniques to help you process, and get unique insights from, big data

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Product type Paperback
Published in Jun 2018
Publisher Packt
ISBN-13 9781788995092
Length 210 pages
Edition 2nd Edition
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Concepts
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Author (1):
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Dayong Du Dayong Du
Author Profile Icon Dayong Du
Dayong Du
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Table of Contents (12) Chapters Close

Preface 1. Overview of Big Data and Hive FREE CHAPTER 2. Setting Up the Hive Environment 3. Data Definition and Description 4. Data Correlation and Scope 5. Data Manipulation 6. Data Aggregation and Sampling 7. Performance Considerations 8. Extensibility Considerations 9. Security Considerations 10. Working with Other Tools 11. Other Books You May Enjoy

Partitions

By default, a simple HQL query scans the whole table. This slows down the performance when querying a big table. This issue could be resolved by creating partitions, which are very similar to what's in the RDBMS. In Hive, each partition corresponds to a predefined partition column(s), which maps to subdirectories in the table's directory in HDFS. When the table gets queried, only the required partitions (directory) of data in the table are being read, so the I/O and time of the query is greatly reduced. Using partition is a very easy and effective way to improve performance in Hive.

The following is an example of partition creation in HQL:

> CREATE TABLE employee_partitioned (
> name STRING,
> work_place ARRAY<STRING>,
> gender_age STRUCT<gender:STRING,age:INT>,
> skills_score MAP<STRING,INT>,
> depart_title MAP<STRING...
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