Aspect-Combining Functions for Modular MapReduce Solutions
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2018, Vol 9, Issue 8
Abstract
MapReduce represents a programming framework for modular Big Data computation that uses a function map to identify and target intermediate data in the mapping phase, and a function reduce to summarize the output of the map function and give a final result. Because inputs for the reduce function depend on the map function’s output to decrease the communication traffic of the output of map functions to the input of reduce functions, MapReduce permits defining combining function for local aggregation in the mapping phase. MapReduce Hadoop solutions do not warrant the combining functioning application. Even though there exist proposals for warranting the combining function execution, they break the modular nature of MapReduce solutions. Because Aspect-Oriented Programming (AOP) is a programming paradigm that looks for the modular software production, this article proposes and apply Aspect-Combining function, an AOP combining function, to look for a modular MapReduce solution. The Aspect-Combining application results on MapReduce Hadoop experiments highlight computing performance and modularity improvements and a warranted execution of the combining function using an AOP framework like AspectJ as a mandatory requisite.
Authors and Affiliations
Cristian Vidal Silva, Rodolfo Villarroel, Jose´ Rubio, Franklin Johnson, Erika Madariaga, Alberto Urz´ua, Luis Carter, Camilo Campos- Vald´es, Xaviera A. L´opez-Cort´es
Keywords
Related Articles
- EP ID EP376580
- DOI 10.14569/IJACSA.2018.090871
- Views 88
- Downloads 0
Analysis on Existing Basic Slas and Green Slas to Define New Sustainable Green SLA
Nowadays, most of the IT (Information Technology) and ICT (Information and Communication Technology) industries are practicing sustainability under green computing hoods. Users/Customers are also moving towards a new sus...
Choice of Knowledge Representation Model for Development of Knowledge Base: Possible Solutions
In current society knowledge, information and intelligent computer systems based on knowledge base play a great role. The ability of an intelligent system to efficiently implement its functions depends on the efficiency...
AMBA Based Advanced DMA Controller for SoC
This paper describes the implementation of an AMBA Based Advanced DMA Controller for SoC. It uses AMBA Specifications, where two buses AHB and APB are defined and works for processor as system bus and peripheral bus resp...
Singkat: A Keyword-Based URL Shortener and Click Tracker Package for Django Web Application
In recent years, Python has been gaining popularity as web scripting/programming language. In this research we propose Singkat, an open source uniform resource locator (URL) shortener package with web user interface buil...
Detection of Violations in Credit Cards of Banks and Financial Institutions based on Artificial Neural Network and Metaheuristic Optimization Algorithm
Due to popularity of the World Wide Web and e-commerce, electronic communications between people and different organizations through virtual world of the Internet have provided a good basis for commercial and economic re...