A Task-Oriented General-Purpose Distributed Computing System Based on CLTS Scheduling Algorithm
نویسندگان
چکیده
Most current research on commonly used distributed computing frameworks neglects the difficulty of learning these frameworks. These are designed for professionals, and users must understand them well to use calculation tasks. In order solve challenging balance problem between versatility user difficulty, a new system is proposed. The design this based idea divide conquer in computing. paper uses Netty, Zookeeper, Hadoop Distributed File System (HDFS) other tools implement functions. Firstly, analyzes status at home abroad; Then, according conquer, Netty basic architecture system, Zookeeper relevant mechanisms, HDFS as storage, designs implements Task-Oriented General-Purpose (TOGP) TOGP; Finally, intensely studies task scheduling proposes algorithm, Node Processing Capacity Lock Task Scheduling (CLTS) algorithm. scalability test proves that TOGP has good horizontal scalability. comparative experiment, processing capacity using round robin about 16% higher than Hadoop, which available efficient. A series experiments prove CLTS algorithm can effectively adapt heterogeneous cluster environment efficiently schedule
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ژورنال
عنوان ژورنال: IEEE Access
سال: 2023
ISSN: ['2169-3536']
DOI: https://doi.org/10.1109/access.2023.3298049