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2025-01-16 Update From: SLTechnology News&Howtos shulou NAV: SLTechnology News&Howtos > Internet Technology >
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The Core of Hadoop
HDFS: Hadoop Distributed File System
MapReduce: Parallel Computing Framework
Yarn: Cluster Resource Management and Scheduling Framework
What is Hadoop?
Distributed Storage, Computing, Resource Management Platform for Big Data
Written by Doug Cutting
Inspired by three Google papers
Hadoop ecosystem
HDFS
master-slave structure
There is only one master node: namenode.
There are many: datanodes
namenode is responsible for:
Receive user operation request
Maintain directory structure of file system
Manage the relationship between files and blocks, between blocks and datanodes
DataNode is responsible for:
storage file
Files are stored in blocks on disk
To keep your data safe, there are multiple copies of your file.
Yarn
MapReduce under Yarn
master-slave structure
Master node, only one: ResourceManager
Control nodes, each Job has an MRAppMaster
From the node, there are many: YarnChild
ResourceManager is responsible for:
Receive computing tasks submitted by customers
Assign jobs to MRAppMaster for execution
Monitor MRAppMaster performance
MRAppMaster is responsible for:
Responsible for scheduling tasks performed by a Job
Assign Job to YarnChild Execution
Monitor YarnChild implementation
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