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HDFS Yarn Architecture
..Venu Katragadda
Main pillars in Hadoop
HDFS
HDFS - Store the data
Overview of Hadoop ecosystems
Why HDFS/Hadoop?
HDFS Model
How each Daemon work?
What is Hadoop Ecosystems?
Hadoop Ecosystems Usecases
What is Daemon?
• A processing thread that runs in the
background called Daemon.
• Useally any process completed shortly.
After process there is no use to do it, so
that Daemon can used to do that
temporary task.
• Hadoop has five daemons such as
Namenode, secondary name node,
Resource manager, node manager,
datanode.
How HDFS writes data?
How replicate the data?
First replica store in Local
System, second replica store
nearest rack, third replica
store nearest rack.
It's by default
Recommended replication
Replicate in Different nodes
How HDFS reads the file
Hdfs Reads
• HDFS reads data parallelly , but write
Sequencilly
Power of HDFS is Scalability
Hadoop Auto repair
Secondary NameNode
Internally What happen (metadata)
Everything namenode store in Edit log
NameNode Vs Secondary NameNode
Periodically Store the Namenode data in Secondary Name Node
Internally What happen (metadata)
Merge old metadata (fsimage) and new changes(edit log)
and persist in Secondary namenode
Editlogs Vs Fsimage
• editlogs – This keeps tracking of each and
every change that is being done on HDFS.
(Like adding a new file, deleting a file,
moving it between folders..etc)
• fsimage – Stores the node details like
modification time, access time, access
permission, replication.
Final HDFS architecture
Namenode Responsibility
• NameNode manages file system metadata
• The Active NameNode is responsible for
all client operations in the cluster
• Based on Datanode's block report,
allocate new blocks to store & replicate
data
• Flush the editlog data to Secondary NN
Datanode Responsibilities
• Follow the Namenode instructions.
• Serving read and write requests from the
file system’s clients
• Store the actual data in HDFS in the form
of blocks.
• Every 3 seconds give heartbeat to Active
& StandBy Namenode
• every 30 seconds give block report to
Namenode
StandBy Namenode responsibilities
• It's acting as a slave.
• Take metadata info from Slave nodes.
• Merge fsimage and edit log data in
fsimage.
• Based on election systems choose which
is the active and standby namenode.
Secondary Namenode Responsibilities
• For every one hour take editlog data from
namenode
• merge the editlog and fsimage data using
checkpoint
• flush the new fsimage data to namenode
Hadoop 2.x High avalability
• Each Datanode send Heartbeat/block
report to Active NN & StandBy NN.
• Based on Election system choose Active,
standBy NN.
• If Active NN goes down, switch to StandBy
NN.
• It means Namenode take care of
Datanode' metadata and Zookeeper take
care of Namenode's metadata.
Lets Break to dig into Yarn.
YARN
• In another words it's distributed OS to the
HDFS
HDFS/YARN Architecture
YARN: Process any type of data at a time
What is Daemon?
• A processing thread that runs in the
background called Daemon.
• Useally any process completed shortly.
After process there is no use to do it, so
that Daemon can used to do that
temporary task.
• Hadoop has five daemons such as
Namenode, secondary name node,
Resource manager, node manager,
datanode.
Containers: To do Computation
Application Master to manage Application
Application Master launch Tasks in each
container
Resource manager launch Application
Master to manage Applications
RM allocate memory to containers to
process data
Each Node manager has multiple Containers to process multiple Jobs
Node manager
Resource manager allocated Containers,
App manager launch application tasks within
the containers
YARN total Architecture
Single point of Failure in YARN
Thank you!

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